Qwen3-14B-GPTQ-Int8 / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.0000000000,0.05000,1.608
0,self_attn.v_proj,0.0000000000,0.05000,1.271
0,self_attn.q_proj,0.0000000001,0.05000,1.268
0,self_attn.o_proj,0.0000000003,0.05000,1.243
0,mlp.gate_proj,0.0000000149,0.05000,1.288
0,mlp.up_proj,0.0000000041,0.05000,1.275
0,mlp.down_proj,0.0000000021,0.05000,5.248
1,self_attn.k_proj,0.0000000000,0.05000,1.212
1,self_attn.v_proj,0.0000000000,0.05000,1.233
1,self_attn.q_proj,0.0000000002,0.05000,1.236
1,self_attn.o_proj,0.0000000002,0.05000,1.271
1,mlp.gate_proj,0.0000002356,0.05000,1.311
1,mlp.up_proj,0.0000000629,0.05000,1.349
1,mlp.down_proj,0.0000000041,0.05000,5.250
2,self_attn.k_proj,0.0000000001,0.05000,1.243
2,self_attn.v_proj,0.0000000001,0.05000,1.248
2,self_attn.q_proj,0.0000000004,0.05000,1.293
2,self_attn.o_proj,0.0000000005,0.05000,1.230
2,mlp.gate_proj,0.0000003456,0.05000,1.310
2,mlp.up_proj,0.0000001293,0.05000,1.350
2,mlp.down_proj,0.0000000034,0.05000,5.178
3,self_attn.k_proj,0.0000000002,0.05000,1.385
3,self_attn.v_proj,0.0000000002,0.05000,1.366
3,self_attn.q_proj,0.0000000007,0.05000,1.383
3,self_attn.o_proj,0.0000000006,0.05000,1.285
3,mlp.gate_proj,0.0000004641,0.05000,1.489
3,mlp.up_proj,0.0000001930,0.05000,1.492
3,mlp.down_proj,0.0000000064,0.05000,5.132
4,self_attn.k_proj,0.0000000003,0.05000,1.237
4,self_attn.v_proj,0.0000000003,0.05000,1.247
4,self_attn.q_proj,0.0000000012,0.05000,1.250
4,self_attn.o_proj,0.0000000008,0.05000,1.287
4,mlp.gate_proj,0.0000006685,0.05000,1.799
4,mlp.up_proj,0.0000003718,0.05000,1.796
4,mlp.down_proj,0.0000000080,0.05000,5.095
5,self_attn.k_proj,0.0000000003,0.05000,1.245
5,self_attn.v_proj,0.0000000004,0.05000,1.220
5,self_attn.q_proj,0.0000000014,0.05000,1.239
5,self_attn.o_proj,0.0000000010,0.05000,1.237
5,mlp.gate_proj,0.0000007204,0.05000,2.094
5,mlp.up_proj,0.0000002762,0.05000,2.086
5,mlp.down_proj,0.0000000159,0.05000,5.226
6,self_attn.k_proj,0.0000000005,0.05000,1.272
6,self_attn.v_proj,0.0000000006,0.05000,1.216
6,self_attn.q_proj,0.0000000023,0.05000,1.229
6,self_attn.o_proj,0.0000000014,0.05000,1.272
6,mlp.gate_proj,0.0000010165,0.05000,2.343
6,mlp.up_proj,0.0000005455,0.05000,2.312
6,mlp.down_proj,0.0000030633,0.05000,5.788
7,self_attn.k_proj,0.0000000022,0.05000,1.278
7,self_attn.v_proj,0.0000000024,0.05000,1.246
7,self_attn.q_proj,0.0000000095,0.05000,1.363
7,self_attn.o_proj,0.0000000033,0.05000,1.337
7,mlp.gate_proj,0.0000009015,0.05000,2.519
7,mlp.up_proj,0.0000004249,0.05000,2.498
7,mlp.down_proj,0.0000000286,0.05000,5.549
