Kimi-Dev-72B-GPTQ-4bit / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.v_proj,0.0000000021,0.10000,9.228
0,self_attn.k_proj,0.0000000326,0.10000,9.264
0,self_attn.q_proj,0.0000001731,0.10000,9.268
0,self_attn.o_proj,0.0000000019,0.10000,3.671
0,mlp.gate_proj,0.0000000817,0.10000,7.073
0,mlp.up_proj,0.0000000777,0.10000,7.086
0,mlp.down_proj,0.0000000013,0.10000,20.354
1,self_attn.q_proj,0.0000000612,0.10000,7.913
1,self_attn.k_proj,0.0000000161,0.10000,7.921
1,self_attn.v_proj,0.0000000009,0.10000,7.968
1,self_attn.o_proj,0.0000000003,0.10000,2.500
1,mlp.up_proj,0.0000002540,0.10000,5.501
1,mlp.gate_proj,0.0000002742,0.10000,5.577
1,mlp.down_proj,0.0002870575,0.10000,20.610
2,self_attn.q_proj,0.0000032041,0.10000,7.672
2,self_attn.v_proj,0.0000004020,0.10000,7.712
2,self_attn.k_proj,0.0000009859,0.10000,7.717
2,self_attn.o_proj,0.0000000097,0.10000,2.541
2,mlp.up_proj,0.0000005513,0.10000,5.423
2,mlp.gate_proj,0.0000005756,0.10000,5.493
2,mlp.down_proj,0.0000000153,0.10000,20.298
3,self_attn.k_proj,0.0000008145,0.10000,7.601
3,self_attn.q_proj,0.0000022983,0.10000,7.700
3,self_attn.v_proj,0.0000003440,0.10000,7.716
3,self_attn.o_proj,0.0000000165,0.10000,2.436
3,mlp.up_proj,0.0000009216,0.10000,5.592
3,mlp.gate_proj,0.0000009405,0.10000,5.618
3,mlp.down_proj,0.0000000234,0.10000,19.773
4,self_attn.k_proj,0.0000010915,0.10000,7.611
4,self_attn.v_proj,0.0000005528,0.10000,7.614
4,self_attn.q_proj,0.0000043595,0.10000,7.626
4,self_attn.o_proj,0.0000000053,0.10000,2.456
4,mlp.gate_proj,0.0000017495,0.10000,5.564
4,mlp.up_proj,0.0000017015,0.10000,5.600
4,mlp.down_proj,0.0000000348,0.10000,19.943
5,self_attn.v_proj,0.0000007812,0.10000,7.609
5,self_attn.q_proj,0.0000052871,0.10000,7.622
5,self_attn.k_proj,0.0000013634,0.10000,7.632
5,self_attn.o_proj,0.0000000050,0.10000,2.604
5,mlp.up_proj,0.0000025099,0.10000,5.507
5,mlp.gate_proj,0.0000026141,0.10000,5.550
5,mlp.down_proj,0.0000000539,0.10000,20.386
6,self_attn.v_proj,0.0000005292,0.10000,7.844
6,self_attn.q_proj,0.0000036487,0.10000,7.853
6,self_attn.k_proj,0.0000009903,0.10000,7.897
6,self_attn.o_proj,0.0000000065,0.10000,2.584
6,mlp.up_proj,0.0000030373,0.10000,5.391
6,mlp.gate_proj,0.0000031575,0.10000,5.416
6,mlp.down_proj,0.0000000681,0.10000,19.967
7,self_attn.k_proj,0.0000013567,0.10000,7.501
7,self_attn.v_proj,0.0000006903,0.10000,7.541
7,self_attn.q_proj,0.0000052830,0.10000,7.586
7,self_attn.o_proj,0.0000000136,0.10000,2.643
7,mlp.gate_proj,0.0000038829,0.10000,5.517
7,mlp.up_proj,0.0000037647,0.10000,5.535
7,mlp.down_proj,0.0000000921,0.10000,20.331
8,self_attn.k_proj,0.0000012813,0.10000,7.599
8,self_attn.q_proj,0.0000047585,0.10000,7.624
8,self_attn.v_proj,0.0000007005,0.10000,7.677
8,self_attn.o_proj,0.0000000398,0.10000,2.602
8,mlp.gate_proj,0.0000045715,0.10000,5.526
8,mlp.up_proj,0.0000043751,0.10000,5.551
8,mlp.down_proj,0.0000001178,0.10000,19.864
9,self_attn.k_proj,0.0000033423,0.10000,7.421
