Qwen3-4B-GPTQ-4bit / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.0000005446,0.05000,4.435
0,self_attn.v_proj,0.0000004809,0.05000,4.490
0,self_attn.q_proj,0.0000019953,0.05000,4.522
0,self_attn.o_proj,0.0000013446,0.05000,1.474
0,mlp.gate_proj,0.0001399555,0.05000,2.281
0,mlp.up_proj,0.0001233887,0.05000,2.308
0,mlp.down_proj,0.0000115761,0.05000,3.801
1,self_attn.k_proj,0.0000008938,0.05000,4.646
1,self_attn.v_proj,0.0000009459,0.05000,4.716
1,self_attn.q_proj,0.0000033180,0.05000,4.747
1,self_attn.o_proj,0.0000019172,0.05000,1.496
1,mlp.gate_proj,0.0041653160,0.05000,2.307
1,mlp.up_proj,0.0018882145,0.05000,2.328
1,mlp.down_proj,0.0000226382,0.05000,3.953
2,self_attn.q_proj,0.0000094249,0.05000,4.620
2,self_attn.v_proj,0.0000027178,0.05000,4.675
2,self_attn.k_proj,0.0000026439,0.05000,4.706
2,self_attn.o_proj,0.0000024441,0.05000,1.528
2,mlp.up_proj,0.0056557384,0.05000,2.318
2,mlp.gate_proj,0.0073925028,0.05000,2.362
2,mlp.down_proj,0.0000110274,0.05000,3.862
3,self_attn.v_proj,0.0000051766,0.05000,4.551
3,self_attn.k_proj,0.0000047641,0.05000,4.605
3,self_attn.q_proj,0.0000187628,0.05000,4.655
3,self_attn.o_proj,0.0000038860,0.05000,1.532
3,mlp.gate_proj,0.0075710094,0.05000,2.311
3,mlp.up_proj,0.0039994645,0.05000,2.335
3,mlp.down_proj,0.0000351612,0.05000,3.938
4,self_attn.v_proj,0.0000105205,0.05000,4.585
4,self_attn.q_proj,0.0000371834,0.05000,4.616
4,self_attn.k_proj,0.0000098234,0.05000,4.657
4,self_attn.o_proj,0.0000067732,0.05000,1.475
4,mlp.gate_proj,0.0071237201,0.05000,2.310
4,mlp.up_proj,0.0029747248,0.05000,2.344
4,mlp.down_proj,0.0000574324,0.05000,3.899
5,self_attn.q_proj,0.0000413305,0.05000,4.582
5,self_attn.k_proj,0.0000102927,0.05000,4.682
5,self_attn.v_proj,0.0000116420,0.05000,4.687
5,self_attn.o_proj,0.0000104877,0.05000,1.517
5,mlp.gate_proj,0.0025908125,0.05000,2.189
5,mlp.up_proj,0.0013660692,0.05000,2.231
5,mlp.down_proj,0.0000756003,0.05000,3.986
6,self_attn.v_proj,0.0000247758,0.05000,4.602
6,self_attn.k_proj,0.0000211257,0.05000,4.647
6,self_attn.q_proj,0.0000905059,0.05000,4.674
6,self_attn.o_proj,0.0000300698,0.05000,1.613
6,mlp.gate_proj,0.0030917147,0.05000,2.328
6,mlp.up_proj,0.0018886445,0.05000,2.331
6,mlp.down_proj,0.0332592290,0.05000,3.771
7,self_attn.k_proj,0.0000501618,0.05000,4.714
7,self_attn.v_proj,0.0000571124,0.05000,4.742
7,self_attn.q_proj,0.0001914269,0.05000,4.786
7,self_attn.o_proj,0.0000288241,0.05000,1.529
7,mlp.gate_proj,0.0034643194,0.05000,2.267
7,mlp.up_proj,0.0022614451,0.05000,2.286
7,mlp.down_proj,0.0001239395,0.05000,3.985
8,self_attn.v_proj,0.0000967413,0.05000,4.581
8,self_attn.q_proj,0.0003134763,0.05000,4.654
8,self_attn.k_proj,0.0000789401,0.05000,4.675
8,self_attn.o_proj,0.0000430230,0.05000,1.496
8,mlp.gate_proj,0.0026727254,0.05000,2.208
8,mlp.up_proj,0.0022354008,0.05000,2.211
8,mlp.down_proj,0.0002008462,0.05000,3.878
