diff --git "a/job_new.json" "b/job_new.json" new file mode 100644--- /dev/null +++ "b/job_new.json" @@ -0,0 +1,65780 @@ +{ + "in_dir": "/workspace/Llama3-8B-OpenHermes-DPO", + "out_dir": "/workspace/quants", + "cal_dataset": null, + "bits": 4.0, + "dataset_rows": 100, + "measurement_rows": 16, + "length": 2048, + "measurement_length": 2048, + "head_bits": 6, + "shard_size": 8192, + "compile_full": null, + "rope_scale": null, + "rope_alpha": null, + "output_measurement": null, + "progress": "finished", + "cal_filename": "/workspace/quants/cal_data.safetensors", + "last_module_idx": 66, + "measurement": { + "model.layers.0.self_attn": [ + { + "accuracy": 0.8493009507656097, + "total_bits": 89665536, + "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": 0.8695799218196618, + "total_bits": 92221440, + "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": 0.8905338715565831, + "total_bits": 95758848, + "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": 0.9243270119554118, + "total_bits": 112272384, + "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": 0.9265469644022615, + "total_bits": 132913152, + "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": 0.9282550999992772, + "total_bits": 132980224, + "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": 0.9432605836344392, + "total_bits": 169613312, + "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": 0.9463877232843324, + "total_bits": 169745920, + "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": 0.952516644997032, + "total_bits": 171195392, + "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": 0.9540780796424339, + "total_bits": 173563904, + "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": 0.9639361471329865, + "total_bits": 174923264, + "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": 0.9670811207278779, + "total_bits": 175750144, + "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": 0.9682475447066521, + "total_bits": 179253248, + "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": 0.9717049406547296, + "total_bits": 181592064, + "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": 0.9809898626255361, + "total_bits": 220469248, + "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": 0.985033677498761, + "total_bits": 223535104, + "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": 0.9838642627981148, + "total_bits": 253499392, + "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": 0.9921349041703108, + "total_bits": 265838592, + "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": 0.9959216071660385, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.8019225001335144, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.8078038127798783, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.8390954097634867, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.8489271151392084, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9019751199766209, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9100492153512805, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9234166037487357, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9485404479660486, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9535731490897505, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9500614300762352, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.956432977103089, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9744387790560722, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9782206282313717, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9859647661643592, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9869606047378559, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9899792824136583, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9961254032034623, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.1.self_attn": [ + { + "accuracy": 0.8873087606931988, + "total_bits": 89665536, + "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": 0.8945331334283477, + "total_bits": 92221440, + "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": 0.9063428207055518, + "total_bits": 95758848, + "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": 0.9357544162163609, + "total_bits": 112272384, + "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": 0.9422612143190283, + "total_bits": 132913152, + "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": 0.9419706352055073, + "total_bits": 132980224, + "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": 0.957276761139694, + "total_bits": 169613312, + "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": 0.9567065876173346, + "total_bits": 169745920, + "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": 0.9613511183936345, + "total_bits": 171195392, + "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": 0.9635089110386998, + "total_bits": 173563904, + "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": 0.9691673103523882, + "total_bits": 174923264, + "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": 0.9700677998756108, + "total_bits": 175750144, + "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": 0.9718263872752064, + "total_bits": 179253248, + "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": 0.9730644467237749, + "total_bits": 181592064, + "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": 0.9835213898730121, + "total_bits": 220469248, + "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": 0.9858178861537262, + "total_bits": 223535104, + "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": 0.9861425216750879, + "total_bits": 253499392, + "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": 0.993361167928302, + "total_bits": 265838592, + "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": 0.9964234949408197, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.928845145592564, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9472160635418013, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9464409053325653, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9469567815724172, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.983210942217786, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9883130223637349, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9900701920820498, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.992909177574084, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9935948126336658, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9931498384103179, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9943089623273792, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9965730602485373, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9970448756235113, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9979133099948644, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981163123493867, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9984502894344347, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9992298154668932, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.2.self_attn": [ + { + "accuracy": 0.9842759639661955, + "total_bits": 89665536, + "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": 0.9848695388799044, + "total_bits": 92221440, + "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": 0.9870984249527713, + "total_bits": 95758848, + "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": 0.9895227291180115, + "total_bits": 112272384, + "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": 0.9917027415756724, + "total_bits": 132913152, + "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": 0.9908578211907297, + "total_bits": 132980224, + "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": 0.9942855902236739, + "total_bits": 169613312, + "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": 0.9944133938804857, + "total_bits": 169745920, + "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": 0.9946327826718947, + "total_bits": 171195392, + "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": 0.9948678895659548, + "total_bits": 173563904, + "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": 0.9944983873712389, + "total_bits": 174923264, + "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": 0.9948145214860377, + "total_bits": 175750144, + "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": 0.9961789015582517, + "total_bits": 179253248, + "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": 0.9964787197041962, + "total_bits": 181592064, + "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": 0.9978670973520677, + "total_bits": 220469248, + "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": 0.9981759788658421, + "total_bits": 223535104, + "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": 0.9982291752209054, + "total_bits": 253499392, + "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": 0.9991656024273987, + "total_bits": 265838592, + "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": 0.9995490190018532, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.967972735482219, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9689392979795995, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9732727463308134, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9746153114951754, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9836982048214659, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9850221093695023, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9869109042920172, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9914836008469329, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9922391810503445, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9916579163339185, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9927104906129994, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9957386017654484, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9963618671448019, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9976764253714416, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9978219602673658, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981993145407423, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9993801564491341, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.3.self_attn": [ + { + "accuracy": 0.9714905192193232, + "total_bits": 89665536, + "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": 0.972459559475905, + "total_bits": 92221440, + "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": 0.9755534133628795, + "total_bits": 95758848, + "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": 0.9787441284738874, + "total_bits": 112272384, + "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": 0.9849671324420917, + "total_bits": 132913152, + "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": 0.9856533824564203, + "total_bits": 132980224, + "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": 0.9918112013439991, + "total_bits": 169613312, + "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": 0.9923614045163911, + "total_bits": 169745920, + "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": 0.9928626460881022, + "total_bits": 171195392, + "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": 0.993036660647608, + "total_bits": 173563904, + "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": 0.9924541869396833, + "total_bits": 174923264, + "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": 0.9931540467751849, + "total_bits": 175750144, + "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": 0.9947452231579902, + "total_bits": 179253248, + "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": 0.9952174373963651, + "total_bits": 181592064, + "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": 0.9971854110665032, + "total_bits": 220469248, + "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": 0.997590212368921, + "total_bits": 223535104, + "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": 0.9978564527149214, + "total_bits": 253499392, + "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": 0.998886678948398, + "total_bits": 265838592, + "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": 0.9994153783359492, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9569435435298242, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9582021632476857, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9643111419128745, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9661462892239031, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9781383680865953, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9798461411050275, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9824544272728657, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9886185561159724, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.989584277727102, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9888630555452484, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.990215337921032, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9943340442903144, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9951250803852943, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9969182478349754, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.997118034657385, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9976445784099939, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.999186274404086, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.4.self_attn": [ + { + "accuracy": 0.9681836849470672, + "total_bits": 89665536, + "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": 0.9692047843709588, + "total_bits": 92221440, + "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": 0.9717979405663515, + "total_bits": 95758848, + "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": 0.9775122695259357, + "total_bits": 112272384, + "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": 0.9834803697702131, + "total_bits": 132913152, + "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": 0.9835748350688893, + "total_bits": 132980224, + "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": 0.9900894877255747, + "total_bits": 169613312, + "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": 0.9903930651612187, + "total_bits": 169745920, + "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": 