GLM-4-32B-0414-GPTQv2 / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.0034220812,0.01000,6.767
0,self_attn.v_proj,0.0035320274,0.01000,6.425
0,self_attn.q_proj,0.0862545222,0.01000,6.546
0,self_attn.o_proj,29.2909488678,0.01000,6.506
0,mlp.gate_up_proj,18.1310367584,0.01000,6.896
0,mlp.down_proj,1179175.1250000000,0.01000,75.366
1,self_attn.k_proj,3.9879090786,0.01000,6.587
1,self_attn.v_proj,2.0488798618,0.01000,6.673
1,self_attn.q_proj,10.5135631561,0.01000,6.629
1,self_attn.o_proj,163785.4375000000,0.01000,6.500
1,mlp.gate_up_proj,22.1514358521,0.01000,6.976
1,mlp.down_proj,39.5454521179,0.01000,75.250
2,self_attn.k_proj,0.0629259050,0.01000,6.475
2,self_attn.v_proj,0.0769291520,0.01000,6.480
2,self_attn.q_proj,0.8123433590,0.01000,6.548
2,self_attn.o_proj,3.3731050491,0.01000,6.510
2,mlp.gate_up_proj,41.1817398071,0.01000,6.920
2,mlp.down_proj,85.3515930176,0.01000,75.117
3,self_attn.k_proj,0.1022189707,0.01000,6.480
3,self_attn.v_proj,0.1054534614,0.01000,6.507
3,self_attn.q_proj,1.0348511934,0.01000,6.633
3,self_attn.o_proj,7.2946729660,0.01000,6.609
3,mlp.gate_up_proj,41.1565551758,0.01000,6.881
3,mlp.down_proj,45.4280395508,0.01000,75.909
4,self_attn.k_proj,0.1060990393,0.01000,7.273
4,self_attn.v_proj,0.0885577649,0.01000,6.664
4,self_attn.q_proj,1.3326759338,0.01000,6.569
4,self_attn.o_proj,3.4864258766,0.01000,6.730
4,mlp.gate_up_proj,55.4066696167,0.01000,7.007
4,mlp.down_proj,45.0761260986,0.01000,75.557
5,self_attn.k_proj,0.1823573858,0.01000,6.595
5,self_attn.v_proj,0.1505894065,0.01000,6.533
5,self_attn.q_proj,2.1970920563,0.01000,6.688
5,self_attn.o_proj,3.0355772972,0.01000,6.611
5,mlp.gate_up_proj,105.7146148682,0.01000,7.043
5,mlp.down_proj,61.0149154663,0.01000,75.492
6,self_attn.k_proj,0.2422387600,0.01000,6.583
6,self_attn.v_proj,0.2099206001,0.01000,6.540
6,self_attn.q_proj,2.8301854134,0.01000,6.693
6,self_attn.o_proj,1.1215524673,0.01000,6.605
6,mlp.gate_up_proj,114.2460632324,0.01000,7.027
6,mlp.down_proj,51.1028366089,0.01000,75.182
7,self_attn.k_proj,0.2277371436,0.01000,6.599
7,self_attn.v_proj,0.2103682905,0.01000,6.608
7,self_attn.q_proj,2.8089818954,0.01000,6.703
7,self_attn.o_proj,1.5157353878,0.01000,6.629
7,mlp.gate_up_proj,131.0383911133,0.01000,7.001
7,mlp.down_proj,55.7333755493,0.01000,75.559
8,self_attn.k_proj,0.3196110725,0.01000,6.598
8,self_attn.v_proj,0.2536574900,0.01000,6.502
8,self_attn.q_proj,4.4795093536,0.01000,6.690
8,self_attn.o_proj,2.0901699066,0.01000,6.547
8,mlp.gate_up_proj,139.3776550293,0.01000,7.079
8,mlp.down_proj,51.3879013062,0.01000,75.541
9,self_attn.k_proj,0.3646098077,0.01000,6.527
9,self_attn.v_proj,0.2796668410,0.01000,6.619
9,self_attn.q_proj,4.5950908661,0.01000,6.586
9,self_attn.o_proj,2.3562345505,0.01000,6.731
