{ "original_ppl": 5.709594249725342, "reduced_ppl": [ { "bit": 1, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 10567.6279296875 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 10189.767578125 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 10145.455078125 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 10058.2685546875 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 10255.1142578125 }, { "layer": "layer.0.mlp.up_proj", "ppl": 10247.263671875 }, { "layer": "layer.0.mlp.down_proj", "ppl": 10976.8837890625 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 10739.5322265625 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 10739.3369140625 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 8588.806640625 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 9590.7763671875 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 9879.37890625 }, { "layer": "layer.1.mlp.up_proj", "ppl": 9242.65234375 }, { "layer": "layer.1.mlp.down_proj", "ppl": 10457.009765625 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 10544.896484375 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 10610.4453125 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 9306.521484375 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 8802.19140625 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 9998.1513671875 }, { "layer": "layer.2.mlp.up_proj", "ppl": 10256.3759765625 }, { "layer": "layer.2.mlp.down_proj", "ppl": 10959.85546875 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 10516.7548828125 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 11356.791015625 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 11073.08984375 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 11204.8544921875 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 12153.826171875 }, { "layer": "layer.3.mlp.up_proj", "ppl": 9231.9580078125 }, { "layer": "layer.3.mlp.down_proj", "ppl": 10075.943359375 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 10825.87890625 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 12785.171875 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 10821.224609375 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 9910.1611328125 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 10058.9404296875 }, { "layer": "layer.4.mlp.up_proj", "ppl": 10436.1171875 }, { "layer": "layer.4.mlp.down_proj", "ppl": 11146.353515625 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 11659.0087890625 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 9418.8369140625 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 10180.2294921875 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 9962.26953125 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 11479.43359375 }, { "layer": "layer.5.mlp.up_proj", "ppl": 10776.0859375 }, { "layer": "layer.5.mlp.down_proj", "ppl": 11470.4169921875 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 10557.3232421875 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 10713.5888671875 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 10879.771484375 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 10029.302734375 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 8872.9033203125 }, { "layer": "layer.6.mlp.up_proj", "ppl": 9753.16015625 }, { "layer": "layer.6.mlp.down_proj", "ppl": 10820.5224609375 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 10781.5654296875 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 9849.642578125 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 9180.4384765625 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 12868.7216796875 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 10868.7900390625 }, { "layer": "layer.7.mlp.up_proj", "ppl": 10450.2705078125 }, { "layer": "layer.7.mlp.down_proj", "ppl": 8471.5751953125 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 10817.5302734375 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 10570.3388671875 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 13298.19140625 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 9529.5908203125 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 10790.4736328125 }, { "layer": "layer.8.mlp.up_proj", "ppl": 10234.9873046875 }, { "layer": "layer.8.mlp.down_proj", "ppl": 9251.2587890625 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 11260.580078125 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 10129.4736328125 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 8761.8564453125 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 9022.6669921875 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 11680.9775390625 }, { "layer": "layer.9.mlp.up_proj", "ppl": 10368.7578125 }, { "layer": "layer.9.mlp.down_proj", "ppl": 9557.1943359375 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 10703.908203125 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 12151.669921875 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 12307.1337890625 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 10009.294921875 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 11075.8564453125 }, { "layer": "layer.10.mlp.up_proj", "ppl": 11463.69140625 }, { "layer": "layer.10.mlp.down_proj", "ppl": 10337.84375 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 10680.353515625 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 10197.953125 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 10211.8994140625 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 8991.3408203125 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 9676.6142578125 }, { "layer": "layer.11.mlp.up_proj", "ppl": 12080.5859375 }, { "layer": "layer.11.mlp.down_proj", "ppl": 10091.8974609375 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 10554.6748046875 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 10436.3271484375 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 10313.8154296875 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 12580.716796875 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 10480.9912109375 }, { "layer": "layer.12.mlp.up_proj", "ppl": 10401.0927734375 }, { "layer": "layer.12.mlp.down_proj", "ppl": 10003.1015625 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 10767.0361328125 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 10837.3564453125 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 11167.5810546875 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 8934.3203125 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 11187.5576171875 }, { "layer": "layer.13.mlp.up_proj", "ppl": 9931.0703125 }, { "layer": "layer.13.mlp.down_proj", "ppl": 11020.18359375 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 10910.08984375 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 9984.7353515625 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 9652.2451171875 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 8942.28125 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 10678.275390625 }, { "layer": "layer.14.mlp.up_proj", "ppl": 11443.134765625 }, { "layer": "layer.14.mlp.down_proj", "ppl": 11020.7197265625 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 10632.4658203125 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 10628.0458984375 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 9440.8701171875 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 12414.9384765625 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 10940.244140625 }, { "layer": "layer.15.mlp.up_proj", "ppl": 11481.5576171875 }, { "layer": "layer.15.mlp.down_proj", "ppl": 11989.66015625 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 10691.451171875 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 10677.4609375 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 10757.7783203125 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 12009.7216796875 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 10884.337890625 }, { "layer": "layer.16.mlp.up_proj", "ppl": 11461.220703125 }, { "layer": "layer.16.mlp.down_proj", "ppl": 10906.6787109375 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 10778.2041015625 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 11037.0107421875 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 11151.72265625 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 10253.0703125 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 11608.63671875 }, { "layer": "layer.17.mlp.up_proj", "ppl": 10195.521484375 }, { "layer": "layer.17.mlp.down_proj", "ppl": 11130.271484375 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 10519.5439453125 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 10713.19140625 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 10709.994140625 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 10053.6171875 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 10573.142578125 }, { "layer": "layer.18.mlp.up_proj", "ppl": 11842.8134765625 }, { "layer": "layer.18.mlp.down_proj", "ppl": 12637.943359375 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 10699.1728515625 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 10658.5576171875 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 10849.703125 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 11081.3291015625 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 11147.703125 }, { "layer": "layer.19.mlp.up_proj", "ppl": 11805.89453125 }, { "layer": "layer.19.mlp.down_proj", "ppl": 10489.5810546875 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 11061.279296875 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 10922.4375 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 10153.4599609375 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 9357.04296875 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 11064.43359375 }, { "layer": "layer.20.mlp.up_proj", "ppl": 11501.986328125 }, { "layer": "layer.20.mlp.down_proj", "ppl": 11086.8779296875 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 10847.095703125 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 10781.2158203125 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 10823.01953125 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 10984.1513671875 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 10976.4453125 }, { "layer": "layer.21.mlp.up_proj", "ppl": 11326.1162109375 }, { "layer": "layer.21.mlp.down_proj", "ppl": 11063.5048828125 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 10700.029296875 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 10697.7236328125 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 11089.6279296875 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 10051.4892578125 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 10695.642578125 }, { "layer": "layer.22.mlp.up_proj", "ppl": 11200.6240234375 }, { "layer": "layer.22.mlp.down_proj", "ppl": 10779.40625 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 10751.193359375 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 10875.310546875 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 10518.2802734375 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 10321.490234375 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 10772.458984375 }, { "layer": "layer.23.mlp.up_proj", "ppl": 11081.3291015625 }, { "layer": "layer.23.mlp.down_proj", "ppl": 10928.4697265625 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 10713.181640625 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 10939.4716796875 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 10388.9990234375 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 11035.9169921875 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 10970.7724609375 }, { "layer": "layer.24.mlp.up_proj", "ppl": 11015.2666015625 }, { "layer": "layer.24.mlp.down_proj", "ppl": 11003.580078125 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 10400.6767578125 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 9993.7470703125 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 10240.6015625 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 10649.12890625 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 10727.525390625 }, { "layer": "layer.25.mlp.up_proj", "ppl": 10895.4716796875 }, { "layer": "layer.25.mlp.down_proj", "ppl": 10772.5107421875 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 10912.525390625 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 11053.232421875 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 10848.7099609375 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 10753.203125 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 11092.41015625 }, { "layer": "layer.26.mlp.up_proj", "ppl": 11366.5537109375 }, { "layer": "layer.26.mlp.down_proj", "ppl": 11235.0185546875 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 10819.3564453125 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 10522.3037109375 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 10533.1962890625 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 10387.294921875 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 10760.91796875 }, { "layer": "layer.27.mlp.up_proj", "ppl": 10947.3408203125 }, { "layer": "layer.27.mlp.down_proj", "ppl": 10882.51171875 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 10507.8232421875 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 10348.2197265625 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 10611.326171875 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 11039.19140625 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 10514.5693359375 }, { "layer": "layer.28.mlp.up_proj", "ppl": 11334.728515625 }, { "layer": "layer.28.mlp.down_proj", "ppl": 10771.5341796875 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 10928.54296875 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 10939.095703125 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 10196.8447265625 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 10541.9189453125 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 9971.365234375 }, { "layer": "layer.29.mlp.up_proj", "ppl": 10726.451171875 }, { "layer": "layer.29.mlp.down_proj", "ppl": 10932.640625 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 10955.3828125 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 10858.2216796875 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 11159.27734375 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 10506.009765625 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 9995.9775390625 }, { "layer": "layer.30.mlp.up_proj", "ppl": 10862.572265625 }, { "layer": "layer.30.mlp.down_proj", "ppl": 11789.1767578125 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 10662.990234375 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 10548.818359375 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 9830.6953125 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 10317.2978515625 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 8232.400390625 }, { "layer": "layer.31.mlp.up_proj", "ppl": 10862.7685546875 }, { "layer": "layer.31.mlp.down_proj", "ppl": 11919.38671875 } ] }, { "bit": 2, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 34.57195281982422 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 34.52710723876953 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 33.759483337402344 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 32.43354415893555 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 32.05517578125 }, { "layer": "layer.0.mlp.up_proj", "ppl": 32.288536071777344 }, { "layer": "layer.0.mlp.down_proj", "ppl": 31.484949111938477 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 34.28741455078125 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 34.2617301940918 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 33.248924255371094 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 33.3477783203125 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 33.089942932128906 }, { "layer": "layer.1.mlp.up_proj", "ppl": 33.65793228149414 }, { "layer": "layer.1.mlp.down_proj", "ppl": 33.47496032714844 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 33.28439712524414 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 34.1829948425293 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 34.67659378051758 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 34.420021057128906 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 33.05862045288086 }, { "layer": "layer.2.mlp.up_proj", "ppl": 33.653533935546875 }, { "layer": "layer.2.mlp.down_proj", "ppl": 33.16836166381836 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 33.8890266418457 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 34.63047409057617 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 33.226661682128906 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 33.40636444091797 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 33.148216247558594 }, { "layer": "layer.3.mlp.up_proj", "ppl": 33.19480895996094 }, { "layer": "layer.3.mlp.down_proj", "ppl": 33.060516357421875 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 34.38041305541992 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 34.89942169189453 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 34.22050094604492 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 35.17528533935547 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 33.39213562011719 }, { "layer": "layer.4.mlp.up_proj", "ppl": 33.79841232299805 }, { "layer": "layer.4.mlp.down_proj", "ppl": 33.23938751220703 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 33.895816802978516 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 34.27817153930664 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 33.54795455932617 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 33.53366470336914 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 34.059391021728516 }, { "layer": "layer.5.mlp.up_proj", "ppl": 33.78882598876953 }, { "layer": "layer.5.mlp.down_proj", "ppl": 33.07892990112305 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 34.50130081176758 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 34.48667907714844 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 34.063663482666016 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 33.386802673339844 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 33.016632080078125 }, { "layer": "layer.6.mlp.up_proj", "ppl": 33.38557434082031 }, { "layer": "layer.6.mlp.down_proj", "ppl": 32.862335205078125 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 35.20330047607422 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 34.48147201538086 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 34.12400817871094 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 33.47517776489258 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 34.02745056152344 }, { "layer": "layer.7.mlp.up_proj", "ppl": 34.83621597290039 }, { "layer": "layer.7.mlp.down_proj", "ppl": 34.40919876098633 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 34.31414794921875 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 34.19636917114258 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 34.39153289794922 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 34.5456657409668 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 34.0633430480957 }, { "layer": "layer.8.mlp.up_proj", "ppl": 34.094749450683594 }, { "layer": "layer.8.mlp.down_proj", "ppl": 33.85380172729492 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 34.03188705444336 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 34.119022369384766 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 34.74598693847656 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 34.483734130859375 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 34.58083724975586 }, { "layer": "layer.9.mlp.up_proj", "ppl": 34.41065979003906 }, { "layer": "layer.9.mlp.down_proj", "ppl": 34.2165641784668 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 33.957088470458984 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 34.00929260253906 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 34.12889862060547 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 33.797481536865234 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 34.214481353759766 }, { "layer": "layer.10.mlp.up_proj", "ppl": 34.31638717651367 }, { "layer": "layer.10.mlp.down_proj", "ppl": 34.608943939208984 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 34.54572296142578 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 34.51774597167969 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 34.53952407836914 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 33.08501434326172 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 34.0992546081543 }, { "layer": "layer.11.mlp.up_proj", "ppl": 34.07937240600586 }, { "layer": "layer.11.mlp.down_proj", "ppl": 34.25077819824219 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 34.28379440307617 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 34.26295471191406 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 33.22490310668945 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 33.58615493774414 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 33.81552505493164 }, { "layer": "layer.12.mlp.up_proj", "ppl": 33.98564147949219 }, { "layer": "layer.12.mlp.down_proj", "ppl": 33.63060760498047 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 33.890804290771484 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 33.82011413574219 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 33.99924087524414 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 34.403194427490234 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 34.02565002441406 }, { "layer": "layer.13.mlp.up_proj", "ppl": 34.25650405883789 }, { "layer": "layer.13.mlp.down_proj", "ppl": 33.94101333618164 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 34.540428161621094 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 34.29387283325195 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 34.01964569091797 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 34.42142105102539 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 33.88022232055664 }, { "layer": "layer.14.mlp.up_proj", "ppl": 34.27000045776367 }, { "layer": "layer.14.mlp.down_proj", "ppl": 34.40312576293945 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 34.50580978393555 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 34.66890335083008 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 34.27513122558594 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 34.37164306640625 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 34.541316986083984 }, { "layer": "layer.15.mlp.up_proj", "ppl": 34.50294494628906 }, { "layer": "layer.15.mlp.down_proj", "ppl": 34.36033630371094 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 34.56711959838867 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 34.362464904785156 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 34.36616516113281 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 34.23607635498047 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 33.9645881652832 }, { "layer": "layer.16.mlp.up_proj", "ppl": 34.4565315246582 }, { "layer": "layer.16.mlp.down_proj", "ppl": 34.30780792236328 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 34.27949142456055 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 34.582603454589844 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 34.44756317138672 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 34.38725280761719 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 34.13260269165039 }, { "layer": "layer.17.mlp.up_proj", "ppl": 34.467872619628906 }, { "layer": "layer.17.mlp.down_proj", "ppl": 34.088993072509766 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 34.485233306884766 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 34.57403564453125 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 34.682552337646484 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 34.74006271362305 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 34.2639045715332 }, { "layer": "layer.18.mlp.up_proj", "ppl": 34.40919876098633 }, { "layer": "layer.18.mlp.down_proj", "ppl": 34.312774658203125 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 34.317691802978516 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 34.483306884765625 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 34.51898956298828 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 34.307220458984375 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 34.29369354248047 }, { "layer": "layer.19.mlp.up_proj", "ppl": 34.066001892089844 }, { "layer": "layer.19.mlp.down_proj", "ppl": 34.13399124145508 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 34.56247329711914 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 34.55335998535156 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 34.67139434814453 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 34.52983856201172 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 34.03361892700195 }, { "layer": "layer.20.mlp.up_proj", "ppl": 34.50508499145508 }, { "layer": "layer.20.mlp.down_proj", "ppl": 34.3360481262207 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 34.427818298339844 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 34.45600128173828 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 34.440826416015625 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 34.39469528198242 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 34.30693435668945 }, { "layer": "layer.21.mlp.up_proj", "ppl": 34.37007141113281 }, { "layer": "layer.21.mlp.down_proj", "ppl": 34.36513900756836 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 34.605342864990234 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 34.379478454589844 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 34.61307144165039 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 34.54313278198242 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 34.373775482177734 }, { "layer": "layer.22.mlp.up_proj", "ppl": 34.57048416137695 }, { "layer": "layer.22.mlp.down_proj", "ppl": 34.41924285888672 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 34.54680252075195 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 34.607139587402344 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 34.717864990234375 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 34.61105728149414 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 34.29473114013672 }, { "layer": "layer.23.mlp.up_proj", "ppl": 34.4323616027832 }, { "layer": "layer.23.mlp.down_proj", "ppl": 34.353153228759766 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 34.35285186767578 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 34.476287841796875 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 34.416080474853516 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 34.39631271362305 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 34.278724670410156 }, { "layer": "layer.24.mlp.up_proj", "ppl": 34.69623565673828 }, { "layer": "layer.24.mlp.down_proj", "ppl": 34.41499710083008 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 34.44273376464844 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 34.565521240234375 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 34.46662902832031 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 34.48087692260742 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 34.32445526123047 }, { "layer": "layer.25.mlp.up_proj", "ppl": 34.53607177734375 }, { "layer": "layer.25.mlp.down_proj", "ppl": 34.318450927734375 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 34.54118728637695 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 34.53817367553711 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 34.60563278198242 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 34.45487976074219 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 34.445526123046875 }, { "layer": "layer.26.mlp.up_proj", "ppl": 34.558074951171875 }, { "layer": "layer.26.mlp.down_proj", "ppl": 34.528133392333984 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 34.438350677490234 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 34.52284240722656 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 34.60752868652344 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 34.66035842895508 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 34.51670837402344 }, { "layer": "layer.27.mlp.up_proj", "ppl": 34.5708122253418 }, { "layer": "layer.27.mlp.down_proj", "ppl": 34.3725700378418 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 34.559669494628906 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 34.59638977050781 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 34.5826416015625 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 34.5693473815918 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 