KAT-Dev-GPTQ-Int4 / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.0000000162,0.05000,3.234
0,self_attn.v_proj,0.0000000127,0.05000,1.044
0,self_attn.q_proj,0.0000000816,0.05000,1.081
0,self_attn.o_proj,0.0000004007,0.05000,1.772
0,mlp.gate_proj,0.0000024797,0.05000,1.139
0,mlp.up_proj,0.0000021738,0.05000,1.122
0,mlp.down_proj,0.0000023848,0.05000,8.001
1,self_attn.k_proj,0.0000000269,0.05000,1.034
1,self_attn.v_proj,0.0000000269,0.05000,1.033
1,self_attn.q_proj,0.0000001541,0.05000,1.057
1,self_attn.o_proj,0.0000002456,0.05000,2.065
1,mlp.gate_proj,0.0001649253,0.05000,1.130
1,mlp.up_proj,0.0000509813,0.05000,1.139
1,mlp.down_proj,0.0000078315,0.05000,8.037
2,self_attn.k_proj,0.0000000458,0.05000,1.044
2,self_attn.v_proj,0.0000000446,0.05000,1.042
2,self_attn.q_proj,0.0000002448,0.05000,1.073
2,self_attn.o_proj,0.0000004594,0.05000,1.767
2,mlp.gate_proj,0.0002349929,0.05000,1.133
2,mlp.up_proj,0.0000981800,0.05000,1.123
2,mlp.down_proj,0.0000073423,0.05000,8.280
3,self_attn.k_proj,0.0000000833,0.05000,1.046
3,self_attn.v_proj,0.0000000865,0.05000,1.036
3,self_attn.q_proj,0.0000004506,0.05000,1.061
3,self_attn.o_proj,0.0000004512,0.05000,1.760
3,mlp.gate_proj,0.0003456217,0.05000,1.165
3,mlp.up_proj,0.0001514415,0.05000,1.139
3,mlp.down_proj,0.0000142816,0.05000,8.122
4,self_attn.k_proj,0.0000001313,0.05000,1.087
4,self_attn.v_proj,0.0000001358,0.05000,1.077
4,self_attn.q_proj,0.0000007362,0.05000,1.086
4,self_attn.o_proj,0.0000006806,0.05000,1.787
4,mlp.gate_proj,0.0004579198,0.05000,1.393
4,mlp.up_proj,0.0002564290,0.05000,1.235
4,mlp.down_proj,0.0000159178,0.05000,8.022
5,self_attn.k_proj,0.0000001601,0.05000,1.057
5,self_attn.v_proj,0.0000001558,0.05000,1.053
5,self_attn.q_proj,0.0000008758,0.05000,1.111
5,self_attn.o_proj,0.0000006760,0.05000,1.793
5,mlp.gate_proj,0.0005507642,0.05000,1.163
5,mlp.up_proj,0.0002391874,0.05000,1.142
5,mlp.down_proj,0.0000223429,0.05000,7.979
6,self_attn.k_proj,0.0000001918,0.05000,1.062
6,self_attn.v_proj,0.0000002022,0.05000,1.049
6,self_attn.q_proj,0.0000011141,0.05000,1.076
6,self_attn.o_proj,0.0000007390,0.05000,1.766
6,mlp.gate_proj,0.0009107982,0.05000,1.126
6,mlp.up_proj,0.0005256533,0.05000,1.121
6,mlp.down_proj,0.0043096024,0.05000,7.967
7,self_attn.k_proj,0.0000011770,0.05000,1.037
7,self_attn.v_proj,0.0000012232,0.05000,1.034
7,self_attn.q_proj,0.0000069287,0.05000,1.058
7,self_attn.o_proj,0.0000025039,0.05000,1.751
7,mlp.gate_proj,0.0009953627,0.05000,1.117
7,mlp.up_proj,0.0005493904,0.05000,1.125
7,mlp.down_proj,0.0000297612,0.05000,7.977
8,self_attn.k_proj,0.0000010946,0.05000,1.069
8,self_attn.v_proj,0.0000011919,0.05000,1.056
8,self_attn.q_proj,0.0000061875,0.05000,1.069
8,self_attn.o_proj,0.0000025796,0.05000,1.768
8,mlp.gate_proj,0.0002623779,0.05000,1.124