9,mlp.gate_up_proj,135.8614044189,0.01000,6.995
9,mlp.down_proj,56.3207511902,0.01000,75.391
10,self_attn.k_proj,0.3041293621,0.01000,6.439
10,self_attn.v_proj,0.2991818786,0.01000,6.440
10,self_attn.q_proj,4.1732721329,0.01000,6.458
10,self_attn.o_proj,1.6644737720,0.01000,6.544
10,mlp.gate_up_proj,156.3773193359,0.01000,6.916
10,mlp.down_proj,52.2181396484,0.01000,75.599
11,self_attn.k_proj,0.3680439591,0.01000,6.628
11,self_attn.v_proj,0.3080384135,0.01000,6.460
11,self_attn.q_proj,5.2566905022,0.01000,6.501
11,self_attn.o_proj,4.2568435669,0.01000,6.518
11,mlp.gate_up_proj,129.8168334961,0.01000,6.974
11,mlp.down_proj,47.0486602783,0.01000,75.117
12,self_attn.k_proj,0.4511710405,0.01000,6.555
12,self_attn.v_proj,0.3034255803,0.01000,6.496
12,self_attn.q_proj,5.9686613083,0.01000,6.702
12,self_attn.o_proj,3.1173052788,0.01000,6.641
12,mlp.gate_up_proj,95.1479339600,0.01000,6.988
12,mlp.down_proj,27.3630828857,0.01000,75.304
13,self_attn.k_proj,0.3819158375,0.01000,6.692
13,self_attn.v_proj,0.3499495983,0.01000,6.568
13,self_attn.q_proj,6.1208691597,0.01000,6.705
13,self_attn.o_proj,2.9879298210,0.01000,6.517
13,mlp.gate_up_proj,80.1323242188,0.01000,7.087
13,mlp.down_proj,20.9591407776,0.01000,75.740
14,self_attn.k_proj,0.4632751942,0.01000,6.429
14,self_attn.v_proj,0.3840453625,0.01000,6.409
14,self_attn.q_proj,7.6184635162,0.01000,6.458
14,self_attn.o_proj,3.1108970642,0.01000,6.469
14,mlp.gate_up_proj,60.0308189392,0.01000,6.835
14,mlp.down_proj,13.5274686813,0.01000,74.902
15,self_attn.k_proj,0.2583310604,0.01000,6.375
15,self_attn.v_proj,0.2461199760,0.01000,6.420
15,self_attn.q_proj,4.2768793106,0.01000,6.448
15,self_attn.o_proj,3.0479519367,0.01000,6.518
15,mlp.gate_up_proj,87.5587921143,0.01000,6.872
15,mlp.down_proj,23.6175918579,0.01000,74.897
16,self_attn.k_proj,0.4602186680,0.01000,6.364
16,self_attn.v_proj,0.4188678861,0.01000,6.378
16,self_attn.q_proj,7.7819638252,0.01000,6.432
16,self_attn.o_proj,2.5749483109,0.01000,6.459
16,mlp.gate_up_proj,98.1501388550,0.01000,6.860
16,mlp.down_proj,22.9874629974,0.01000,74.876
17,self_attn.k_proj,0.3833177090,0.01000,6.416
17,self_attn.v_proj,0.3623127043,0.01000,6.378
17,self_attn.q_proj,6.0406737328,0.01000,6.451
17,self_attn.o_proj,1.9766663313,0.01000,6.713
17,mlp.gate_up_proj,73.3650360107,0.01000,7.046
17,mlp.down_proj,13.8105087280,0.01000,75.158
18,self_attn.k_proj,0.4845902920,0.01000,6.451
18,self_attn.v_proj,0.4320200682,0.01000,6.501
18,self_attn.q_proj,7.9340400696,0.01000,6.459
18,self_attn.o_proj,1.3660988808,0.01000,6.630
18,mlp.gate_up_proj,96.6038513184,0.01000,7.058
18,mlp.down_proj,19.9576816559,0.01000,75.274
19,self_attn.k_proj,0.3721196353,0.01000,6.595
19,self_attn.v_proj,0.3313113451,0.01000,6.441