34.57836151123047 }, { "layer": "layer.28.mlp.up_proj", "ppl": 34.65898513793945 }, { "layer": "layer.28.mlp.down_proj", "ppl": 34.550697326660156 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 34.395263671875 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 34.35078811645508 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 34.641231536865234 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 34.51400375366211 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 34.5910530090332 }, { "layer": "layer.29.mlp.up_proj", "ppl": 34.4173698425293 }, { "layer": "layer.29.mlp.down_proj", "ppl": 34.416351318359375 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 34.47446060180664 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 34.593849182128906 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 34.69132995605469 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 34.640846252441406 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 34.203651428222656 }, { "layer": "layer.30.mlp.up_proj", "ppl": 34.22004699707031 }, { "layer": "layer.30.mlp.down_proj", "ppl": 34.34844207763672 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 34.51666259765625 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 34.57122802734375 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 34.6813850402832 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 34.71495056152344 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 34.37432098388672 }, { "layer": "layer.31.mlp.up_proj", "ppl": 34.53300094604492 }, { "layer": "layer.31.mlp.down_proj", "ppl": 34.46146774291992 } ] }, { "bit": 3, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 7.9461774826049805 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 7.947465419769287 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 7.901550769805908 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 7.8674397468566895 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 7.887763500213623 }, { "layer": "layer.0.mlp.up_proj", "ppl": 7.896790027618408 }, { "layer": "layer.0.mlp.down_proj", "ppl": 7.880622386932373 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 7.922502517700195 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 7.933195114135742 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 7.884892463684082 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 7.896417140960693 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 7.87729549407959 }, { "layer": "layer.1.mlp.up_proj", "ppl": 7.880502223968506 }, { "layer": "layer.1.mlp.down_proj", "ppl": 7.883674144744873 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 7.930445671081543 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 7.915066242218018 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 7.9209184646606445 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 7.9380011558532715 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 7.896726131439209 }, { "layer": "layer.2.mlp.up_proj", "ppl": 7.9177069664001465 }, { "layer": "layer.2.mlp.down_proj", "ppl": 7.91702938079834 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 7.929443359375 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 7.937050819396973 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 7.9357147216796875 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 7.929398059844971 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 7.89821720123291 }, { "layer": "layer.3.mlp.up_proj", "ppl": 7.9130635261535645 }, { "layer": "layer.3.mlp.down_proj", "ppl": 7.917545795440674 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 7.949504852294922 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 7.944932460784912 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 7.931194305419922 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 7.928679943084717 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 7.912296295166016 }, { "layer": "layer.4.mlp.up_proj", "ppl": 7.932130813598633 }, { "layer": "layer.4.mlp.down_proj", "ppl": 7.91456413269043 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 7.939064979553223 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 7.946615219116211 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 7.9263153076171875 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 7.929776191711426 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 7.914409637451172 }, { "layer": "layer.5.mlp.up_proj", "ppl": 7.9311299324035645 }, { "layer": "layer.5.mlp.down_proj", "ppl": 7.927009105682373 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 7.950355529785156 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 7.948017120361328 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 7.942692279815674 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 7.93778133392334 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 7.906951904296875 }, { "layer": "layer.6.mlp.up_proj", "ppl": 7.928264141082764 }, { "layer": "layer.6.mlp.down_proj", "ppl": 7.93275260925293 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 7.961323261260986 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 7.958410263061523 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 7.963601112365723 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 7.959017276763916 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 7.9284868240356445 }, { "layer": "layer.7.mlp.up_proj", "ppl": 7.931981563568115 }, { "layer": "layer.7.mlp.down_proj", "ppl": 7.926553726196289 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 7.94442081451416 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 7.946796894073486 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 7.941961288452148 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 7.941811561584473 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 7.931285381317139 }, { "layer": "layer.8.mlp.up_proj", "ppl": 7.934602737426758 }, { "layer": "layer.8.mlp.down_proj", "ppl": 7.92728853225708 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 7.944366455078125 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 7.946315765380859 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 7.94504451751709 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 7.941877841949463 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 7.930385112762451 }, { "layer": "layer.9.mlp.up_proj", "ppl": 7.936042785644531 }, { "layer": "layer.9.mlp.down_proj", "ppl": 7.9395270347595215 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 7.938392639160156 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 7.937050819396973 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 7.937075614929199 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 7.931523323059082 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 7.928436279296875 }, { "layer": "layer.10.mlp.up_proj", "ppl": 7.9382429122924805 }, { "layer": "layer.10.mlp.down_proj", "ppl": 7.944479942321777 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 7.94779109954834 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 7.952007293701172 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 7.952056407928467 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 7.950871467590332 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 7.936583518981934 }, { "layer": "layer.11.mlp.up_proj", "ppl": 7.922083854675293 }, { "layer": "layer.11.mlp.down_proj", "ppl": 7.942915439605713 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 7.947587013244629 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 7.953937530517578 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 7.934799671173096 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 7.936850547790527 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 7.948805332183838 }, { "layer": "layer.12.mlp.up_proj", "ppl": 7.9409918785095215 }, { "layer": "layer.12.mlp.down_proj", "ppl": 7.935338497161865 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 7.936914920806885 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 7.937769889831543 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 7.939852237701416 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 7.9268083572387695 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 7.934116363525391 }, { "layer": "layer.13.mlp.up_proj", "ppl": 7.936207294464111 }, { "layer": "layer.13.mlp.down_proj", "ppl": 7.9416375160217285 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 7.944608688354492 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 7.9514079093933105 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 7.958968162536621 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 7.953381538391113 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 7.936254501342773 }, { "layer": "layer.14.mlp.up_proj", "ppl": 7.939049243927002 }, { "layer": "layer.14.mlp.down_proj", "ppl": 7.937917709350586 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 7.944266319274902 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 7.945455551147461 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 7.9394755363464355 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 7.9380784034729 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 7.938943386077881 }, { "layer": "layer.15.mlp.up_proj", "ppl": 7.937800407409668 }, { "layer": "layer.15.mlp.down_proj", "ppl": 7.939210414886475 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 7.943374156951904 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 7.945173263549805 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 7.939042091369629 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 7.937414169311523 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 7.935083389282227 }, { "layer": "layer.16.mlp.up_proj", "ppl": 7.938426494598389 }, { "layer": "layer.16.mlp.down_proj", "ppl": 7.940467357635498 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 7.939859390258789 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 7.940512657165527 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 7.943423271179199 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 7.939942836761475 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 7.930112838745117 }, { "layer": "layer.17.mlp.up_proj", "ppl": 7.938530921936035 }, { "layer": "layer.17.mlp.down_proj", "ppl": 7.935147762298584 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 7.954329490661621 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 7.948697566986084 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 7.942699432373047 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 7.939664363861084 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 7.929938793182373 }, { "layer": "layer.18.mlp.up_proj", "ppl": 7.941745281219482 }, { "layer": "layer.18.mlp.down_proj", "ppl": 7.937289237976074 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 7.941506862640381 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 7.941203594207764 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 7.939117431640625 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 7.938708782196045 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 7.928543567657471 }, { "layer": "layer.19.mlp.up_proj", "ppl": 7.928940773010254 }, { "layer": "layer.19.mlp.down_proj", "ppl": 7.932537078857422 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 7.948521137237549 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 7.949269771575928 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 7.94331693649292 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 7.943905830383301 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 7.927674293518066 }, { "layer": "layer.20.mlp.up_proj", "ppl": 7.946404457092285 }, { "layer": "layer.20.mlp.down_proj", "ppl": 7.933562278747559 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 7.94740104675293 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 7.945073127746582 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 7.94174337387085 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 7.943120002746582 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 7.93034553527832 }, { "layer": "layer.21.mlp.up_proj", "ppl": 7.941709041595459 }, { "layer": "layer.21.mlp.down_proj", "ppl": 7.934141159057617 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 7.943271636962891 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 7.9431047439575195 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 7.945976257324219 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 7.948796272277832 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 7.929816246032715 }, { "layer": "layer.22.mlp.up_proj", "ppl": 7.936256408691406 }, { "layer": "layer.22.mlp.down_proj", "ppl": 7.933286190032959 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 7.945980072021484 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 7.947525978088379 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 7.948060512542725 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 7.948775291442871 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 7.935506820678711 }, { "layer": "layer.23.mlp.up_proj", "ppl": 7.940329074859619 }, { "layer": "layer.23.mlp.down_proj", "ppl": 7.9392619132995605 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 7.945156097412109 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 7.94595193862915 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 7.946173191070557 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 7.944000720977783 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 7.935363292694092 }, { "layer": "layer.24.mlp.up_proj", "ppl": 7.936956405639648 }, { "layer": "layer.24.mlp.down_proj", "ppl": 7.934545516967773 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 7.946089744567871 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 7.94644832611084 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 7.944385051727295 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 7.94339656829834 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 7.931257247924805 }, { "layer": "layer.25.mlp.up_proj", "ppl": 7.932302474975586 }, { "layer": "layer.25.mlp.down_proj", "ppl": 7.938589572906494 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 7.945711135864258 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 7.946021556854248 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 7.9461750984191895 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 7.943582057952881 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 7.9326887130737305 }, { "layer": "layer.26.mlp.up_proj", "ppl": 7.938901424407959 }, { "layer": "layer.26.mlp.down_proj", "ppl": 7.942438125610352 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 7.945036888122559 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 7.9467267990112305 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 7.949273586273193 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 7.950535774230957 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 7.937090873718262 }, { "layer": "layer.27.mlp.up_proj", "ppl": 7.936392307281494 }, { "layer": "layer.27.mlp.down_proj", "ppl": 7.940166473388672 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 7.9436445236206055 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 7.944836139678955 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 7.942584037780762 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 7.943691730499268 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 7.935976505279541 }, { "layer": "layer.28.mlp.up_proj", "ppl": 7.937545299530029 }, { "layer": "layer.28.mlp.down_proj", "ppl": 7.940749645233154 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 7.94005823135376 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 7.940617084503174 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 7.953882217407227 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 7.945059776306152 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 7.935088634490967 }, { "layer": "layer.29.mlp.up_proj", "ppl": 7.941315174102783 }, { "layer": "layer.29.mlp.down_proj", "ppl": 7.942779541015625 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 7.9452738761901855 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 7.948841571807861 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 7.94928503036499 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 7.945047855377197 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 7.935410499572754 }, { "layer": "layer.30.mlp.up_proj", "ppl": 7.936846733093262 }, { "layer": "layer.30.mlp.down_proj", "ppl": 7.940468788146973 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 7.947516918182373 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 7.94775390625 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 7.960308074951172 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 7.9513959884643555 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 7.927347660064697 }, { "layer": "layer.31.mlp.up_proj", "ppl": 7.922753810882568 }, { "layer": "layer.31.mlp.down_proj", "ppl": 7.93113374710083 } ] }, { "bit": 4, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 6.454537868499756 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 6.454726696014404 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 6.450519561767578 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 6.4437255859375 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 6.448850631713867 }, { "layer": "layer.0.mlp.up_proj", "ppl": 6.450132369995117 }, { "layer": "layer.0.mlp.down_proj", "ppl": 6.446074962615967 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 6.449563980102539 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 6.4544291496276855 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 6.448617935180664 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 6.446349143981934 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 6.445285797119141 }, { "layer": "layer.1.mlp.up_proj", "ppl": 6.443925857543945 }, { "layer": "layer.1.mlp.down_proj", "ppl": 6.445038318634033 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 6.448399066925049 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 6.453738689422607 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 6.4486260414123535 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 6.451790809631348 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 6.446408271789551 }, { "layer": "layer.2.mlp.up_proj", "ppl": 6.450733661651611 }, { "layer": "layer.2.mlp.down_proj", "ppl": 6.448801517486572 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 6.452375411987305 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 6.452647686004639 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 6.451661586761475 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 6.448610782623291 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 6.447442054748535 }, { "layer": "layer.3.mlp.up_proj", "ppl": 6.447699069976807 }, { "layer": "layer.3.mlp.down_proj", "ppl": 6.448030948638916 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 6.455854415893555 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 6.454732894897461 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 6.452969074249268 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 6.4545440673828125 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 6.447070121765137 }, { "layer": "layer.4.mlp.up_proj", "ppl": 6.449777603149414 }, { "layer": "layer.4.mlp.down_proj", "ppl": 6.455633640289307 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 6.453912258148193 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 6.454641342163086 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 6.453270435333252 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 6.455489158630371 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 6.451198577880859 }, { "layer": "layer.5.mlp.up_proj", "ppl": 6.452322959899902 }, { "layer": "layer.5.mlp.down_proj", "ppl": 6.452975273132324 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 6.455671310424805 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 6.455975532531738 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 6.456965923309326 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 6.455340385437012 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 6.446424961090088 }, { "layer": "layer.6.mlp.up_proj", "ppl": 6.451291084289551 }, { "layer": "layer.6.mlp.down_proj", "ppl": 6.4530415534973145 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 6.455935478210449 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 6.456725120544434 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 6.452491760253906 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 6.452752113342285 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 6.449517726898193 }, { "layer": "layer.7.mlp.up_proj", "ppl": 6.452578544616699 }, { "layer": "layer.7.mlp.down_proj", "ppl": 6.451826095581055 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 6.45448637008667 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 6.454720973968506 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 6.455731391906738 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 6.455089092254639 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 6.452181816101074 }, { "layer": "layer.8.mlp.up_proj", "ppl": 6.4526824951171875 }, { "layer": "layer.8.mlp.down_proj", "ppl": 6.454453468322754 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 6.455934524536133 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 6.456002235412598 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 6.4546217918396 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 6.453610420227051 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 6.452699661254883 }, { "layer": "layer.9.mlp.up_proj", "ppl": 6.453961372375488 }, { "layer": "layer.9.mlp.down_proj", "ppl": 6.454385757446289 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 6.452418327331543 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 6.453369140625 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 6.4515509605407715 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 6.4532928466796875 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 6.452413558959961 }, { "layer": "layer.10.mlp.up_proj", "ppl": 6.4538068771362305 }, { "layer": "layer.10.mlp.down_proj", "ppl": 6.455025672912598 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 6.456299304962158 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 6.454927921295166 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 6.4534173011779785 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 6.454418182373047 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 6.451657295227051 }, { "layer": "layer.11.mlp.up_proj", "ppl": 6.451346397399902 }, { "layer": "layer.11.mlp.down_proj", "ppl": 6.454096794128418 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 6.454782009124756 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 6.45551872253418 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 6.4534735679626465 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 6.453575611114502 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 6.453646183013916 }, { "layer": "layer.12.mlp.up_proj", "ppl": 6.454469203948975 }, { "layer": "layer.12.mlp.down_proj", "ppl": 6.456052780151367 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 6.453341484069824 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 6.454270839691162 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 6.451605796813965 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 6.452873706817627 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 6.453426837921143 }, { "layer": "layer.13.mlp.up_proj", "ppl": 6.452221870422363 }, { "layer": "layer.13.mlp.down_proj", "ppl": 6.452780246734619 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 6.455355644226074 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 6.455962657928467 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 6.456732273101807 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 6.453287124633789 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 6.453049182891846 }, { "layer": "layer.14.mlp.up_proj", "ppl": 6.454832077026367 }, { "layer": "layer.14.mlp.down_proj", "ppl": 6.454221725463867 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 6.454924583435059 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 6.454874515533447 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 6.451925277709961 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 6.452725410461426 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 6.4522833824157715 }, { "layer": "layer.15.mlp.up_proj", "ppl": 6.45523738861084 }, { "layer": "layer.15.mlp.down_proj", "ppl": 6.45308256149292 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 6.454366683959961 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 6.455395698547363 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 6.452813148498535 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 6.454213619232178 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 6.451274871826172 }, { "layer": "layer.16.mlp.up_proj", "ppl": 6.454441547393799 }, { "layer": "layer.16.mlp.down_proj", "ppl": 6.4550957679748535 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 6.453302383422852 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 6.454470634460449 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 6.453659534454346 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 6.453427791595459 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 6.450741767883301 }, { "layer": "layer.17.mlp.up_proj", "ppl": 6.453146934509277 }, { "layer": "layer.17.mlp.down_proj", "ppl": 6.454835891723633 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 6.4564948081970215 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 6.455182075500488 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 6.454783916473389 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 6.455849647521973 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 6.451282501220703 }, { "layer": "layer.18.mlp.up_proj", "ppl": 6.455349922180176 }, { "layer": "layer.18.mlp.down_proj", "ppl": 6.454250812530518 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 6.454679012298584 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 6.454629421234131 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 6.452934741973877 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 6.4529619216918945 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 6.450913429260254 }, { "layer": "layer.19.mlp.up_proj", "ppl": 6.453946113586426 }, { "layer": "layer.19.mlp.down_proj", "ppl": 6.453378200531006 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 6.4553914070129395 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 6.455657958984375 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 6.454373836517334 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 6.454061985015869 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 6.450056552886963 }, { "layer": "layer.20.mlp.up_proj", "ppl": 6.453320503234863 }, { "layer": "layer.20.mlp.down_proj", "ppl": 6.453465938568115 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 6.454935073852539 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 6.455124855041504 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 6.45426607131958 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 6.454684734344482 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 6.450778484344482 }, { "layer": "layer.21.mlp.up_proj", "ppl": 6.454276084899902 }, { "layer": "layer.21.mlp.down_proj", "ppl": 6.452948093414307 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 6.455362319946289 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 6.455121994018555 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 6.45496940612793 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 6.454651355743408 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 6.450726509094238 }, { "layer": "layer.22.mlp.up_proj", "ppl": 6.45337438583374 }, { "layer": "layer.22.mlp.down_proj", "ppl": 6.452306747436523 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 6.454626083374023 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 6.455564498901367 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 6.454758644104004 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 6.454658031463623 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 6.452275276184082 }, { "layer": "layer.23.mlp.up_proj", "ppl": 6.452835559844971 }, { "layer": "layer.23.mlp.down_proj", "ppl": 6.45163631439209 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 6.454537868499756 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 6.455155372619629 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 6.454677104949951 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 6.455167293548584 