NuExtract-2.0-8B-GPTQ / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.22934364,0.01000,0.892
0,self_attn.v_proj,0.03837002,0.01000,0.661
0,self_attn.q_proj,1.04664111,0.01000,0.683
0,self_attn.o_proj,0.18172245,0.01000,0.757
0,mlp.up_proj,1.13388586,0.01000,0.656
0,mlp.gate_proj,3.09285045,0.01000,0.665
0,mlp.down_proj,0.35983995,0.01000,4.150
1,self_attn.k_proj,0.15428428,0.01000,0.671
1,self_attn.v_proj,0.03529196,0.01000,0.664
1,self_attn.q_proj,0.55903387,0.01000,0.666
1,self_attn.o_proj,0.04787841,0.01000,0.712
1,mlp.up_proj,18.38950729,0.01000,0.704
1,mlp.gate_proj,28.34197617,0.01000,0.689
1,mlp.down_proj,0.70064735,0.01000,4.124
2,self_attn.k_proj,0.65991199,0.01000,0.691
2,self_attn.v_proj,0.10460287,0.01000,0.670
2,self_attn.q_proj,2.31665039,0.01000,0.680
2,self_attn.o_proj,0.11942939,0.01000,0.671
2,mlp.up_proj,24.11547470,0.01000,0.712
2,mlp.gate_proj,39.89593887,0.01000,0.708
2,mlp.down_proj,1.31074762,0.01000,4.236
3,self_attn.k_proj,0.84950960,0.01000,0.666
3,self_attn.v_proj,0.19167003,0.01000,0.671
3,self_attn.q_proj,3.01005602,0.01000,0.688
3,self_attn.o_proj,0.32401937,0.01000,0.745
3,mlp.up_proj,68.73696899,0.01000,0.708
3,mlp.gate_proj,89.53257751,0.01000,0.708
3,mlp.down_proj,0.00898164,0.01250,4.775
4,self_attn.k_proj,1.53517699,0.01000,0.665
4,self_attn.v_proj,0.40849376,0.01000,0.663
4,self_attn.q_proj,6.51189804,0.01000,0.670
4,self_attn.o_proj,0.26355922,0.01000,0.677
4,mlp.up_proj,66.49259186,0.01000,0.707
4,mlp.gate_proj,97.14162445,0.01000,0.705
4,mlp.down_proj,1.66220617,0.01000,3.796
5,self_attn.k_proj,1.43371511,0.01000,0.615
5,self_attn.v_proj,0.50023222,0.01000,0.591
5,self_attn.q_proj,6.66476917,0.01000,0.597
5,self_attn.o_proj,0.30378860,0.01000,0.618
5,mlp.up_proj,101.89800262,0.01000,0.638
5,mlp.gate_proj,125.24084473,0.01000,0.627
5,mlp.down_proj,1.60059404,0.01000,3.778
6,self_attn.k_proj,0.92172015,0.01000,0.613
6,self_attn.v_proj,0.42535174,0.01000,0.591
6,self_attn.q_proj,4.48267555,0.01000,0.595
6,self_attn.o_proj,0.36357266,0.01000,0.611
6,mlp.up_proj,24.59759331,0.01000,0.624
6,mlp.gate_proj,35.07592392,0.01000,0.638
6,mlp.down_proj,2.50812578,0.01000,3.835
7,self_attn.k_proj,1.01294935,0.01000,0.609
7,self_attn.v_proj,0.77045107,0.01000,0.613
7,self_attn.q_proj,5.43582582,0.01000,0.614
7,self_attn.o_proj,0.80026621,0.01000,0.620
7,mlp.up_proj,22.76921463,0.01000,0.628
7,mlp.gate_proj,25.30647087,0.01000,0.629
7,mlp.down_proj,3.32554030,0.01000,3.785
8,self_attn.k_proj,1.85888863,0.01000,0.604
8,self_attn.v_proj,0.64720315,0.01000,0.599
8,self_attn.q_proj,8.09165096,0.01000,0.613
8,self_attn.o_proj,0.81129563,0.01000,0.613
8,mlp.up_proj,23.76294708,0.01000,0.626
8,mlp.gate_proj,24.66311836,0.01000,0.645
8,mlp.down_proj,3.01938772,0.01000,3.814
9,self_attn.k_proj,1.35928941,0.01000,0.614
9,self_attn.v_proj,0.89568245,0.01000,0.592
9,self_attn.q_proj,7.29413176,0.01000,0.588
