{
    "measurement": {
        "model.layers.0.self_attn": [
            {
                "accuracy": 0.876833018503691,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.8921786636898392,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9079843802671683,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9366228060894891,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9371114877101622,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9414716284526021,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9461518205506236,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9511436269079384,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9637844493906749,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9653607961770735,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689965869643187,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9758138153702021,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9709528539525835,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9779507564870935,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983233486106129,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877656742832378,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846892328932881,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907163227173058,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936211334884559,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.0.block_sparse_moe": [
            {
                "accuracy": 0.9076144930563474,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9132050111105567,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9221353481866812,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9249042549023503,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9667537800575557,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9688583467351762,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9736418448584644,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9828565477050448,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9835096808934682,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839441410608982,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847361396900133,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909919341045775,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990198318405371,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933428552344834,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931107515248617,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936154576900759,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941257328211673,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.self_attn": [
            {
                "accuracy": 0.8777563834660932,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.8878325510181879,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9048397670450964,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9312115441027441,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9323388779241788,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9372457112920911,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9423940748368439,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9478566874014704,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.959725615617476,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9609770912088846,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693322940484473,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9739181446401697,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9712268807190029,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9761452605261615,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826738877516044,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865416563361099,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845243329182267,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914261242619863,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939832749384406,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.block_sparse_moe": [
            {
                "accuracy": 0.9542696417162293,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9614559185053957,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.963817915683122,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9642129673279429,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893287924167357,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99120594690995,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920805061762956,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944070516901679,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943764146454143,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961333896928025,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952154740887252,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977684163237236,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975225563792168,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981371238245629,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981131301641366,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981995612554448,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99844538044693,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.self_attn": [
            {
                "accuracy": 0.9872033601920855,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881611747642685,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989426945336163,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910628676512524,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927165859231823,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993114393676239,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955607772081796,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957547555309966,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961723069641985,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962693292610837,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962416867676535,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966052232316303,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974276668753622,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975970336481145,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985031480349502,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986225431754352,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987113861302772,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990880124663052,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993008853336122,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.block_sparse_moe": [
            {
                "accuracy": 0.9842845478070605,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848350661463643,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868339028846669,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873251715724013,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926653469753403,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993261901428923,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939907357390774,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963439937074374,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966643264327247,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963678499518306,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968262255639083,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981980892802025,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983116794380629,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989595564364112,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990033284450061,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991112661572468,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994137311284583,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.self_attn": [
            {
                "accuracy": 0.9848309077910686,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859234228191015,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882751103662151,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909632244257649,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918593057296484,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921398940986317,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935013368223352,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939432689417643,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946163910943525,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947287329399076,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996052656641328,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963407066044103,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964807558143022,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968260633514116,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977896534623333,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981828811226143,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979931439799992,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998781523645831,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990768060026887,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.block_sparse_moe": [
            {
                "accuracy": 0.9794820963012937,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801406427776735,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826664946679222,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833077489349403,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902582183774364,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991054439929461,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919833738577405,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951285809021149,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955755671345334,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951529808305694,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957727178085694,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975954522256201,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997769172649561,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986161419977801,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986741349030605,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988134202316072,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992227782242576,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.self_attn": [
            {
                "accuracy": 0.9847569525560462,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858023267803028,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882523515874422,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905335944464528,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915628206891645,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919102521564224,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932508104615599,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936264556232154,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941895879854105,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945166045432224,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957776512386963,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962262249563968,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962893138198476,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968926955081866,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997788194735461,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982439534659008,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979802863733647,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987476257849363,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998484865779143,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.block_sparse_moe": [
            {
                "accuracy": 0.9757424818204814,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9765786161940349,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9798078208573555,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806211987804425,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884806170593947,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989427983871122,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990593991083044,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941740911086335,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994698181889314,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942639742450985,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949864531058425,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971402964714032,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973468134473813,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983387039223759,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984203790020394,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985963570039817,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990650589744817,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.self_attn": [
            {
                "accuracy": 0.9819491148044012,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9828823097785445,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856609678337056,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888026897648448,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906300022144263,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909955227355424,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930296518570302,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935222152118129,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942761806060413,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944450964317902,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954817603391252,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958825272042304,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996043457839589,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965152524558729,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978470700658172,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979565584309105,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981687651260903,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985904212042346,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990499323880373,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.block_sparse_moe": [