0.9912271249034491, + "total_bits": 171195392, + "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": 0.9916949622382066, + "total_bits": 173563904, + "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": 0.9910590343275353, + "total_bits": 174923264, + "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": 0.9918189147291215, + "total_bits": 175750144, + "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": 0.9932504666871146, + "total_bits": 179253248, + "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": 0.9938527856536797, + "total_bits": 181592064, + "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": 0.996253216737195, + "total_bits": 220469248, + "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": 0.9969001091636815, + "total_bits": 223535104, + "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": 0.9972584139261591, + "total_bits": 253499392, + "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": 0.9984345829916971, + "total_bits": 265838592, + "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": 0.9992849965101892, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9449716955423355, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9467282583446879, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9553486883248153, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9578381701323547, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9723028068087602, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9745172854807032, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9780490312137102, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9855702293693627, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9867876476461166, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.985892812059702, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9876288985343356, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9928126036385564, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9938316198776623, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9960714854226497, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9963402587332224, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9970798009614411, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9989592888986839, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.5.self_attn": [ + { + "accuracy": 0.9620278160038748, + "total_bits": 89665536, + "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": 0.9642537777851287, + "total_bits": 92221440, + "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": 0.9689095192833951, + "total_bits": 95758848, + "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": 0.974674153974966, + "total_bits": 112272384, + "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": 0.981064340932981, + "total_bits": 132913152, + "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": 0.9815600741360533, + "total_bits": 132980224, + "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": 0.989403530122026, + "total_bits": 169613312, + "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": 0.9896060048700556, + "total_bits": 169745920, + "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": 0.9904319179048272, + "total_bits": 171195392, + "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": 0.9909433994417716, + "total_bits": 173563904, + "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": 0.99076932813286, + "total_bits": 174923264, + "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": 0.9913290460275388, + "total_bits": 175750144, + "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": 0.9926196161265436, + "total_bits": 179253248, + "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": 0.9932844924470899, + "total_bits": 181592064, + "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": 0.9960780710925495, + "total_bits": 220469248, + "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": 0.9966695887637079, + "total_bits": 223535104, + "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": 0.9972523552439126, + "total_bits": 253499392, + "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": 0.9982211612575491, + "total_bits": 265838592, + "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": 0.9992536872772402, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9352620158736643, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9373943731188774, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9474677110188886, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9503366949134752, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9674676155279341, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9700776104276118, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9741873021580671, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9830780637842652, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9844697981729711, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9833896834109175, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9854601279979474, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9915282357802713, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9927490835666264, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9953608002366596, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9956650029144887, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9965130345969412, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9987650732111529, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.6.self_attn": [ + { + "accuracy": 0.956611500268704, + "total_bits": 89665536, + "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": 0.9580558893319807, + "total_bits": 92221440, + "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": 0.9637145486317182, + "total_bits": 95758848, + "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": 0.972850114156149, + "total_bits": 112272384, + "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": 0.9782819222462805, + "total_bits": 132913152, + "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": 0.9784469822617737, + "total_bits": 132980224, + "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": 0.9881051629536638, + "total_bits": 169613312, + "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": 0.9883064306831282, + "total_bits": 169745920, + "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": 0.9891163398217606, + "total_bits": 171195392, + "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": 0.9896405133369722, + "total_bits": 173563904, + "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": 0.989192405029347, + "total_bits": 174923264, + "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": 0.9897915948133328, + "total_bits": 175750144, + "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": 0.9912790393481326, + "total_bits": 179253248, + "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": 0.9919352265270917, + "total_bits": 181592064, + "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": 0.9952522594922859, + "total_bits": 220469248, + "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": 0.9959467269884619, + "total_bits": 223535104, + "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": 0.9969211798161268, + "total_bits": 253499392, + "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": 0.9979110409376996, + "total_bits": 265838592, + "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": 0.9991750458154313, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9295465342308346, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9317710481976208, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9428861531379976, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9460292464416278, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9646091116102118, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9673928923316693, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9718949074709886, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9816028870348084, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9830937862004104, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9819288540533498, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9841335872678381, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9907802539191356, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9920862479576547, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9949732829914674, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9953015610379609, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9962556035147587, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9986722292194731, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.7.self_attn": [ + { + "accuracy": 0.9503492736502698, + "total_bits": 89665536, + "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": 0.9522988538404829, + "total_bits": 92221440, + "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": 0.9583954457193613, + "total_bits": 95758848, + "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": 0.9684788240609985, + "total_bits": 112272384, + "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": 0.9749369797247806, + "total_bits": 132913152, + "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": 0.9754293603626522, + "total_bits": 132980224, + "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": 0.9865082924401289, + "total_bits": 169613312, + "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": 0.9868094552014219, + "total_bits": 169745920, + "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": 0.9877552490828461, + "total_bits": 171195392, + "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": 0.9884681598479418, + "total_bits": 173563904, + "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": 0.9877005156962887, + "total_bits": 174923264, + "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": 0.9886267885173622, + "total_bits": 175750144, + "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": 0.9899199129033246, + "total_bits": 179253248, + "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": 0.9907164804784483, + "total_bits": 181592064, + "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": 0.9945293818232849, + "total_bits": 220469248, + "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": 0.9953434095154271, + "total_bits": 223535104, + "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": 0.996489474672432, + "total_bits": 253499392, + "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": 0.9975547507270485, + "total_bits": 265838592, + "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": 0.9990638005822946, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9261630481403125, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9284084947093537, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9402348984425005, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9435794818166056, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9626383782413445, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9657041171663686, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9705098513513803, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9805477049299761, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9821784928146946, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.980905832869834, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9832668891666752, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9902476858053553, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9916450602345561, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.994677066325063, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9950237852815342, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9960781401207083, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9985962260367447, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.8.self_attn": [ + { + "accuracy": 0.9503462673409989, + "total_bits": 89665536, + "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": 0.9513807187935239, + "total_bits": 92221440, + "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": 0.9557425859139154, + "total_bits": 95758848, + "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": 0.9667896819055865, + "total_bits": 112272384, + "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": 0.9740401043703681, + "total_bits": 132913152, + "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": 0.9743848930260068, + "total_bits": 132980224, + "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": 0.985352294838154, + "total_bits": 169613312, + "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": 0.9856101893819869, + "total_bits": 169745920, + "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": 0.986634140368551, + "total_bits": 171195392, + "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": 0.9873507625766491, + "total_bits": 173563904, + "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": 0.9868565211807819, + "total_bits": 174923264, + "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": 0.987615788625063, + "total_bits": 175750144, + "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": 0.9889597107509249, + "total_bits": 179253248, + "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": 0.989826684327502, + "total_bits": 181592064, + "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": 0.9939778392007085, + "total_bits": 220469248, + "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": 0.9948837189126367, + "total_bits": 223535104, + "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": 0.9961210456431696, + "total_bits": 253499392, + "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": 0.9972817406217617, + "total_bits": 265838592, + "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": 