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 6.4516472816467285 }, { "layer": "layer.24.mlp.up_proj", "ppl": 6.453344345092773 }, { "layer": "layer.24.mlp.down_proj", "ppl": 6.451472282409668 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 6.4543914794921875 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 6.454807758331299 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 6.4543938636779785 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 6.454660415649414 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 6.4515910148620605 }, { "layer": "layer.25.mlp.up_proj", "ppl": 6.453164100646973 }, { "layer": "layer.25.mlp.down_proj", "ppl": 6.452962875366211 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 6.455028533935547 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 6.45471715927124 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 6.454559803009033 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 6.454847812652588 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 6.451287746429443 }, { "layer": "layer.26.mlp.up_proj", "ppl": 6.453179836273193 }, { "layer": "layer.26.mlp.down_proj", "ppl": 6.453149795532227 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 6.453858852386475 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 6.454281330108643 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 6.455502033233643 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 6.454575538635254 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 6.451561450958252 }, { "layer": "layer.27.mlp.up_proj", "ppl": 6.452361583709717 }, { "layer": "layer.27.mlp.down_proj", "ppl": 6.4535813331604 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 6.454469203948975 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 6.454554557800293 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 6.452547073364258 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 6.454784870147705 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 6.451087951660156 }, { "layer": "layer.28.mlp.up_proj", "ppl": 6.453288555145264 }, { "layer": "layer.28.mlp.down_proj", "ppl": 6.452445983886719 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 6.453505992889404 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 6.454779624938965 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 6.456064701080322 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 6.454588890075684 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 6.452078342437744 }, { "layer": "layer.29.mlp.up_proj", "ppl": 6.453407287597656 }, { "layer": "layer.29.mlp.down_proj", "ppl": 6.452796936035156 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 6.455315113067627 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 6.4545488357543945 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 6.455374240875244 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 6.4543914794921875 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 6.450343608856201 }, { "layer": "layer.30.mlp.up_proj", "ppl": 6.45657205581665 }, { "layer": "layer.30.mlp.down_proj", "ppl": 6.453243732452393 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 6.455255031585693 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 6.4553728103637695 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 6.457914352416992 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 6.456103801727295 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 6.44964075088501 }, { "layer": "layer.31.mlp.up_proj", "ppl": 6.447453498840332 }, { "layer": "layer.31.mlp.down_proj", "ppl": 6.448609352111816 } ] }, { "bit": 5, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 6.10332727432251 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 6.103443145751953 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 6.102327823638916 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 6.10093879699707 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 6.102288246154785 }, { "layer": "layer.0.mlp.up_proj", "ppl": 6.10227108001709 }, { "layer": "layer.0.mlp.down_proj", "ppl": 6.102169513702393 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 6.102914333343506 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 6.1028876304626465 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 6.1018571853637695 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 6.102959156036377 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 6.101169109344482 }, { "layer": "layer.1.mlp.up_proj", "ppl": 6.100903511047363 }, { "layer": "layer.1.mlp.down_proj", "ppl": 6.10158109664917 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 6.102158546447754 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 6.102851390838623 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 6.103203773498535 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 6.100645065307617 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 6.100838661193848 }, { "layer": "layer.2.mlp.up_proj", "ppl": 6.1026201248168945 }, { "layer": "layer.2.mlp.down_proj", "ppl": 6.1004252433776855 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 6.102511405944824 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 6.102550506591797 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 6.102677345275879 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 6.101796627044678 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 6.1003804206848145 }, { "layer": "layer.3.mlp.up_proj", "ppl": 6.102692127227783 }, { "layer": "layer.3.mlp.down_proj", "ppl": 6.1017165184021 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 6.103428840637207 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 6.102806091308594 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 6.10255241394043 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 6.102294445037842 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 6.101330280303955 }, { "layer": "layer.4.mlp.up_proj", "ppl": 6.101095199584961 }, { "layer": "layer.4.mlp.down_proj", "ppl": 6.102182388305664 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 6.10371732711792 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 6.103259086608887 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 6.10362434387207 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 6.102778911590576 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 6.103330135345459 }, { "layer": "layer.5.mlp.up_proj", "ppl": 6.102243423461914 }, { "layer": "layer.5.mlp.down_proj", "ppl": 6.102015018463135 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 6.103821754455566 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 6.103170394897461 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 6.102950096130371 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 6.1029534339904785 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 6.100493907928467 }, { "layer": "layer.6.mlp.up_proj", "ppl": 6.101402759552002 }, { "layer": "layer.6.mlp.down_proj", "ppl": 6.102095127105713 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 6.1033759117126465 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 6.104278087615967 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 6.10400390625 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 6.104101181030273 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 6.101878643035889 }, { "layer": "layer.7.mlp.up_proj", "ppl": 6.1019816398620605 }, { "layer": "layer.7.mlp.down_proj", "ppl": 6.10313081741333 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 6.1031084060668945 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 6.103360176086426 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 6.1029582023620605 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 6.103797435760498 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 6.1028923988342285 }, { "layer": "layer.8.mlp.up_proj", "ppl": 6.102817058563232 }, { "layer": "layer.8.mlp.down_proj", "ppl": 6.1025390625 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 6.103361129760742 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 6.103934288024902 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 6.1032819747924805 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 6.10377836227417 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 6.103052139282227 }, { "layer": "layer.9.mlp.up_proj", "ppl": 6.103724479675293 }, { "layer": "layer.9.mlp.down_proj", "ppl": 6.1033244132995605 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 6.103392601013184 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 6.1027607917785645 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 6.10310173034668 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 6.102715015411377 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 6.1021318435668945 }, { "layer": "layer.10.mlp.up_proj", "ppl": 6.102659225463867 }, { "layer": "layer.10.mlp.down_proj", "ppl": 6.102339267730713 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 6.103653907775879 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 6.103553295135498 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 6.103222846984863 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 6.102321147918701 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 6.1020355224609375 }, { "layer": "layer.11.mlp.up_proj", "ppl": 6.102360248565674 }, { "layer": "layer.11.mlp.down_proj", "ppl": 6.103721618652344 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 6.10411262512207 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 6.103764057159424 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 6.102407932281494 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 6.103240013122559 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 6.102255344390869 }, { "layer": "layer.12.mlp.up_proj", "ppl": 6.102858543395996 }, { "layer": "layer.12.mlp.down_proj", "ppl": 6.102774620056152 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 6.102561950683594 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 6.102424621582031 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 6.10245943069458 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 6.102545738220215 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 6.102554798126221 }, { "layer": "layer.13.mlp.up_proj", "ppl": 6.103653430938721 }, { "layer": "layer.13.mlp.down_proj", "ppl": 6.103150844573975 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 6.103906631469727 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 6.103859901428223 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 6.102217674255371 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 6.103619575500488 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 6.102270126342773 }, { "layer": "layer.14.mlp.up_proj", "ppl": 6.1033854484558105 }, { "layer": "layer.14.mlp.down_proj", "ppl": 6.103147029876709 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 6.103157043457031 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 6.103323459625244 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 6.102534294128418 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 6.102122783660889 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 6.102392673492432 }, { "layer": "layer.15.mlp.up_proj", "ppl": 6.102656364440918 }, { "layer": "layer.15.mlp.down_proj", "ppl": 6.103926658630371 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 6.103625774383545 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 6.103555679321289 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 6.1027302742004395 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 6.102412223815918 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 6.101873874664307 }, { "layer": "layer.16.mlp.up_proj", "ppl": 6.103229999542236 }, { "layer": "layer.16.mlp.down_proj", "ppl": 6.102924346923828 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 6.1027679443359375 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 6.103058815002441 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 6.103218078613281 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 6.1030073165893555 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 6.101222038269043 }, { "layer": "layer.17.mlp.up_proj", "ppl": 6.102621555328369 }, { "layer": "layer.17.mlp.down_proj", "ppl": 6.102445602416992 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 6.103686809539795 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 6.103755474090576 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 6.103569984436035 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 6.1022820472717285 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 6.102065086364746 }, { "layer": "layer.18.mlp.up_proj", "ppl": 6.102996826171875 }, { "layer": "layer.18.mlp.down_proj", "ppl": 6.103424072265625 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 6.1032609939575195 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 6.103483200073242 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 6.102055072784424 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 6.102387428283691 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 6.101625442504883 }, { "layer": "layer.19.mlp.up_proj", "ppl": 6.102776527404785 }, { "layer": "layer.19.mlp.down_proj", "ppl": 6.102668285369873 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 6.103758811950684 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 6.103571891784668 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 6.102988243103027 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 6.102940559387207 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 6.101558685302734 }, { "layer": "layer.20.mlp.up_proj", "ppl": 6.103109359741211 }, { "layer": "layer.20.mlp.down_proj", "ppl": 6.102682113647461 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 6.103518009185791 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 6.103269100189209 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 6.103158950805664 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 6.102853298187256 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 6.101789951324463 }, { "layer": "layer.21.mlp.up_proj", "ppl": 6.103322982788086 }, { "layer": "layer.21.mlp.down_proj", "ppl": 6.102255344390869 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 6.103530406951904 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 6.103815078735352 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 6.103599548339844 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 6.103411674499512 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 6.101712703704834 }, { "layer": "layer.22.mlp.up_proj", "ppl": 6.102099418640137 }, { "layer": "layer.22.mlp.down_proj", "ppl": 6.102999687194824 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 6.10357141494751 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 6.103631496429443 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 6.103546619415283 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 6.103321552276611 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 6.101658821105957 }, { "layer": "layer.23.mlp.up_proj", "ppl": 6.102960109710693 }, { "layer": "layer.23.mlp.down_proj", "ppl": 6.1025776863098145 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 6.103583335876465 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 6.103630065917969 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 6.103322982788086 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 6.103185176849365 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 6.102198123931885 }, { "layer": "layer.24.mlp.up_proj", "ppl": 6.102322101593018 }, { "layer": "layer.24.mlp.down_proj", "ppl": 6.103001117706299 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 6.103229999542236 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 6.103567600250244 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 6.103597640991211 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 6.103576183319092 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 6.101297378540039 }, { "layer": "layer.25.mlp.up_proj", "ppl": 6.102327823638916 }, { "layer": "layer.25.mlp.down_proj", "ppl": 6.1029582023620605 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 6.103095054626465 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 6.103282928466797 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 6.103132724761963 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 6.102866172790527 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 6.102301597595215 }, { "layer": "layer.26.mlp.up_proj", "ppl": 6.101816177368164 }, { "layer": "layer.26.mlp.down_proj", "ppl": 6.1020965576171875 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 6.10333776473999 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 6.103382587432861 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 6.103857040405273 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 6.103193759918213 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 6.102137088775635 }, { "layer": "layer.27.mlp.up_proj", "ppl": 6.103390693664551 }, { "layer": "layer.27.mlp.down_proj", "ppl": 6.102590560913086 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 6.103017330169678 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 6.103185653686523 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 6.102924346923828 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 6.1027631759643555 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 6.1010870933532715 }, { "layer": "layer.28.mlp.up_proj", "ppl": 6.102463245391846 }, { "layer": "layer.28.mlp.down_proj", "ppl": 6.103203773498535 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 6.102989673614502 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 6.103216648101807 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 6.104397773742676 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 6.103231430053711 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 6.101535320281982 }, { "layer": "layer.29.mlp.up_proj", "ppl": 6.1034979820251465 }, { "layer": "layer.29.mlp.down_proj", "ppl": 6.1034040451049805 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 6.1031293869018555 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 6.10416316986084 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 6.103411674499512 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 6.103137969970703 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 6.101171016693115 }, { "layer": "layer.30.mlp.up_proj", "ppl": 6.100432872772217 }, { "layer": "layer.30.mlp.down_proj", "ppl": 6.101370811462402 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 6.102499961853027 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 6.103721618652344 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 6.105226516723633 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 6.103948593139648 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 6.100316047668457 }, { "layer": "layer.31.mlp.up_proj", "ppl": 6.098746299743652 }, { "layer": "layer.31.mlp.down_proj", "ppl": 6.1007561683654785 } ] }, { "bit": 6, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.964634895324707 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.964853286743164 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.964779853820801 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.96457576751709 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.964901447296143 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.965076446533203 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.963896751403809 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.9644904136657715 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.964446067810059 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.964075088500977 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.9636616706848145 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.9634599685668945 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.963460922241211 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.963972568511963 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.963679313659668 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.964230060577393 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.963833332061768 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.9647674560546875 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.964493274688721 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.963866233825684 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.964780330657959 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.964466571807861 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.964788913726807 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.963519096374512 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.964328765869141 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.962802886962891 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.96372652053833 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.964566230773926 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.964580535888672 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.9645185470581055 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.964216232299805 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.964838981628418 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.963772296905518 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.965837001800537 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.964780330657959 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.964582443237305 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.964877128601074 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.963987827301025 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.96481466293335 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.963537693023682 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.964683532714844 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.964261054992676 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.964827537536621 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.964755535125732 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.964868545532227 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.964569091796875 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.963584899902344 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.964655876159668 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.9642839431762695 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.9651103019714355 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.964787483215332 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.964884281158447 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.965034008026123 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.963949680328369 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.964010238647461 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.963255882263184 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.964312553405762 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.964426517486572 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.96516227722168 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.963976860046387 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.963647365570068 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.964200019836426 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.964569568634033 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.965219497680664 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.964680194854736 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.964784145355225 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.964580535888672 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.9637675285339355 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.963949680328369 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.964078426361084 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.964617729187012 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.964517593383789 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.964454174041748 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.964346408843994 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.964151859283447 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.964664459228516 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.964797496795654 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.964831352233887 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.9650750160217285 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.96469783782959 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.964787483215332 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.964296340942383 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.96401834487915 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.964768886566162 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.965114593505859 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.965019226074219 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.965167045593262 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.964183330535889 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.964242935180664 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.964613914489746 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.965151309967041 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.964411735534668 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.964498519897461 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.9640607833862305 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.964939117431641 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.963999271392822 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.963999271392822 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.964320182800293 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.964476585388184 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.964928150177002 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.965571880340576 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.964280128479004 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.964073657989502 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.9643940925598145 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.964827537536621 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.964621067047119 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.964763641357422 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.964252948760986 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.964240074157715 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.964327335357666 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.964642524719238 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.964659214019775 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.964810848236084 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.9646830558776855 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.964807510375977 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.964704513549805 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.964130878448486 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.9653496742248535 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.9648542404174805 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.964399337768555 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.964700698852539 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.964797019958496 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.96461820602417 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.964078426361084 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.964522838592529 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.964656352996826 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.965064525604248 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.9648756980896 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.964382171630859 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.964518070220947 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.963754653930664 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.965043067932129 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.9638519287109375 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.964806079864502 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.964855670928955 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.964405059814453 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.964571475982666 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.963390827178955 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.964374542236328 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.964343070983887 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.964828968048096 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.964646816253662 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.9645915031433105 