9,self_attn.o_proj,1.05590606,0.01000,0.615
9,mlp.up_proj,44.35252380,0.01000,0.630
9,mlp.gate_proj,70.72398376,0.01000,0.624
9,mlp.down_proj,2.76210523,0.01000,3.845
10,self_attn.k_proj,1.23918748,0.01000,0.607
10,self_attn.v_proj,0.55778021,0.01000,0.607
10,self_attn.q_proj,6.26078033,0.01000,0.614
10,self_attn.o_proj,0.77913922,0.01000,0.618
10,mlp.up_proj,23.32112503,0.01000,0.634
10,mlp.gate_proj,25.68299103,0.01000,0.638
10,mlp.down_proj,2.54661942,0.01000,3.813
11,self_attn.k_proj,1.53753209,0.01000,0.607
11,self_attn.v_proj,0.51970351,0.01000,0.604
11,self_attn.q_proj,6.50641966,0.01000,0.616
11,self_attn.o_proj,0.92502165,0.01000,0.608
11,mlp.up_proj,20.66933441,0.01000,0.638
11,mlp.gate_proj,21.23263741,0.01000,0.635
11,mlp.down_proj,2.25344348,0.01000,4.033
12,self_attn.k_proj,1.53166485,0.01000,0.626
12,self_attn.v_proj,0.64538920,0.01000,0.610
12,self_attn.q_proj,6.94316101,0.01000,0.605
12,self_attn.o_proj,0.87411481,0.01000,0.625
12,mlp.up_proj,20.04409599,0.01000,0.652
12,mlp.gate_proj,19.51464081,0.01000,0.637
12,mlp.down_proj,2.57592607,0.01000,3.873
13,self_attn.k_proj,1.32833993,0.01000,0.618
13,self_attn.v_proj,0.81650221,0.01000,0.629
13,self_attn.q_proj,7.09064341,0.01000,0.627
13,self_attn.o_proj,1.31635439,0.01000,0.630
13,mlp.up_proj,18.86554718,0.01000,0.611
13,mlp.gate_proj,19.77309418,0.01000,0.610
13,mlp.down_proj,2.35630417,0.01000,3.936
14,self_attn.k_proj,1.82241821,0.01000,0.634
14,self_attn.v_proj,0.73135352,0.01000,0.604
14,self_attn.q_proj,9.67517090,0.01000,0.602
14,self_attn.o_proj,1.25940311,0.01000,0.608
14,mlp.up_proj,20.62960625,0.01000,0.645
14,mlp.gate_proj,20.46133423,0.01000,0.616
14,mlp.down_proj,2.82057142,0.01000,3.900
15,self_attn.k_proj,1.70337152,0.01000,0.631
15,self_attn.v_proj,0.67042011,0.01000,0.613
15,self_attn.q_proj,7.78093481,0.01000,0.612
15,self_attn.o_proj,1.17886329,0.01000,0.643
15,mlp.up_proj,19.40904999,0.01000,0.653
15,mlp.gate_proj,18.71631050,0.01000,0.644
15,mlp.down_proj,2.82252669,0.01000,3.906
16,self_attn.k_proj,1.62367511,0.01000,0.608
16,self_attn.v_proj,0.81770545,0.01000,0.627
16,self_attn.q_proj,8.22268105,0.01000,0.620
16,self_attn.o_proj,1.57963610,0.01000,0.617
16,mlp.up_proj,21.05099106,0.01000,0.628
16,mlp.gate_proj,20.19021988,0.01000,0.608
16,mlp.down_proj,2.81001258,0.01000,3.875
17,self_attn.k_proj,1.57098889,0.01000,0.629
17,self_attn.v_proj,0.99635255,0.01000,0.619
17,self_attn.q_proj,8.82118225,0.01000,0.623
17,self_attn.o_proj,1.32361174,0.01000,0.617
17,mlp.up_proj,24.42174530,0.01000,0.646
17,mlp.gate_proj,22.89795303,0.01000,0.641
17,mlp.down_proj,3.81908369,0.01000,3.904
18,self_attn.k_proj,1.23440194,0.01000,0.620
18,self_attn.v_proj,1.10619903,0.01000,0.606
18,self_attn.q_proj,7.51200390,0.01000,0.599
18,self_attn.o_proj,1.73457372,0.01000,0.609
18,mlp.up_proj,25.92087555,0.01000,0.643