8,self_attn.k_proj,0.0000000025,0.05000,1.270
8,self_attn.v_proj,0.0000000029,0.05000,1.227
8,self_attn.q_proj,0.0000000109,0.05000,1.263
8,self_attn.o_proj,0.0000000039,0.05000,1.279
8,mlp.gate_proj,0.0000002529,0.05000,2.641
8,mlp.up_proj,0.0000001376,0.05000,2.604
8,mlp.down_proj,0.0000000270,0.05000,5.703
9,self_attn.k_proj,0.0000000020,0.05000,1.250
9,self_attn.v_proj,0.0000000021,0.05000,1.201
9,self_attn.q_proj,0.0000000083,0.05000,1.245
9,self_attn.o_proj,0.0000000031,0.05000,1.271
9,mlp.gate_proj,0.0000001374,0.05000,2.712
9,mlp.up_proj,0.0000001229,0.05000,2.666
9,mlp.down_proj,0.0000000360,0.05000,5.699
10,self_attn.k_proj,0.0000000032,0.05000,1.237
10,self_attn.v_proj,0.0000000037,0.05000,1.202
10,self_attn.q_proj,0.0000000146,0.05000,1.222
10,self_attn.o_proj,0.0000000055,0.05000,1.265
10,mlp.gate_proj,0.0000001438,0.05000,2.729
10,mlp.up_proj,0.0000001321,0.05000,2.691
10,mlp.down_proj,0.0000000309,0.05000,5.662
11,self_attn.k_proj,0.0000000047,0.05000,1.236
11,self_attn.v_proj,0.0000000054,0.05000,1.206
11,self_attn.q_proj,0.0000000213,0.05000,1.242
11,self_attn.o_proj,0.0000000080,0.05000,1.279
11,mlp.gate_proj,0.0000001702,0.05000,2.725
11,mlp.up_proj,0.0000001570,0.05000,2.679
11,mlp.down_proj,0.0000000382,0.05000,5.663
12,self_attn.k_proj,0.0000000038,0.05000,1.270
12,self_attn.v_proj,0.0000000043,0.05000,1.221
12,self_attn.q_proj,0.0000000168,0.05000,1.246
12,self_attn.o_proj,0.0000000083,0.05000,1.287
12,mlp.gate_proj,0.0000001990,0.05000,2.718
12,mlp.up_proj,0.0000001818,0.05000,2.679
12,mlp.down_proj,0.0000000475,0.05000,5.667
13,self_attn.k_proj,0.0000000083,0.05000,1.218
13,self_attn.v_proj,0.0000000095,0.05000,1.204
13,self_attn.q_proj,0.0000000373,0.05000,1.239
13,self_attn.o_proj,0.0000000132,0.05000,1.437
13,mlp.gate_proj,0.0000002398,0.05000,2.726
13,mlp.up_proj,0.0000002055,0.05000,2.682
13,mlp.down_proj,0.0000000539,0.05000,5.732
14,self_attn.k_proj,0.0000000060,0.05000,1.249
14,self_attn.v_proj,0.0000000070,0.05000,1.207
14,self_attn.q_proj,0.0000000262,0.05000,1.231
14,self_attn.o_proj,0.0000000124,0.05000,1.283
14,mlp.gate_proj,0.0000002277,0.05000,2.766
14,mlp.up_proj,0.0000002028,0.05000,2.716
14,mlp.down_proj,0.0000000555,0.05000,5.775
15,self_attn.k_proj,0.0000000054,0.05000,1.234
15,self_attn.v_proj,0.0000000057,0.05000,1.239
15,self_attn.q_proj,0.0000000232,0.05000,1.236
15,self_attn.o_proj,0.0000000120,0.05000,1.333
15,mlp.gate_proj,0.0000002143,0.05000,2.781
15,mlp.up_proj,0.0000002041,0.05000,2.748
15,mlp.down_proj,0.0000000569,0.05000,5.749