8,mlp.up_proj,0.0001344016,0.05000,1.116
8,mlp.down_proj,0.0000189611,0.05000,7.998
9,self_attn.k_proj,0.0000006171,0.05000,1.059
9,self_attn.v_proj,0.0000006324,0.05000,1.072
9,self_attn.q_proj,0.0000033820,0.05000,1.084
9,self_attn.o_proj,0.0000015995,0.05000,1.779
9,mlp.gate_proj,0.0001099972,0.05000,1.142
9,mlp.up_proj,0.0001023062,0.05000,1.150
9,mlp.down_proj,0.0000218911,0.05000,7.992
10,self_attn.k_proj,0.0000009853,0.05000,1.044
10,self_attn.v_proj,0.0000011111,0.05000,1.036
10,self_attn.q_proj,0.0000058205,0.05000,1.061
10,self_attn.o_proj,0.0000031338,0.05000,1.750
10,mlp.gate_proj,0.0001112629,0.05000,1.220
10,mlp.up_proj,0.0001056672,0.05000,1.115
10,mlp.down_proj,0.0000184607,0.05000,8.407
11,self_attn.k_proj,0.0000013373,0.05000,1.040
11,self_attn.v_proj,0.0000014252,0.05000,1.057
11,self_attn.q_proj,0.0000076782,0.05000,1.102
11,self_attn.o_proj,0.0000045550,0.05000,1.756
11,mlp.gate_proj,0.0001260963,0.05000,1.126
11,mlp.up_proj,0.0001195048,0.05000,1.119
11,mlp.down_proj,0.0000218171,0.05000,8.003
12,self_attn.k_proj,0.0000009299,0.05000,1.044
12,self_attn.v_proj,0.0000010058,0.05000,1.041
12,self_attn.q_proj,0.0000054316,0.05000,1.077
12,self_attn.o_proj,0.0000024059,0.05000,1.766
12,mlp.gate_proj,0.0001412866,0.05000,1.116
12,mlp.up_proj,0.0001323689,0.05000,1.117
12,mlp.down_proj,0.0000244210,0.05000,7.955
13,self_attn.k_proj,0.0000017760,0.05000,1.062
13,self_attn.v_proj,0.0000018995,0.05000,1.051
13,self_attn.q_proj,0.0000102478,0.05000,1.079
13,self_attn.o_proj,0.0000036599,0.05000,1.810
13,mlp.gate_proj,0.0001465452,0.05000,1.188
13,mlp.up_proj,0.0001332961,0.05000,1.174
13,mlp.down_proj,0.0000243287,0.05000,8.004
14,self_attn.k_proj,0.0000009200,0.05000,1.052
14,self_attn.v_proj,0.0000009821,0.05000,1.049
14,self_attn.q_proj,0.0000048295,0.05000,1.076
14,self_attn.o_proj,0.0000034132,0.05000,1.790
14,mlp.gate_proj,0.0001352126,0.05000,1.166
14,mlp.up_proj,0.0001249658,0.05000,1.125
14,mlp.down_proj,0.0000223208,0.05000,8.035
15,self_attn.k_proj,0.0000008635,0.05000,1.041
15,self_attn.v_proj,0.0000009282,0.05000,1.048
15,self_attn.q_proj,0.0000051504,0.05000,1.069
15,self_attn.o_proj,0.0000034768,0.05000,1.808
15,mlp.gate_proj,0.0001202492,0.05000,1.134
15,mlp.up_proj,0.0001143246,0.05000,1.126
15,mlp.down_proj,0.0000198175,0.05000,7.997
16,self_attn.k_proj,0.0000008311,0.05000,1.044
16,self_attn.v_proj,0.0000009154,0.05000,1.044
16,self_attn.q_proj,0.0000048815,0.05000,1.071
16,self_attn.o_proj,0.0000034149,0.05000,1.769
16,mlp.gate_proj,0.0001051558,0.05000,1.122
16,mlp.up_proj,0.0001000832,0.05000,1.120
16,mlp.down_proj,0.0000178747,0.05000,7.986
17,self_attn.k_proj,0.0000008668,0.05000,1.065
17,self_attn.v_proj,0.0000008656,0.05000,1.034
17,self_attn.q_proj,0.0000049575,0.05000,1.060
17,self_attn.o_proj,0.0000033593,0.05000,1.801
