Qwen3-1.7B-GPTQ-Int4 / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.06161176,0.01000,0.932
0,self_attn.v_proj,0.05438014,0.01000,0.723
0,self_attn.q_proj,0.12705065,0.01000,0.915
0,self_attn.o_proj,0.17126846,0.01000,0.846
0,mlp.up_proj,0.80178344,0.01000,1.060
0,mlp.gate_proj,1.22950339,0.01000,1.030
0,mlp.down_proj,0.29198846,0.01000,0.589
1,self_attn.k_proj,0.04196536,0.01000,0.766
1,self_attn.v_proj,0.04195968,0.01000,0.801
1,self_attn.q_proj,0.08776645,0.01000,0.850
1,self_attn.o_proj,0.05204657,0.01000,0.786
1,mlp.up_proj,7.74701595,0.01000,0.884
1,mlp.gate_proj,19.37592506,0.01000,-1.316
1,mlp.down_proj,0.42635429,0.01000,2.649
2,self_attn.k_proj,0.08282123,0.01000,0.777
2,self_attn.v_proj,0.08251686,0.01000,0.780
2,self_attn.q_proj,0.18313025,0.01000,0.831
2,self_attn.o_proj,0.09041101,0.01000,0.758
2,mlp.up_proj,6.97388744,0.01000,0.819
2,mlp.gate_proj,17.37420845,0.01000,0.842
2,mlp.down_proj,555.31311035,0.01000,2.470
3,self_attn.k_proj,0.66062665,0.01000,0.745
3,self_attn.v_proj,0.66629398,0.01000,0.738
3,self_attn.q_proj,1.30134702,0.01000,0.779
3,self_attn.o_proj,0.19163772,0.01000,0.752
3,mlp.up_proj,9.49505615,0.01000,0.824
3,mlp.gate_proj,22.15675545,0.01000,0.830
3,mlp.down_proj,1.11858487,0.01000,2.587
4,self_attn.k_proj,0.60883915,0.01000,0.758
4,self_attn.v_proj,0.65701765,0.01000,0.766
4,self_attn.q_proj,1.25714827,0.01000,0.778
4,self_attn.o_proj,0.33684582,0.01000,0.767
4,mlp.up_proj,10.67844296,0.01000,0.800
4,mlp.gate_proj,22.64768982,0.01000,0.814
4,mlp.down_proj,1.57849216,0.01000,2.662
5,self_attn.k_proj,0.86607969,0.01000,0.761
5,self_attn.v_proj,0.95299339,0.01000,0.767
5,self_attn.q_proj,1.92915726,0.01000,0.806
5,self_attn.o_proj,0.51527029,0.01000,0.788
5,mlp.up_proj,8.11690903,0.01000,0.815
5,mlp.gate_proj,11.88039017,0.01000,0.810
5,mlp.down_proj,2.06314588,0.01000,2.476
6,self_attn.k_proj,0.84522438,0.01000,0.771
6,self_attn.v_proj,0.79271960,0.01000,0.758
6,self_attn.q_proj,1.74664021,0.01000,0.806
6,self_attn.o_proj,0.51649594,0.01000,0.770
6,mlp.up_proj,11.36476040,0.01000,0.821
6,mlp.gate_proj,16.26104736,0.01000,0.898
6,mlp.down_proj,3.12330055,0.01000,2.463
7,self_attn.k_proj,1.74236369,0.01000,0.763
7,self_attn.v_proj,1.94380081,0.01000,0.762
7,self_attn.q_proj,4.01041460,0.01000,0.794
7,self_attn.o_proj,0.80392551,0.01000,0.767
7,mlp.up_proj,15.10862732,0.01000,0.819
7,mlp.gate_proj,22.81257248,0.01000,0.837
7,mlp.down_proj,3.62108111,0.01000,2.464
8,self_attn.k_proj,2.43949366,0.01000,0.745
8,self_attn.v_proj,2.31129289,0.01000,0.943
8,self_attn.q_proj,5.06256580,0.01000,1.057
8,self_attn.o_proj,0.60827088,0.01000,0.802
8,mlp.up_proj,15.40246868,0.01000,0.809
8,mlp.gate_proj,20.87147713,0.01000,0.801
8,mlp.down_proj,4.27449131,0.01000,2.384
9,self_attn.k_proj,4.37583876,0.01000,-0.010
9,self_attn.v_proj,4.23343515,0.01000,0.706
9,self_attn.q_proj,9.79721832,0.01000,0.719
9,self_attn.o_proj,1.85169268,0.01000,0.739