            {
                "accuracy": 0.9719646263769582,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9729050481201786,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9767907672855807,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9778057450526639,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866261850846442,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876967305072436,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989130718854109,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932029660925955,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938182677816305,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933360400732214,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941761187878192,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966824702140386,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969520204069436,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980994616849593,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982007606549336,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984256986874818,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989815407959548,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.self_attn": [
            {
                "accuracy": 0.9806185185075983,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9816066236480286,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984193677646353,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988157036922578,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901594293034194,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903338024343707,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927060817441854,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992990934596348,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938946303997287,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994123021306127,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950526821071675,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953917046996618,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955600024335772,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959768450292024,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975198376188544,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975825068326422,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979231941029675,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981130143308914,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987053396884891,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.block_sparse_moe": [
            {
                "accuracy": 0.970114842253296,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9711246456656801,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754408798425606,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9765502357561338,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857776329950675,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869528756918091,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885093716806487,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927578899078071,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934120683342611,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928904092306957,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938004564518403,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964452030651859,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967228823010564,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979361360800747,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998056139309866,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982973843580112,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988712259678563,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.self_attn": [
            {
                "accuracy": 0.9775103062489315,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785572585257653,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809721708052644,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854382992673077,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889431286260093,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891982061396304,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923131816995967,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925880531265744,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931166441498422,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932190018313888,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943490166731767,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948697205522636,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951094273588081,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954921362161833,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972644712726929,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973663611392687,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977873589959927,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979688542325197,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987121522503194,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.block_sparse_moe": [
            {
                "accuracy": 0.9677157851524258,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9688231165667898,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9732908098223177,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9744491695769524,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846550006615488,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859239435264546,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875234529915217,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921977246719363,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928992346517349,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992321570563179,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933055675539532,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961549444553001,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964502577142986,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977628291296576,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978887608342216,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981368835464022,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987611683073306,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.self_attn": [
            {
                "accuracy": 0.9765068823961836,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9774232659684984,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980054812089197,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854048921138441,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987875820872815,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884967620876667,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914144297547051,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923612566566781,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925670044521164,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931258781028813,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939652931827464,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946516625472883,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948722334566379,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952178789658079,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965369577862715,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997242758651019,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970638358683669,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997953081806803,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981302004675136,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.block_sparse_moe": [
            {
                "accuracy": 0.9654172277078032,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.966579227855331,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9713965764171199,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9726593712050664,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9835125502738121,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848682192203245,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866184742484045,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916063263693726,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923539374538354,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991752627832619,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927936602432869,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958497209682766,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961582962546105,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975634133596415,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977014467555196,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979682288708558,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986235029983187,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.self_attn": [
            {
                "accuracy": 0.9739818530353276,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974967995560483,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9773427501418873,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9822952065273727,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987199438049605,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987536205248417,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911710322761026,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916328496152633,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921714618532477,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992277471434423,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937677303770263,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937035633790258,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940702251256689,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941809102035079,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967822117645195,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964653073969346,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997465457509909,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970891687859732,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983631771970786,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.block_sparse_moe": [
            {
                "accuracy": 0.9631675774427622,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9644796542921349,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9696474568918347,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9710003912056747,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824110237440389,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838844617632659,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.98577124534763,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910237216145584,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918309245993825,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911780909046923,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992316655226444,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955636014438871,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959056810598428,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973917524636674,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975426804372355,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997829486600638,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998532621398274,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.self_attn": [
            {
                "accuracy": 0.9713942569827563,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.972657362146205,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754178549506163,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817097197090717,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856499877611273,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860084663439346,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906221895209072,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911300454558315,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917868970599222,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923577933866334,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929311288594219,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934383772534171,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938694671237547,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942463934176454,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964868568288359,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967227117342287,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973131766248691,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975634168521011,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985050165590732,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.block_sparse_moe": [
            {
                "accuracy": 0.9618873099159253,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9632739856054908,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689523335056085,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9704422436066364,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817788349464536,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833228185184693,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853850251406824,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906187249886754,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991499704872503,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908573775870824,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920510219802198,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954119204837633,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957644078745752,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973039689204214,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974732452415322,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977937330994265,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985119713145603,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.self_attn": [