17,mlp.gate_proj,0.0001086903,0.05000,1.307
17,mlp.up_proj,0.0001033014,0.05000,1.149
17,mlp.down_proj,0.0000185236,0.05000,8.088
18,self_attn.k_proj,0.0000011330,0.05000,1.038
18,self_attn.v_proj,0.0000011757,0.05000,1.035
18,self_attn.q_proj,0.0000066043,0.05000,1.060
18,self_attn.o_proj,0.0000032982,0.05000,1.778
18,mlp.gate_proj,0.0001154338,0.05000,1.132
18,mlp.up_proj,0.0001092103,0.05000,1.119
18,mlp.down_proj,0.0000206254,0.05000,8.189
19,self_attn.k_proj,0.0000012775,0.05000,1.064
19,self_attn.v_proj,0.0000013057,0.05000,1.055
19,self_attn.q_proj,0.0000077177,0.05000,1.096
19,self_attn.o_proj,0.0000044452,0.05000,1.800
19,mlp.gate_proj,0.0001260705,0.05000,1.486
19,mlp.up_proj,0.0001200554,0.05000,1.139
19,mlp.down_proj,0.0000240489,0.05000,8.030
20,self_attn.k_proj,0.0000021487,0.05000,1.063
20,self_attn.v_proj,0.0000023166,0.05000,1.042
20,self_attn.q_proj,0.0000125007,0.05000,1.071
20,self_attn.o_proj,0.0000046935,0.05000,1.767
20,mlp.gate_proj,0.0001376763,0.05000,1.140
20,mlp.up_proj,0.0001314726,0.05000,1.122
20,mlp.down_proj,0.0000271172,0.05000,7.966
21,self_attn.k_proj,0.0000024297,0.05000,1.054
21,self_attn.v_proj,0.0000025375,0.05000,1.049
21,self_attn.q_proj,0.0000141194,0.05000,1.082
21,self_attn.o_proj,0.0000085868,0.05000,1.793
21,mlp.gate_proj,0.0001451987,0.05000,1.146
21,mlp.up_proj,0.0001385588,0.05000,1.146
21,mlp.down_proj,0.0000308469,0.05000,8.023
22,self_attn.k_proj,0.0000021045,0.05000,1.048
22,self_attn.v_proj,0.0000022902,0.05000,1.063
22,self_attn.q_proj,0.0000127400,0.05000,1.062
22,self_attn.o_proj,0.0000103736,0.05000,1.779
22,mlp.gate_proj,0.0001592715,0.05000,1.118
22,mlp.up_proj,0.0001518224,0.05000,1.117
22,mlp.down_proj,0.0000371563,0.05000,7.971
23,self_attn.k_proj,0.0000029360,0.05000,1.048
23,self_attn.v_proj,0.0000033406,0.05000,1.038
23,self_attn.q_proj,0.0000168955,0.05000,1.065
23,self_attn.o_proj,0.0000069991,0.05000,1.822
23,mlp.gate_proj,0.0001751471,0.05000,1.119
23,mlp.up_proj,0.0001665793,0.05000,1.115
23,mlp.down_proj,0.0000446570,0.05000,7.956
24,self_attn.k_proj,0.0000052270,0.05000,1.056
24,self_attn.v_proj,0.0000058457,0.05000,1.063
24,self_attn.q_proj,0.0000323477,0.05000,1.082
24,self_attn.o_proj,0.0000152148,0.05000,1.768
24,mlp.gate_proj,0.0001969212,0.05000,1.136
24,mlp.up_proj,0.0001863398,0.05000,1.122
24,mlp.down_proj,0.0000521306,0.05000,8.003
25,self_attn.k_proj,0.0000045368,0.05000,1.051
25,self_attn.v_proj,0.0000049879,0.05000,1.045
25,self_attn.q_proj,0.0000270423,0.05000,1.071
25,self_attn.o_proj,0.0000139668,0.05000,1.761
25,mlp.gate_proj,0.0002213674,0.05000,1.138
25,mlp.up_proj,0.0002081905,0.05000,1.123
25,mlp.down_proj,0.0000665647,0.05000,8.044
26,self_attn.k_proj,0.0000041029,0.05000,1.053
26,self_attn.v_proj,0.0000047737,0.05000,1.059