9,self_attn.q_proj,0.0000149456,0.10000,7.430
9,self_attn.v_proj,0.0000020237,0.10000,7.454
9,self_attn.o_proj,0.0000000460,0.10000,2.480
9,mlp.up_proj,0.0000048140,0.10000,5.383
9,mlp.gate_proj,0.0000049987,0.10000,5.429
9,mlp.down_proj,0.0000001313,0.10000,20.347
10,self_attn.v_proj,0.0000011253,0.10000,7.113
10,self_attn.q_proj,0.0000088448,0.10000,7.134
10,self_attn.k_proj,0.0000021524,0.10000,7.170
10,self_attn.o_proj,0.0000000724,0.10000,2.592
10,mlp.up_proj,0.0000058928,0.10000,5.479
10,mlp.gate_proj,0.0000061487,0.10000,5.480
10,mlp.down_proj,0.0000001853,0.10000,20.006
11,self_attn.q_proj,0.0000103466,0.10000,7.623
11,self_attn.k_proj,0.0000023750,0.10000,7.691
11,self_attn.v_proj,0.0000011267,0.10000,7.716
11,self_attn.o_proj,0.0000000767,0.10000,2.407
11,mlp.up_proj,0.0000067959,0.10000,5.429
11,mlp.gate_proj,0.0000071278,0.10000,5.470
11,mlp.down_proj,0.0000002469,0.10000,19.955
12,self_attn.q_proj,0.0000143961,0.10000,7.662
12,self_attn.v_proj,0.0000016649,0.10000,7.693
12,self_attn.k_proj,0.0000031072,0.10000,7.737
12,self_attn.o_proj,0.0000001098,0.10000,2.538
12,mlp.up_proj,0.0000077164,0.10000,5.550
12,mlp.gate_proj,0.0000080579,0.10000,5.582
12,mlp.down_proj,0.0000002965,0.10000,19.899
13,self_attn.v_proj,0.0000016180,0.10000,7.477
13,self_attn.k_proj,0.0000029538,0.10000,7.484
13,self_attn.q_proj,0.0000134573,0.10000,7.506
13,self_attn.o_proj,0.0000001076,0.10000,2.593
13,mlp.up_proj,0.0000089563,0.10000,5.575
13,mlp.gate_proj,0.0000093503,0.10000,5.599
13,mlp.down_proj,0.0000003839,0.10000,20.249
14,self_attn.q_proj,0.0000131731,0.10000,7.786
14,self_attn.v_proj,0.0000015733,0.10000,7.791
14,self_attn.k_proj,0.0000028953,0.10000,7.823
14,self_attn.o_proj,0.0000001857,0.10000,2.389
14,mlp.gate_proj,0.0000097674,0.10000,5.493
14,mlp.up_proj,0.0000093670,0.10000,5.521
14,mlp.down_proj,0.0000004451,0.10000,20.165
15,self_attn.k_proj,0.0000035102,0.10000,7.533
15,self_attn.v_proj,0.0000019057,0.10000,7.537
15,self_attn.q_proj,0.0000172255,0.10000,7.584
15,self_attn.o_proj,0.0000001357,0.10000,2.428
15,mlp.up_proj,0.0000118095,0.10000,5.560
15,mlp.gate_proj,0.0000123567,0.10000,5.594
15,mlp.down_proj,0.0000005491,0.10000,20.147
16,self_attn.k_proj,0.0000032821,0.10000,7.184
16,self_attn.v_proj,0.0000016827,0.10000,7.263
16,self_attn.q_proj,0.0000154101,0.10000,7.314
16,self_attn.o_proj,0.0000001600,0.10000,2.551
16,mlp.gate_proj,0.0000134883,0.10000,5.490
16,mlp.up_proj,0.0000129061,0.10000,5.551
16,mlp.down_proj,0.0000006242,0.10000,19.930
17,self_attn.v_proj,0.0000016488,0.10000,7.524
17,self_attn.k_proj,0.0000027783,0.10000,7.546
17,self_attn.q_proj,0.0000126517,0.10000,7.615
17,self_attn.o_proj,0.0000002209,0.10000,2.467
17,mlp.up_proj,0.0000125549,0.10000,5.486
17,mlp.gate_proj,0.0000130271,0.10000,5.528
17,mlp.down_proj,0.0000006893,0.10000,19.887
18,self_attn.q_proj,0.0000235518,0.10000,7.603