            {
                "accuracy": 0.9673387233265921,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.968836092439137,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.971974374089194,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978872577071582,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833038208614054,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839081780151709,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882136565437051,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889572816655824,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898093177103683,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905844605405276,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919863586485582,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924981136757293,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929732714877709,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933664920053592,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958918645585838,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963080710302549,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967305813364586,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972758979634627,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983207151158958,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.block_sparse_moe": [
            {
                "accuracy": 0.9610351519168991,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9624701811883011,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9681824998635995,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9696845668122956,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9814171076899296,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829768230158248,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9850608401833788,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903823077482613,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912945983784371,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906786942217303,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918638141703253,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953036394803539,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956372951794612,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972109510318229,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974077054250398,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977307503883678,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984538785831415,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.self_attn": [
            {
                "accuracy": 0.9634159691631794,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9647938332667476,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9686423447963438,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9752139508430111,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9811703860269565,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815542456252795,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864343484177401,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870342674518102,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880111972360235,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888444147072732,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905282605047289,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911089233784495,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914355618928216,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992174307742205,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952537864691725,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953395341473975,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961883793523731,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966251050599998,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982238953265263,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.block_sparse_moe": [
            {
                "accuracy": 0.9570044238904589,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9586917141354397,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9646807153170046,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9662462428800369,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9794175241534647,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.981184707856492,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833585211615029,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893704695431026,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903487930270402,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896370762419936,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909748909749875,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947313655069784,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995097384641045,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968025287380442,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970570416251001,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973824186262822,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998182590410579,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.self_attn": [
            {
                "accuracy": 0.963180252105782,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9648626684946449,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9686990304801025,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.977120449080279,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812191795851839,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818476787033049,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878549643204009,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888276594789013,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896000126180681,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906331246326628,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909669482639354,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914927083606783,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922381598551414,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927838571173581,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956363533549991,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960366377031038,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968227072569885,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971970945204559,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985315025765694,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.block_sparse_moe": [
            {
                "accuracy": 0.9536024690850785,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.955339743314605,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9619123650420653,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9636784863511199,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777239010130104,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9796638860318222,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9820550344884396,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884719402088147,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895578211075381,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888149349165982,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990276182045866,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994369702205356,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947869283833394,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966523507793777,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968727073497384,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972433267700437,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981248269047539,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.self_attn": [
            {
                "accuracy": 0.9573359312979799,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9594928674203784,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9637421170543683,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9729188046859283,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9774658005488547,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785585257371789,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847031637634102,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863166373076016,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876263912669138,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880090805358792,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892214332511159,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9900161231083697,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907286098275921,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912159629411211,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945506237349228,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952025322464148,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957757110119259,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996587823672024,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979837593947243,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.block_sparse_moe": [
            {
                "accuracy": 0.9502544564832198,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9520662142650077,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9589180717930982,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9607304027794223,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9763590091545331,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784189380803391,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809202516549512,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875472232356275,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888097077706143,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880406548710245,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895765070901498,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939669882020864,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942933783474329,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996306715018459,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965617966066164,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969328556356853,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978038982096079,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.self_attn": [
            {
                "accuracy": 0.9550030095208633,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9566428768203447,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9611350393020793,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9688881763110035,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9753238602884506,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9765496131915011,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9820699107490087,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983478115087277,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855055982050928,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9861930739869805,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880652472523874,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891855917184761,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896245559579447,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906593079825765,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937185513860497,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948700274169249,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947639202552014,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965051353639481,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997076008101239,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.block_sparse_moe": [
            {
                "accuracy": 0.9464113218219656,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9483174604216689,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9558841781200547,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9579200714238381,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9743473206303621,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9764679583573812,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792238297921262,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9867542601974779,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879417928719991,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871179527652106,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887400660663843,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935109120744624,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939553182645652,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961521098831374,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996400909700529,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968229943065365,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978573052702766,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.self_attn": [
            {
                "accuracy": 0.9569478468283227,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9585844339116624,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9635961746895,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9719549577781245,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9776710804649874,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785179754130935,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985271431603714,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864716141876814,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876837631148335,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882855046981651,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892529190615996,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899705890321026,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908387271785423,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913739139753345,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948622501871892,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953830451949647,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961331103818098,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968510584378811,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998207958209892,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.block_sparse_moe": [