19,self_attn.q_proj,6.1215629578,0.01000,6.555
19,self_attn.o_proj,1.7872924805,0.01000,6.582
19,mlp.gate_up_proj,51.1472091675,0.01000,6.974
19,mlp.down_proj,6.5193996429,0.01000,75.480
20,self_attn.k_proj,0.4237810969,0.01000,6.532
20,self_attn.v_proj,0.3924658298,0.01000,6.478
20,self_attn.q_proj,6.9226331711,0.01000,6.666
20,self_attn.o_proj,1.5658830404,0.01000,6.589
20,mlp.gate_up_proj,73.4598083496,0.01000,7.015
20,mlp.down_proj,11.1347942352,0.01000,75.374
21,self_attn.k_proj,0.2859062254,0.01000,6.493
21,self_attn.v_proj,0.3240700364,0.01000,6.455
21,self_attn.q_proj,3.7225883007,0.01000,6.436
21,self_attn.o_proj,1.9925444126,0.01000,6.538
21,mlp.gate_up_proj,96.5281448364,0.01000,6.886
21,mlp.down_proj,14.1366004944,0.01000,75.145
22,self_attn.k_proj,0.4420604408,0.01000,6.476
22,self_attn.v_proj,0.3830204010,0.01000,6.543
22,self_attn.q_proj,6.6557235718,0.01000,6.498
22,self_attn.o_proj,1.0463850498,0.01000,6.646
22,mlp.gate_up_proj,88.4368133545,0.01000,6.930
22,mlp.down_proj,11.8488044739,0.01000,75.619
23,self_attn.k_proj,0.4063930511,0.01000,6.522
23,self_attn.v_proj,0.3719247580,0.01000,6.646
23,self_attn.q_proj,6.2333779335,0.01000,6.559
23,self_attn.o_proj,0.3829472363,0.01000,6.720
23,mlp.gate_up_proj,99.4154510498,0.01000,7.035
23,mlp.down_proj,12.5388355255,0.01000,75.489
24,self_attn.k_proj,0.3868191838,0.01000,6.663
24,self_attn.v_proj,0.5107171535,0.01000,6.520
24,self_attn.q_proj,4.2099189758,0.01000,6.654
24,self_attn.o_proj,0.9716567993,0.01000,6.558
24,mlp.gate_up_proj,89.0367507935,0.01000,7.075
24,mlp.down_proj,10.0514163971,0.01000,75.565
25,self_attn.k_proj,0.4824813306,0.01000,6.420
25,self_attn.v_proj,0.4273293316,0.01000,6.399
25,self_attn.q_proj,7.0728235245,0.01000,6.456
25,self_attn.o_proj,1.3294534683,0.01000,6.498
25,mlp.gate_up_proj,76.7609100342,0.01000,7.009
25,mlp.down_proj,8.5694046021,0.01000,75.546
26,self_attn.k_proj,0.4900133014,0.01000,6.668
26,self_attn.v_proj,0.4261931777,0.01000,6.544
26,self_attn.q_proj,7.3141384125,0.01000,6.640
26,self_attn.o_proj,1.1036771536,0.01000,6.605
26,mlp.gate_up_proj,77.5419311523,0.01000,7.158
26,mlp.down_proj,8.2873983383,0.01000,75.544
27,self_attn.k_proj,0.5073686838,0.01000,6.523
27,self_attn.v_proj,0.4295948148,0.01000,6.647
27,self_attn.q_proj,7.7233805656,0.01000,6.576
27,self_attn.o_proj,1.0247614384,0.01000,6.601
27,mlp.gate_up_proj,61.1593742371,0.01000,7.001
27,mlp.down_proj,5.8742828369,0.01000,75.407
28,self_attn.k_proj,0.6075166464,0.01000,6.489
28,self_attn.v_proj,0.5274893641,0.01000,6.471
28,self_attn.q_proj,8.9545993805,0.01000,6.555
28,self_attn.o_proj,1.2463241816,0.01000,6.499
28,mlp.gate_up_proj,71.1345520020,0.01000,6.929
28,mlp.down_proj,7.2490425110,0.01000,75.490