0.9989722729430803, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9242397974196234, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9265472600726705, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9382608718189754, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9415802525258378, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9616154711693525, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9647766610509471, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9695698049801745, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9800468648440743, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9816748582708993, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9803603505225558, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9828091577969884, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9899623552582374, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9914117409651609, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.99451952154356, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9948671018386162, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9959002329514509, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9985489747027474, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.9.self_attn": [ + { + "accuracy": 0.9453252853923723, + "total_bits": 89665536, + "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": 0.9468832518905401, + "total_bits": 92221440, + "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": 0.9512150815050853, + "total_bits": 95758848, + "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": 0.9619822947210387, + "total_bits": 112272384, + "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": 0.9716346787876988, + "total_bits": 132913152, + "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": 0.9719431139528751, + "total_bits": 132980224, + "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": 0.983818153287039, + "total_bits": 169613312, + "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": 0.9843351738282332, + "total_bits": 169745920, + "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": 0.9850891124408104, + "total_bits": 171195392, + "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": 0.9859520325094069, + "total_bits": 173563904, + "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": 0.9851990555118966, + "total_bits": 174923264, + "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": 0.986043834593147, + "total_bits": 175750144, + "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": 0.9877056412300781, + "total_bits": 179253248, + "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": 0.9889178196654508, + "total_bits": 181592064, + "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": 0.9933852103024133, + "total_bits": 220469248, + "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": 0.9944547720768145, + "total_bits": 223535104, + "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": 0.9957847142420513, + "total_bits": 253499392, + "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": 0.9971289103789451, + "total_bits": 265838592, + "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": 0.9988709759383806, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9224099510986554, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9247753988755376, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9367140890344193, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.940098810744913, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9607831579878142, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9639582283990948, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9688295302422423, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.979564846052151, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9812329996769366, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9799383667934882, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9824135011846298, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9897556970092026, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9912139930468249, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9944009356519306, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.994772406098874, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9958354304789713, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9985198587681609, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.10.self_attn": [ + { + "accuracy": 0.9443862931312699, + "total_bits": 89665536, + "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": 0.9459657928857365, + "total_bits": 92221440, + "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": 0.9517270951090675, + "total_bits": 95758848, + "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": 0.9630516803774395, + "total_bits": 112272384, + "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": 0.9714405704779845, + "total_bits": 132913152, + "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": 0.9718994820294412, + "total_bits": 132980224, + "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": 0.9839915561391727, + "total_bits": 169613312, + "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": 0.9842808006429359, + "total_bits": 169745920, + "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": 0.9854878303594887, + "total_bits": 171195392, + "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": 0.9863372854643354, + "total_bits": 173563904, + "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": 0.98553722197386, + "total_bits": 174923264, + "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": 0.9865821986459196, + "total_bits": 175750144, + "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": 0.9880578445368692, + "total_bits": 179253248, + "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": 0.9890122983212534, + "total_bits": 181592064, + "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": 0.9934947552821157, + "total_bits": 220469248, + "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": 0.9944842007672904, + "total_bits": 223535104, + "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": 0.995832812132951, + "total_bits": 253499392, + "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": 0.9970427088954142, + "total_bits": 265838592, + "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": 0.9988787675055822, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9215819545482334, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9239202796628601, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9358591437339783, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9392478366039301, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9603880152694488, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9635441860086039, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9684516335102289, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9794641012129816, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9811031696827788, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9797674457199479, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9822487131153282, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.989672792658798, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9911388364179354, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9943831009471691, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9947299384021837, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.995769148459658, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.998513372676251, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.11.self_attn": [ + { + "accuracy": 0.9451050126042805, + "total_bits": 89665536, + "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": 0.9472812808265811, + "total_bits": 92221440, + "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": 0.9521132459569919, + "total_bits": 95758848, + "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": 0.9628026538381451, + "total_bits": 112272384, + "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": 0.9719869669428781, + "total_bits": 132913152, + "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": 0.97234304146351, + "total_bits": 132980224, + "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": 0.9845858669937834, + "total_bits": 169613312, + "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": 0.9848128189087698, + "total_bits": 169745920, + "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": 0.9857591924649712, + "total_bits": 171195392, + "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": 0.9867020823110483, + "total_bits": 173563904, + "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": 0.9861622379945689, + "total_bits": 174923264, + "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": 0.9868983671951451, + "total_bits": 175750144, + "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": 0.9882349350832795, + "total_bits": 179253248, + "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": 0.9891124850776243, + "total_bits": 181592064, + "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": 0.9936849010225973, + "total_bits": 220469248, + "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": 0.9945686166419795, + "total_bits": 223535104, + "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": 0.996005173650031, + "total_bits": 253499392, + "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": 0.997101233046698, + "total_bits": 265838592, + "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": 0.9989353711808737, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9198682972867238, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9223242068761274, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9344684050271386, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9379628284981376, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9593436410160441, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.962670173103872, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9676686993947154, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9787815221046147, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9804928223357389, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9791490205710656, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9817296220969997, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9893255891327403, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9908630788130196, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9941575077215308, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9945470201782882, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9956500898850592, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9984581351163797, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.12.self_attn": [ + { + "accuracy": 0.9400542210787535, + "total_bits": 89665536, + "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": 0.9421925420235646, + "total_bits": 92221440, + "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": 0.9493591930521161, + "total_bits": 95758848, + "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": 0.9623169155889436, + "total_bits": 112272384, + "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": 0.9696272206737807, + "total_bits": 132913152, + "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": 0.9701548678506362, + "total_bits": 132980224, + "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": 0.9830038936710671, + "total_bits": 169613312, + "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": 0.9834018168774875, + "total_bits": 169745920, + "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": 0.9845983403685846, + "total_bits": 171195392, + "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": 0.9853590971447135, + "total_bits": 173563904, + "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": 0.9848564368378567, + "total_bits": 174923264, + "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": 0.9858097058083666, + "total_bits": 175750144, + "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": 0.9876423451412273, + "total_bits": 179253248, + "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": 0.9885728928554607, + "total_bits": 181592064, + "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": 0.9933520310778955, + "total_bits": 220469248, + "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": 0.9942963044159114, + "total_bits": 223535104, + "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": 0.9955857010239637, + "total_bits": 253499392, + "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": 0.9969572786940262, + "total_bits": 265838592, + "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": 0.9988156499610724, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9176930485195235, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9202962482446119, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9328502357790345, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9365530824778896, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9581832524977232, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9616924676259881, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9668334453905884, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9779097366293794, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9797756880717842, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9785635999256843, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.981249322575566, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9890129607366888, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9906126631325797, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9938958409658977, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.994406381278838, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9955808623252731, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9983796671884576, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.13.self_attn": [ + { + "accuracy": 0.9346564151346684, + "total_bits": 89665536, + "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": 0.9375151055619905, + "total_bits": 92221440, + "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": 0.9453531553674686, + "total_bits": 95758848, + "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": 0.9578035828706465, + "total_bits": 112272384, + "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": 0.9677004062717682, + "total_bits": 132913152, + "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": 0.9681059003954655, + "total_bits": 132980224, + "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": 