            {
                "accuracy": 0.9401903475977873,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9423083399275416,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9507798528004634,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9531343665562177,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9712560403307802,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.973675629957334,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9767976552248001,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9850410841846544,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863955168249575,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855435914850157,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873724500158507,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926949473048904,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932039162193081,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995620486694143,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959399592449987,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964149235380128,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975523453781774,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.self_attn": [
            {
                "accuracy": 0.9532270871691013,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.955285420739337,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9597289322042152,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9698581209308222,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9749112240479965,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9759177288138553,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821015245428211,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834489262123641,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855357892321128,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852152642254767,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879514657598185,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887064483604933,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893369750904017,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902709563213744,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935848142118439,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948344570462053,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947979488459072,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996517641512726,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972269564719969,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.block_sparse_moe": [
            {
                "accuracy": 0.9336495173997,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9359738699307567,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9454842328437065,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9483516155497024,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.968004349913252,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.970644485107378,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9742320628444615,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831733128153964,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847377652400419,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838700067546022,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858817837789262,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917987326503193,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923263896060618,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950039720187258,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995396120253166,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959430550102537,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971405118826384,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.self_attn": [
            {
                "accuracy": 0.9524957128849468,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9544781425869778,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9593059236281797,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9676138422402897,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9746837152756358,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.976059976818138,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9814374600782206,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832552151362363,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984549076639508,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847770774933068,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9878301583720666,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886761817002767,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892583967088476,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898628292262162,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929131359033483,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944976165425032,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99386536146171,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962624110171179,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976048867193688,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.block_sparse_moe": [
            {
                "accuracy": 0.928037201495547,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9306149406260565,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9409030487662867,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9441379920432442,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9652071777535112,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9680924440096867,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9720161921883884,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815071713375417,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832420284908853,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824085480680591,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845948283021387,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909928248656031,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915580945334544,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944252103052446,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948976442560946,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99549029723398,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967377336855096,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.self_attn": [
            {
                "accuracy": 0.9527556589363437,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9545939477454675,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.959711056594786,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9690192497678494,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9755181543234932,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9766349077322766,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832340071075841,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847508658115801,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860462729181898,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868453483244306,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879955285424856,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886799929173369,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895345927706283,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904405892042345,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993797635635067,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945700181721661,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949854830598557,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996017406241184,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971471307860491,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.block_sparse_moe": [
            {
                "accuracy": 0.924877943569108,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9275057455034632,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9383329970664099,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9417866737042603,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9634878014851558,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9665490727087385,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9708052920667749,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980645425078508,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824059984989857,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815023009126124,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838456041914853,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905007207815192,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911333099742862,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941021091500787,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946193808052493,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952571104697295,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965475474876401,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.self_attn": [
            {
                "accuracy": 0.9576027682541233,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9592611603438854,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9636495433943837,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9720893016967335,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9774032642476653,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9786002996230596,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9836730816352525,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853077165684417,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866369977397355,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987460969971787,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890933820830756,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989818740219466,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903859455187461,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908878488074008,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941992691570991,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949523936834579,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952303262329415,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963192342241344,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979402448822695,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.block_sparse_moe": [
            {
                "accuracy": 0.9228512089895575,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9252952505883417,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9364608553679366,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9397994405344913,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9624864937443482,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9655175103168738,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9698638938563434,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9804297427303696,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9822309540682718,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810711945358076,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983458047438609,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904303020111432,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911842478537246,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943463882970575,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947259325999767,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954040413354769,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968959184020365,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.self_attn": [
            {
                "accuracy": 0.9605328926914617,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9622121305253944,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.966228778326982,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9737059755348846,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9799600248960288,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806801034137607,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985654316793539,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9866094124062281,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877207106420476,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882363108918071,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895116112096921,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905664927179092,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907059601606115,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917303997974255,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945799019065147,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952536093340697,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954331764755281,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966654491635334,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977644699821738,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.block_sparse_moe": [
            {
                "accuracy": 0.9218015462944382,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.924219835353525,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.935261386005502,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9384088896607098,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9619474012012544,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9650136485303703,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9692730306598701,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9803728043640915,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9821287098487741,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980812776098518,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832379182702616,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990319895999212,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911402933250525,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943655574645259,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946951186406965,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953545210270309,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969532941100433,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.self_attn": [