16,self_attn.k_proj,0.0000000069,0.05000,1.247
16,self_attn.v_proj,0.0000000078,0.05000,1.218
16,self_attn.q_proj,0.0000000293,0.05000,1.238
16,self_attn.o_proj,0.0000000160,0.05000,1.282
16,mlp.gate_proj,0.0000001931,0.05000,2.763
16,mlp.up_proj,0.0000001971,0.05000,2.714
16,mlp.down_proj,0.0000000595,0.05000,5.776
17,self_attn.k_proj,0.0000000070,0.05000,1.259
17,self_attn.v_proj,0.0000000076,0.05000,1.244
17,self_attn.q_proj,0.0000000310,0.05000,1.272
17,self_attn.o_proj,0.0000000174,0.05000,1.294
17,mlp.gate_proj,0.0000002041,0.05000,2.790
17,mlp.up_proj,0.0000002107,0.05000,2.739
17,mlp.down_proj,0.0000000591,0.05000,5.725
18,self_attn.k_proj,0.0000000099,0.05000,1.236
18,self_attn.v_proj,0.0000000110,0.05000,1.231
18,self_attn.q_proj,0.0000000449,0.05000,1.244
18,self_attn.o_proj,0.0000000171,0.05000,1.300
18,mlp.gate_proj,0.0000002128,0.05000,2.755
18,mlp.up_proj,0.0000002273,0.05000,2.717
18,mlp.down_proj,0.0000000713,0.05000,5.824
19,self_attn.k_proj,0.0000000133,0.05000,1.419
19,self_attn.v_proj,0.0000000144,0.05000,1.370
19,self_attn.q_proj,0.0000000573,0.05000,1.400
19,self_attn.o_proj,0.0000000215,0.05000,3.100
19,mlp.gate_proj,0.0000002382,0.05000,2.840
19,mlp.up_proj,0.0000002524,0.05000,2.880
19,mlp.down_proj,0.0000001835,0.05000,11.147
20,self_attn.k_proj,0.0000000244,0.05000,2.686
20,self_attn.v_proj,0.0000000304,0.05000,2.694
20,self_attn.q_proj,0.0000001156,0.05000,2.743
20,self_attn.o_proj,0.0000000301,0.05000,2.666
20,mlp.gate_proj,0.0000002484,0.05000,3.245
20,mlp.up_proj,0.0000002656,0.05000,3.233
20,mlp.down_proj,0.0000001017,0.05000,12.341
21,self_attn.k_proj,0.0000000251,0.05000,2.986
21,self_attn.v_proj,0.0000000264,0.05000,2.962
21,self_attn.q_proj,0.0000001019,0.05000,3.059
21,self_attn.o_proj,0.0000000396,0.05000,2.976
21,mlp.gate_proj,0.0000002622,0.05000,3.496
21,mlp.up_proj,0.0000002757,0.05000,3.500
21,mlp.down_proj,0.0000001119,0.05000,11.943
22,self_attn.k_proj,0.0000000238,0.05000,2.946
22,self_attn.v_proj,0.0000000296,0.05000,2.853
22,self_attn.q_proj,0.0000001088,0.05000,2.927
22,self_attn.o_proj,0.0000000381,0.05000,2.933
22,mlp.gate_proj,0.0000002831,0.05000,3.603
22,mlp.up_proj,0.0000003007,0.05000,3.516
22,mlp.down_proj,0.0000001143,0.05000,12.494
23,self_attn.k_proj,0.0000000342,0.05000,2.872
23,self_attn.v_proj,0.0000000455,0.05000,2.833
23,self_attn.q_proj,0.0000001655,0.05000,2.872
23,self_attn.o_proj,0.0000000303,0.05000,3.006
23,mlp.gate_proj,0.0000002891,0.05000,3.699
23,mlp.up_proj,0.0000003093,0.05000,3.486
23,mlp.down_proj,0.0000001386,0.05000,12.495