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.964428424835205 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.964176177978516 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.964416980743408 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.964077949523926 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.964686870574951 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.964921474456787 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.964619159698486 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.9647088050842285 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.963682651519775 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.964191913604736 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.9648261070251465 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.964590549468994 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.964537143707275 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.964656352996826 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.964632511138916 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.963538646697998 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.9644293785095215 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.963883399963379 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.964787483215332 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.964715003967285 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.964576244354248 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.964606285095215 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.964107036590576 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.964235305786133 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.964028358459473 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.964752197265625 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.964895248413086 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.964996814727783 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.964977741241455 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.963625431060791 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.9647111892700195 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.964138984680176 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.9649176597595215 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.964878082275391 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.964503765106201 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.964620590209961 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.963753700256348 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.964656352996826 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.964402198791504 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.964504718780518 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.9649176597595215 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.964693546295166 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.964619159698486 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.963278293609619 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.964744567871094 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.964730262756348 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.964637279510498 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.964547157287598 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.964498996734619 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.9650139808654785 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.963581562042236 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.9639692306518555 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.964494228363037 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.964633941650391 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.964561462402344 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.964945316314697 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.964648246765137 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.963507652282715 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.964051723480225 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.96372652053833 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.964704990386963 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.96455717086792 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.965011119842529 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.964638710021973 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.963899612426758 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.964288711547852 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.964208602905273 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.964895725250244 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.964487552642822 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.964959621429443 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.964356899261475 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.963806629180908 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.964376449584961 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.9645514488220215 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.9644083976745605 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.964900016784668 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.965603828430176 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.964944839477539 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.963250637054443 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.9628448486328125 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.9618940353393555 } ] }, { "bit": 7, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.888533592224121 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.888609409332275 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.888508319854736 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.888683795928955 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.888564109802246 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.888050079345703 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.888296127319336 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.888637065887451 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.888768196105957 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.888139724731445 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.888930320739746 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.888051986694336 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.887570381164551 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.888113498687744 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.888205051422119 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.888602256774902 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.8882832527160645 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.888096809387207 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.887925148010254 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.888683795928955 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.887927532196045 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.888339996337891 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.8881306648254395 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.8882622718811035 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.887542724609375 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.887788772583008 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.888004302978516 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.887856483459473 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.888277053833008 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.888645648956299 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.888360977172852 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.8880085945129395 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.8879852294921875 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.887504577636719 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.887173175811768 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.888638496398926 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.888370513916016 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.888504981994629 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.887874126434326 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.888915538787842 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.889015197753906 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.888710975646973 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.888538837432861 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.88849401473999 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.888706684112549 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.8884735107421875 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.888428688049316 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.888202667236328 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.888516426086426 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.888519287109375 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.888779163360596 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.888981342315674 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.888237476348877 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.888044834136963 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.887911796569824 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.889214992523193 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.888627529144287 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.888639450073242 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.888596534729004 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.888563632965088 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.888638496398926 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.888349533081055 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.888360977172852 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.888574123382568 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.888939380645752 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.888828277587891 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.888360500335693 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.888573169708252 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.889019012451172 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.889037609100342 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.88852596282959 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.888480186462402 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.888377666473389 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.888641357421875 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.8884477615356445 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.888152122497559 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.888753890991211 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.888671875 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.88850212097168 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.888184547424316 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.888620853424072 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.888172626495361 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.888339042663574 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.888538360595703 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.888589382171631 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.888647556304932 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.888367176055908 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.888630390167236 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.8881964683532715 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.888460636138916 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.888651371002197 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.888354301452637 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.88836145401001 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.888493537902832 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.888124465942383 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.888256072998047 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.888362407684326 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.888558864593506 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.888823986053467 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.888772964477539 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.88839864730835 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.888772010803223 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.888427734375 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.888687610626221 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.888415336608887 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.888566970825195 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.88886022567749 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.888436794281006 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.888871669769287 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.888151168823242 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.888279914855957 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.888452053070068 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.8886847496032715 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.888696670532227 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.888360977172852 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.888774871826172 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.887986183166504 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.888555526733398 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.888382911682129 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.88839054107666 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.888365745544434 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.88832426071167 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.888453006744385 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.888110160827637 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.888450622558594 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.888492584228516 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.888844013214111 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.888654708862305 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.888604640960693 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.888652324676514 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.887988090515137 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.888352870941162 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.888880252838135 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.888491153717041 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.8884758949279785 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.888349533081055 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.888465404510498 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.888376235961914 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.8885602951049805 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.888815879821777 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.888659954071045 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.888651371002197 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.88850212097168 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.888739585876465 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.887884140014648 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.888887882232666 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.888637065887451 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.888782978057861 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.888707637786865 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.888581275939941 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.888576984405518 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.887940406799316 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.8884148597717285 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.88815975189209 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.888671398162842 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.888727188110352 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.8888397216796875 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.888592720031738 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.888171195983887 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.888138771057129 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.88839864730835 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.888693332672119 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.888722896575928 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.888566493988037 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.888630390167236 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.887894630432129 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.888371467590332 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.8883056640625 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.888612747192383 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.8885498046875 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.888686180114746 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.888600826263428 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.888392925262451 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.888243675231934 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.887849807739258 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.8886542320251465 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.888656139373779 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.888689994812012 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.888861656188965 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.88805627822876 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.8883466720581055 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.888495445251465 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.8885979652404785 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.888657093048096 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.888370513916016 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.888408660888672 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.888245582580566 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.887797832489014 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.88852071762085 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.888506889343262 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.888587474822998 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.888690948486328 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.888582706451416 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.888027667999268 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.8884406089782715 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.888558864593506 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.888631820678711 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.888638496398926 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.8885416984558105 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.888225555419922 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.888041973114014 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.888441562652588 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.888904094696045 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.888408660888672 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.888652801513672 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.888426780700684 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.888599395751953 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.887938976287842 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.888474464416504 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.888730525970459 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.8884687423706055 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.888638496398926 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.888818740844727 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.888711452484131 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.887609481811523 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.887635707855225 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.88871431350708 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.888470649719238 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.888686180114746 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.889449596405029 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.888946056365967 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.88793420791626 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.887157440185547 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.8879170417785645 } ] }, { "bit": 8, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.846884727478027 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.846755027770996 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.846534729003906 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.846395492553711 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.846962928771973 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.847113132476807 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.846520900726318 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.846809387207031 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.846713066101074 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.846841335296631 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.846555233001709 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.846278190612793 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.846106052398682 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.846847057342529 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.84657621383667 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.846549987792969 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.8466362953186035 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.8466925621032715 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.846368789672852 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.846569538116455 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.846435070037842 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.846747875213623 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.8471479415893555 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.846069812774658 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.846944808959961 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.846384048461914 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.8465576171875 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.846332550048828 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.846738815307617 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.846657752990723 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.8466315269470215 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.846845626831055 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.846436500549316 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.84717321395874 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.846818923950195 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.846718788146973 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.846808910369873 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.846215724945068 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.846886157989502 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.846282005310059 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.846563816070557 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.8466267585754395 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.846828937530518 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.846994876861572 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.8467512130737305 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.846724033355713 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.8460187911987305 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.846347332000732 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.846561431884766 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.846907615661621 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.846936225891113 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.846603870391846 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.847090721130371 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.846323013305664 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.846722602844238 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.846107482910156 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.8468122482299805 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.8466105461120605 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.846934795379639 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.846707344055176 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.846489429473877 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.846768856048584 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.846676349639893 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.846982002258301 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.846992015838623 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.846632957458496 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.846888065338135 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.846412181854248 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.846067905426025 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.846593379974365 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.8468451499938965 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.846786975860596 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.84684419631958 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.847229957580566 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.846533298492432 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.846888065338135 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.846631050109863 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.847040176391602 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.847057819366455 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.84683084487915 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.846927642822266 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.846968650817871 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.846551418304443 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.84695291519165 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.846982002258301 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.846972465515137 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.846938133239746 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.846807956695557 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.846613883972168 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.846781253814697 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.846508502960205 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.84689998626709 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.846874237060547 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.846653938293457 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.846846580505371 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.846853256225586 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.846768856048584 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.846569538116455 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.846914768218994 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.846983909606934 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.847011089324951 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.846548080444336 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.846460819244385 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.846813678741455 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.846814155578613 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.8469462394714355 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.846782684326172 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.84659481048584 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.8464837074279785 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.8469648361206055 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.846916675567627 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.846741199493408 