            {
                "accuracy": 0.9672389588269749,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689166230198584,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9722981557838226,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777634799676506,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9816011363934529,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9828398844325229,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856449119060448,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871726450755408,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883791237677398,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887207822236967,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911460457859855,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991790359986848,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920561383723429,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927122050553168,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951328037208632,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957004753921769,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957370066917256,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972189882108452,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980043199918184,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.block_sparse_moe": [
            {
                "accuracy": 0.9210118029854799,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9233827377228361,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9341556831802192,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9371893266706091,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9614548809630306,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9645149238211543,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9686534627291717,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801524170233231,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819438927561829,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805510925423158,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9830198754115325,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902183391447914,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991072908975184,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994373608123217,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946984315143996,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953498241712192,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970578032570254,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.self_attn": [
            {
                "accuracy": 0.963349468123756,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9649965127832011,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9685002366374982,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9746279664533702,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806004560699588,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817466889753154,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9855741262926083,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869334678116598,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880097892723585,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885765859170964,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907499073122285,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914034549637061,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919183638044878,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920441453639222,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950446625558758,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995639502965404,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995761326538693,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968042759237027,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978230144509947,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.block_sparse_moe": [
            {
                "accuracy": 0.9192992617425165,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.921768412778252,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9324004191317057,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9354027470475749,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9606180726305434,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9637362346249192,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9678176650287289,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797183597754491,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815370612042514,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801501978286787,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826397805621749,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990003591746484,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908786978768674,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99425187720427,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945895728704176,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952312961563861,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997027270422366,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.self_attn": [
            {
                "accuracy": 0.9630458987268963,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9643736737535188,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.968428638126505,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9745178645672766,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806376259872004,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9814214845138945,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857500882231092,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868897345211161,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880183338873872,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886668150460249,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902066844025332,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911552911232177,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99137502724893,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924547813440624,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995063681045155,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954945329993375,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957906323313517,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966487579145714,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978988722616219,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.block_sparse_moe": [
            {
                "accuracy": 0.9178132254042124,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9203670875806558,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9309351985391817,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9339260992250944,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9598318725628288,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9630614628917292,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9671138744605214,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9793406072023668,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9811791416845823,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797390299898229,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9823149362775055,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989801050139297,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907263090196801,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941377282436741,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944673162811485,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995100292083072,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969408428051362,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.self_attn": [
            {
                "accuracy": 0.9621425442593663,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9633783814742377,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9680788284657817,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9741711825328437,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9802977607928609,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9815492025625548,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854543155647422,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9870572986179277,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885363881231138,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885639901223936,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9906756426697891,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912681761933001,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918971065137732,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922788613230774,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952378718697122,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955982694181761,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960089833475649,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967219415733493,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983496612097186,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.block_sparse_moe": [
            {
                "accuracy": 0.9158510212835512,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9184453524649143,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9289610334917119,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.931982879771998,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9588633978641347,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9621294182970336,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9661510593600964,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9787533294997717,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9806724677940732,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.979245971496168,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818589744207106,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9895612613150948,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990482880317263,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939897445177561,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943903786816487,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950289963989666,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996971564440939,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.self_attn": [
            {
                "accuracy": 0.9632162738983568,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9647671164650666,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9685783717585237,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9751673668230835,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9807064038162169,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9816497122672828,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858685777963776,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871277431222168,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883817456123468,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.988908562613161,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907516892754326,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9913285138379586,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918407388276568,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922826675649145,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949504691176116,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958531099592188,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957157079326479,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972197064811266,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981348352862129,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.block_sparse_moe": [
            {
                "accuracy": 0.9134148978873303,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9160695040696546,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.926592795668464,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9296571896656564,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9575737311847901,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9609443838463018,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9650006390323764,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9780559005509866,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9800264449103883,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9785642295977787,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.981286668855893,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892188951275066,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901660572198269,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937728464015221,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941493564554932,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947864118546835,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967618180242809,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.self_attn": [
            {
                "accuracy": 0.9629881081024283,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9642362319129079,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9687913701330361,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757307743359553,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9801051722055203,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809780257116807,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856036146612543,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868218289982331,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886300701795048,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989232552752487,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9902997091657629,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911576401883442,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915311885752568,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924307741028698,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950628197923499,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958192383208754,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959689854203087,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971562751483074,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978766175489383,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.block_sparse_moe": [