0.9819335046861517, + "total_bits": 169613312, + "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": 0.9823627275855917, + "total_bits": 169745920, + "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": 0.9836805148638392, + "total_bits": 171195392, + "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": 0.9845359385944903, + "total_bits": 173563904, + "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": 0.9838552724962172, + "total_bits": 174923264, + "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": 0.9849233112886155, + "total_bits": 175750144, + "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": 0.9866444530749792, + "total_bits": 179253248, + "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": 0.9877013243048599, + "total_bits": 181592064, + "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": 0.9928461766654724, + "total_bits": 220469248, + "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": 0.9938328452775941, + "total_bits": 223535104, + "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": 0.995355262090207, + "total_bits": 253499392, + "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": 0.9967455758872491, + "total_bits": 265838592, + "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": 0.9987464440085827, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9142603174244103, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9169925851257223, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9301418865981855, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9339927454528055, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9566328307907832, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9602132412163835, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9655760573713403, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9771618619561195, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9790544735855962, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9778274246736577, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9805971741382229, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.988666295147452, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9903004795656001, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9937197898612603, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9942400034786644, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9954092501981282, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.998323902417293, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.14.self_attn": [ + { + "accuracy": 0.9354943164477223, + "total_bits": 89665536, + "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": 0.9382003264403657, + "total_bits": 92221440, + "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": 0.9441974145409308, + "total_bits": 95758848, + "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": 0.9572886499135118, + "total_bits": 112272384, + "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": 0.9675391081132387, + "total_bits": 132913152, + "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": 0.9679594502637261, + "total_bits": 132980224, + "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": 0.9812194762849494, + "total_bits": 169613312, + "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": 0.9815509426652601, + "total_bits": 169745920, + "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": 0.9830078229210094, + "total_bits": 171195392, + "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": 0.9840482197897998, + "total_bits": 173563904, + "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": 0.9835933176310439, + "total_bits": 174923264, + "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": 0.9848281164457532, + "total_bits": 175750144, + "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": 0.9861584079059723, + "total_bits": 179253248, + "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": 0.9872581981073477, + "total_bits": 181592064, + "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": 0.9924821232837674, + "total_bits": 220469248, + "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": 0.9936048611998558, + "total_bits": 223535104, + "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": 0.9951386907701626, + "total_bits": 253499392, + "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": 0.99648202770071, + "total_bits": 265838592, + "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": 0.9986990375787412, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9091797122045567, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9122112914919853, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9261347816178673, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9304353896724551, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9539859721339062, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9578156757511591, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9635719950065801, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9756039520725608, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9776333011196632, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9764670993838656, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9794200973487214, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9879657093092407, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9897091837942993, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9932636286646715, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9938938226795903, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9951561552496921, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9982077752233876, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.15.self_attn": [ + { + "accuracy": 0.931426008084887, + "total_bits": 89665536, + "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": 0.9330213389506465, + "total_bits": 92221440, + "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": 0.941638876634993, + "total_bits": 95758848, + "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": 0.9554763196134254, + "total_bits": 112272384, + "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": 0.9648286242430147, + "total_bits": 132913152, + "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": 0.9653563794532889, + "total_bits": 132980224, + "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": 0.9804261166504339, + "total_bits": 169613312, + "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": 0.9810274104146581, + "total_bits": 169745920, + "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": 0.9824855041837222, + "total_bits": 171195392, + "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": 0.9834179800297869, + "total_bits": 173563904, + "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": 0.9825391643925717, + "total_bits": 174923264, + "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": 0.9836431569174716, + "total_bits": 175750144, + "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": 0.985535288548195, + "total_bits": 179253248, + "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": 0.9867164057336355, + "total_bits": 181592064, + "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": 0.99198885107609, + "total_bits": 220469248, + "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": 0.9933462522825912, + "total_bits": 223535104, + "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": 0.9948440307114077, + "total_bits": 253499392, + "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": 0.9965718905564005, + "total_bits": 265838592, + "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": 0.9986476899081792, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.904226443093074, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9073916479553047, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9224679311247248, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.926997648846162, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9518275490324748, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9557168980766284, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9618654479517749, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9745928368678218, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9766497380149207, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9754110731576618, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9784343301465637, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9874523467825431, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.989233478732211, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9930264201554421, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9936228941047662, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.994940768486183, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981352713167373, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.16.self_attn": [ + { + "accuracy": 0.9396986302576567, + "total_bits": 89665536, + "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": 0.9423699013300633, + "total_bits": 92221440, + "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": 0.949493537313844, + "total_bits": 95758848, + "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": 0.9613080806049862, + "total_bits": 112272384, + "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": 0.9697086921353874, + "total_bits": 132913152, + "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": 0.9701006506128531, + "total_bits": 132980224, + "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": 0.9821544630747092, + "total_bits": 169613312, + "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": 0.982790599479095, + "total_bits": 169745920, + "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": 0.9841377550834104, + "total_bits": 171195392, + "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": 0.9849604614275066, + "total_bits": 173563904, + "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": 0.9848710354417562, + "total_bits": 174923264, + "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": 0.9858186812336115, + "total_bits": 175750144, + "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": 0.9874259714331282, + "total_bits": 179253248, + "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": 0.9883776315929074, + "total_bits": 181592064, + "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": 0.9931433859991988, + "total_bits": 220469248, + "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": 0.9942370300965482, + "total_bits": 223535104, + "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": 0.9953314458069048, + "total_bits": 253499392, + "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": 0.9968493834052137, + "total_bits": 265838592, + "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": 0.9987509482337995, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9048144513447034, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9078461016087156, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9227311193550888, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9273093064364634, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9519697836551227, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9558522232661122, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9620425405078813, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.974718611246269, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9768047720978135, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9754707227510057, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9785052222248755, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.987479954002131, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9892697941119734, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9930531333298668, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.993633133187694, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9949441221787741, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981305676659471, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.17.self_attn": [ + { + "accuracy": 0.9432537991945681, + "total_bits": 89665536, + "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": 0.9463661980668181, + "total_bits": 92221440, + "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": 0.9540645434079986, + "total_bits": 95758848, + "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": 0.96429729314619, + "total_bits": 112272384, + "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": 0.9722494135953879, + "total_bits": 132913152, + "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": 0.9722553036714855, + "total_bits": 132980224, + "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": 0.9837615059590653, + "total_bits": 169613312, + "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": 0.9845803009934331, + "total_bits": 169745920, + "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": 0.9854899051011001, + "total_bits": 171195392, + "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": 0.9862230547801837, + "total_bits": 173563904, + "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": 0.985868227594581, + "total_bits": 174923264, + "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": 0.986739119514823, + "total_bits": 175750144, + "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": 0.9885981440250027, + "total_bits": 179253248, + "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": 0.989416191305377, + "total_bits": 181592064, + "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": 0.9936857566016873, + "total_bits": 220469248, + "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": 0.9947605481322267, + "total_bits": 223535104, + "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": 0.9956666505037758, + "total_bits": 253499392, + "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": 0.9972829250128645, + "total_bits": 265838592, + "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": 