9,self_attn.v_proj,0.0001148402,0.05000,4.588
9,self_attn.q_proj,0.0003638978,0.05000,4.640
9,self_attn.k_proj,0.0000975615,0.05000,4.660
9,self_attn.o_proj,0.0000505605,0.05000,1.508
9,mlp.up_proj,0.0028585258,0.05000,2.225
9,mlp.gate_proj,0.0043162701,0.05000,2.256
9,mlp.down_proj,0.0002047321,0.05000,3.899
10,self_attn.k_proj,0.0001473746,0.05000,4.548
10,self_attn.q_proj,0.0005854961,0.05000,4.614
10,self_attn.v_proj,0.0001894117,0.05000,4.653
10,self_attn.o_proj,0.0000811983,0.05000,1.509
10,mlp.gate_proj,0.0033544317,0.05000,2.200
10,mlp.up_proj,0.0023989295,0.05000,2.222
10,mlp.down_proj,0.0001772248,0.05000,4.003
11,self_attn.v_proj,0.0000827167,0.05000,4.690
11,self_attn.q_proj,0.0002662091,0.05000,4.735
11,self_attn.k_proj,0.0000691783,0.05000,4.782
11,self_attn.o_proj,0.0000499789,0.05000,1.552
11,mlp.gate_proj,0.0026805456,0.05000,2.212
11,mlp.up_proj,0.0021580690,0.05000,2.233
11,mlp.down_proj,0.0001650185,0.05000,3.973
12,self_attn.q_proj,0.0003080287,0.05000,4.437
12,self_attn.v_proj,0.0000938578,0.05000,4.512
12,self_attn.k_proj,0.0000781946,0.05000,4.542
12,self_attn.o_proj,0.0000578502,0.05000,1.546
12,mlp.gate_proj,0.0023073073,0.05000,2.179
12,mlp.up_proj,0.0020454499,0.05000,2.207
12,mlp.down_proj,0.0001695974,0.05000,3.923
13,self_attn.q_proj,0.0002273831,0.05000,4.594
13,self_attn.v_proj,0.0000638472,0.05000,4.635
13,self_attn.k_proj,0.0000578739,0.05000,4.654
13,self_attn.o_proj,0.0000429728,0.05000,1.494
13,mlp.up_proj,0.0020749440,0.05000,2.240
13,mlp.gate_proj,0.0021318999,0.05000,2.263
13,mlp.down_proj,0.0001738223,0.05000,3.795
14,self_attn.q_proj,0.0004071593,0.05000,4.546
14,self_attn.v_proj,0.0001184261,0.05000,4.615
14,self_attn.k_proj,0.0001007172,0.05000,4.637
14,self_attn.o_proj,0.0000832822,0.05000,1.471
14,mlp.gate_proj,0.0021145169,0.05000,2.254
14,mlp.up_proj,0.0020794049,0.05000,2.288
14,mlp.down_proj,0.0001682187,0.05000,3.931
15,self_attn.q_proj,0.0003949634,0.05000,4.506
15,self_attn.k_proj,0.0000972706,0.05000,4.567
15,self_attn.v_proj,0.0001075819,0.05000,4.595
15,self_attn.o_proj,0.0000702698,0.05000,1.511
15,mlp.up_proj,0.0019951703,0.05000,2.234
15,mlp.gate_proj,0.0019534257,0.05000,2.254
15,mlp.down_proj,0.0001479562,0.05000,3.895
16,self_attn.k_proj,0.0001644773,0.05000,4.625
16,self_attn.v_proj,0.0002094128,0.05000,4.660
16,self_attn.q_proj,0.0006918110,0.05000,4.681
16,self_attn.o_proj,0.0000710968,0.05000,1.467
16,mlp.up_proj,0.0021764796,0.05000,2.290
16,mlp.gate_proj,0.0022640927,0.05000,2.310
16,mlp.down_proj,0.0033198516,0.05000,3.882
17,self_attn.k_proj,0.0001204673,0.05000,4.521
17,self_attn.q_proj,0.0005616263,0.05000,4.611
17,self_attn.v_proj,0.0001526302,0.05000,4.643
17,self_attn.o_proj,0.0000714830,0.05000,1.504
17,mlp.gate_proj,0.0018528427,0.05000,2.291
17,mlp.up_proj,0.0018205950,0.05000,2.312
17,mlp.down_proj,0.0001379722,0.05000,3.952
