Phi2-GPTQ / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.q_proj,0.00143004,0.01000,1.666
0,self_attn.k_proj,0.00152641,0.01000,1.244
0,self_attn.v_proj,0.00055014,0.01000,1.224
0,self_attn.dense,0.00040645,0.01000,1.199
0,mlp.fc1,0.00156395,0.01000,1.471
0,mlp.fc2,45.18684896,0.01250,8.215
1,self_attn.q_proj,0.00098901,0.01000,1.230
1,self_attn.k_proj,0.00098037,0.01000,1.193
1,self_attn.v_proj,0.00025730,0.01000,1.200
1,self_attn.dense,0.00010639,0.01000,1.247
1,mlp.fc1,0.00321254,0.01000,1.491
1,mlp.fc2,47.71025594,0.01250,8.363
2,self_attn.q_proj,0.00124894,0.01000,1.345
2,self_attn.k_proj,0.00125460,0.01000,1.299
2,self_attn.v_proj,0.00052309,0.01000,1.253
2,self_attn.dense,0.00011987,0.01000,1.390
2,mlp.fc1,0.00455974,0.01000,1.709
2,mlp.fc2,51.62885539,0.01250,8.104
3,self_attn.q_proj,0.00130572,0.01000,1.189
3,self_attn.k_proj,0.00125844,0.01000,1.239
3,self_attn.v_proj,0.00100104,0.01000,1.399
3,self_attn.dense,0.00010456,0.01000,1.400
3,mlp.fc1,0.00656331,0.01000,1.650
3,mlp.fc2,52.00990804,0.01250,8.130
4,self_attn.q_proj,0.00165055,0.01000,1.275
4,self_attn.k_proj,0.00151279,0.01000,1.267
4,self_attn.v_proj,0.00109894,0.01000,1.210
4,self_attn.dense,0.00008104,0.01000,1.164
4,mlp.fc1,0.00635077,0.01000,1.470
4,mlp.fc2,45.79121908,0.01250,7.909
5,self_attn.q_proj,0.00146975,0.01000,1.218
5,self_attn.k_proj,0.00134510,0.01000,1.212
5,self_attn.v_proj,0.00096357,0.01000,1.230
5,self_attn.dense,0.00009522,0.01000,1.167
5,mlp.fc1,0.00543682,0.01000,1.510
5,mlp.fc2,39.91021474,0.01250,8.151
6,self_attn.q_proj,0.00179219,0.01000,1.304
6,self_attn.k_proj,0.00164673,0.01000,1.153
6,self_attn.v_proj,0.00118458,0.01000,1.130
6,self_attn.dense,0.00008672,0.01000,1.179
6,mlp.fc1,0.00587255,0.01000,1.484
6,mlp.fc2,44.64824422,0.01250,8.148
7,self_attn.q_proj,0.00186776,0.01000,1.171
7,self_attn.k_proj,0.00177774,0.01000,1.137
7,self_attn.v_proj,0.00120310,0.01000,1.267
7,self_attn.dense,0.00006188,0.01000,1.291
7,mlp.fc1,0.00593133,0.01000,1.634
7,mlp.fc2,39.13363139,0.01250,8.085
8,self_attn.q_proj,0.00189651,0.01000,1.240
8,self_attn.k_proj,0.00176293,0.01000,1.228
8,self_attn.v_proj,0.00140262,0.01000,1.245
8,self_attn.dense,0.00006599,0.01000,1.192
8,mlp.fc1,0.00588503,0.01000,1.698
8,mlp.fc2,40.45288086,0.01250,8.500
9,self_attn.q_proj,0.00191524,0.01000,1.303
9,self_attn.k_proj,0.00177061,0.01000,1.146
9,self_attn.v_proj,0.00140069,0.01000,1.155
9,self_attn.dense,0.00008725,0.01000,1.173
9,mlp.fc1,0.00577327,0.01000,1.504
9,mlp.fc2,41.11215210,0.01250,8.315
10,self_attn.q_proj,0.00192486,0.01000,1.232
10,self_attn.k_proj,0.00184659,0.01000,1.287
10,self_attn.v_proj,0.00122425,0.01000,1.217
10,self_attn.dense,0.00008808,0.01000,1.212