9,mlp.up_proj,16.51148033,0.01000,0.745
9,mlp.gate_proj,20.53764725,0.01000,0.745
9,mlp.down_proj,6.68374157,0.01000,2.179
10,self_attn.k_proj,3.51351452,0.01000,0.692
10,self_attn.v_proj,3.65583849,0.01000,0.691
10,self_attn.q_proj,7.80333757,0.01000,0.702
10,self_attn.o_proj,1.93884957,0.01000,0.745
10,mlp.up_proj,17.16555405,0.01000,0.722
10,mlp.gate_proj,20.50786018,0.01000,0.751
10,mlp.down_proj,9.01197052,0.01000,2.197
11,self_attn.k_proj,6.72875261,0.01000,0.697
11,self_attn.v_proj,5.92448235,0.01000,0.648
11,self_attn.q_proj,15.31981468,0.01000,0.650
11,self_attn.o_proj,4.41754627,0.01000,0.755
11,mlp.up_proj,18.27470398,0.01000,0.786
11,mlp.gate_proj,18.97273636,0.01000,0.760
11,mlp.down_proj,10.93863583,0.01000,2.211
12,self_attn.k_proj,6.80087852,0.01000,0.664
12,self_attn.v_proj,6.75032997,0.01000,0.680
12,self_attn.q_proj,15.24656105,0.01000,0.685
12,self_attn.o_proj,2.62905002,0.01000,0.684
12,mlp.up_proj,18.10563850,0.01000,0.837
12,mlp.gate_proj,17.88245010,0.01000,0.808
12,mlp.down_proj,10.52472878,0.01000,1.750
13,self_attn.k_proj,8.15466690,0.01000,0.707
13,self_attn.v_proj,8.60487556,0.01000,0.702
13,self_attn.q_proj,21.30573654,0.01000,0.736
13,self_attn.o_proj,3.62042069,0.01000,0.731
13,mlp.up_proj,18.99537659,0.01000,0.764
13,mlp.gate_proj,18.67168045,0.01000,0.876
13,mlp.down_proj,13.00555801,0.01000,2.089
14,self_attn.k_proj,13.40824318,0.01000,0.727
14,self_attn.v_proj,13.49943829,0.01000,0.687
14,self_attn.q_proj,32.17544556,0.01000,0.673
14,self_attn.o_proj,4.37822676,0.01000,0.702
14,mlp.up_proj,20.30528450,0.01000,0.753
14,mlp.gate_proj,19.48166656,0.01000,0.776
14,mlp.down_proj,16.70061111,0.01000,2.228
15,self_attn.k_proj,25.33942032,0.01000,0.636
15,self_attn.v_proj,29.75099182,0.01000,0.648
15,self_attn.q_proj,74.12033844,0.01000,0.662
15,self_attn.o_proj,9.15364933,0.01000,0.649
15,mlp.up_proj,23.37993050,0.01000,0.699
15,mlp.gate_proj,21.96615601,0.01000,0.709
15,mlp.down_proj,24.15357208,0.01000,2.310
16,self_attn.k_proj,37.24622726,0.01000,0.711
16,self_attn.v_proj,33.53807831,0.01000,0.698
16,self_attn.q_proj,92.94651794,0.01000,0.715
16,self_attn.o_proj,10.30152321,0.01000,0.665
16,mlp.up_proj,29.35601807,0.01000,0.695
16,mlp.gate_proj,25.80093002,0.01000,0.200
16,mlp.down_proj,60.27460098,0.01000,2.165
17,self_attn.k_proj,95.47402954,0.01000,0.684
17,self_attn.v_proj,105.25405884,0.01000,0.674
17,self_attn.q_proj,253.24885559,0.01000,0.657
17,self_attn.o_proj,28.11261368,0.01000,0.670
17,mlp.up_proj,42.57036591,0.01000,0.704
17,mlp.gate_proj,36.58126831,0.01000,0.717
17,mlp.down_proj,81.79136658,0.01000,2.167
18,self_attn.k_proj,102.99479675,0.01000,0.644
18,self_attn.v_proj,101.50364685,0.01000,0.670
18,self_attn.q_proj,275.00637817,0.01000,0.704
18,self_attn.o_proj,21.60307312,0.01000,0.651
18,mlp.up_proj,54.27608109,0.01000,0.661
18,mlp.gate_proj,46.83805847,0.01000,0.716