18,self_attn.q_proj,0.0006088453,0.05000,4.630
18,self_attn.v_proj,0.0001791300,0.05000,4.672
18,self_attn.k_proj,0.0001419126,0.05000,4.703
18,self_attn.o_proj,0.0000788589,0.05000,1.453
18,mlp.up_proj,0.0019597744,0.05000,2.320
18,mlp.gate_proj,0.0019572557,0.05000,2.347
18,mlp.down_proj,0.0001711005,0.05000,3.881
19,self_attn.k_proj,0.0002610412,0.05000,4.595
19,self_attn.v_proj,0.0003096798,0.05000,4.659
19,self_attn.q_proj,0.0011777417,0.05000,4.678
19,self_attn.o_proj,0.0001044770,0.05000,1.502
19,mlp.gate_proj,0.0020530066,0.05000,2.263
19,mlp.up_proj,0.0020742333,0.05000,2.289
19,mlp.down_proj,0.0001970563,0.05000,3.836
20,self_attn.q_proj,0.0010637725,0.05000,4.590
20,self_attn.v_proj,0.0002682226,0.05000,4.641
20,self_attn.k_proj,0.0002198448,0.05000,4.642
20,self_attn.o_proj,0.0000939247,0.05000,1.528
20,mlp.up_proj,0.0022529307,0.05000,2.304
20,mlp.gate_proj,0.0021745552,0.05000,2.330
20,mlp.down_proj,0.0002165000,0.05000,3.838
21,self_attn.q_proj,0.0013895572,0.05000,4.544
21,self_attn.v_proj,0.0003581413,0.05000,4.568
21,self_attn.k_proj,0.0002983564,0.05000,4.609
21,self_attn.o_proj,0.0001169767,0.05000,1.541
21,mlp.gate_proj,0.0025367997,0.05000,2.320
21,mlp.up_proj,0.0026352093,0.05000,2.351
21,mlp.down_proj,0.0002726330,0.05000,3.887
22,self_attn.k_proj,0.0005701520,0.05000,4.537
22,self_attn.q_proj,0.0026601848,0.05000,4.591
22,self_attn.v_proj,0.0007194130,0.05000,4.608
22,self_attn.o_proj,0.0002020238,0.05000,1.531
22,mlp.gate_proj,0.0028571501,0.05000,2.316
22,mlp.up_proj,0.0028531155,0.05000,2.345
22,mlp.down_proj,0.0004290918,0.05000,3.869
23,self_attn.v_proj,0.0006810734,0.05000,4.633
23,self_attn.q_proj,0.0026127356,0.05000,4.709
23,self_attn.k_proj,0.0005518920,0.05000,4.724
23,self_attn.o_proj,0.0002539472,0.05000,1.481
23,mlp.up_proj,0.0033200211,0.05000,2.287
23,mlp.gate_proj,0.0035143472,0.05000,2.324
23,mlp.down_proj,0.0006081266,0.05000,3.900
24,self_attn.q_proj,0.0042166189,0.05000,4.470
24,self_attn.k_proj,0.0009021544,0.05000,4.528
24,self_attn.v_proj,0.0012101352,0.05000,4.542
24,self_attn.o_proj,0.0002619612,0.05000,1.513
24,mlp.gate_proj,0.0039473643,0.05000,2.217
24,mlp.up_proj,0.0036371494,0.05000,2.262
24,mlp.down_proj,0.0007358780,0.05000,3.948
25,self_attn.v_proj,0.0008588059,0.05000,4.613
25,self_attn.k_proj,0.0007072059,0.05000,4.680
25,self_attn.q_proj,0.0030050377,0.05000,4.714
25,self_attn.o_proj,0.0001392516,0.05000,1.505
25,mlp.up_proj,0.0041476647,0.05000,2.311
25,mlp.gate_proj,0.0045728512,0.05000,2.333
25,mlp.down_proj,0.0008995740,0.05000,3.832
26,self_attn.v_proj,0.0013400384,0.05000,4.516
26,self_attn.q_proj,0.0048303925,0.05000,4.567
26,self_attn.k_proj,0.0010677429,0.05000,4.585
26,self_attn.o_proj,0.0001389864,0.05000,1.591
26,mlp.up_proj,0.0051213020,0.05000,2.350
26,mlp.gate_proj,0.0054934720,0.05000,2.364
26,mlp.down_proj,0.0010003413,0.05000,3.923