26,self_attn.q_proj,0.0000243842,0.05000,1.070
26,self_attn.o_proj,0.0000125715,0.05000,1.760
26,mlp.gate_proj,0.0002470852,0.05000,1.130
26,mlp.up_proj,0.0002283383,0.05000,1.125
26,mlp.down_proj,0.0000837923,0.05000,8.451
27,self_attn.k_proj,0.0000060690,0.05000,1.064
27,self_attn.v_proj,0.0000072178,0.05000,1.058
27,self_attn.q_proj,0.0000348095,0.05000,1.088
27,self_attn.o_proj,0.0000136795,0.05000,1.776
27,mlp.gate_proj,0.0002878364,0.05000,1.129
27,mlp.up_proj,0.0002608704,0.05000,1.129
27,mlp.down_proj,0.0001052239,0.05000,8.030
28,self_attn.k_proj,0.0000077865,0.05000,1.051
28,self_attn.v_proj,0.0000093256,0.05000,1.052
28,self_attn.q_proj,0.0000463542,0.05000,1.075
28,self_attn.o_proj,0.0000149359,0.05000,1.786
28,mlp.gate_proj,0.0003251187,0.05000,1.134
28,mlp.up_proj,0.0002960902,0.05000,1.120
28,mlp.down_proj,0.0001167624,0.05000,7.985
29,self_attn.k_proj,0.0000116028,0.05000,1.046
29,self_attn.v_proj,0.0000124041,0.05000,1.043
29,self_attn.q_proj,0.0000637293,0.05000,1.073
29,self_attn.o_proj,0.0000136918,0.05000,1.772
29,mlp.gate_proj,0.0003617665,0.05000,1.127
29,mlp.up_proj,0.0003126921,0.05000,1.123
29,mlp.down_proj,0.0001199714,0.05000,7.968
30,self_attn.k_proj,0.0000238225,0.05000,1.046
30,self_attn.v_proj,0.0000317723,0.05000,1.045
30,self_attn.q_proj,0.0001267295,0.05000,1.081
30,self_attn.o_proj,0.0000166787,0.05000,1.776
30,mlp.gate_proj,0.0006058461,0.05000,1.123
30,mlp.up_proj,0.0003959458,0.05000,1.121
30,mlp.down_proj,0.0001081030,0.05000,8.004
31,self_attn.k_proj,0.0000196001,0.05000,1.059
31,self_attn.v_proj,0.0000222575,0.05000,1.054
31,self_attn.q_proj,0.0001011776,0.05000,1.075
31,self_attn.o_proj,0.0000166730,0.05000,1.782
31,mlp.gate_proj,0.0010467220,0.05000,1.145
31,mlp.up_proj,0.0007263806,0.05000,1.148
31,mlp.down_proj,0.0001074331,0.05000,8.376
32,self_attn.k_proj,0.0000057730,0.05000,1.069
32,self_attn.v_proj,0.0000073269,0.05000,1.055
32,self_attn.q_proj,0.0000331176,0.05000,1.088
32,self_attn.o_proj,0.0000133086,0.05000,1.784
32,mlp.gate_proj,0.0005488825,0.05000,1.131
32,mlp.up_proj,0.0003933588,0.05000,1.135
32,mlp.down_proj,0.0001048277,0.05000,8.001
33,self_attn.k_proj,0.0000048959,0.05000,1.042
33,self_attn.v_proj,0.0000050340,0.05000,1.052
33,self_attn.q_proj,0.0000268427,0.05000,1.084
33,self_attn.o_proj,0.0000099646,0.05000,1.772
33,mlp.gate_proj,0.0003607540,0.05000,1.121
33,mlp.up_proj,0.0003298347,0.05000,1.118
33,mlp.down_proj,0.0001057911,0.05000,7.965
34,self_attn.k_proj,0.0000065684,0.05000,1.047
34,self_attn.v_proj,0.0000074894,0.05000,1.048
34,self_attn.q_proj,0.0000404844,0.05000,1.081
34,self_attn.o_proj,0.0000151833,0.05000,1.776
34,mlp.gate_proj,0.0003230668,0.05000,1.140
34,mlp.up_proj,0.0003079835,0.05000,1.126
34,mlp.down_proj,0.0000838736,0.05000,8.001