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.8471574783325195 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.846906661987305 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.846940994262695 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.846747875213623 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.846822738647461 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.84714412689209 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.846920967102051 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.846752166748047 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.846938610076904 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.846940040588379 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.846876621246338 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.846527576446533 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.846695423126221 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.8467864990234375 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.846994876861572 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.846986770629883 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.846661567687988 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.846889019012451 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.846558570861816 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.846768379211426 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.846653461456299 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.846931457519531 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.847026824951172 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.846749782562256 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.846560001373291 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.846208572387695 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.846831321716309 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.846343517303467 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.846974849700928 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.8468122482299805 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.846828937530518 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.846536636352539 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.846377372741699 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.8466315269470215 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.846134662628174 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.8467936515808105 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.846747398376465 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.846767902374268 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.8468122482299805 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.84634256362915 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.846466064453125 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.846446990966797 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.846789836883545 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.846935272216797 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.846797466278076 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.846704959869385 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.846429347991943 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.846837520599365 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.846591472625732 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.846845626831055 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.846902370452881 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.8468828201293945 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.846884727478027 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.846377372741699 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.846712589263916 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.846724033355713 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.846932411193848 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.846951484680176 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.846959114074707 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.846892833709717 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.845987319946289 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.84673547744751 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.846661567687988 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.846816539764404 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.8470354080200195 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.846877574920654 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.846774578094482 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.846625328063965 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.846673488616943 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.846678256988525 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.8467936515808105 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.846768856048584 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.846697807312012 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.846809387207031 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.846215724945068 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.847002983093262 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.846602916717529 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.846771717071533 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.846909523010254 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.8467912673950195 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.846930027008057 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.846335411071777 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.846407413482666 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.846812725067139 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.84692907333374 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.846823215484619 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.846906661987305 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.8469085693359375 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.846124649047852 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.846503734588623 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.846322536468506 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.846792221069336 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.84681510925293 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.847112655639648 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.84688663482666 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.846489906311035 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.846936225891113 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.846786975860596 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.846865653991699 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.847081184387207 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.846912860870361 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.846500396728516 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.84630012512207 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.846616744995117 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.84650993347168 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.846712589263916 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.846808910369873 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.847279071807861 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.846980571746826 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.845856189727783 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.8459672927856445 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.845388889312744 } ] }, { "bit": 9, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.807320594787598 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.807447910308838 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.807397842407227 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.807557106018066 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.80731725692749 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.8072991371154785 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.807169437408447 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.80741024017334 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.807368278503418 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.806540489196777 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.807317733764648 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.807284832000732 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.806679725646973 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.807029724121094 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.806914806365967 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.80698823928833 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.806814193725586 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.80743408203125 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.807092189788818 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.807408809661865 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.806885242462158 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.807365894317627 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.807035446166992 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.80775260925293 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.8065619468688965 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.806995868682861 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.807311058044434 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.807106971740723 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.807308197021484 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.807418346405029 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.806776523590088 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.807122707366943 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.807094573974609 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.807129859924316 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.806788921356201 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.8074564933776855 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.80728006362915 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.8073344230651855 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.806854724884033 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.807610034942627 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.807583808898926 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.807412147521973 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.807064533233643 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.80736780166626 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.80729866027832 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.807192802429199 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.806939125061035 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.80729866027832 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.807465076446533 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.807305335998535 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.807262897491455 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.807672500610352 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.807365894317627 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.807225227355957 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.807041645050049 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.807146072387695 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.807360649108887 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.807380676269531 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.8074259757995605 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.807681083679199 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.807589530944824 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.80717658996582 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.807328701019287 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.807476997375488 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.807507514953613 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.807347297668457 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.807212829589844 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.8072710037231445 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.80779504776001 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.807518482208252 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.8072991371154785 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.807279109954834 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.807272434234619 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.807150363922119 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.807283878326416 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.807187557220459 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.807396411895752 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.807284832000732 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.807275295257568 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.807399272918701 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.807305812835693 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.80723762512207 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.80735445022583 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.807417869567871 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.807423114776611 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.8074541091918945 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.807394027709961 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.807457447052002 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.807441711425781 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.807389736175537 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.807151794433594 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.807308197021484 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.807285308837891 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.8072099685668945 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.807114601135254 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.807153224945068 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.8076395988464355 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.807408332824707 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.807433605194092 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.807414531707764 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.807464599609375 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.807225227355957 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.807118892669678 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.8074798583984375 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.807446002960205 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.807308197021484 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.807493686676025 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.807308673858643 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.8073601722717285 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.8069047927856445 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.807224273681641 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.80726957321167 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.807433128356934 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.807378768920898 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.807392597198486 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.807464599609375 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.807135105133057 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.807191848754883 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.80746603012085 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.807254791259766 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.807539939880371 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.807183265686035 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.807294845581055 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.8072052001953125 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.807293891906738 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.807287693023682 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.807423114776611 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.807347774505615 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.807369232177734 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.807397842407227 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.807180404663086 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.807460308074951 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.807249069213867 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.8072896003723145 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.807324409484863 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.806993007659912 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.807295799255371 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.807324409484863 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.807216167449951 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.8074049949646 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.807384967803955 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.807507038116455 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.807447910308838 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.8075151443481445 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.806991100311279 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.807608604431152 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.807516098022461 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.80740213394165 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.807366847991943 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.807394027709961 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.807435035705566 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.807272434234619 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.807493686676025 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.807199001312256 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.807322025299072 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.8074564933776855 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.8073296546936035 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.807380199432373 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.807191371917725 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.807180404663086 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.8075056076049805 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.807433128356934 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.807493209838867 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.807223796844482 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.807295799255371 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.807287693023682 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.807112693786621 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.807374477386475 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.807324409484863 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.807441234588623 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.807288646697998 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.8074116706848145 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.807272434234619 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.80704402923584 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.8070878982543945 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.8074564933776855 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.80736780166626 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.807421684265137 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.807408809661865 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.807161331176758 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.807325839996338 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.807275295257568 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.80742883682251 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.807389736175537 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.807441234588623 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.807344436645508 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.807398796081543 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.806964874267578 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.807369232177734 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.807373046875 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.807372093200684 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.807512283325195 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.807385444641113 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.807251453399658 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.807164669036865 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.807197570800781 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.807240009307861 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.807430267333984 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.807344913482666 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.80710506439209 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.806970596313477 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.806989669799805 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.8075642585754395 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.807403564453125 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.807308197021484 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.807372093200684 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.807277202606201 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.807153701782227 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.807036876678467 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.807571887969971 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.807326793670654 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.807351112365723 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.8075714111328125 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.807255268096924 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.80708646774292 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.807107925415039 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.807385444641113 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.807175159454346 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.807455062866211 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.807769298553467 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.807490348815918 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.807016372680664 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.806805610656738 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.806951999664307 } ] }, { "bit": 10, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.7860870361328125 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.786165714263916 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.786190032958984 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.785765647888184 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.7859272956848145 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.78639030456543 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.785793304443359 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.786105632781982 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.785983562469482 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.7862372398376465 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.785848140716553 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.785799026489258 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.785938262939453 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.785671234130859 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.786051273345947 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.786233425140381 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.786227703094482 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.785523891448975 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.785677909851074 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.785831928253174 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.7858195304870605 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.786016464233398 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.786160945892334 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.78556489944458 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.786416053771973 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.7861504554748535 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.7858428955078125 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.785478591918945 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.78593111038208 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.785983562469482 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.786014556884766 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.785986423492432 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.785490989685059 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.786184310913086 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.7858195304870605 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.785972595214844 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.785904884338379 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.78585958480835 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.786273002624512 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.785771369934082 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.785844802856445 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.786144256591797 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.786036491394043 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.786085605621338 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.786350727081299 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.785879135131836 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.7859344482421875 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.785741806030273 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.785911560058594 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.78611421585083 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.786179542541504 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.786022186279297 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.785970687866211 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.785727024078369 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.786327838897705 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.785758972167969 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.78601598739624 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.78586483001709 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.786107540130615 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.785608291625977 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.7859110832214355 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.785917282104492 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.786117076873779 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.78607702255249 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.7861433029174805 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.785947322845459 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.785985946655273 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.7856950759887695 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.785669803619385 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.785665035247803 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.78601598739624 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.785956382751465 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.786189079284668 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.786167144775391 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.7859015464782715 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.78593635559082 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.785836219787598 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.78613805770874 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.785987854003906 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.786139488220215 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.785860061645508 