27,self_attn.q_proj,0.0059571299,0.05000,4.440
27,self_attn.k_proj,0.0012676684,0.05000,4.500
27,self_attn.v_proj,0.0017379407,0.05000,4.525
27,self_attn.o_proj,0.0001889476,0.05000,1.517
27,mlp.up_proj,0.0058125995,0.05000,2.315
27,mlp.gate_proj,0.0060353899,0.05000,2.331
27,mlp.down_proj,0.0013123413,0.05000,3.845
28,self_attn.k_proj,0.0014861768,0.05000,4.549
28,self_attn.v_proj,0.0018484022,0.05000,4.578
28,self_attn.q_proj,0.0063890707,0.05000,4.628
28,self_attn.o_proj,0.0003140973,0.05000,1.510
28,mlp.gate_proj,0.0067501478,0.05000,2.178
28,mlp.up_proj,0.0067735156,0.05000,2.204
28,mlp.down_proj,0.0018620787,0.05000,3.949
29,self_attn.v_proj,0.0043428479,0.05000,4.569
29,self_attn.k_proj,0.0031365861,0.05000,4.624
29,self_attn.q_proj,0.0145508105,0.05000,4.633
29,self_attn.o_proj,0.0002052081,0.05000,1.491
29,mlp.up_proj,0.0082491106,0.05000,2.178
29,mlp.gate_proj,0.0078799528,0.05000,2.198
29,mlp.down_proj,0.0022954082,0.05000,4.057
30,self_attn.k_proj,0.0040841100,0.05000,4.601
30,self_attn.v_proj,0.0054587066,0.05000,4.635
30,self_attn.q_proj,0.0169272007,0.05000,4.642
30,self_attn.o_proj,0.0005446325,0.05000,1.495
30,mlp.gate_proj,0.0084495943,0.05000,2.342
30,mlp.up_proj,0.0091387503,0.05000,2.392
30,mlp.down_proj,0.0031828321,0.05000,4.041
31,self_attn.k_proj,0.0053448655,0.05000,4.500
31,self_attn.v_proj,0.0078707677,0.05000,4.542
31,self_attn.q_proj,0.0216492466,0.05000,4.579
31,self_attn.o_proj,0.0005467853,0.05000,1.504
31,mlp.gate_proj,0.0085940339,0.05000,2.143
31,mlp.up_proj,0.0097583888,0.05000,2.184
31,mlp.down_proj,0.0042225099,0.05000,3.889
32,self_attn.q_proj,0.0314087043,0.05000,4.484
32,self_attn.k_proj,0.0073322198,0.05000,4.576
32,self_attn.v_proj,0.0116100621,0.05000,4.598
32,self_attn.o_proj,0.0007367414,0.05000,1.519
32,mlp.up_proj,0.0105576177,0.05000,2.267
32,mlp.gate_proj,0.0090539314,0.05000,2.292
32,mlp.down_proj,0.0053806565,0.05000,3.901
33,self_attn.v_proj,0.0256433210,0.05000,4.733
33,self_attn.q_proj,0.0648465085,0.05000,4.771
33,self_attn.k_proj,0.0127558404,0.05000,4.786
33,self_attn.o_proj,0.0010363033,0.05000,1.516
33,mlp.gate_proj,0.0097379385,0.05000,2.270
33,mlp.up_proj,0.0115533778,0.05000,2.308
33,mlp.down_proj,0.0071556654,0.05000,3.931
34,self_attn.q_proj,0.0531877879,0.05000,4.851
34,self_attn.k_proj,0.0115072968,0.05000,4.920
34,self_attn.v_proj,0.0209449343,0.05000,4.921
34,self_attn.o_proj,0.0028885654,0.05000,1.596
34,mlp.gate_proj,0.0124351588,0.05000,2.418
34,mlp.up_proj,0.0137425665,0.05000,2.451
34,mlp.down_proj,0.0108865213,0.05000,4.057
35,self_attn.q_proj,0.0295646570,0.05000,4.796
35,self_attn.v_proj,0.0100270835,0.05000,4.859
35,self_attn.k_proj,0.0073113912,0.05000,4.915
35,self_attn.o_proj,0.0038638669,0.05000,1.477
35,mlp.gate_proj,0.0334204830,0.05000,2.426
35,mlp.up_proj,0.0434612004,0.05000,2.442
35,mlp.down_proj,0.0230910449,0.05000,3.926