Qwen3-8B-GPTQ / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.00084345,0.01000,1.223
0,self_attn.v_proj,0.00068146,0.01000,0.958
0,self_attn.q_proj,0.00272547,0.01000,0.984
0,self_attn.o_proj,0.01153205,0.01000,1.062
0,mlp.up_proj,0.42405057,0.01000,1.042
0,mlp.gate_proj,0.48233882,0.01000,0.937
0,mlp.down_proj,0.13682523,0.01000,3.343
1,self_attn.k_proj,0.00306148,0.01000,1.021
1,self_attn.v_proj,0.00326485,0.01000,0.906
1,self_attn.q_proj,0.01053650,0.01000,0.917
1,self_attn.o_proj,0.01707373,0.01000,0.997
1,mlp.up_proj,3.89274645,0.01000,1.041
1,mlp.gate_proj,9.81082344,0.01000,0.948
1,mlp.down_proj,0.13348961,0.01000,3.339
2,self_attn.k_proj,0.00752404,0.01000,1.020
2,self_attn.v_proj,0.00730450,0.01000,0.906
2,self_attn.q_proj,0.02552866,0.01000,0.912
2,self_attn.o_proj,0.01780433,0.01000,0.998
2,mlp.up_proj,14.60232544,0.01000,1.103
2,mlp.gate_proj,18.93645859,0.01000,1.006
2,mlp.down_proj,0.10283960,0.01000,3.530
3,self_attn.k_proj,0.01320747,0.01000,1.058
3,self_attn.v_proj,0.01355978,0.01000,0.910
3,self_attn.q_proj,0.04728362,0.01000,0.944
3,self_attn.o_proj,0.03009962,0.01000,1.070
3,mlp.up_proj,8.75980186,0.01000,1.088
3,mlp.gate_proj,18.95158386,0.01000,1.012
3,mlp.down_proj,0.26747733,0.01000,3.475
4,self_attn.k_proj,0.02939725,0.01000,1.028
4,self_attn.v_proj,0.03019872,0.01000,0.951
4,self_attn.q_proj,0.10273295,0.01000,0.954
4,self_attn.o_proj,0.05014657,0.01000,1.030
4,mlp.up_proj,8.47503471,0.01000,1.061
4,mlp.gate_proj,22.23841858,0.01000,0.973
4,mlp.down_proj,0.52693486,0.01000,3.355
5,self_attn.k_proj,0.02845209,0.01000,1.084
5,self_attn.v_proj,0.03015556,0.01000,0.964
5,self_attn.q_proj,0.10408959,0.01000,0.988
5,self_attn.o_proj,0.07308136,0.01000,1.040
5,mlp.up_proj,5.37897968,0.01000,1.080
5,mlp.gate_proj,11.83506584,0.01000,0.947
5,mlp.down_proj,0.80324954,0.01000,3.326
6,self_attn.k_proj,0.05283313,0.01000,1.029
6,self_attn.v_proj,0.05892858,0.01000,0.907
6,self_attn.q_proj,0.21134073,0.01000,0.916
6,self_attn.o_proj,0.19954075,0.01000,0.997
6,mlp.up_proj,7.63845062,0.01000,1.039
6,mlp.gate_proj,15.10716438,0.01000,0.944
6,mlp.down_proj,311.62054443,0.01250,3.485
7,self_attn.k_proj,0.13129912,0.01000,1.030
7,self_attn.v_proj,0.12965125,0.01000,0.917
7,self_attn.q_proj,0.46275425,0.01000,0.971
7,self_attn.o_proj,0.17884624,0.01000,1.029
7,mlp.up_proj,8.66279984,0.01000,1.053
7,mlp.gate_proj,15.46934700,0.01000,0.953
7,mlp.down_proj,1.09758997,0.01000,3.460
8,self_attn.k_proj,0.20556173,0.01000,1.088
8,self_attn.v_proj,0.21755575,0.01000,0.931
8,self_attn.q_proj,0.73550230,0.01000,0.956
8,self_attn.o_proj,0.30261898,0.01000,1.054
8,mlp.up_proj,8.12370586,0.01000,1.043
8,mlp.gate_proj,9.27283096,0.01000,0.963
8,mlp.down_proj,1.92112541,0.01000,3.371
9,self_attn.k_proj,0.27409315,0.01000,1.059