29,self_attn.k_proj,0.5533894300,0.01000,6.711
29,self_attn.v_proj,0.5130259395,0.01000,6.537
29,self_attn.q_proj,8.6943969727,0.01000,6.690
29,self_attn.o_proj,1.4709702730,0.01000,6.579
29,mlp.gate_up_proj,59.8854446411,0.01000,7.061
29,mlp.down_proj,6.1821279526,0.01000,75.573
30,self_attn.k_proj,0.6920185685,0.01000,6.656
30,self_attn.v_proj,0.6657848954,0.01000,6.506
30,self_attn.q_proj,11.2160139084,0.01000,6.509
30,self_attn.o_proj,0.5437450409,0.01000,6.707
30,mlp.gate_up_proj,55.0674514771,0.01000,6.987
30,mlp.down_proj,4.8734674454,0.01000,75.601
31,self_attn.k_proj,0.6317060590,0.01000,6.696
31,self_attn.v_proj,0.6550325751,0.01000,6.509
31,self_attn.q_proj,10.4116210938,0.01000,6.702
31,self_attn.o_proj,0.7293068767,0.01000,6.596
31,mlp.gate_up_proj,52.0203399658,0.01000,7.068
31,mlp.down_proj,4.2404346466,0.01000,74.905
32,self_attn.k_proj,0.6688711643,0.01000,6.663
32,self_attn.v_proj,0.6679843664,0.01000,6.394
32,self_attn.q_proj,11.3544321060,0.01000,6.452
32,self_attn.o_proj,0.9018350244,0.01000,6.528
32,mlp.gate_up_proj,48.7312011719,0.01000,6.889
32,mlp.down_proj,3.7399752140,0.01000,75.713
33,self_attn.k_proj,0.4323378503,0.01000,6.549
33,self_attn.v_proj,0.4390351176,0.01000,6.575
33,self_attn.q_proj,7.4047403336,0.01000,6.706
33,self_attn.o_proj,0.8117501736,0.01000,6.822
33,mlp.gate_up_proj,42.2779235840,0.01000,7.044
33,mlp.down_proj,2.8923954964,0.01000,75.605
34,self_attn.k_proj,0.4507418871,0.01000,6.655
34,self_attn.v_proj,0.4136047363,0.01000,6.573
34,self_attn.q_proj,7.2712001801,0.01000,6.648
34,self_attn.o_proj,2.4997839928,0.01000,6.725
34,mlp.gate_up_proj,30.3803138733,0.01000,6.997
34,mlp.down_proj,1.9257822037,0.01000,75.542
35,self_attn.k_proj,0.4657361507,0.01000,6.642
35,self_attn.v_proj,0.4144870043,0.01000,6.483
35,self_attn.q_proj,7.8259754181,0.01000,6.708
35,self_attn.o_proj,2.0068597794,0.01000,6.583
35,mlp.gate_up_proj,25.9850692749,0.01000,7.064
35,mlp.down_proj,1.5614370108,0.01000,75.605
36,self_attn.k_proj,0.4997970164,0.01000,6.569
36,self_attn.v_proj,0.4702108502,0.01000,6.582
36,self_attn.q_proj,8.9834442139,0.01000,6.620
36,self_attn.o_proj,1.9465453625,0.01000,6.737
36,mlp.gate_up_proj,26.3544750214,0.01000,6.993
36,mlp.down_proj,1.5984722376,0.01000,75.274
37,self_attn.k_proj,0.4336863756,0.01000,6.687
37,self_attn.v_proj,0.3917506933,0.01000,6.518
37,self_attn.q_proj,7.5984482765,0.01000,6.536
37,self_attn.o_proj,2.3057777882,0.01000,6.584
37,mlp.gate_up_proj,22.1024780273,0.01000,7.061
37,mlp.down_proj,1.1779212952,0.01000,75.614
38,self_attn.k_proj,0.6065304875,0.01000,6.566
38,self_attn.v_proj,0.5703102946,0.01000,6.628
38,self_attn.q_proj,10.4096822739,0.01000,6.557
38,self_attn.o_proj,3.2613675594,0.01000,6.648