18,self_attn.v_proj,0.0000028751,0.10000,7.642
18,self_attn.k_proj,0.0000051540,0.10000,7.668
18,self_attn.o_proj,0.0000001676,0.10000,2.519
18,mlp.up_proj,0.0000151162,0.10000,5.530
18,mlp.gate_proj,0.0000157739,0.10000,5.531
18,mlp.down_proj,0.0000008413,0.10000,19.978
19,self_attn.k_proj,0.0000067402,0.10000,7.557
19,self_attn.v_proj,0.0000040603,0.10000,7.671
19,self_attn.q_proj,0.0000324108,0.10000,7.705
19,self_attn.o_proj,0.0000002029,0.10000,2.595
19,mlp.up_proj,0.0000175342,0.10000,5.386
19,mlp.gate_proj,0.0000182990,0.10000,5.426
19,mlp.down_proj,0.0000011666,0.10000,19.720
20,self_attn.k_proj,0.0000027224,0.10000,7.418
20,self_attn.q_proj,0.0000133101,0.10000,7.428
20,self_attn.v_proj,0.0000016237,0.10000,7.495
20,self_attn.o_proj,0.0000002907,0.10000,2.619
20,mlp.up_proj,0.0000210489,0.10000,5.538
20,mlp.gate_proj,0.0000221256,0.10000,5.584
20,mlp.down_proj,0.0000015669,0.10000,19.688
21,self_attn.q_proj,0.0000113229,0.10000,7.891
21,self_attn.v_proj,0.0000014841,0.10000,7.906
21,self_attn.k_proj,0.0000023100,0.10000,7.948
21,self_attn.o_proj,0.0000004912,0.10000,2.379
21,mlp.gate_proj,0.0000200858,0.10000,5.447
21,mlp.up_proj,0.0000192769,0.10000,5.478
21,mlp.down_proj,0.0000015327,0.10000,19.885
22,self_attn.q_proj,0.0000304609,0.10000,7.333
22,self_attn.k_proj,0.0000055332,0.10000,7.480
22,self_attn.v_proj,0.0000034653,0.10000,7.539
22,self_attn.o_proj,0.0000006605,0.10000,2.430
22,mlp.gate_proj,0.0000276365,0.10000,5.473
22,mlp.up_proj,0.0000265293,0.10000,5.518
22,mlp.down_proj,0.0000028746,0.10000,19.896
23,self_attn.q_proj,0.0000260237,0.10000,7.520
23,self_attn.k_proj,0.0000045537,0.10000,7.542
23,self_attn.v_proj,0.0000030669,0.10000,7.565
23,self_attn.o_proj,0.0000007985,0.10000,2.394
23,mlp.gate_proj,0.0000313806,0.10000,5.469
23,mlp.up_proj,0.0000297783,0.10000,5.508
23,mlp.down_proj,0.0000030651,0.10000,20.129
24,self_attn.q_proj,0.0000225556,0.10000,7.726
24,self_attn.v_proj,0.0000032132,0.10000,7.780
24,self_attn.k_proj,0.0000040272,0.10000,7.824
24,self_attn.o_proj,0.0000008312,0.10000,2.659
24,mlp.up_proj,0.0000352088,0.10000,5.582
24,mlp.gate_proj,0.0000374105,0.10000,5.611
24,mlp.down_proj,0.0000036593,0.10000,20.107
25,self_attn.q_proj,0.0000401664,0.10000,7.246
25,self_attn.v_proj,0.0000045236,0.10000,7.335
25,self_attn.k_proj,0.0000070576,0.10000,7.369
25,self_attn.o_proj,0.0000008642,0.10000,2.579
25,mlp.gate_proj,0.0000447818,0.10000,5.621
25,mlp.up_proj,0.0000424599,0.10000,5.648
25,mlp.down_proj,0.0000042406,0.10000,20.432
26,self_attn.v_proj,0.0000034460,0.10000,7.444
26,self_attn.k_proj,0.0000052029,0.10000,7.486
26,self_attn.q_proj,0.0000287755,0.10000,7.587
26,self_attn.o_proj,0.0000012136,0.10000,2.514
26,mlp.up_proj,0.0000484828,0.10000,5.444
26,mlp.gate_proj,0.0000509648,0.10000,5.473
26,mlp.down_proj,0.0000044866,0.10000,19.777
27,self_attn.k_proj,0.0000052048,0.10000,7.506
27,self_attn.q_proj,0.0000279974,0.10000,7.512