9,self_attn.v_proj,0.25618106,0.01000,0.955
9,self_attn.q_proj,0.94490111,0.01000,0.949
9,self_attn.o_proj,0.39467937,0.01000,1.032
9,mlp.up_proj,10.28509808,0.01000,1.078
9,mlp.gate_proj,13.92613983,0.01000,1.010
9,mlp.down_proj,2.22738075,0.01000,3.323
10,self_attn.k_proj,0.49247986,0.01000,1.031
10,self_attn.v_proj,0.55498147,0.01000,0.915
10,self_attn.q_proj,1.77565324,0.01000,0.925
10,self_attn.o_proj,0.56055677,0.01000,1.051
10,mlp.up_proj,10.15948582,0.01000,1.066
10,mlp.gate_proj,13.05847359,0.01000,0.954
10,mlp.down_proj,2.34822321,0.01000,3.362
11,self_attn.k_proj,0.25672472,0.01000,1.041
11,self_attn.v_proj,0.25923651,0.01000,0.915
11,self_attn.q_proj,0.89068496,0.01000,0.937
11,self_attn.o_proj,0.48962367,0.01000,1.081
11,mlp.up_proj,10.13054466,0.01000,1.054
11,mlp.gate_proj,11.94238186,0.01000,0.955
11,mlp.down_proj,2.27761793,0.01000,3.355
12,self_attn.k_proj,0.29361516,0.01000,1.025
12,self_attn.v_proj,0.31215677,0.01000,0.904
12,self_attn.q_proj,1.03035307,0.01000,0.909
12,self_attn.o_proj,0.62685263,0.01000,0.989
12,mlp.up_proj,10.65883636,0.01000,1.032
12,mlp.gate_proj,11.68334961,0.01000,0.929
12,mlp.down_proj,2.40802383,0.01000,3.305
13,self_attn.k_proj,0.23688897,0.01000,1.016
13,self_attn.v_proj,0.22963072,0.01000,0.903
13,self_attn.q_proj,0.86696172,0.01000,0.968
13,self_attn.o_proj,0.44055608,0.01000,0.990
13,mlp.up_proj,10.96124840,0.01000,1.034
13,mlp.gate_proj,11.14621544,0.01000,0.936
13,mlp.down_proj,2.69857836,0.01000,3.454
14,self_attn.k_proj,0.39485866,0.01000,1.015
14,self_attn.v_proj,0.41287988,0.01000,0.935
14,self_attn.q_proj,1.45101392,0.01000,0.909
14,self_attn.o_proj,0.84102076,0.01000,0.997
14,mlp.up_proj,11.08079338,0.01000,1.030
14,mlp.gate_proj,11.16698456,0.01000,0.931
14,mlp.down_proj,2.64587307,0.01000,3.301
15,self_attn.k_proj,0.41717225,0.01000,1.020
15,self_attn.v_proj,0.40285957,0.01000,0.896
15,self_attn.q_proj,1.49380088,0.01000,0.907
15,self_attn.o_proj,0.63534236,0.01000,0.983
15,mlp.up_proj,10.80261135,0.01000,1.032
15,mlp.gate_proj,10.46665287,0.01000,0.935
15,mlp.down_proj,2.73456883,0.01000,3.292
16,self_attn.k_proj,0.72424465,0.01000,1.014
16,self_attn.v_proj,0.82824504,0.01000,0.901
16,self_attn.q_proj,2.79787111,0.01000,0.911
16,self_attn.o_proj,0.90882635,0.01000,0.988
16,mlp.up_proj,12.35648727,0.01000,1.032
16,mlp.gate_proj,12.38793182,0.01000,0.940
16,mlp.down_proj,6.66818047,0.01000,3.435
17,self_attn.k_proj,0.70203781,0.01000,1.014
17,self_attn.v_proj,0.78936088,0.01000,0.966
17,self_attn.q_proj,2.84893632,0.01000,0.963
17,self_attn.o_proj,1.12227607,0.01000,0.990
17,mlp.up_proj,12.15243912,0.01000,1.031
17,mlp.gate_proj,11.83664322,0.01000,0.931
17,mlp.down_proj,4.39354229,0.01000,3.308
18,self_attn.k_proj,0.81414771,0.01000,1.014