10,mlp.fc1,0.00560408,0.01000,1.617
10,mlp.fc2,38.80376689,0.01250,8.274
11,self_attn.q_proj,0.00201942,0.01000,1.267
11,self_attn.k_proj,0.00193283,0.01000,1.240
11,self_attn.v_proj,0.00134693,0.01000,1.196
11,self_attn.dense,0.00010903,0.01000,1.279
11,mlp.fc1,0.00545754,0.01000,1.536
11,mlp.fc2,38.56307475,0.01250,7.950
12,self_attn.q_proj,0.00209887,0.01000,1.200
12,self_attn.k_proj,0.00200503,0.01000,1.235
12,self_attn.v_proj,0.00137541,0.01000,1.226
12,self_attn.dense,0.00008138,0.01000,1.221
12,mlp.fc1,0.00540713,0.01000,1.525
12,mlp.fc2,40.88318888,0.01250,8.217
13,self_attn.q_proj,0.00200631,0.01000,1.251
13,self_attn.k_proj,0.00194197,0.01000,1.219
13,self_attn.v_proj,0.00134296,0.01000,1.149
13,self_attn.dense,0.00007691,0.01000,1.237
13,mlp.fc1,0.00549893,0.01000,1.499
13,mlp.fc2,41.56899770,0.01250,8.045
14,self_attn.q_proj,0.00210726,0.01000,1.282
14,self_attn.k_proj,0.00314308,0.01000,1.203
14,self_attn.v_proj,0.00133068,0.01000,1.242
14,self_attn.dense,0.00009206,0.01000,1.209
14,mlp.fc1,0.00539970,0.01000,1.479
14,mlp.fc2,41.86838531,0.01250,8.351
15,self_attn.q_proj,0.00199632,0.01000,1.302
15,self_attn.k_proj,0.00192289,0.01000,1.252
15,self_attn.v_proj,0.00126881,0.01000,1.190
15,self_attn.dense,0.00010529,0.01000,1.233
15,mlp.fc1,0.00512260,0.01000,1.654
15,mlp.fc2,40.16023763,0.01250,8.171
16,self_attn.q_proj,0.00206465,0.01000,1.269
16,self_attn.k_proj,0.00198583,0.01000,1.272
16,self_attn.v_proj,0.00134773,0.01000,1.218
16,self_attn.dense,0.00011100,0.01000,1.248
16,mlp.fc1,0.00523687,0.01000,1.613
16,mlp.fc2,44.88688151,0.01250,8.167
17,self_attn.q_proj,0.00197861,0.01000,1.327
17,self_attn.k_proj,0.00189119,0.01000,1.293
17,self_attn.v_proj,0.00124682,0.01000,1.285
17,self_attn.dense,0.00008207,0.01000,1.278
17,mlp.fc1,0.00489658,0.01000,1.480
17,mlp.fc2,41.40846761,0.01250,8.204
18,self_attn.q_proj,0.00228992,0.01000,1.315
18,self_attn.k_proj,0.00217069,0.01000,1.268
18,self_attn.v_proj,0.00131716,0.01000,1.255
18,self_attn.dense,0.00008202,0.01000,1.252
18,mlp.fc1,0.00499909,0.01000,1.578
18,mlp.fc2,41.80710856,0.01250,8.319
19,self_attn.q_proj,0.00216272,0.01000,1.389
19,self_attn.k_proj,0.00209569,0.01000,1.459
19,self_attn.v_proj,0.00134877,0.01000,1.276
19,self_attn.dense,0.00010894,0.01000,1.240
19,mlp.fc1,0.00535385,0.01000,1.577
19,mlp.fc2,50.55662028,0.01250,8.463
20,self_attn.q_proj,0.00229107,0.01000,1.262
20,self_attn.k_proj,0.03851147,0.01000,1.216
20,self_attn.v_proj,0.00130100,0.01000,1.126
20,self_attn.dense,0.00012769,0.01000,1.188
20,mlp.fc1,0.00545297,0.01000,1.534
20,mlp.fc2,49.51214600,0.01250,8.264
21,self_attn.q_proj,0.00218866,0.01000,1.271
21,self_attn.k_proj,0.00204123,0.01000,1.301