24,self_attn.k_proj,0.0000000418,0.05000,2.969
24,self_attn.v_proj,0.0000000572,0.05000,3.049
24,self_attn.q_proj,0.0000002142,0.05000,3.041
24,self_attn.o_proj,0.0000000520,0.05000,3.151
24,mlp.gate_proj,0.0000003189,0.05000,3.735
24,mlp.up_proj,0.0000003336,0.05000,3.711
24,mlp.down_proj,0.0000001439,0.05000,12.620
25,self_attn.k_proj,0.0000000434,0.05000,1.259
25,self_attn.v_proj,0.0000000548,0.05000,1.228
25,self_attn.q_proj,0.0000002045,0.05000,1.253
25,self_attn.o_proj,0.0000000486,0.05000,1.285
25,mlp.gate_proj,0.0000003654,0.05000,3.381
25,mlp.up_proj,0.0000003748,0.05000,3.274
25,mlp.down_proj,0.0000001957,0.05000,6.119
26,self_attn.k_proj,0.0000000447,0.05000,1.252
26,self_attn.v_proj,0.0000000600,0.05000,1.214
26,self_attn.q_proj,0.0000002259,0.05000,1.230
26,self_attn.o_proj,0.0000000501,0.05000,1.267
26,mlp.gate_proj,0.0000004381,0.05000,2.894
26,mlp.up_proj,0.0000004364,0.05000,2.844
26,mlp.down_proj,0.0000003177,0.05000,5.673
27,self_attn.k_proj,0.0000000808,0.05000,1.259
27,self_attn.v_proj,0.0000001062,0.05000,1.214
27,self_attn.q_proj,0.0000003821,0.05000,1.235
27,self_attn.o_proj,0.0000000942,0.05000,1.285
27,mlp.gate_proj,0.0000005449,0.05000,2.707
27,mlp.up_proj,0.0000005444,0.05000,2.679
27,mlp.down_proj,0.0000004879,0.05000,5.670
28,self_attn.k_proj,0.0000001069,0.05000,1.244
28,self_attn.v_proj,0.0000001591,0.05000,1.218
28,self_attn.q_proj,0.0000005816,0.05000,1.240
28,self_attn.o_proj,0.0000001124,0.05000,1.282
28,mlp.gate_proj,0.0000006669,0.05000,2.688
28,mlp.up_proj,0.0000006805,0.05000,2.661
28,mlp.down_proj,0.0000006141,0.05000,5.578
29,self_attn.k_proj,0.0000001652,0.05000,1.224
29,self_attn.v_proj,0.0000002137,0.05000,1.218
29,self_attn.q_proj,0.0000007917,0.05000,1.223
29,self_attn.o_proj,0.0000000944,0.05000,1.286
29,mlp.gate_proj,0.0000007430,0.05000,2.691
29,mlp.up_proj,0.0000007675,0.05000,2.657
29,mlp.down_proj,0.0000009056,0.05000,5.653
30,self_attn.k_proj,0.0000002540,0.05000,1.300
30,self_attn.v_proj,0.0000003661,0.05000,1.221
30,self_attn.q_proj,0.0000012225,0.05000,1.254
30,self_attn.o_proj,0.0000002047,0.05000,1.293
30,mlp.gate_proj,0.0000009594,0.05000,2.721
30,mlp.up_proj,0.0000009889,0.05000,2.666
30,mlp.down_proj,0.0000011860,0.05000,5.710
31,self_attn.k_proj,0.0000002662,0.05000,1.266
31,self_attn.v_proj,0.0000003309,0.05000,1.229
31,self_attn.q_proj,0.0000012580,0.05000,1.253
31,self_attn.o_proj,0.0000001825,0.05000,1.279
31,mlp.gate_proj,0.0000010435,0.05000,2.735
31,mlp.up_proj,0.0000010983,0.05000,2.693
31,mlp.down_proj,0.0000014923,0.05000,5.708