18,self_attn.v_proj,0.88813567,0.01000,0.906
18,self_attn.q_proj,3.11169171,0.01000,0.905
18,self_attn.o_proj,1.17401302,0.01000,0.991
18,mlp.up_proj,13.63390160,0.01000,1.054
18,mlp.gate_proj,13.29291534,0.01000,0.934
18,mlp.down_proj,4.49146700,0.01000,3.284
19,self_attn.k_proj,1.63328815,0.01000,1.009
19,self_attn.v_proj,1.73570788,0.01000,0.896
19,self_attn.q_proj,6.42503834,0.01000,0.901
19,self_attn.o_proj,2.07196093,0.01000,0.985
19,mlp.up_proj,15.83341026,0.01000,1.027
19,mlp.gate_proj,15.20757008,0.01000,0.926
19,mlp.down_proj,5.84636164,0.01000,3.285
20,self_attn.k_proj,1.39802408,0.01000,1.014
20,self_attn.v_proj,1.61639774,0.01000,0.911
20,self_attn.q_proj,6.03697252,0.01000,0.911
20,self_attn.o_proj,1.88721895,0.01000,1.008
20,mlp.up_proj,17.48505592,0.01000,1.048
20,mlp.gate_proj,16.52001953,0.01000,0.952
20,mlp.down_proj,6.67660427,0.01000,3.350
21,self_attn.k_proj,1.91823614,0.01000,1.029
21,self_attn.v_proj,2.32567382,0.01000,0.907
21,self_attn.q_proj,7.96147728,0.01000,0.913
21,self_attn.o_proj,2.20767069,0.01000,0.985
21,mlp.up_proj,20.54163170,0.01000,1.029
21,mlp.gate_proj,19.23807144,0.01000,0.973
21,mlp.down_proj,8.76621437,0.01000,3.410
22,self_attn.k_proj,4.29426956,0.01000,1.011
22,self_attn.v_proj,4.63158703,0.01000,0.946
22,self_attn.q_proj,16.66217995,0.01000,0.958
22,self_attn.o_proj,4.14088964,0.01000,0.984
22,mlp.up_proj,23.75897598,0.01000,1.034
22,mlp.gate_proj,22.41718292,0.01000,0.916
22,mlp.down_proj,14.20706463,0.01000,3.275
23,self_attn.k_proj,4.23601627,0.01000,1.024
23,self_attn.v_proj,5.31139517,0.01000,0.894
23,self_attn.q_proj,17.59301758,0.01000,0.907
23,self_attn.o_proj,6.05393505,0.01000,0.986
23,mlp.up_proj,27.09676933,0.01000,1.027
23,mlp.gate_proj,26.27134895,0.01000,0.929
23,mlp.down_proj,19.55945587,0.01000,3.314
24,self_attn.k_proj,7.49891663,0.01000,1.009
24,self_attn.v_proj,9.87843990,0.01000,0.900
24,self_attn.q_proj,30.90993500,0.01000,0.905
24,self_attn.o_proj,7.09949207,0.01000,0.993
24,mlp.up_proj,29.73819351,0.01000,1.040
24,mlp.gate_proj,29.18134117,0.01000,0.942
24,mlp.down_proj,22.95422173,0.01000,3.219
25,self_attn.k_proj,5.93120480,0.01000,0.990
25,self_attn.v_proj,7.25453568,0.01000,0.884
25,self_attn.q_proj,23.64049149,0.01000,0.891
25,self_attn.o_proj,4.29439020,0.01000,0.991
25,mlp.up_proj,33.44628143,0.01000,1.027
25,mlp.gate_proj,33.19001007,0.01000,0.934
25,mlp.down_proj,28.41608047,0.01000,3.299
26,self_attn.k_proj,9.55083275,0.01000,1.000
26,self_attn.v_proj,11.93259716,0.01000,0.894
26,self_attn.q_proj,39.13488007,0.01000,0.929
26,self_attn.o_proj,5.03051233,0.01000,1.002
26,mlp.up_proj,39.99806213,0.01000,1.058
26,mlp.gate_proj,39.10617828,0.01000,0.963
26,mlp.down_proj,32.86630249,0.01000,3.272
27,self_attn.k_proj,10.59832382,0.01000,0.986