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.785974025726318 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.7858567237854 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.78590202331543 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.7861127853393555 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.786235809326172 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.78599214553833 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.785956859588623 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.78582763671875 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.786026477813721 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.786167144775391 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.7860002517700195 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.785965919494629 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.785858154296875 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.785942554473877 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.786120891571045 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.7859601974487305 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.785771369934082 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.786098003387451 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.786062240600586 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.786027908325195 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.7860846519470215 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.785863399505615 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.78599214553833 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.786008358001709 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.786103248596191 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.786043643951416 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.785855293273926 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.785950660705566 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.786082744598389 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.786101818084717 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.786012649536133 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.786051273345947 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.786034107208252 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.785958290100098 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.7859930992126465 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.7859086990356445 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.7862467765808105 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.785863399505615 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.786041259765625 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.786000728607178 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.785933017730713 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.785943984985352 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.7859673500061035 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.785989284515381 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.785783767700195 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.786108016967773 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.786021709442139 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.786001682281494 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.785774230957031 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.785782814025879 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.785972595214844 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.785923957824707 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.786153316497803 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.786073207855225 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.786062240600586 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.785933017730713 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.785512924194336 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.786040306091309 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.785582542419434 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.786125659942627 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.786070346832275 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.785903453826904 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.785881519317627 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.7858052253723145 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.785869598388672 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.785634517669678 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.7860894203186035 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.785984992980957 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.78590202331543 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.785776615142822 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.785739898681641 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.785686016082764 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.7858710289001465 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.786015510559082 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.785984992980957 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.786074638366699 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.7859673500061035 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.7857794761657715 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.785918712615967 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.785735130310059 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.786016464233398 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.786036014556885 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.786085605621338 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.786025047302246 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.785719394683838 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.786073684692383 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.785758018493652 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.786116123199463 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.7859954833984375 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.7860894203186035 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.786044120788574 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.785635471343994 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.786078453063965 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.785892486572266 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.7859907150268555 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.786092281341553 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.785958290100098 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.785780429840088 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.7859063148498535 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.785931587219238 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.7859907150268555 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.786015510559082 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.78598690032959 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.785983562469482 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.786022186279297 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.785456657409668 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.786066055297852 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.7858195304870605 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.786002159118652 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.786025524139404 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.785871982574463 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.786020755767822 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.7857747077941895 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.785984516143799 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.786062717437744 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.785949230194092 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.786081314086914 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.7859272956848145 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.7860589027404785 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.785386562347412 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.7861127853393555 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.785547256469727 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.785964488983154 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.7859063148498535 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.786127090454102 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.785897731781006 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.785623550415039 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.785971164703369 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.78568696975708 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.785957336425781 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.7860236167907715 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.785878658294678 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.785817623138428 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.785684108734131 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.7856855392456055 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.785557270050049 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.78585958480835 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.785964488983154 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.786198139190674 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.7861008644104 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.785236835479736 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.785416126251221 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.785285472869873 } ] }, { "bit": 11, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.763876914978027 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.763910293579102 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.763853549957275 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.76401424407959 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.763963222503662 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.7636260986328125 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.764211177825928 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.763911724090576 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.763829708099365 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.763540744781494 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.763612747192383 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.763721466064453 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.76350212097168 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.763619899749756 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.763597011566162 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.763787746429443 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.763580799102783 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.7638840675354 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.763800144195557 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.763984680175781 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.763599395751953 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.763930797576904 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.76369571685791 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.7638163566589355 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.7631916999816895 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.763453960418701 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.763749122619629 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.7637505531311035 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.763873100280762 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.763938903808594 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.763756275177002 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.763725280761719 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.763880729675293 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.763558864593506 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.763548851013184 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.763647556304932 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.763906478881836 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.763967037200928 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.763612747192383 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.763794422149658 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.764153003692627 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.763688087463379 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.763852119445801 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.763820648193359 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.763698101043701 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.7637410163879395 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.763702869415283 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.764163970947266 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.763774394989014 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.763908863067627 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.763912200927734 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.7638421058654785 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.763820648193359 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.763578414916992 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.763699054718018 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.764079570770264 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.763862133026123 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.763889312744141 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.7640557289123535 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.763990879058838 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.763952255249023 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.763833045959473 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.763771057128906 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.763866901397705 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.76412296295166 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.763780117034912 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.7637505531311035 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.763862133026123 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.763949394226074 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.764062404632568 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.763815402984619 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.763830184936523 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.763818740844727 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.76371431350708 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.763657569885254 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.76369571685791 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.764039039611816 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.763833045959473 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.763803958892822 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.763761520385742 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.764018535614014 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.76369571685791 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.763611793518066 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.763716220855713 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.763824939727783 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.763736724853516 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.763860702514648 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.763862133026123 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.763857841491699 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.763759613037109 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.763803005218506 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.7638092041015625 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.7638349533081055 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.763949871063232 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.763761043548584 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.763696193695068 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.763683319091797 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.763885498046875 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.763844013214111 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.7638373374938965 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.763776779174805 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.763764381408691 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.763606071472168 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.763893127441406 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.763791084289551 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.763823986053467 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.763840675354004 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.763827800750732 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.763771057128906 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.763636112213135 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.763758659362793 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.763873100280762 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.76384973526001 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.763851165771484 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.7639641761779785 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.763798713684082 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.763840675354004 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.763706684112549 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.763923168182373 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.763768196105957 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.763861179351807 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.763614177703857 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.763744831085205 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.763579368591309 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.763778209686279 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.763814449310303 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.763911724090576 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.763951301574707 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.763959884643555 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.7639641761779785 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.763771057128906 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.763907432556152 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.763689994812012 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.7637834548950195 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.7639617919921875 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.763702392578125 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.7637858390808105 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.763891696929932 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.763716220855713 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.76397180557251 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.763879776000977 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.763941764831543 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.763826370239258 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.763874530792236 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.763741493225098 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.764047145843506 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.7637410163879395 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.76384973526001 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.763911724090576 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.76379919052124 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.76381778717041 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.763568878173828 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.763959884643555 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.763635158538818 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.7637200355529785 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.763876438140869 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.763875961303711 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.763876914978027 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.7636542320251465 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.763672351837158 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.763879776000977 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.763868808746338 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.763914108276367 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.7638654708862305 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.7637410163879395 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.763660907745361 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.763449668884277 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.7637619972229 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.76393985748291 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.763997554779053 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.763876914978027 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.763798236846924 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.763744831085205 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.763727188110352 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.763614177703857 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.763899326324463 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.763771057128906 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.763908863067627 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.7639899253845215 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.76370096206665 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.763743877410889 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.763840198516846 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.763787746429443 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.76381254196167 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.763828754425049 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.76360559463501 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.763652801513672 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.763684272766113 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.763845443725586 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.763819217681885 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.76375675201416 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.763904094696045 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.76383638381958 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.763662338256836 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.763668060302734 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.763660907745361 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.763773441314697 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.763828754425049 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.763808250427246 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.763736724853516 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.763669490814209 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.763576984405518 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.763879776000977 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.763696670532227 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.763768196105957 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.763823509216309 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.763830184936523 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.763809680938721 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.7637152671813965 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.763912677764893 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.763919830322266 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.763867378234863 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.764018535614014 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.7637739181518555 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.763439178466797 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.76362943649292 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.7639055252075195 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.763725280761719 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.763826370239258 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.763906002044678 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.763828277587891 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.763727188110352 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.76338005065918 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.76322603225708 } ] }, { "bit": 12, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.750020980834961 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.750077724456787 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.750213623046875 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.7500786781311035 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.7501044273376465 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.750396728515625 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.74979829788208 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.750003814697266 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.750091075897217 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.750096321105957 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.750409126281738 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.750068664550781 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.749920845031738 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.749948024749756 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.749916076660156 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.749958038330078 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.7501540184021 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.749876976013184 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.7501115798950195 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.749826908111572 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.749764919281006 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.750082492828369 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.750151634216309 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.749709606170654 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.750182628631592 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.750070095062256 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.74973201751709 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.749866008758545 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.750063419342041 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.749924182891846 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.749812602996826 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.749690532684326 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.749947547912598 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.750251293182373 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.749931812286377 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.750001907348633 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.749978542327881 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.7501020431518555 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.750133514404297 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.749849796295166 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.749995231628418 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.750255584716797 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.75007438659668 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.750039100646973 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.750225067138672 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.7498674392700195 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.750048637390137 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.74960994720459 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.750172138214111 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.750096321105957 