            {
                "accuracy": 0.9106478189167223,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9134759902954102,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9242249407658452,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9274073945064294,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.95605923696176,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9596048361180645,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9638077310825649,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9771678252635818,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792446061772736,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9777811316675261,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980608033016324,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887834835895583,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989769759710486,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934576916949529,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938856406431449,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994541451616801,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965573060326278,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.self_attn": [
            {
                "accuracy": 0.9561230512826067,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9581392770142931,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9630647458528218,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.970902661645883,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.977375630681452,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9783796649426222,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9837009387679005,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9850530609684555,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857474815492567,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868247746244857,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890411703504229,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896874313830937,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904080061732154,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908221218440878,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943211290887312,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949330596964022,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952790579439974,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963783966254836,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975508391967436,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.block_sparse_moe": [
            {
                "accuracy": 0.9030090094004807,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9061369992008335,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9182769785586157,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9219051560288981,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9523145299600928,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9561575977621894,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9609086319412056,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.97502866926554,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9773133546113968,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9758556492038464,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9789001309852067,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877766136227077,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887931383901128,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927713318335775,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993302551000134,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940431545562062,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961647253826653,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.self_attn": [
            {
                "accuracy": 0.9429830640162292,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9454816752358487,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9530178346720181,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9635299140293347,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.970756098726078,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9720041560695359,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9800696078883974,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817202974993148,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9828052788384651,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839990768385561,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.98578336908433,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868025240047198,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879860156705897,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883620958089044,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930674923877967,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937069788575172,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944424154481998,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954567183617895,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975409837513182,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.block_sparse_moe": [
            {
                "accuracy": 0.9021712463153035,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9053656429444489,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9176463939641651,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9212591608888224,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.95173098656692,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9556604889466574,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9604892047416222,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974606712789912,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9768784558890682,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9754841288453654,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9784710818999692,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.987547810238443,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881900273949692,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924713741546791,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929792822926844,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937001813056046,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956689149410906,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.self_attn": [
            {
                "accuracy": 0.9399372917648993,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9423656512640024,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9506927336517134,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9614444897559128,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9683318157729349,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9682496771412461,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9771055164992025,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9768156749931606,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9793883120935214,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980803782316415,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839167862052196,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852292262703964,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860043811219695,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873859702707514,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991905369550774,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929832445678154,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930810497240409,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955619796865472,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961908434787276,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.block_sparse_moe": [
            {
                "accuracy": 0.8841079881316737,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.8878390977257177,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9022063518825331,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9062571521652372,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9426504348061586,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9470850684140858,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9526156165490025,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9688967179114881,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9716764708098612,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9697654212972051,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9732534928541434,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984586394195886,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848231978126263,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899342299782132,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909858749934325,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9917695580393469,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937979894886283,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.self_attn": [
            {
                "accuracy": 0.9290739401782814,
                "total_bits": 89141248,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9331954674501168,
                "total_bits": 91697152,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9429816176232538,
                "total_bits": 95234560,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9596147970541528,
                "total_bits": 111748096,
                "q_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9662534839620716,
                "total_bits": 132388864,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9670225362244406,
                "total_bits": 132455936,
                "q_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64,
                        "3": 64
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9774859262336242,
                "total_bits": 169089024,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.978725622555143,
                "total_bits": 169221632,
                "q_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9807344632909486,
                "total_bits": 170671104,
                "q_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 64
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9812034964071292,
                "total_bits": 173039616,
                "q_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824728058455022,
                "total_bits": 174398976,
                "q_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834035482551706,
                "total_bits": 175225856,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849039913694325,
                "total_bits": 178728960,
                "q_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 64
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 64,
                        "4": 64
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9851476222668824,
                "total_bits": 181067776,
                "q_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "5": 32
                    },
                    "bits": [
                        5
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909743647042074,
                "total_bits": 219944960,
                "q_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901508336739713,
                "total_bits": 223010816,
                "q_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923901734873652,
                "total_bits": 252975104,
                "q_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914944356454438,
                "total_bits": 265314304,
                "q_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 32
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "6": 32
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943917072255557,
                "total_bits": 336861184,
                "q_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "k_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "v_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "o_proj": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.block_sparse_moe": [
            {
                "accuracy": 0.8718022535506048,
                "total_bits": 1578963200,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.8757338174863866,
                "total_bits": 1634013440,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.8910890586282078,
                "total_bits": 1826205696,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.8952698707580566,
                "total_bits": 2049028096,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9365203282550761,
                "total_bits": 2310705536,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9422788796456236,
                "total_bits": 2368606208,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9481650764416707,
                "total_bits": 2546934144,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9664921863494735,
                "total_bits": 2912082304,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9698648077288741,
                "total_bits": 2955022336,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9674957609294277,
                "total_bits": 3003289984,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9719873647646684,
                "total_bits": 3061190656,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833175512030721,
                "total_bits": 3695874432,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984668830409646,
                "total_bits": 3753775104,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896134675823545,
                "total_bits": 4275212672,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905475938055468,
                "total_bits": 4438656000,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914444111483661,
                "total_bits": 4837114880,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9939561304391215,
                "total_bits": 5659198464,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.norm.norm": null,
        "lm_head.linear": null
    },
    "last_module_idx": 66
}