18,mlp.gate_proj,23.99379730,0.01000,0.640
18,mlp.down_proj,4.36758852,0.01000,3.931
19,self_attn.k_proj,1.25790572,0.01000,0.614
19,self_attn.v_proj,1.34400010,0.01000,0.611
19,self_attn.q_proj,8.63450813,0.01000,0.614
19,self_attn.o_proj,1.89839542,0.01000,0.635
19,mlp.up_proj,27.69528198,0.01000,0.645
19,mlp.gate_proj,26.82501984,0.01000,0.648
19,mlp.down_proj,4.74956894,0.01000,3.905
20,self_attn.k_proj,1.25337625,0.01000,0.622
20,self_attn.v_proj,1.42921281,0.01000,0.617
20,self_attn.q_proj,7.67919111,0.01000,0.621
20,self_attn.o_proj,1.30257142,0.01000,0.628
20,mlp.up_proj,32.92043304,0.01000,0.629
20,mlp.gate_proj,31.62638092,0.01000,0.638
20,mlp.down_proj,8.67299080,0.01000,3.894
21,self_attn.k_proj,1.36191201,0.01000,0.618
21,self_attn.v_proj,2.07398558,0.01000,0.618
21,self_attn.q_proj,8.82353687,0.01000,0.618
21,self_attn.o_proj,3.09994173,0.01000,0.624
21,mlp.up_proj,38.89333344,0.01000,0.637
21,mlp.gate_proj,39.41935349,0.01000,0.638
21,mlp.down_proj,11.07148075,0.01000,3.856
22,self_attn.k_proj,1.76161993,0.01000,0.612
22,self_attn.v_proj,3.56185842,0.01000,0.622
22,self_attn.q_proj,11.30374718,0.01000,0.615
22,self_attn.o_proj,3.15226030,0.01000,0.680
22,mlp.up_proj,54.62146759,0.01000,0.651
22,mlp.gate_proj,55.30439758,0.01000,0.639
22,mlp.down_proj,21.54609680,0.01000,3.876
23,self_attn.k_proj,2.53168511,0.01000,0.625
23,self_attn.v_proj,6.27215004,0.01000,0.619
23,self_attn.q_proj,15.55590439,0.01000,0.619
23,self_attn.o_proj,8.35873032,0.01000,0.613
23,mlp.up_proj,77.19926453,0.01000,0.635
23,mlp.gate_proj,79.10525513,0.01000,0.631
23,mlp.down_proj,28.26859283,0.01000,3.882
24,self_attn.k_proj,2.05039835,0.01000,0.635
24,self_attn.v_proj,6.27515268,0.01000,0.616
24,self_attn.q_proj,14.22914314,0.01000,0.623
24,self_attn.o_proj,3.39730763,0.01000,0.604
24,mlp.up_proj,85.59671021,0.01000,0.635
24,mlp.gate_proj,81.40880585,0.01000,0.619
24,mlp.down_proj,39.02641296,0.01000,3.923
25,self_attn.k_proj,2.47165418,0.01000,0.627
25,self_attn.v_proj,10.35423660,0.01000,0.603
25,self_attn.q_proj,16.47983932,0.01000,0.597
25,self_attn.o_proj,6.00129890,0.01000,0.617
25,mlp.up_proj,105.36215210,0.01000,0.627
25,mlp.gate_proj,94.51289368,0.01000,0.619
25,mlp.down_proj,53.65631866,0.01000,3.914
26,self_attn.k_proj,3.47986841,0.01000,0.615
26,self_attn.v_proj,25.66146660,0.01000,0.594
26,self_attn.q_proj,27.72456932,0.01000,0.613
26,self_attn.o_proj,14.51625061,0.01000,0.640
26,mlp.up_proj,105.19096375,0.01000,0.652
26,mlp.gate_proj,92.72835541,0.01000,0.626
26,mlp.down_proj,0.00014774,0.01250,4.497
27,self_attn.k_proj,3.90117908,0.01000,0.626
27,self_attn.v_proj,36.91463470,0.01000,0.619
27,self_attn.q_proj,42.00445557,0.01000,0.626
27,self_attn.o_proj,25.07783699,0.01000,0.632
27,mlp.up_proj,139.82276917,0.01000,0.650
27,mlp.gate_proj,135.11968994,0.01000,0.643
27,mlp.down_proj,280.19879150,0.01000,3.917