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.750021934509277 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.7498884201049805 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.750110149383545 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.749950408935547 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.749808311462402 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.749939441680908 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.750105857849121 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.7499566078186035 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.75016450881958 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.750014305114746 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.749876499176025 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.7500810623168945 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.750097274780273 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.750137805938721 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.7501068115234375 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.750007629394531 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.749920845031738 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.749889373779297 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.750068664550781 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.749770164489746 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.74998140335083 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.7499895095825195 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.750071048736572 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.750212669372559 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.749993801116943 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.750055313110352 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.74984073638916 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.75002384185791 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.749930381774902 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.749964714050293 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.749937057495117 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.749963283538818 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.750051021575928 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.750151634216309 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.750094890594482 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.750199794769287 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.750016212463379 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.749950885772705 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.749963283538818 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.750150680541992 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.74990177154541 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.750068187713623 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.749967575073242 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.750001430511475 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.7498674392700195 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.750048637390137 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.750049591064453 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.749871730804443 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.750004768371582 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.750156402587891 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.7500319480896 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.750095844268799 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.749948978424072 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.749963283538818 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.750036239624023 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.749994277954102 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.750004768371582 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.7499799728393555 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.749864101409912 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.749906063079834 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.750154972076416 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.749868869781494 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.750053882598877 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.749982833862305 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.749892234802246 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.750008583068848 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.74986457824707 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.750156879425049 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.7498779296875 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.7501044273376465 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.750033378601074 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.750000476837158 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.7498297691345215 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.750145435333252 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.750127792358398 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.749939918518066 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.750089645385742 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.750092029571533 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.749913692474365 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.749995231628418 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.74984884262085 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.749996185302734 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.750014305114746 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.7500786781311035 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.750009536743164 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.750150203704834 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.75006628036499 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.7498250007629395 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.750083923339844 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.749686241149902 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.750180244445801 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.749969005584717 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.749982833862305 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.750037670135498 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.7498908042907715 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.749860763549805 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.749767780303955 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.75007963180542 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.750010013580322 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.750041961669922 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.750009536743164 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.749959945678711 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.749973773956299 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.7500200271606445 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.750053882598877 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.750007629394531 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.750096321105957 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.750121116638184 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.74991512298584 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.7500762939453125 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.749960422515869 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.7500200271606445 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.750077247619629 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.75005578994751 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.750024795532227 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.749948024749756 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.750172138214111 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.75 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.750148773193359 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.750057697296143 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.7499799728393555 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.7500786781311035 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.74978494644165 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.749974250793457 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.750060081481934 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.749953746795654 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.750132083892822 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.750023365020752 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.749988079071045 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.74991512298584 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.749953746795654 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.749972820281982 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.750073432922363 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.750045299530029 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.749997138977051 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.750068187713623 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.749803066253662 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.7501068115234375 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.749828815460205 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.749999046325684 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.750051021575928 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.750063896179199 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.750000476837158 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.749790668487549 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.749943256378174 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.750059127807617 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.749959468841553 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.7500319480896 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.750086784362793 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.749938488006592 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.7497076988220215 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.75007963180542 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.749924659729004 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.750041961669922 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.749931812286377 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.7501678466796875 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.749998569488525 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.749776363372803 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.750130653381348 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.749953746795654 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.750038146972656 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.750070095062256 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.749917507171631 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.7498884201049805 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.7498250007629395 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.7501678466796875 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.7499165534973145 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.749966621398926 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.750113487243652 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.750253200531006 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.750173568725586 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.749752521514893 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.74944543838501 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.749748229980469 } ] }, { "bit": 13, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.735749244689941 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.735605716705322 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.735559463500977 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.735401630401611 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.735648155212402 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.735724925994873 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.735809803009033 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.735662937164307 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.735661506652832 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.735718250274658 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.735525608062744 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.735543251037598 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.735413074493408 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.735805034637451 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.7355475425720215 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.73565673828125 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.735165596008301 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.735630512237549 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.735355377197266 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.735599517822266 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.73553466796875 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.735842704772949 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.735633850097656 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.73579740524292 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.735411643981934 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.735323429107666 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.735809803009033 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.735527038574219 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.735580921173096 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.735686779022217 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.735784530639648 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.735810279846191 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.735538482666016 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.735507488250732 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.735589027404785 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.735638618469238 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.735682964324951 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.735683441162109 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.735445499420166 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.735910415649414 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.735760688781738 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.735584259033203 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.735650539398193 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.735589027404785 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.735595226287842 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.73568058013916 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.7354302406311035 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.735755920410156 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.735533237457275 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.7357025146484375 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.735727787017822 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.735914707183838 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.735564708709717 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.735570907592773 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.735718250274658 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.735691070556641 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.735559463500977 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.735669136047363 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.736020565032959 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.735628604888916 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.735891819000244 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.73552131652832 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.73578405380249 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.735596656799316 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.735816478729248 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.735847473144531 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.735689640045166 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.735713958740234 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.735567092895508 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.735745429992676 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.7356743812561035 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.73566198348999 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.735579967498779 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.735451698303223 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.735611915588379 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.7354865074157715 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.735877990722656 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.735663414001465 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.735743999481201 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.735640048980713 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.735723495483398 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.735437870025635 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.735717296600342 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.73552942276001 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.7357048988342285 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.735743045806885 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.735779762268066 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.735907077789307 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.735551834106445 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.735812664031982 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.735816478729248 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.735585689544678 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.735698699951172 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.735727787017822 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.735485076904297 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.735496520996094 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.735637187957764 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.73578405380249 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.735725402832031 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.7356953620910645 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.735657215118408 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.73576545715332 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.735666275024414 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.735670566558838 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.735718250274658 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.735681533813477 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.735720634460449 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.735648155212402 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.735612869262695 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.7354960441589355 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.735509872436523 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.7357869148254395 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.735675811767578 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.735697269439697 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.735825061798096 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.735678672790527 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.7356276512146 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.735659599304199 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.735790729522705 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.735655307769775 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.7357354164123535 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.735655307769775 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.735683917999268 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.735528945922852 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.7355241775512695 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.735678672790527 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.735630989074707 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.735649585723877 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.735651016235352 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.735783576965332 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.73565673828125 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.735672473907471 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.7355170249938965 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.735677242279053 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.735748291015625 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.735722064971924 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.735543251037598 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.735703945159912 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.735637187957764 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.735703468322754 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.7356367111206055 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.735689640045166 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.735782623291016 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.735724925994873 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.735607624053955 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.7357988357543945 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.735667705535889 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.735719680786133 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.7357048988342285 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.7355146408081055 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.735562801361084 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.735489845275879 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.735600471496582 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.735648155212402 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.735593795776367 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.735612869262695 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.735564708709717 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.735640048980713 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.735483646392822 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.735544681549072 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.735790729522705 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.7357330322265625 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.73561429977417 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.735673904418945 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.735618591308594 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.735533714294434 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.735453128814697 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.735683917999268 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.735688209533691 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.735688209533691 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.735729217529297 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.7357401847839355 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.735551834106445 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.735549449920654 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.735442161560059 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.735749244689941 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.735632419586182 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.735667705535889 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.735859394073486 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.735560894012451 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.735610485076904 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.735659599304199 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.735598564147949 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.735591888427734 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.735774517059326 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.735651016235352 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.735477447509766 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.7354536056518555 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.735658168792725 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.735630035400391 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.735575199127197 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.735724449157715 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.735669136047363 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.735570907592773 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.735556125640869 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.7355146408081055 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.735653877258301 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.735621452331543 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.735678672790527 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.7357940673828125 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.7357072830200195 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.735198497772217 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.735698699951172 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.735628604888916 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.735651016235352 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.735590934753418 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.735592365264893 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.735528469085693 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.735500812530518 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.735600471496582 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.735644340515137 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.73559045791626 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.735889911651611 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.735602855682373 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.735527038574219 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.735183238983154 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.735662937164307 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.735490322113037 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.735570430755615 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.735771179199219 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.735713958740234 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.735530376434326 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.735454559326172 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.735284328460693 } ] }, { "bit": 14, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.727272033691406 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.727263927459717 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.727447986602783 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.727210521697998 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.7273149490356445 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.727382659912109 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.727174282073975 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.727188587188721 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.727271556854248 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.727020740509033 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.727312088012695 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.727245807647705 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.72697114944458 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.727160930633545 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.727227210998535 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.727433681488037 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.727734565734863 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.727424621582031 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.727383136749268 