27,self_attn.v_proj,0.0000036007,0.10000,7.606
27,self_attn.o_proj,0.0000011557,0.10000,2.593
27,mlp.gate_proj,0.0000558311,0.10000,5.508
27,mlp.up_proj,0.0000533192,0.10000,5.549
27,mlp.down_proj,0.0000048159,0.10000,20.034
28,self_attn.v_proj,0.0000038522,0.10000,7.423
28,self_attn.k_proj,0.0000050725,0.10000,7.430
28,self_attn.q_proj,0.0000284028,0.10000,7.471
28,self_attn.o_proj,0.0000008212,0.10000,2.508
28,mlp.gate_proj,0.0000591885,0.10000,5.598
28,mlp.up_proj,0.0000567845,0.10000,5.609
28,mlp.down_proj,0.0000053186,0.10000,20.057
29,self_attn.k_proj,0.0000064067,0.10000,7.384
29,self_attn.v_proj,0.0000041839,0.10000,7.426
29,self_attn.q_proj,0.0000344852,0.10000,7.449
29,self_attn.o_proj,0.0000015276,0.10000,2.517
29,mlp.gate_proj,0.0000628065,0.10000,5.568
29,mlp.up_proj,0.0000601938,0.10000,5.595
29,mlp.down_proj,0.0000058865,0.10000,20.104
30,self_attn.k_proj,0.0000064688,0.10000,7.754
30,self_attn.q_proj,0.0000371887,0.10000,7.756
30,self_attn.v_proj,0.0000049764,0.10000,7.765
30,self_attn.o_proj,0.0000015450,0.10000,2.404
30,mlp.up_proj,0.0000653806,0.10000,5.545
30,mlp.gate_proj,0.0000690351,0.10000,5.581
30,mlp.down_proj,0.0000065568,0.10000,20.078
31,self_attn.k_proj,0.0000070759,0.10000,7.724
31,self_attn.q_proj,0.0000394085,0.10000,7.759
31,self_attn.v_proj,0.0000053754,0.10000,7.767
31,self_attn.o_proj,0.0000009338,0.10000,2.585
31,mlp.gate_proj,0.0000753035,0.10000,5.494
31,mlp.up_proj,0.0000711931,0.10000,5.530
31,mlp.down_proj,0.0000069818,0.10000,20.274
32,self_attn.v_proj,0.0000059810,0.10000,7.587
32,self_attn.q_proj,0.0000434644,0.10000,7.588
32,self_attn.k_proj,0.0000078275,0.10000,7.616
32,self_attn.o_proj,0.0000010483,0.10000,2.458
32,mlp.up_proj,0.0000749633,0.10000,5.628
32,mlp.gate_proj,0.0000790766,0.10000,5.630
32,mlp.down_proj,0.0000072754,0.10000,20.249
33,self_attn.v_proj,0.0000066209,0.10000,7.498
33,self_attn.q_proj,0.0000395162,0.10000,7.537
33,self_attn.k_proj,0.0000073552,0.10000,7.581
33,self_attn.o_proj,0.0000011010,0.10000,2.419
33,mlp.gate_proj,0.0000852695,0.10000,5.594
33,mlp.up_proj,0.0000796592,0.10000,5.625
33,mlp.down_proj,0.0000077406,0.10000,20.136
34,self_attn.q_proj,0.0000460895,0.10000,7.329
34,self_attn.k_proj,0.0000082995,0.10000,7.340
34,self_attn.v_proj,0.0000075391,0.10000,7.391
34,self_attn.o_proj,0.0000009329,0.10000,2.431
34,mlp.up_proj,0.0000834546,0.10000,5.472
34,mlp.gate_proj,0.0000895576,0.10000,5.492
34,mlp.down_proj,0.0000083580,0.10000,20.097
35,self_attn.v_proj,0.0000084153,0.10000,7.585
35,self_attn.k_proj,0.0000090009,0.10000,7.628
35,self_attn.q_proj,0.0000499938,0.10000,7.654
35,self_attn.o_proj,0.0000009079,0.10000,2.428
35,mlp.gate_proj,0.0000921758,0.10000,5.490
35,mlp.up_proj,0.0000864605,0.10000,5.519
35,mlp.down_proj,0.0000088132,0.10000,19.626
36,self_attn.q_proj,0.0000526127,0.10000,7.630
36,self_attn.k_proj,0.0000094206,0.10000,7.694
36,self_attn.v_proj,0.0000089374,0.10000,7.705