0.9988781905481837, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.903210150175973, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9062211403721258, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9217230271744101, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.926414511117496, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9512439034879208, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9551653721810955, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.961597814959915, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9743045966484045, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9764429106328049, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9751051623178156, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9781878433729473, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9872855731335125, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9891019670145684, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9929361992491115, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9935465567181573, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9949000697386893, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981000426740042, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.18.self_attn": [ + { + "accuracy": 0.9537127506183951, + "total_bits": 89665536, + "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": 0.9548459480467596, + "total_bits": 92221440, + "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": 0.961111307144165, + "total_bits": 95758848, + "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": 0.9690126595332434, + "total_bits": 112272384, + "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": 0.9759683088938657, + "total_bits": 132913152, + "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": 0.9768828245271978, + "total_bits": 132980224, + "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": 0.9855868412475837, + "total_bits": 169613312, + "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": 0.9866618728020081, + "total_bits": 169745920, + "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": 0.9875993843827593, + "total_bits": 171195392, + "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": 0.9883321087415281, + "total_bits": 173563904, + "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": 0.9882459097639903, + "total_bits": 174923264, + "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": 0.9890366926250097, + "total_bits": 175750144, + "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": 0.9903152152454775, + "total_bits": 179253248, + "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": 0.9912295466239908, + "total_bits": 181592064, + "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": 0.9946002334993529, + "total_bits": 220469248, + "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": 0.9956205194497383, + "total_bits": 223535104, + "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": 0.9961410307104847, + "total_bits": 253499392, + "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": 0.9977105187840367, + "total_bits": 265838592, + "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": 0.9989891463437265, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9065330716732302, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9092789260964644, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9239269677353532, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9283166772832996, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9528704216017535, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9565775380714944, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9627243751954091, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9753261743799636, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9773675216067779, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9759409244809496, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9788796492901287, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9877293244445402, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9894599021216365, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9932631531877345, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9937584660212068, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9950481408128613, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981979577446749, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.19.self_attn": [ + { + "accuracy": 0.9498914298846534, + "total_bits": 89665536, + "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": 0.9524376033560226, + "total_bits": 92221440, + "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": 0.963426781132033, + "total_bits": 95758848, + "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": 0.9703058771004802, + "total_bits": 112272384, + "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": 0.976411230273937, + "total_bits": 132913152, + "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": 0.9763866736994762, + "total_bits": 132980224, + "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": 0.9856725310857751, + "total_bits": 169613312, + "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": 0.9862494319432268, + "total_bits": 169745920, + "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": 0.9874514981761182, + "total_bits": 171195392, + "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": 0.9880136980086958, + "total_bits": 173563904, + "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": 0.98822713099224, + "total_bits": 174923264, + "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": 0.9887103954771239, + "total_bits": 175750144, + "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": 0.990864075156615, + "total_bits": 179253248, + "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": 0.9914295324369481, + "total_bits": 181592064, + "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": 0.9948952372774089, + "total_bits": 220469248, + "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": 0.9957132120739276, + "total_bits": 223535104, + "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": 0.9962147756136561, + "total_bits": 253499392, + "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": 0.9978234070647312, + "total_bits": 265838592, + "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": 0.9989841226825343, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9077005525560755, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9103862070723584, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9244430500425791, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9286354039060443, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9533506169130928, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9570588605772508, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9629950257704446, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9756678428108755, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9776740296694794, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.976201834745313, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9791473373770714, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9878808227122614, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9895900768521977, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9933429454379764, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9938458900923204, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9950322357104405, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9982118400696077, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.20.self_attn": [ + { + "accuracy": 0.9556678824714924, + "total_bits": 89665536, + "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": 0.9575929148612838, + "total_bits": 92221440, + "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": 0.9645291550182983, + "total_bits": 95758848, + "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": 0.9716466200586996, + "total_bits": 112272384, + "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": 0.9771015553882247, + "total_bits": 132913152, + "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": 0.9778624825963849, + "total_bits": 132980224, + "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": 0.986368276889583, + "total_bits": 169613312, + "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": 0.9870850691375764, + "total_bits": 169745920, + "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": 0.9880945470282122, + "total_bits": 171195392, + "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": 0.9885435839869866, + "total_bits": 173563904, + "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": 0.9881507680555316, + "total_bits": 174923264, + "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": 0.9893113299714107, + "total_bits": 175750144, + "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": 0.9910263186810833, + "total_bits": 179253248, + "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": 0.9918653778486738, + "total_bits": 181592064, + "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": 0.9950651542749256, + "total_bits": 220469248, + "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": 0.9959069535038189, + "total_bits": 223535104, + "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": 0.9963495988937977, + "total_bits": 253499392, + "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": 0.9978436575834885, + "total_bits": 265838592, + "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": 0.999050544712717, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9072225595775404, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9098833097439063, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9237622942187285, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9279334280443818, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.953051702070393, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9567198134762676, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9626041169425374, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9754856597926271, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9775216947064588, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9760530548856446, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9789766711427977, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9878030239457363, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9895183401623446, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9933374937819807, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.993800040126141, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9949849078946403, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9982258796287504, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.21.self_attn": [ + { + "accuracy": 0.9531377912744096, + "total_bits": 89665536, + "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": 0.9543137998369179, + "total_bits": 92221440, + "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": 0.9625761340323248, + "total_bits": 95758848, + "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": 0.9696499059270871, + "total_bits": 112272384, + "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": 0.9766977924951598, + "total_bits": 132913152, + "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": 0.9769288799480388, + "total_bits": 132980224, + "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": 0.9858993570271292, + "total_bits": 169613312, + "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": 0.9865416935154874, + "total_bits": 169745920, + "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": 0.9876415639576551, + "total_bits": 171195392, + "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": 0.9881201965832397, + "total_bits": 173563904, + "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": 0.9884426601623234, + "total_bits": 174923264, + "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": 0.9892988711056349, + "total_bits": 175750144, + "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": 0.9907616153114328, + "total_bits": 179253248, + "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": 0.991555087194827, + "total_bits": 181592064, + "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": 0.9949602176631359, + "total_bits": 220469248, + "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": 0.995761910318642, + "total_bits": 223535104, + "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": 0.9963019740841302, + "total_bits": 253499392, + "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": 0.9977476575326076, + "total_bits": 265838592, + "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": 0.9990152004236159, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9077815554643932, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9104212891114385, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9238815531134605, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.927924571852935, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9532528510807377, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9569763452991059, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9626799774797339, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9755128713716802, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.977578103395277, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.976168041852744, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9790903877368883, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9878470445738027, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9895620517138588, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9933063176607615, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9938348268992022, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.994978283237862, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981940319994465, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.22.self_attn": [ + { + "accuracy": 0.9570458917633483, + "total_bits": 89665536, + "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": 0.9591598735239945, + "total_bits": 92221440, + "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": 0.9658080544322729, + "total_bits": 95758848, + "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": 0.9726091987012249, + "total_bits": 112272384, + "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": 