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.727261543273926 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.727002143859863 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.727267742156982 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.72728967666626 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.727218151092529 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.7272820472717285 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.7273101806640625 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.727075576782227 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.727088451385498 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.727281093597412 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.727230548858643 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.727171421051025 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.727014064788818 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.7270002365112305 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.7271623611450195 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.7271857261657715 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.727338790893555 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.727336406707764 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.727290630340576 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.727341651916504 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.726978302001953 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.727092742919922 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.727373123168945 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.727230072021484 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.727346897125244 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.727179527282715 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.727208614349365 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.727406024932861 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.727031230926514 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.727427959442139 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.727264404296875 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.727366924285889 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.727170944213867 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.727219104766846 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.727188587188721 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.727202415466309 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.727203845977783 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.727184295654297 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.727207660675049 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.727180480957031 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.727263927459717 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.727007865905762 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.727344512939453 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.727258205413818 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.72737979888916 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.727283954620361 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.727219581604004 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.7271528244018555 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.726965427398682 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.727278232574463 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.727016448974609 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.727213382720947 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.727233409881592 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.727285385131836 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.727283954620361 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.727242469787598 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.727166652679443 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.727079391479492 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.727243900299072 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.727213382720947 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.7272257804870605 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.727101802825928 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.72724723815918 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.727171421051025 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.727391719818115 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.727233409881592 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.727422714233398 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.727375030517578 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.727240562438965 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.727254390716553 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.727351665496826 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.727051734924316 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.727200984954834 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.727278232574463 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.727243900299072 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.727210521697998 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.727277755737305 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.727265357971191 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.727119445800781 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.727256774902344 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.727424621582031 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.72728967666626 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.7272162437438965 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.727060794830322 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.727225303649902 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.727285861968994 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.727351665496826 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.727291584014893 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.727375030517578 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.727297782897949 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.7272210121154785 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.727382659912109 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.727233409881592 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.727297782897949 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.727248191833496 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.727179050445557 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.727337837219238 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.727230548858643 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.727355480194092 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.727076530456543 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.727263927459717 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.727281093597412 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.727174282073975 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.727208614349365 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.727336406707764 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.727266311645508 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.727136135101318 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.727245330810547 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.727322578430176 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.727303981781006 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.727168083190918 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.727179050445557 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.727265357971191 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.727177619934082 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.727233409881592 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.727229595184326 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.727142810821533 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.727259159088135 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.72700309753418 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.727283954620361 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.726864337921143 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.727231502532959 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.727243900299072 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.727282524108887 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.727181911468506 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.727109432220459 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.727280139923096 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.727066993713379 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.727230548858643 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.727263927459717 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.727174758911133 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.727259159088135 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.727238178253174 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.72711181640625 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.727234840393066 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.727338790893555 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.727208614349365 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.727366924285889 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.727307319641113 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.727176666259766 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.727256774902344 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.727062225341797 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.727206707000732 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.727266311645508 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.727261066436768 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.727260589599609 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.727237701416016 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.727290630340576 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.727205276489258 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.727319717407227 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.7273149490356445 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.727163791656494 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.727313995361328 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.727117538452148 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.727297782897949 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.727334022521973 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.7272562980651855 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.7273383140563965 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.727236270904541 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.727217674255371 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.727133274078369 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.727233409881592 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.727234840393066 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.727259635925293 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.727290630340576 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.727233409881592 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.727207660675049 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.727382659912109 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.727365970611572 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.7271857261657715 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.727353572845459 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.727325439453125 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.727242946624756 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.727260589599609 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.72725772857666 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.72722053527832 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.727349281311035 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.727334022521973 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.727223873138428 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.727336406707764 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.727236747741699 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.726943016052246 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.727406978607178 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.727139472961426 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.72732400894165 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.727234840393066 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.727407455444336 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.727261066436768 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.7272748947143555 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.727225303649902 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.727275371551514 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.727323055267334 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.727292060852051 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.727206707000732 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.727131366729736 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.727207183837891 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.727283954620361 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.727217674255371 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.727317810058594 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.727277755737305 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.727339744567871 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.727353572845459 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.727086544036865 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.727168083190918 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.7270188331604 } ] }, { "bit": 15, "ppls": [ { "layer": "layer.0.self_attn.q_proj", "ppl": 5.716471195220947 }, { "layer": "layer.0.self_attn.k_proj", "ppl": 5.7165021896362305 }, { "layer": "layer.0.self_attn.v_proj", "ppl": 5.716497421264648 }, { "layer": "layer.0.self_attn.o_proj", "ppl": 5.716405868530273 }, { "layer": "layer.0.mlp.gate_proj", "ppl": 5.716554641723633 }, { "layer": "layer.0.mlp.up_proj", "ppl": 5.716458320617676 }, { "layer": "layer.0.mlp.down_proj", "ppl": 5.716691017150879 }, { "layer": "layer.1.self_attn.q_proj", "ppl": 5.716512203216553 }, { "layer": "layer.1.self_attn.k_proj", "ppl": 5.716405391693115 }, { "layer": "layer.1.self_attn.v_proj", "ppl": 5.716665744781494 }, { "layer": "layer.1.self_attn.o_proj", "ppl": 5.716557025909424 }, { "layer": "layer.1.mlp.gate_proj", "ppl": 5.716489791870117 }, { "layer": "layer.1.mlp.up_proj", "ppl": 5.716475486755371 }, { "layer": "layer.1.mlp.down_proj", "ppl": 5.716529369354248 }, { "layer": "layer.2.self_attn.q_proj", "ppl": 5.716424942016602 }, { "layer": "layer.2.self_attn.k_proj", "ppl": 5.716368675231934 }, { "layer": "layer.2.self_attn.v_proj", "ppl": 5.71601676940918 }, { "layer": "layer.2.self_attn.o_proj", "ppl": 5.716370582580566 }, { "layer": "layer.2.mlp.gate_proj", "ppl": 5.7161784172058105 }, { "layer": "layer.2.mlp.up_proj", "ppl": 5.716451168060303 }, { "layer": "layer.2.mlp.down_proj", "ppl": 5.716567516326904 }, { "layer": "layer.3.self_attn.q_proj", "ppl": 5.716444969177246 }, { "layer": "layer.3.self_attn.k_proj", "ppl": 5.716471195220947 }, { "layer": "layer.3.self_attn.v_proj", "ppl": 5.716361045837402 }, { "layer": "layer.3.self_attn.o_proj", "ppl": 5.716320037841797 }, { "layer": "layer.3.mlp.gate_proj", "ppl": 5.716214656829834 }, { "layer": "layer.3.mlp.up_proj", "ppl": 5.716564655303955 }, { "layer": "layer.3.mlp.down_proj", "ppl": 5.716272354125977 }, { "layer": "layer.4.self_attn.q_proj", "ppl": 5.716392517089844 }, { "layer": "layer.4.self_attn.k_proj", "ppl": 5.716505527496338 }, { "layer": "layer.4.self_attn.v_proj", "ppl": 5.716416835784912 }, { "layer": "layer.4.self_attn.o_proj", "ppl": 5.716427326202393 }, { "layer": "layer.4.mlp.gate_proj", "ppl": 5.716489315032959 }, { "layer": "layer.4.mlp.up_proj", "ppl": 5.716395854949951 }, { "layer": "layer.4.mlp.down_proj", "ppl": 5.716413974761963 }, { "layer": "layer.5.self_attn.q_proj", "ppl": 5.7164692878723145 }, { "layer": "layer.5.self_attn.k_proj", "ppl": 5.716431140899658 }, { "layer": "layer.5.self_attn.v_proj", "ppl": 5.7164387702941895 }, { "layer": "layer.5.self_attn.o_proj", "ppl": 5.716334342956543 }, { "layer": "layer.5.mlp.gate_proj", "ppl": 5.7166547775268555 }, { "layer": "layer.5.mlp.up_proj", "ppl": 5.716627597808838 }, { "layer": "layer.5.mlp.down_proj", "ppl": 5.716324806213379 }, { "layer": "layer.6.self_attn.q_proj", "ppl": 5.716473579406738 }, { "layer": "layer.6.self_attn.k_proj", "ppl": 5.7164306640625 }, { "layer": "layer.6.self_attn.v_proj", "ppl": 5.716298580169678 }, { "layer": "layer.6.self_attn.o_proj", "ppl": 5.716250896453857 }, { "layer": "layer.6.mlp.gate_proj", "ppl": 5.716250896453857 }, { "layer": "layer.6.mlp.up_proj", "ppl": 5.716433525085449 }, { "layer": "layer.6.mlp.down_proj", "ppl": 5.716359615325928 }, { "layer": "layer.7.self_attn.q_proj", "ppl": 5.716538429260254 }, { "layer": "layer.7.self_attn.k_proj", "ppl": 5.716472625732422 }, { "layer": "layer.7.self_attn.v_proj", "ppl": 5.716551303863525 }, { "layer": "layer.7.self_attn.o_proj", "ppl": 5.716439723968506 }, { "layer": "layer.7.mlp.gate_proj", "ppl": 5.716416358947754 }, { "layer": "layer.7.mlp.up_proj", "ppl": 5.716301441192627 }, { "layer": "layer.7.mlp.down_proj", "ppl": 5.716520309448242 }, { "layer": "layer.8.self_attn.q_proj", "ppl": 5.716432094573975 }, { "layer": "layer.8.self_attn.k_proj", "ppl": 5.716367244720459 }, { "layer": "layer.8.self_attn.v_proj", "ppl": 5.7166218757629395 }, { "layer": "layer.8.self_attn.o_proj", "ppl": 5.7164154052734375 }, { "layer": "layer.8.mlp.gate_proj", "ppl": 5.716714382171631 }, { "layer": "layer.8.mlp.up_proj", "ppl": 5.716241359710693 }, { "layer": "layer.8.mlp.down_proj", "ppl": 5.716564178466797 }, { "layer": "layer.9.self_attn.q_proj", "ppl": 5.716377258300781 }, { "layer": "layer.9.self_attn.k_proj", "ppl": 5.716472148895264 }, { "layer": "layer.9.self_attn.v_proj", "ppl": 5.716655731201172 }, { "layer": "layer.9.self_attn.o_proj", "ppl": 5.716405868530273 }, { "layer": "layer.9.mlp.gate_proj", "ppl": 5.716425895690918 }, { "layer": "layer.9.mlp.up_proj", "ppl": 5.716358661651611 }, { "layer": "layer.9.mlp.down_proj", "ppl": 5.716618061065674 }, { "layer": "layer.10.self_attn.q_proj", "ppl": 5.716516494750977 }, { "layer": "layer.10.self_attn.k_proj", "ppl": 5.716457843780518 }, { "layer": "layer.10.self_attn.v_proj", "ppl": 5.716426372528076 }, { "layer": "layer.10.self_attn.o_proj", "ppl": 5.716289520263672 }, { "layer": "layer.10.mlp.gate_proj", "ppl": 5.71643590927124 }, { "layer": "layer.10.mlp.up_proj", "ppl": 5.7161641120910645 }, { "layer": "layer.10.mlp.down_proj", "ppl": 5.716543197631836 }, { "layer": "layer.11.self_attn.q_proj", "ppl": 5.716419696807861 }, { "layer": "layer.11.self_attn.k_proj", "ppl": 5.716540336608887 }, { "layer": "layer.11.self_attn.v_proj", "ppl": 5.716250896453857 }, { "layer": "layer.11.self_attn.o_proj", "ppl": 5.716429710388184 }, { "layer": "layer.11.mlp.gate_proj", "ppl": 5.716384410858154 }, { "layer": "layer.11.mlp.up_proj", "ppl": 5.716546535491943 }, { "layer": "layer.11.mlp.down_proj", "ppl": 5.716248035430908 }, { "layer": "layer.12.self_attn.q_proj", "ppl": 5.7163872718811035 }, { "layer": "layer.12.self_attn.k_proj", "ppl": 5.716500282287598 }, { "layer": "layer.12.self_attn.v_proj", "ppl": 5.716453552246094 }, { "layer": "layer.12.self_attn.o_proj", "ppl": 5.716541290283203 }, { "layer": "layer.12.mlp.gate_proj", "ppl": 5.716310501098633 }, { "layer": "layer.12.mlp.up_proj", "ppl": 5.7164998054504395 }, { "layer": "layer.12.mlp.down_proj", "ppl": 5.71669864654541 }, { "layer": "layer.13.self_attn.q_proj", "ppl": 5.716495513916016 }, { "layer": "layer.13.self_attn.k_proj", "ppl": 5.716455459594727 }, { "layer": "layer.13.self_attn.v_proj", "ppl": 5.716395378112793 }, { "layer": "layer.13.self_attn.o_proj", "ppl": 5.716398239135742 }, { "layer": "layer.13.mlp.gate_proj", "ppl": 5.7163801193237305 }, { "layer": "layer.13.mlp.up_proj", "ppl": 5.716507911682129 }, { "layer": "layer.13.mlp.down_proj", "ppl": 5.716575622558594 }, { "layer": "layer.14.self_attn.q_proj", "ppl": 5.716522693634033 }, { "layer": "layer.14.self_attn.k_proj", "ppl": 5.7164106369018555 }, { "layer": "layer.14.self_attn.v_proj", "ppl": 5.716610431671143 }, { "layer": "layer.14.self_attn.o_proj", "ppl": 5.7163896560668945 }, { "layer": "layer.14.mlp.gate_proj", "ppl": 5.7164835929870605 }, { "layer": "layer.14.mlp.up_proj", "ppl": 5.716461658477783 }, { "layer": "layer.14.mlp.down_proj", "ppl": 5.716370582580566 }, { "layer": "layer.15.self_attn.q_proj", "ppl": 5.7164788246154785 }, { "layer": "layer.15.self_attn.k_proj", "ppl": 5.716495990753174 }, { "layer": "layer.15.self_attn.v_proj", "ppl": 5.716524600982666 }, { "layer": "layer.15.self_attn.o_proj", "ppl": 5.716317176818848 }, { "layer": "layer.15.mlp.gate_proj", "ppl": 5.716423034667969 }, { "layer": "layer.15.mlp.up_proj", "ppl": 5.716396808624268 }, { "layer": "layer.15.mlp.down_proj", "ppl": 5.716536045074463 }, { "layer": "layer.16.self_attn.q_proj", "ppl": 5.716484546661377 }, { "layer": "layer.16.self_attn.k_proj", "ppl": 5.7164506912231445 }, { "layer": "layer.16.self_attn.v_proj", "ppl": 5.716594219207764 }, { "layer": "layer.16.self_attn.o_proj", "ppl": 5.7163920402526855 }, { "layer": "layer.16.mlp.gate_proj", "ppl": 5.7164225578308105 }, { "layer": "layer.16.mlp.up_proj", "ppl": 5.716315746307373 }, { "layer": "layer.16.mlp.down_proj", "ppl": 5.716479778289795 }, { "layer": "layer.17.self_attn.q_proj", "ppl": 5.716516494750977 }, { "layer": "layer.17.self_attn.k_proj", "ppl": 5.716393947601318 }, { "layer": "layer.17.self_attn.v_proj", "ppl": 5.716498851776123 }, { "layer": "layer.17.self_attn.o_proj", "ppl": 5.71648645401001 }, { "layer": "layer.17.mlp.gate_proj", "ppl": 5.716279983520508 }, { "layer": "layer.17.mlp.up_proj", "ppl": 5.716372013092041 }, { "layer": "layer.17.mlp.down_proj", "ppl": 5.716432571411133 }, { "layer": "layer.18.self_attn.q_proj", "ppl": 5.716487884521484 }, { "layer": "layer.18.self_attn.k_proj", "ppl": 5.71643590927124 }, { "layer": "layer.18.self_attn.v_proj", "ppl": 5.7163872718811035 }, { "layer": "layer.18.self_attn.o_proj", "ppl": 5.716500282287598 }, { "layer": "layer.18.mlp.gate_proj", "ppl": 5.716414928436279 }, { "layer": "layer.18.mlp.up_proj", "ppl": 5.716492176055908 }, { "layer": "layer.18.mlp.down_proj", "ppl": 5.716322898864746 }, { "layer": "layer.19.self_attn.q_proj", "ppl": 5.716555595397949 }, { "layer": "layer.19.self_attn.k_proj", "ppl": 5.716487884521484 }, { "layer": "layer.19.self_attn.v_proj", "ppl": 5.716487407684326 }, { "layer": "layer.19.self_attn.o_proj", "ppl": 5.716372013092041 }, { "layer": "layer.19.mlp.gate_proj", "ppl": 5.716485023498535 }, { "layer": "layer.19.mlp.up_proj", "ppl": 5.716375827789307 }, { "layer": "layer.19.mlp.down_proj", "ppl": 5.716655731201172 }, { "layer": "layer.20.self_attn.q_proj", "ppl": 5.716384410858154 }, { "layer": "layer.20.self_attn.k_proj", "ppl": 5.716467380523682 }, { "layer": "layer.20.self_attn.v_proj", "ppl": 5.716480255126953 }, { "layer": "layer.20.self_attn.o_proj", "ppl": 5.716492652893066 }, { "layer": "layer.20.mlp.gate_proj", "ppl": 5.716387748718262 }, { "layer": "layer.20.mlp.up_proj", "ppl": 5.716408729553223 }, { "layer": "layer.20.mlp.down_proj", "ppl": 5.716521263122559 }, { "layer": "layer.21.self_attn.q_proj", "ppl": 5.716517925262451 }, { "layer": "layer.21.self_attn.k_proj", "ppl": 5.716440200805664 }, { "layer": "layer.21.self_attn.v_proj", "ppl": 5.71645975112915 }, { "layer": "layer.21.self_attn.o_proj", "ppl": 5.716413974761963 }, { "layer": "layer.21.mlp.gate_proj", "ppl": 5.716322898864746 }, { "layer": "layer.21.mlp.up_proj", "ppl": 5.716640472412109 }, { "layer": "layer.21.mlp.down_proj", "ppl": 5.716489315032959 }, { "layer": "layer.22.self_attn.q_proj", "ppl": 5.716421604156494 }, { "layer": "layer.22.self_attn.k_proj", "ppl": 5.716449737548828 }, { "layer": "layer.22.self_attn.v_proj", "ppl": 5.716375350952148 }, { "layer": "layer.22.self_attn.o_proj", "ppl": 5.7164788246154785 }, { "layer": "layer.22.mlp.gate_proj", "ppl": 5.7164788246154785 }, { "layer": "layer.22.mlp.up_proj", "ppl": 5.716489315032959 }, { "layer": "layer.22.mlp.down_proj", "ppl": 5.716472625732422 }, { "layer": "layer.23.self_attn.q_proj", "ppl": 5.7164835929870605 }, { "layer": "layer.23.self_attn.k_proj", "ppl": 5.716504096984863 }, { "layer": "layer.23.self_attn.v_proj", "ppl": 5.7164788246154785 }, { "layer": "layer.23.self_attn.o_proj", "ppl": 5.7164812088012695 }, { "layer": "layer.23.mlp.gate_proj", "ppl": 5.716255187988281 }, { "layer": "layer.23.mlp.up_proj", "ppl": 5.7164998054504395 }, { "layer": "layer.23.mlp.down_proj", "ppl": 5.716384410858154 }, { "layer": "layer.24.self_attn.q_proj", "ppl": 5.716497421264648 }, { "layer": "layer.24.self_attn.k_proj", "ppl": 5.7164387702941895 }, { "layer": "layer.24.self_attn.v_proj", "ppl": 5.716585159301758 }, { "layer": "layer.24.self_attn.o_proj", "ppl": 5.716421127319336 }, { "layer": "layer.24.mlp.gate_proj", "ppl": 5.716434478759766 }, { "layer": "layer.24.mlp.up_proj", "ppl": 5.716467380523682 }, { "layer": "layer.24.mlp.down_proj", "ppl": 5.716280460357666 }, { "layer": "layer.25.self_attn.q_proj", "ppl": 5.716424942016602 }, { "layer": "layer.25.self_attn.k_proj", "ppl": 5.716375827789307 }, { "layer": "layer.25.self_attn.v_proj", "ppl": 5.716519832611084 }, { "layer": "layer.25.self_attn.o_proj", "ppl": 5.7164306640625 }, { "layer": "layer.25.mlp.gate_proj", "ppl": 5.716427326202393 }, { "layer": "layer.25.mlp.up_proj", "ppl": 5.716678142547607 }, { "layer": "layer.25.mlp.down_proj", "ppl": 5.716527462005615 }, { "layer": "layer.26.self_attn.q_proj", "ppl": 5.716350555419922 }, { "layer": "layer.26.self_attn.k_proj", "ppl": 5.716449737548828 }, { "layer": "layer.26.self_attn.v_proj", "ppl": 5.716461658477783 }, { "layer": "layer.26.self_attn.o_proj", "ppl": 5.716452598571777 }, { "layer": "layer.26.mlp.gate_proj", "ppl": 5.716210842132568 }, { "layer": "layer.26.mlp.up_proj", "ppl": 5.716273307800293 }, { "layer": "layer.26.mlp.down_proj", "ppl": 5.716616630554199 }, { "layer": "layer.27.self_attn.q_proj", "ppl": 5.716398239135742 }, { "layer": "layer.27.self_attn.k_proj", "ppl": 5.716460227966309 }, { "layer": "layer.27.self_attn.v_proj", "ppl": 5.716630935668945 }, { "layer": "layer.27.self_attn.o_proj", "ppl": 5.716404438018799 }, { "layer": "layer.27.mlp.gate_proj", "ppl": 5.716335296630859 }, { "layer": "layer.27.mlp.up_proj", "ppl": 5.71648645401001 }, { "layer": "layer.27.mlp.down_proj", "ppl": 5.716475963592529 }, { "layer": "layer.28.self_attn.q_proj", "ppl": 5.716441631317139 }, { "layer": "layer.28.self_attn.k_proj", "ppl": 5.71636962890625 }, { "layer": "layer.28.self_attn.v_proj", "ppl": 5.7164306640625 }, { "layer": "layer.28.self_attn.o_proj", "ppl": 5.716403484344482 }, { "layer": "layer.28.mlp.gate_proj", "ppl": 5.716465950012207 }, { "layer": "layer.28.mlp.up_proj", "ppl": 5.716305732727051 }, { "layer": "layer.28.mlp.down_proj", "ppl": 5.716561794281006 }, { "layer": "layer.29.self_attn.q_proj", "ppl": 5.716446399688721 }, { "layer": "layer.29.self_attn.k_proj", "ppl": 5.7164483070373535 }, { "layer": "layer.29.self_attn.v_proj", "ppl": 5.7163310050964355 }, { "layer": "layer.29.self_attn.o_proj", "ppl": 5.716424465179443 }, { "layer": "layer.29.mlp.gate_proj", "ppl": 5.716359615325928 }, { "layer": "layer.29.mlp.up_proj", "ppl": 5.7164306640625 }, { "layer": "layer.29.mlp.down_proj", "ppl": 5.7163310050964355 }, { "layer": "layer.30.self_attn.q_proj", "ppl": 5.716396808624268 }, { "layer": "layer.30.self_attn.k_proj", "ppl": 5.71647834777832 }, { "layer": "layer.30.self_attn.v_proj", "ppl": 5.716632843017578 }, { "layer": "layer.30.self_attn.o_proj", "ppl": 5.716471195220947 }, { "layer": "layer.30.mlp.gate_proj", "ppl": 5.716372013092041 }, { "layer": "layer.30.mlp.up_proj", "ppl": 5.716257095336914 }, { "layer": "layer.30.mlp.down_proj", "ppl": 5.7162981033325195 }, { "layer": "layer.31.self_attn.q_proj", "ppl": 5.716318130493164 }, { "layer": "layer.31.self_attn.k_proj", "ppl": 5.716458320617676 }, { "layer": "layer.31.self_attn.v_proj", "ppl": 5.716487884521484 }, { "layer": "layer.31.self_attn.o_proj", "ppl": 5.716555595397949 }, { "layer": "layer.31.mlp.gate_proj", "ppl": 5.716307163238525 }, { "layer": "layer.31.mlp.up_proj", "ppl": 5.716017723083496 }, { "layer": "layer.31.mlp.down_proj", "ppl": 5.716212272644043 } ] } ] }