27,self_attn.v_proj,14.43760967,0.01000,0.870
27,self_attn.q_proj,44.33682251,0.01000,0.880
27,self_attn.o_proj,5.79099655,0.01000,1.017
27,mlp.up_proj,45.47875977,0.01000,1.005
27,mlp.gate_proj,43.69628525,0.01000,0.905
27,mlp.down_proj,44.36285400,0.01000,3.205
28,self_attn.k_proj,12.43419266,0.01000,1.013
28,self_attn.v_proj,14.42409134,0.01000,0.894
28,self_attn.q_proj,48.00852966,0.01000,0.909
28,self_attn.o_proj,8.68338013,0.01000,0.988
28,mlp.up_proj,53.02674866,0.01000,1.028
28,mlp.gate_proj,49.65861511,0.01000,0.953
28,mlp.down_proj,61.60363007,0.01000,3.297
29,self_attn.k_proj,27.99073219,0.01000,1.007
29,self_attn.v_proj,41.02116013,0.01000,0.898
29,self_attn.q_proj,110.08837128,0.01000,0.934
29,self_attn.o_proj,10.62466049,0.01000,0.979
29,mlp.up_proj,62.11631393,0.01000,1.074
29,mlp.gate_proj,56.42256927,0.01000,0.930
29,mlp.down_proj,68.38681793,0.01000,3.414
30,self_attn.k_proj,32.98537445,0.01000,1.009
30,self_attn.v_proj,43.16372681,0.01000,0.891
30,self_attn.q_proj,124.46414185,0.01000,0.938
30,self_attn.o_proj,13.77541351,0.01000,0.981
30,mlp.up_proj,67.29389954,0.01000,1.027
30,mlp.gate_proj,59.62668991,0.01000,0.923
30,mlp.down_proj,89.72830963,0.01000,3.275
31,self_attn.k_proj,46.93622589,0.01000,1.027
31,self_attn.v_proj,64.97520447,0.01000,0.920
31,self_attn.q_proj,163.56146240,0.01000,0.937
31,self_attn.o_proj,17.66180038,0.01000,1.062
31,mlp.up_proj,71.82790375,0.01000,1.088
31,mlp.gate_proj,61.58316803,0.01000,0.994
31,mlp.down_proj,114.22307587,0.01000,3.326
32,self_attn.k_proj,62.93231964,0.01000,1.021
32,self_attn.v_proj,95.09659576,0.01000,0.942
32,self_attn.q_proj,239.13937378,0.01000,0.971
32,self_attn.o_proj,23.94524765,0.01000,1.019
32,mlp.up_proj,76.42587280,0.01000,1.059
32,mlp.gate_proj,64.23219299,0.01000,0.974
32,mlp.down_proj,146.99580383,0.01000,3.355
33,self_attn.k_proj,110.83970642,0.01000,1.083
33,self_attn.v_proj,209.03472900,0.01000,0.965
33,self_attn.q_proj,481.74597168,0.01000,0.972
33,self_attn.o_proj,42.13233948,0.01000,1.017
33,mlp.up_proj,81.78762817,0.01000,1.044
33,mlp.gate_proj,67.68517303,0.01000,0.946
33,mlp.down_proj,187.10368347,0.01000,3.384
34,self_attn.k_proj,90.71221924,0.01000,1.025
34,self_attn.v_proj,140.87960815,0.01000,0.908
34,self_attn.q_proj,391.42230225,0.01000,0.916
34,self_attn.o_proj,66.00537109,0.01000,1.001
34,mlp.up_proj,86.06692505,0.01000,1.041
34,mlp.gate_proj,75.02056885,0.01000,0.942
34,mlp.down_proj,238.53738403,0.01000,3.375
35,self_attn.k_proj,43.20785522,0.01000,1.027
35,self_attn.v_proj,56.80477142,0.01000,0.914
35,self_attn.q_proj,161.02618408,0.01000,0.927
35,self_attn.o_proj,46.36551285,0.01000,1.002
35,mlp.up_proj,110.93260193,0.01000,1.087
35,mlp.gate_proj,101.52717590,0.01000,0.995
35,mlp.down_proj,446.22875977,0.01000,3.489