35,self_attn.k_proj,0.0000077875,0.05000,1.044
35,self_attn.v_proj,0.0000089657,0.05000,1.038
35,self_attn.q_proj,0.0000481206,0.05000,1.079
35,self_attn.o_proj,0.0000184487,0.05000,1.764
35,mlp.gate_proj,0.0003501297,0.05000,1.120
35,mlp.up_proj,0.0003335290,0.05000,1.125
35,mlp.down_proj,0.0000936887,0.05000,8.692
36,self_attn.k_proj,0.0000049325,0.05000,1.043
36,self_attn.v_proj,0.0000056771,0.05000,1.044
36,self_attn.q_proj,0.0000304468,0.05000,1.072
36,self_attn.o_proj,0.0000143740,0.05000,3.903
36,mlp.gate_proj,0.0003720354,0.05000,1.124
36,mlp.up_proj,0.0003543600,0.05000,1.118
36,mlp.down_proj,0.0001041509,0.05000,8.588
37,self_attn.k_proj,0.0000100719,0.05000,1.054
37,self_attn.v_proj,0.0000115485,0.05000,1.049
37,self_attn.q_proj,0.0000616053,0.05000,1.209
37,self_attn.o_proj,0.0000252617,0.05000,1.812
37,mlp.gate_proj,0.0003926754,0.05000,1.200
37,mlp.up_proj,0.0003614664,0.05000,1.117
37,mlp.down_proj,0.0001064732,0.05000,7.987
38,self_attn.k_proj,0.0000067528,0.05000,1.065
38,self_attn.v_proj,0.0000076714,0.05000,1.060
38,self_attn.q_proj,0.0000400771,0.05000,1.181
38,self_attn.o_proj,0.0000220664,0.05000,1.787
38,mlp.gate_proj,0.0003429898,0.05000,1.140
38,mlp.up_proj,0.0003293061,0.05000,1.142
38,mlp.down_proj,0.0001008956,0.05000,8.009
39,self_attn.k_proj,0.0000061872,0.05000,1.069
39,self_attn.v_proj,0.0000065399,0.05000,1.068
39,self_attn.q_proj,0.0000380468,0.05000,1.078
39,self_attn.o_proj,0.0000231821,0.05000,1.772
39,mlp.gate_proj,0.0003072655,0.05000,1.135
39,mlp.up_proj,0.0003144672,0.05000,1.128
39,mlp.down_proj,0.0000982053,0.05000,8.046
40,self_attn.k_proj,0.0000075060,0.05000,1.053
40,self_attn.v_proj,0.0000085450,0.05000,1.047
40,self_attn.q_proj,0.0000463455,0.05000,1.099
40,self_attn.o_proj,0.0000311977,0.05000,1.764
40,mlp.gate_proj,0.0002644811,0.05000,1.130
40,mlp.up_proj,0.0002856952,0.05000,1.126
40,mlp.down_proj,0.0000964624,0.05000,7.991
41,self_attn.k_proj,0.0000073851,0.05000,1.042
41,self_attn.v_proj,0.0000080522,0.05000,1.045
41,self_attn.q_proj,0.0000478026,0.05000,1.070
41,self_attn.o_proj,0.0000302376,0.05000,1.768
41,mlp.gate_proj,0.0002724422,0.05000,1.130
41,mlp.up_proj,0.0002986726,0.05000,1.111
41,mlp.down_proj,0.0000970860,0.05000,7.992
42,self_attn.k_proj,0.0000100851,0.05000,1.056
42,self_attn.v_proj,0.0000115108,0.05000,1.053
42,self_attn.q_proj,0.0000662501,0.05000,1.090
42,self_attn.o_proj,0.0000333506,0.05000,1.782
42,mlp.gate_proj,0.0002813541,0.05000,1.348
42,mlp.up_proj,0.0003163875,0.05000,1.161
42,mlp.down_proj,0.0001026058,0.05000,8.362
43,self_attn.k_proj,0.0000145322,0.05000,1.050
43,self_attn.v_proj,0.0000158925,0.05000,1.048
43,self_attn.q_proj,0.0000893748,0.05000,1.075
43,self_attn.o_proj,0.0000389413,0.05000,1.763
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