36,self_attn.o_proj,0.0000009794,0.10000,2.413
36,mlp.up_proj,0.0000885454,0.10000,5.427
36,mlp.gate_proj,0.0000936940,0.10000,5.475
36,mlp.down_proj,0.0000086765,0.10000,19.848
37,self_attn.q_proj,0.0000496085,0.10000,7.540
37,self_attn.v_proj,0.0000081068,0.10000,7.547
37,self_attn.k_proj,0.0000091389,0.10000,7.619
37,self_attn.o_proj,0.0000010597,0.10000,2.560
37,mlp.gate_proj,0.0000958392,0.10000,5.445
37,mlp.up_proj,0.0000912658,0.10000,5.472
37,mlp.down_proj,0.0000090947,0.10000,20.611
38,self_attn.k_proj,0.0000090218,0.10000,7.505
38,self_attn.v_proj,0.0000073823,0.10000,7.552
38,self_attn.q_proj,0.0000477760,0.10000,7.604
38,self_attn.o_proj,0.0000014388,0.10000,2.607
38,mlp.up_proj,0.0000948766,0.10000,5.630
38,mlp.gate_proj,0.0000995957,0.10000,5.687
38,mlp.down_proj,0.0000096539,0.10000,20.665
39,self_attn.k_proj,0.0000087143,0.10000,7.783
39,self_attn.q_proj,0.0000458466,0.10000,7.800
39,self_attn.v_proj,0.0000074993,0.10000,7.811
39,self_attn.o_proj,0.0000014284,0.10000,2.624
39,mlp.up_proj,0.0000977051,0.10000,5.718
39,mlp.gate_proj,0.0001019799,0.10000,5.770
39,mlp.down_proj,0.0000102326,0.10000,19.818
40,self_attn.v_proj,0.0000059555,0.10000,7.881
40,self_attn.k_proj,0.0000087123,0.10000,7.925
40,self_attn.q_proj,0.0000450318,0.10000,7.934
40,self_attn.o_proj,0.0000020943,0.10000,2.582
40,mlp.gate_proj,0.0001046877,0.10000,5.491
40,mlp.up_proj,0.0001010661,0.10000,5.521
40,mlp.down_proj,0.0000111093,0.10000,20.130
41,self_attn.k_proj,0.0000077564,0.10000,7.585
41,self_attn.q_proj,0.0000395478,0.10000,7.645
41,self_attn.v_proj,0.0000056907,0.10000,7.680
41,self_attn.o_proj,0.0000024193,0.10000,2.419
41,mlp.gate_proj,0.0001104609,0.10000,5.402
41,mlp.up_proj,0.0001064536,0.10000,5.456
41,mlp.down_proj,0.0000118984,0.10000,19.579
42,self_attn.v_proj,0.0000074538,0.10000,7.492
42,self_attn.k_proj,0.0000095771,0.10000,7.502
42,self_attn.q_proj,0.0000524778,0.10000,7.525
42,self_attn.o_proj,0.0000018908,0.10000,2.619
42,mlp.gate_proj,0.0001145551,0.10000,5.567
42,mlp.up_proj,0.0001113127,0.10000,5.566
42,mlp.down_proj,0.0000132569,0.10000,20.476
43,self_attn.q_proj,0.0000501651,0.10000,7.568
43,self_attn.v_proj,0.0000065721,0.10000,7.606
43,self_attn.k_proj,0.0000095035,0.10000,7.619
43,self_attn.o_proj,0.0000026974,0.10000,2.587
43,mlp.up_proj,0.0001156213,0.10000,5.585
43,mlp.gate_proj,0.0001179126,0.10000,5.625
43,mlp.down_proj,0.0000145511,0.10000,19.655
44,self_attn.q_proj,0.0000500651,0.10000,7.585
44,self_attn.v_proj,0.0000060644,0.10000,7.658
44,self_attn.k_proj,0.0000090329,0.10000,7.677
44,self_attn.o_proj,0.0000037612,0.10000,2.363
44,mlp.up_proj,0.0001199390,0.10000,5.507
44,mlp.gate_proj,0.0001201581,0.10000,5.558
44,mlp.down_proj,0.0000174651,0.10000,20.205
45,self_attn.v_proj,0.0000055269,0.10000,7.593
45,self_attn.k_proj,0.0000095479,0.10000,7.669
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