0.978291243510811, + "total_bits": 132913152, + "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": 0.9790769007645155, + "total_bits": 132980224, + "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": 0.9866351411726914, + "total_bits": 169613312, + "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": 0.9873653876987335, + "total_bits": 169745920, + "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": 0.9881749599436788, + "total_bits": 171195392, + "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": 0.9886190380508962, + "total_bits": 173563904, + "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": 0.9893075739719758, + "total_bits": 174923264, + "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": 0.9899944158663091, + "total_bits": 175750144, + "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": 0.9914535699216159, + "total_bits": 179253248, + "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": 0.992135727018314, + "total_bits": 181592064, + "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": 0.9952647424866691, + "total_bits": 220469248, + "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": 0.9960784851450866, + "total_bits": 223535104, + "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": 0.9964918692498222, + "total_bits": 253499392, + "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": 0.9979225194179698, + "total_bits": 265838592, + "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": 0.9990570298886221, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9108790049427434, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9133483706728408, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9260857003299814, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9298983277066758, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9549153404996583, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9583923667669296, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9637872996298891, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9765273960503308, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9784674883673066, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9770601721186387, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9798210779401032, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9883477511374574, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9899513969246886, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9936542249235668, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9940778587234059, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9951387463676694, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9982902471919691, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.23.self_attn": [ + { + "accuracy": 0.9585813187847012, + "total_bits": 89665536, + "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": 0.960118372777575, + "total_bits": 92221440, + "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": 0.9698796032094642, + "total_bits": 95758848, + "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": 0.975338355196934, + "total_bits": 112272384, + "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": 0.9795295150558415, + "total_bits": 132913152, + "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": 0.9804689814091513, + "total_bits": 132980224, + "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": 0.987218437618331, + "total_bits": 169613312, + "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": 0.9882006085183668, + "total_bits": 169745920, + "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": 0.9888595568114206, + "total_bits": 171195392, + "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": 0.9892349071604641, + "total_bits": 173563904, + "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": 0.9897287172314367, + "total_bits": 174923264, + "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": 0.990486755354428, + "total_bits": 175750144, + "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": 0.9922967708277467, + "total_bits": 179253248, + "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": 0.9929571709546604, + "total_bits": 181592064, + "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": 0.995691798553851, + "total_bits": 220469248, + "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": 0.9964256948595377, + "total_bits": 223535104, + "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": 0.9966272436523516, + "total_bits": 253499392, + "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": 0.9981988924892472, + "total_bits": 265838592, + "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": 0.9991108239322019, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9130002395494988, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9154312243979228, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9273090176284313, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9309040176633158, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9558924461077702, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9593024816560118, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9643652754786768, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.977044596140714, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.978950262363804, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9775434264324998, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9802567379941282, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9885822444615003, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9901655089159153, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.993783885674355, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9941943752407831, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9951811912224481, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9983155101255857, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.24.self_attn": [ + { + "accuracy": 0.9579278908081745, + "total_bits": 89665536, + "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": 0.9594136751011798, + "total_bits": 92221440, + "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": 0.9675371740013361, + "total_bits": 95758848, + "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": 0.9733141860679576, + "total_bits": 112272384, + "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": 0.9784393909044171, + "total_bits": 132913152, + "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": 0.9789529920212532, + "total_bits": 132980224, + "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": 0.9866241760747997, + "total_bits": 169613312, + "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": 0.9872506747610474, + "total_bits": 169745920, + "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": 0.9881354683127842, + "total_bits": 171195392, + "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": 0.9885679126325014, + "total_bits": 173563904, + "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": 0.9890216780630382, + "total_bits": 174923264, + "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": 0.9898355208386324, + "total_bits": 175750144, + "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": 0.991594298963288, + "total_bits": 179253248, + "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": 0.9923656693610706, + "total_bits": 181592064, + "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": 0.9954422243968829, + "total_bits": 220469248, + "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": 0.9962092189510402, + "total_bits": 223535104, + "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": 0.9964188246031929, + "total_bits": 253499392, + "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": 0.9980079479527807, + "total_bits": 265838592, + "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": 0.9990362821232626, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9144351527486977, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9168076311287127, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9280903388402963, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9315479135042742, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9565325965614695, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9599243741678565, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9647688680377445, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9773629320491302, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9792517480979624, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9778551366670352, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9805453892699197, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.988740676401281, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9903113354046486, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9938608178942415, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9942735668369814, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.99521559937612, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9983337071454642, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.25.self_attn": [ + { + "accuracy": 0.9580227594430509, + "total_bits": 89665536, + "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": 0.9594973906090385, + "total_bits": 92221440, + "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": 0.966863107720488, + "total_bits": 95758848, + "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": 0.9724922764458155, + "total_bits": 112272384, + "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": 0.9780167197122386, + "total_bits": 132913152, + "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": 0.9791374367318655, + "total_bits": 132980224, + "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": 0.986417792541416, + "total_bits": 169613312, + "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": 0.9870917264274076, + "total_bits": 169745920, + "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": 0.9881135277989271, + "total_bits": 171195392, + "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": 0.988570699664323, + "total_bits": 173563904, + "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": 0.9890031165590412, + "total_bits": 174923264, + "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": 0.9898399336410588, + "total_bits": 175750144, + "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": 0.9917646915112671, + "total_bits": 179253248, + "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": 0.9923634556563277, + "total_bits": 181592064, + "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": 0.99541597089142, + "total_bits": 220469248, + "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": 0.9961383953739545, + "total_bits": 223535104, + "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": 0.9964626551801828, + "total_bits": 253499392, + "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": 0.9979268389717234, + "total_bits": 265838592, + "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": 0.9990485495225968, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9141562449696817, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9165347034209653, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9275630498795133, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9309341815349302, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9563672061225301, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9597828045095268, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9644992438782203, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9772548573091626, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9791515172998372, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9777806461053459, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9804765250729887, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9886958291018871, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9902725105762089, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9938355427186348, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.994252664049303, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.995162857696414, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9983292929399269, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.26.self_attn": [ + { + "accuracy": 0.9564190520659873, + "total_bits": 89665536, + "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": 0.9585047429917675, + "total_bits": 92221440, + "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": 0.9655392043488591, + "total_bits": 95758848, + "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": 0.9724439369808686, + "total_bits": 112272384, + "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": 0.9777904955278102, + "total_bits": 132913152, + "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": 0.9786700595562395, + "total_bits": 132980224, + "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": 0.9863955039825094, + "total_bits": 169613312, + "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": 0.9870386234925765, + "total_bits": 169745920, + "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": 0.9879285556166187, + "total_bits": 171195392, + "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": 0.9884722609268991, + "total_bits": 173563904, + "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": 0.9888550639152527, + "total_bits": 174923264, + "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": 0.9894851621387428, + "total_bits": 175750144, + "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": 0.9912330629549136, + "total_bits": 179253248, + "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": 0.9918249826878309, + "total_bits": 181592064, + "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": 0.9951839005746144, + "total_bits": 220469248, + "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": 0.9959519638826972, + "total_bits": 223535104, + "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": 0.9964125153339026, + "total_bits": 253499392, + "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": 0.9978334569666338, + "total_bits": 265838592, + "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": 