18,mlp.down_proj,132.89431763,0.01000,2.199
19,self_attn.k_proj,178.74481201,0.01000,0.711
19,self_attn.v_proj,189.77200317,0.01000,0.786
19,self_attn.q_proj,486.16369629,0.01000,0.783
19,self_attn.o_proj,41.97334290,0.01000,0.726
19,mlp.up_proj,73.76881409,0.01000,0.756
19,mlp.gate_proj,62.54061508,0.01000,0.787
19,mlp.down_proj,308.76110840,0.01000,2.161
20,self_attn.k_proj,298.62933350,0.01000,0.629
20,self_attn.v_proj,316.93182373,0.01000,0.640
20,self_attn.q_proj,764.87170410,0.01000,0.705
20,self_attn.o_proj,67.96992493,0.01000,0.644
20,mlp.up_proj,94.94843292,0.01000,0.728
20,mlp.gate_proj,82.94094849,0.01000,0.693
20,mlp.down_proj,463.50665283,0.01000,2.142
21,self_attn.k_proj,478.08056641,0.01000,0.662
21,self_attn.v_proj,546.54919434,0.01000,0.660
21,self_attn.q_proj,1147.31347656,0.01000,0.683
21,self_attn.o_proj,118.71049500,0.01000,0.655
21,mlp.up_proj,120.02677917,0.01000,0.708
21,mlp.gate_proj,103.04946899,0.01000,0.708
21,mlp.down_proj,659.67437744,0.01000,2.128
22,self_attn.k_proj,593.22070312,0.01000,0.665
22,self_attn.v_proj,763.92529297,0.01000,0.669
22,self_attn.q_proj,1391.22949219,0.01000,0.679
22,self_attn.o_proj,101.20243835,0.01000,0.657
22,mlp.up_proj,135.26795959,0.01000,0.796
22,mlp.gate_proj,118.14506531,0.01000,0.779
22,mlp.down_proj,766.93237305,0.01000,2.130
23,self_attn.k_proj,817.42401123,0.01000,0.667
23,self_attn.v_proj,912.42480469,0.01000,0.663
23,self_attn.q_proj,1677.90209961,0.01000,0.679
23,self_attn.o_proj,115.38923645,0.01000,0.684
23,mlp.up_proj,160.92965698,0.01000,0.767
23,mlp.gate_proj,142.50930786,0.01000,0.720
23,mlp.down_proj,837.10455322,0.01000,2.173
24,self_attn.k_proj,1420.40991211,0.01000,0.793
24,self_attn.v_proj,1595.83715820,0.01000,0.683
24,self_attn.q_proj,3344.17285156,0.01000,0.736
24,self_attn.o_proj,152.69662476,0.01000,0.738
24,mlp.up_proj,158.49810791,0.01000,0.714
24,mlp.gate_proj,136.60337830,0.01000,0.771
24,mlp.down_proj,973.98236084,0.01000,2.152
25,self_attn.k_proj,1685.52282715,0.01000,0.890
25,self_attn.v_proj,2474.76318359,0.01000,0.920
25,self_attn.q_proj,3874.19628906,0.01000,0.971
25,self_attn.o_proj,197.16078186,0.01000,0.679
25,mlp.up_proj,151.62023926,0.01000,0.738
25,mlp.gate_proj,128.06694031,0.01000,0.745
25,mlp.down_proj,1148.98022461,0.01000,2.151
26,self_attn.k_proj,1625.11279297,0.01000,0.675
26,self_attn.v_proj,2256.05908203,0.01000,0.691
26,self_attn.q_proj,3975.20971680,0.01000,0.716
26,self_attn.o_proj,443.28439331,0.01000,0.676
26,mlp.up_proj,148.50442505,0.01000,0.720
26,mlp.gate_proj,127.99733734,0.01000,0.741
26,mlp.down_proj,1423.76660156,0.01000,2.141
27,self_attn.k_proj,793.07702637,0.01000,0.666
27,self_attn.v_proj,898.25610352,0.01000,0.678
27,self_attn.q_proj,1676.92187500,0.01000,0.674
27,self_attn.o_proj,251.81840515,0.01000,0.676
27,mlp.up_proj,196.21633911,0.01000,0.717
27,mlp.gate_proj,199.20074463,0.01000,0.710
27,mlp.down_proj,2001.17333984,0.01000,2.171