32,self_attn.k_proj,0.0000004588,0.05000,1.257
32,self_attn.v_proj,0.0000006749,0.05000,1.223
32,self_attn.q_proj,0.0000022000,0.05000,1.256
32,self_attn.o_proj,0.0000001838,0.05000,1.291
32,mlp.gate_proj,0.0000011835,0.05000,2.746
32,mlp.up_proj,0.0000012659,0.05000,2.906
32,mlp.down_proj,0.0000019001,0.05000,5.747
33,self_attn.k_proj,0.0000005869,0.05000,1.227
33,self_attn.v_proj,0.0000008845,0.05000,1.226
33,self_attn.q_proj,0.0000029721,0.05000,1.245
33,self_attn.o_proj,0.0000002444,0.05000,1.273
33,mlp.gate_proj,0.0000012551,0.05000,2.778
33,mlp.up_proj,0.0000013810,0.05000,2.740
33,mlp.down_proj,0.0000024191,0.05000,5.714
34,self_attn.k_proj,0.0000009436,0.05000,1.226
34,self_attn.v_proj,0.0000014251,0.05000,1.244
34,self_attn.q_proj,0.0000047080,0.05000,1.284
34,self_attn.o_proj,0.0000002777,0.05000,1.266
34,mlp.gate_proj,0.0000014021,0.05000,2.765
34,mlp.up_proj,0.0000015736,0.05000,2.723
34,mlp.down_proj,0.0000030276,0.05000,5.794
35,self_attn.k_proj,0.0000012035,0.05000,1.236
35,self_attn.v_proj,0.0000019715,0.05000,1.209
35,self_attn.q_proj,0.0000061430,0.05000,1.227
35,self_attn.o_proj,0.0000002815,0.05000,1.280
35,mlp.gate_proj,0.0000015192,0.05000,2.764
35,mlp.up_proj,0.0000017237,0.05000,2.725
35,mlp.down_proj,0.0000044798,0.05000,6.006
36,self_attn.k_proj,0.0000012551,0.05000,1.238
36,self_attn.v_proj,0.0000019508,0.05000,1.226
36,self_attn.q_proj,0.0000057919,0.05000,1.238
36,self_attn.o_proj,0.0000007864,0.05000,1.282
36,mlp.gate_proj,0.0000016147,0.05000,2.746
36,mlp.up_proj,0.0000018898,0.05000,2.715
36,mlp.down_proj,0.0000064629,0.05000,5.655
37,self_attn.k_proj,0.0000016820,0.05000,1.387
37,self_attn.v_proj,0.0000029921,0.05000,1.228
37,self_attn.q_proj,0.0000083882,0.05000,1.269
37,self_attn.o_proj,0.0000008105,0.05000,1.375
37,mlp.gate_proj,0.0000017379,0.05000,2.764
37,mlp.up_proj,0.0000020626,0.05000,2.722
37,mlp.down_proj,0.0000090136,0.05000,5.689
38,self_attn.k_proj,0.0000017496,0.05000,1.223
38,self_attn.v_proj,0.0000032497,0.05000,1.208
38,self_attn.q_proj,0.0000083224,0.05000,1.225
38,self_attn.o_proj,0.0000017614,0.05000,1.280
38,mlp.gate_proj,0.0000022542,0.05000,2.758
38,mlp.up_proj,0.0000025480,0.05000,2.713
38,mlp.down_proj,0.0000141993,0.05000,5.750
39,self_attn.k_proj,0.0000008697,0.05000,1.233
39,self_attn.v_proj,0.0000013233,0.05000,1.214
39,self_attn.q_proj,0.0000040708,0.05000,1.232
39,self_attn.o_proj,0.0000014657,0.05000,1.255
39,mlp.gate_proj,0.0000032426,0.05000,2.746
39,mlp.up_proj,0.0000035667,0.05000,2.682
39,mlp.down_proj,0.0000380214,0.05000,5.708