0.999052178810081, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.913683338973083, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9161542740307356, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9271032074956518, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.930500256191743, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9561277645591059, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9595694290964227, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9642626259868082, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9770922776997873, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9790058996234285, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9776462084172588, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9803653781939494, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9886406648070797, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9902128892901697, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9937794075322974, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9942288353524514, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9951430356105495, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9983113963879939, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.27.self_attn": [ + { + "accuracy": 0.9510544271845567, + "total_bits": 89665536, + "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": 0.9534643234587029, + "total_bits": 92221440, + "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": 0.9622162132474937, + "total_bits": 95758848, + "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": 0.9692285641243583, + "total_bits": 112272384, + "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": 0.9756651738364446, + "total_bits": 132913152, + "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": 0.9766328474996906, + "total_bits": 132980224, + "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": 0.9843427086445061, + "total_bits": 169613312, + "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": 0.9851829733601526, + "total_bits": 169745920, + "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": 0.9862196736135765, + "total_bits": 171195392, + "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": 0.9868145843869761, + "total_bits": 173563904, + "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": 0.9879708106776601, + "total_bits": 174923264, + "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": 0.9888554113230815, + "total_bits": 175750144, + "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": 0.990317864392541, + "total_bits": 179253248, + "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": 0.9910577720423278, + "total_bits": 181592064, + "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": 0.9946151079462939, + "total_bits": 220469248, + "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": 0.9955190966690057, + "total_bits": 223535104, + "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": 0.9958758880874437, + "total_bits": 253499392, + "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": 0.9975657635368407, + "total_bits": 265838592, + "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": 0.9988808987515145, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9112022030902536, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9137369858983316, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9248623971484209, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9284079167011537, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9548090787506417, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9583840120191637, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9631688680107656, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9762740797902408, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9783014247782136, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9769775795407201, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9797795927152038, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.988302910577898, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9899271678816723, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9935672168105253, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9940617568913455, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9950025769832888, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9982597313110569, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.28.self_attn": [ + { + "accuracy": 0.9459870040024582, + "total_bits": 89665536, + "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": 0.946511874269498, + "total_bits": 92221440, + "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": 0.9585143205170569, + "total_bits": 95758848, + "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": 0.967697854006761, + "total_bits": 112272384, + "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": 0.9731640087342576, + "total_bits": 132913152, + "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": 0.973344341508652, + "total_bits": 132980224, + "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": 0.9838445219456365, + "total_bits": 169613312, + "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": 0.9846781848586703, + "total_bits": 169745920, + "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": 0.9857155978189487, + "total_bits": 171195392, + "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": 0.9865006972594481, + "total_bits": 173563904, + "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": 0.9864242598414421, + "total_bits": 174923264, + "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": 0.9873318762371415, + "total_bits": 175750144, + "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": 0.989356619673536, + "total_bits": 179253248, + "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": 0.9904640376763908, + "total_bits": 181592064, + "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": 0.9942719736381581, + "total_bits": 220469248, + "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": 0.9951330404115939, + "total_bits": 223535104, + "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": 0.9958199291048866, + "total_bits": 253499392, + "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": 0.9975327799513348, + "total_bits": 265838592, + "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": 0.9988405814847762, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.9055596899829412, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9082621132072649, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9200030290766766, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.923880017313518, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9519391610826317, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.955683725542928, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.960788741217632, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.974659524759964, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9768167688560329, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9755356265722137, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9784789458407384, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9875643434934318, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9892772491776237, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.993137346948252, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.993694762699306, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9947081403439179, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9981299280617876, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.29.self_attn": [ + { + "accuracy": 0.947650520032958, + "total_bits": 89665536, + "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": 0.9480495976382181, + "total_bits": 92221440, + "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": 0.9593622137449289, + "total_bits": 95758848, + "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": 0.9665186709087146, + "total_bits": 112272384, + "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": 0.9731768933369925, + "total_bits": 132913152, + "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": 0.9739335782237744, + "total_bits": 132980224, + "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": 0.9843232518944302, + "total_bits": 169613312, + "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": 0.9848657631266274, + "total_bits": 169745920, + "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": 0.985926818592768, + "total_bits": 171195392, + "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": 0.986496872562719, + "total_bits": 173563904, + "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": 0.9866759386403781, + "total_bits": 174923264, + "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": 0.9874551310449055, + "total_bits": 175750144, + "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": 0.989650554121717, + "total_bits": 179253248, + "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": 0.9905192013094691, + "total_bits": 181592064, + "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": 0.9944735694627621, + "total_bits": 220469248, + "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": 0.9952859653061942, + "total_bits": 223535104, + "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": 0.9959261682693308, + "total_bits": 253499392, + "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": 0.9975922140966806, + "total_bits": 265838592, + "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": 0.9988663298243313, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.8993062175026065, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9021945764359675, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9146818940184618, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9188217357977441, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9482245821701853, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9525883290916681, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9581272221709553, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9726122404007536, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9750010823144725, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9734169614354247, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9768317840307167, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9863920517657933, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9884224099989393, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9923940428875779, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9930914632583919, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9941747480586759, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9979335188583814, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.30.self_attn": [ + { + "accuracy": 0.937224098334187, + "total_bits": 89665536, + "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": 0.9409237600078708, + "total_bits": 92221440, + "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": 0.9530569971784165, + "total_bits": 95758848, + "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": 0.9620137646010047, + "total_bits": 112272384, + "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": 0.9697230301405254, + "total_bits": 132913152, + "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": 0.9701536537001008, + "total_bits": 132980224, + "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": 0.9818969248352867, + "total_bits": 169613312, + "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": 0.98250788857082, + "total_bits": 169745920, + "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": 0.9836605580915746, + "total_bits": 171195392, + "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": 0.9845730495688162, + "total_bits": 173563904, + "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": 0.9850546615198255, + "total_bits": 174923264, + "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": 0.9858098915827117, + "total_bits": 175750144, + "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": 0.9883782694263286, + "total_bits": 179253248, + "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": 0.9892037121677085, + "total_bits": 181592064, + "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": 0.9935489898106378, + "total_bits": 220469248, + "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": 0.9945708351871488, + "total_bits": 223535104, + "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": 0.9952883819044617, + "total_bits": 253499392, + "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": 0.9971610456950178, + "total_bits": 265838592, + "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": 0.9987436477064253, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.8874195778840467, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.890987651128518, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9038271845171326, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9080633868120218, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9411610962921068, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9469817221948975, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9528513811528683, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9692731043814045, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9718493512390476, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9696008836556422, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9740795925455658, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9844561017755615, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9870236139058283, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.99128796826852, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9920478659485908, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9931958569458833, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9975904606491033, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.layers.31.self_attn": [ + { + "accuracy": 0.93631699779316, + "total_bits": 89665536, + "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": 0.939041515322108, + "total_bits": 