21,self_attn.v_proj,0.00156515,0.01000,1.246
21,self_attn.dense,0.00012658,0.01000,1.226
21,mlp.fc1,0.00584921,0.01000,1.567
21,mlp.fc2,52.78467306,0.01250,8.395
22,self_attn.q_proj,0.00225957,0.01000,1.327
22,self_attn.k_proj,0.00357083,0.01000,1.294
22,self_attn.v_proj,0.00164564,0.01000,1.182
22,self_attn.dense,0.00010589,0.01000,1.298
22,mlp.fc1,0.00612155,0.01000,1.662
22,mlp.fc2,52.80789185,0.01250,8.462
23,self_attn.q_proj,0.00243160,0.01000,1.332
23,self_attn.k_proj,0.00276039,0.01000,1.332
23,self_attn.v_proj,0.00159178,0.01000,1.117
23,self_attn.dense,0.00016935,0.01000,1.254
23,mlp.fc1,0.00641046,0.01000,1.594
23,mlp.fc2,52.62599691,0.01250,8.410
24,self_attn.q_proj,0.00232852,0.01000,1.257
24,self_attn.k_proj,0.00215273,0.01000,1.328
24,self_attn.v_proj,0.00190273,0.01000,1.293
24,self_attn.dense,0.00019747,0.01000,1.250
24,mlp.fc1,0.00686966,0.01000,1.517
24,mlp.fc2,55.26352437,0.01250,8.156
25,self_attn.q_proj,0.00253579,0.01000,1.216
25,self_attn.k_proj,0.01635120,0.01000,1.195
25,self_attn.v_proj,0.00198928,0.01000,1.303
25,self_attn.dense,0.00024381,0.01000,1.295
25,mlp.fc1,0.00749265,0.01000,1.487
25,mlp.fc2,52.59010824,0.01250,8.389
26,self_attn.q_proj,0.00319071,0.01000,1.357
26,self_attn.k_proj,0.00231659,0.01000,1.326
26,self_attn.v_proj,0.00232149,0.01000,1.287
26,self_attn.dense,0.00024788,0.01000,1.330
26,mlp.fc1,0.00773018,0.01000,1.644
26,mlp.fc2,50.22942098,0.01250,8.381
27,self_attn.q_proj,0.00275840,0.01000,1.284
27,self_attn.k_proj,0.00304915,0.01000,1.255
27,self_attn.v_proj,0.00238565,0.01000,1.236
27,self_attn.dense,0.00028637,0.01000,1.232
27,mlp.fc1,0.00808649,0.01000,1.501
27,mlp.fc2,48.66911825,0.01250,8.210
28,self_attn.q_proj,0.00248579,0.01000,1.194
28,self_attn.k_proj,0.00226670,0.01000,1.181
28,self_attn.v_proj,0.00246282,0.01000,1.183
28,self_attn.dense,0.00041967,0.01000,1.281
28,mlp.fc1,0.00824952,0.01000,1.527
28,mlp.fc2,43.05557760,0.01250,8.224
29,self_attn.q_proj,0.11153113,0.01000,1.266
29,self_attn.k_proj,0.64342054,0.01000,1.226
29,self_attn.v_proj,0.00479308,0.01000,1.228
29,self_attn.dense,0.00025549,0.01000,1.224
29,mlp.fc1,0.03276892,0.01000,1.495
29,mlp.fc2,36.04873657,0.01250,8.129
30,self_attn.q_proj,0.06741060,0.01000,1.441
30,self_attn.k_proj,0.70108302,0.01000,1.260
30,self_attn.v_proj,0.00279436,0.01000,1.327
30,self_attn.dense,0.00033670,0.01000,1.297
30,mlp.fc1,0.02931402,0.01000,1.595
30,mlp.fc2,32.39466349,0.01250,8.556
31,self_attn.q_proj,0.03431750,0.01000,1.214
31,self_attn.k_proj,5.91425705,0.01000,1.192
31,self_attn.v_proj,0.00139703,0.01000,1.202
31,self_attn.dense,0.00031197,0.01000,1.166
31,mlp.fc1,0.01573335,0.01000,1.476
31,mlp.fc2,58.13183085,0.01250,8.144