38,mlp.gate_up_proj,22.2864685059,0.01000,7.068
38,mlp.down_proj,1.2594432831,0.01000,75.332
39,self_attn.k_proj,0.5490660667,0.01000,6.608
39,self_attn.v_proj,0.4986594915,0.01000,6.493
39,self_attn.q_proj,9.4383707047,0.01000,6.603
39,self_attn.o_proj,2.1767606735,0.01000,6.674
39,mlp.gate_up_proj,25.0301704407,0.01000,7.024
39,mlp.down_proj,1.4127217531,0.01000,75.416
40,self_attn.k_proj,0.6052602530,0.01000,6.461
40,self_attn.v_proj,0.5636539459,0.01000,6.580
40,self_attn.q_proj,10.6230754852,0.01000,6.603
40,self_attn.o_proj,2.5278801918,0.01000,6.564
40,mlp.gate_up_proj,19.9239673615,0.01000,7.010
40,mlp.down_proj,0.8810606003,0.01000,75.392
41,self_attn.k_proj,0.4617938399,0.01000,6.545
41,self_attn.v_proj,0.4820065796,0.01000,6.609
41,self_attn.q_proj,9.3880996704,0.01000,6.668
41,self_attn.o_proj,1.2565708160,0.01000,6.628
41,mlp.gate_up_proj,19.1968193054,0.01000,7.061
41,mlp.down_proj,0.8156688213,0.01000,75.408
42,self_attn.k_proj,0.5735518932,0.01000,6.569
42,self_attn.v_proj,0.5783580542,0.01000,6.563
42,self_attn.q_proj,10.8112087250,0.01000,6.491
42,self_attn.o_proj,2.5109295845,0.01000,6.577
42,mlp.gate_up_proj,18.8163661957,0.01000,6.961
42,mlp.down_proj,0.8203445077,0.01000,75.475
43,self_attn.k_proj,0.5429349542,0.01000,6.466
43,self_attn.v_proj,0.5050852895,0.01000,6.462
43,self_attn.q_proj,9.8786878586,0.01000,6.534
43,self_attn.o_proj,2.5050044060,0.01000,6.702
43,mlp.gate_up_proj,17.5275611877,0.01000,6.988
43,mlp.down_proj,0.7691048384,0.01000,75.310
44,self_attn.k_proj,0.5224992633,0.01000,6.539
44,self_attn.v_proj,0.5577907562,0.01000,6.490
44,self_attn.q_proj,10.7379722595,0.01000,6.662
44,self_attn.o_proj,2.0141401291,0.01000,6.555
44,mlp.gate_up_proj,16.3467655182,0.01000,7.020
44,mlp.down_proj,0.7087786198,0.01000,75.238
45,self_attn.k_proj,0.5915645957,0.01000,6.452
45,self_attn.v_proj,0.5714409351,0.01000,6.459
45,self_attn.q_proj,11.4608058929,0.01000,6.472
45,self_attn.o_proj,2.1459579468,0.01000,6.508
45,mlp.gate_up_proj,15.0211362839,0.01000,6.929
45,mlp.down_proj,0.6236560941,0.01000,75.862
46,self_attn.k_proj,0.5475620031,0.01000,6.601
46,self_attn.v_proj,0.5805529952,0.01000,6.483
46,self_attn.q_proj,10.6689815521,0.01000,6.702
46,self_attn.o_proj,2.2360239029,0.01000,6.629
46,mlp.gate_up_proj,15.2782344818,0.01000,6.918
46,mlp.down_proj,0.7137852311,0.01000,75.631
47,self_attn.k_proj,0.5087909698,0.01000,6.604
47,self_attn.v_proj,0.5462162495,0.01000,6.657
47,self_attn.q_proj,9.5933427811,0.01000,6.567
47,self_attn.o_proj,1.9245133400,0.01000,6.666
47,mlp.gate_up_proj,15.8856372833,0.01000,6.920
47,mlp.down_proj,0.7172508836,0.01000,75.482
48,self_attn.k_proj,0.5035958886,0.01000,6.503
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