92221440, + "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": 0.949863315020737, + "total_bits": 95758848, + "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": 0.96359267144611, + "total_bits": 112272384, + "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": 0.9682438327489715, + "total_bits": 132913152, + "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": 0.9689048181631064, + "total_bits": 132980224, + "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": 0.9808397939624754, + "total_bits": 169613312, + "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": 0.9814900161306325, + "total_bits": 169745920, + "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": 0.9827609386687216, + "total_bits": 171195392, + "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": 0.9836073026159092, + "total_bits": 173563904, + "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": 0.9841665164812615, + "total_bits": 174923264, + "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": 0.9850580488870803, + "total_bits": 175750144, + "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": 0.9871998297932901, + "total_bits": 179253248, + "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": 0.9881354463531783, + "total_bits": 181592064, + "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": 0.9929837037466074, + "total_bits": 220469248, + "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": 0.9940409421626675, + "total_bits": 223535104, + "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": 0.9949544872843513, + "total_bits": 253499392, + "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": 0.9968627778274056, + "total_bits": 265838592, + "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": 0.9986326863076292, + "total_bits": 337385472, + "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.mlp": [ + { + "accuracy": 0.8695409717528444, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.8741072208473557, + "total_bits": 409224256, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.8848576326119273, + "total_bits": 457272320, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "3": 32 + }, + "bits": [ + 5, + 3 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.8889901016495729, + "total_bits": 512977920, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.3, + 0.7 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9375599727622772, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9448938156036955, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9501343213609958, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9677031360272514, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9705369349961218, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9680242784027207, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.973035100161245, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9836125310608431, + "total_bits": 924689504, + "gate_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128, + "5": 128 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128, + "5": 128 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9863431146123299, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9906874692900792, + "total_bits": 1069524064, + "gate_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 128 + }, + "bits": [ + 6 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9915223312564194, + "total_bits": 1110384896, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.15, + 0.85 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.9926213585085383, + "total_bits": 1209999616, + "gate_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128, + "6": 128 + }, + "bits": [ + 8, + 6 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + }, + { + "accuracy": 0.997215288305214, + "total_bits": 1415520512, + "gate_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 128 + }, + "bits": [ + 8 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + } + } + ], + "model.norm.norm": null, + "lm_head.linear": null + }, + "strategy": { + "model.layers.0.self_attn": { + "accuracy": 0.985033677498761, + "total_bits": 223535104, + "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 + } + }, + "model.layers.0.mlp": { + "accuracy": 0.9782206282313717, + "total_bits": 939164672, + "gate_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "6": 32, + "5": 32 + }, + "bits": [ + 6, + 5 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "6": 32, + "5": 32 + }, + "bits": [ + 8, + 6, + 5 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.1.self_attn": { + "accuracy": 0.9858178861537262, + "total_bits": 223535104, + "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 + } + }, + "model.layers.1.mlp": { + "accuracy": 0.9883130223637349, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.2.self_attn": { + "accuracy": 0.9842759639661955, + "total_bits": 89665536, + "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 + } + }, + "model.layers.2.mlp": { + "accuracy": 0.967972735482219, + "total_bits": 395461696, + "gate_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "3": 64, + "2": 64 + }, + "bits": [ + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "6": 32, + "3": 64, + "2": 64 + }, + "bits": [ + 6, + 3, + 2 + ], + "bits_prop": [ + 0.05, + 0.2, + 0.75 + ], + "scale_bits": 4 + } + }, + "model.layers.3.self_attn": { + "accuracy": 0.9856533824564203, + "total_bits": 132980224, + "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 + } + }, + "model.layers.3.mlp": { + "accuracy": 0.9798461411050275, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.4.self_attn": { + "accuracy": 0.9912271249034491, + "total_bits": 171195392, + "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 + } + }, + "model.layers.4.mlp": { + "accuracy": 0.9745172854807032, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.5.self_attn": { + "accuracy": 0.99076932813286, + "total_bits": 174923264, + "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 + } + }, + "model.layers.5.mlp": { + "accuracy": 0.9674676155279341, + "total_bits": 578397280, + "gate_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 128, + "3": 128 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128, + "3": 128 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.6.self_attn": { + "accuracy": 0.9891163398217606, + "total_bits": 171195392, + "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 + } + }, + "model.layers.6.mlp": { + "accuracy": 0.9673928923316693, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.7.self_attn": { + "accuracy": 0.9884681598479418, + "total_bits": 173563904, + "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 + } + }, + "model.layers.7.mlp": { + "accuracy": 0.9657041171663686, + "total_bits": 592872448, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32, + "3": 32 + }, + "bits": [ + 8, + 4, + 3 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.8.self_attn": { + "accuracy": 0.9873507625766491, + "total_bits": 173563904, + "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 + } + }, + "model.layers.8.mlp": { + "accuracy": 0.9803603505225558, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.9.self_attn": { + "accuracy": 0.9877056412300781, + "total_bits": 179253248, + "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 + } + }, + "model.layers.9.mlp": { + "accuracy": 0.9812329996769366, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.10.self_attn": { + "accuracy": 0.9854878303594887, + "total_bits": 171195392, + "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 + } + }, + "model.layers.10.mlp": { + "accuracy": 0.9684516335102289, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.11.self_attn": { + "accuracy": 0.9848128189087698, + "total_bits": 169745920, + "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 + } + }, + "model.layers.11.mlp": { + "accuracy": 0.9804928223357389, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.12.self_attn": { + "accuracy": 0.9848564368378567, + "total_bits": 174923264, + "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 + } + }, + "model.layers.12.mlp": { + "accuracy": 0.9668334453905884, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.13.self_attn": { + "accuracy": 0.9877013243048599, + "total_bits": 181592064, + "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 + } + }, + "model.layers.13.mlp": { + "accuracy": 0.9655760573713403, + "total_bits": 637454432, + "gate_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32, + "3": 32 + }, + "bits": [ + 4, + 3 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.14.self_attn": { + "accuracy": 0.9872581981073477, + "total_bits": 181592064, + "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 + } + }, + "model.layers.14.mlp": { + "accuracy": 0.9776333011196632, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.15.self_attn": { + "accuracy": 0.9867164057336355, + "total_bits": 181592064, + "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 + } + }, + "model.layers.15.mlp": { + "accuracy": 0.9745928368678218, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.16.self_attn": { + "accuracy": 0.9849604614275066, + "total_bits": 173563904, + "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 + } + }, + "model.layers.16.mlp": { + "accuracy": 0.9768047720978135, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.17.self_attn": { + "accuracy": 0.9845803009934331, + "total_bits": 169745920, + "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 + } + }, + "model.layers.17.mlp": { + "accuracy": 0.9764429106328049, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.18.self_attn": { + "accuracy": 0.9912295466239908, + "total_bits": 181592064, + "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 + } + }, + "model.layers.18.mlp": { + "accuracy": 0.9773675216067779, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.19.self_attn": { + "accuracy": 0.9914295324369481, + "total_bits": 181592064, + "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 + } + }, + "model.layers.19.mlp": { + "accuracy": 0.9776740296694794, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.20.self_attn": { + "accuracy": 0.9870850691375764, + "total_bits": 169745920, + "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 + } + }, + "model.layers.20.mlp": { + "accuracy": 0.9775216947064588, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.21.self_attn": { + "accuracy": 0.9865416935154874, + "total_bits": 169745920, + "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 + } + }, + "model.layers.21.mlp": { + "accuracy": 0.977578103395277, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.22.self_attn": { + "accuracy": 0.9914535699216159, + "total_bits": 179253248, + "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 + } + }, + "model.layers.22.mlp": { + "accuracy": 0.9784674883673066, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.23.self_attn": { + "accuracy": 0.9929571709546604, + "total_bits": 181592064, + "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 + } + }, + "model.layers.23.mlp": { + "accuracy": 0.977044596140714, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.24.self_attn": { + "accuracy": 0.9872506747610474, + "total_bits": 169745920, + "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 + } + }, + "model.layers.24.mlp": { + "accuracy": 0.9792517480979624, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.25.self_attn": { + "accuracy": 0.986417792541416, + "total_bits": 169613312, + "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 + } + }, + "model.layers.25.mlp": { + "accuracy": 0.9791515172998372, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.26.self_attn": { + "accuracy": 0.9912330629549136, + "total_bits": 179253248, + "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 + } + }, + "model.layers.26.mlp": { + "accuracy": 0.9770922776997873, + "total_bits": 728741472, + "gate_proj": { + "group_size": { + "4": 128 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 128 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.27.self_attn": { + "accuracy": 0.9868145843869761, + "total_bits": 173563904, + "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 + } + }, + "model.layers.27.mlp": { + "accuracy": 0.9769775795407201, + "total_bits": 751543392, + "gate_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 128, + "4": 128 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 128, + "4": 128 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.28.self_attn": { + "accuracy": 0.9865006972594481, + "total_bits": 173563904, + "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 + } + }, + "model.layers.28.mlp": { + "accuracy": 0.9768167688560329, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.29.self_attn": { + "accuracy": 0.9905192013094691, + "total_bits": 181592064, + "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 + } + }, + "model.layers.29.mlp": { + "accuracy": 0.9768317840307167, + "total_bits": 766018560, + "gate_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.1, + 0.9 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "5": 32, + "4": 32 + }, + "bits": [ + 5, + 4 + ], + "bits_prop": [ + 0.25, + 0.75 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "5": 32, + "4": 32 + }, + "bits": [ + 8, + 5, + 4 + ], + "bits_prop": [ + 0.05, + 0.1, + 0.85 + ], + "scale_bits": 4 + } + }, + "model.layers.30.self_attn": { + "accuracy": 0.98250788857082, + "total_bits": 169745920, + "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 + } + }, + "model.layers.30.mlp": { + "accuracy": 0.9718493512390476, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + }, + "model.layers.31.self_attn": { + "accuracy": 0.9871998297932901, + "total_bits": 179253248, + "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 + } + }, + "model.layers.31.mlp": { + "accuracy": 0.9705369349961218, + "total_bits": 739476480, + "gate_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "up_proj": { + "group_size": { + "4": 32 + }, + "bits": [ + 4 + ], + "bits_prop": [ + 1 + ], + "scale_bits": 4 + }, + "down_proj": { + "group_size": { + "8": 32, + "4": 32 + }, + "bits": [ + 8, + 4 + ], + "bits_prop": [ + 0.05, + 0.95 + ], + "scale_bits": 4 + } + } + }, + "q_last_module_idx": 66 +} \ No newline at end of file