Qwen3-0.6B-GPTQ / quant_log.csv
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layer,module,loss,samples,damp,time
0,self_attn.k_proj,0.11147800,0.01000,0.458
0,self_attn.v_proj,0.08630855,0.01000,0.219
0,self_attn.q_proj,0.25900897,0.01000,0.222
0,self_attn.o_proj,0.07599418,0.01000,0.450
0,mlp.up_proj,1.53504455,0.01000,0.232
0,mlp.gate_proj,3.04540825,0.01000,0.218
0,mlp.down_proj,0.08534984,0.01000,0.677
1,self_attn.k_proj,0.05401947,0.01000,0.235
1,self_attn.v_proj,0.05086039,0.01000,0.220
1,self_attn.q_proj,0.12237675,0.01000,0.220
1,self_attn.o_proj,0.01379651,0.01000,0.451
1,mlp.up_proj,5.61016464,0.01000,0.231
1,mlp.gate_proj,19.20188904,0.01000,0.219
1,mlp.down_proj,0.10827485,0.01000,0.678
2,self_attn.k_proj,0.10099948,0.01000,0.233
2,self_attn.v_proj,0.09610087,0.01000,0.219
2,self_attn.q_proj,0.23747258,0.01000,0.219
2,self_attn.o_proj,0.02400546,0.01000,0.450
2,mlp.up_proj,4.73568106,0.01000,0.232
2,mlp.gate_proj,13.18591118,0.01000,0.220
2,mlp.down_proj,4.35225487,0.01000,0.682
3,self_attn.k_proj,0.84643447,0.01000,0.236
3,self_attn.v_proj,0.85565448,0.01000,0.221
3,self_attn.q_proj,1.74525285,0.01000,0.222
3,self_attn.o_proj,0.05005993,0.01000,0.452
3,mlp.up_proj,6.21245098,0.01000,0.232
3,mlp.gate_proj,16.04592896,0.01000,0.222
3,mlp.down_proj,0.34597254,0.01000,0.682
4,self_attn.k_proj,0.78725469,0.01000,0.234
4,self_attn.v_proj,0.80693889,0.01000,0.220
4,self_attn.q_proj,1.57810068,0.01000,0.222
4,self_attn.o_proj,0.10350977,0.01000,0.453
4,mlp.up_proj,6.71505690,0.01000,0.234
4,mlp.gate_proj,15.28214741,0.01000,0.222
4,mlp.down_proj,0.41565913,0.01000,0.681
5,self_attn.k_proj,1.20404196,0.01000,0.234
5,self_attn.v_proj,1.30846250,0.01000,0.221
5,self_attn.q_proj,2.90022326,0.01000,0.221
5,self_attn.o_proj,0.11212036,0.01000,0.453
5,mlp.up_proj,6.31282043,0.01000,0.232
5,mlp.gate_proj,10.49855423,0.01000,0.219
5,mlp.down_proj,0.48409772,0.01000,0.681
6,self_attn.k_proj,0.93520665,0.01000,0.234
6,self_attn.v_proj,0.87466520,0.01000,0.221
6,self_attn.q_proj,2.08447576,0.01000,0.233
6,self_attn.o_proj,0.11541309,0.01000,0.453
6,mlp.up_proj,8.37039280,0.01000,0.232
6,mlp.gate_proj,13.32755280,0.01000,0.221
6,mlp.down_proj,0.70866877,0.01000,0.682
7,self_attn.k_proj,1.72509587,0.01000,0.232
7,self_attn.v_proj,1.93890357,0.01000,0.217
7,self_attn.q_proj,4.17893887,0.01000,0.215
7,self_attn.o_proj,0.14572459,0.01000,0.443
7,mlp.up_proj,9.48272038,0.01000,0.227
7,mlp.gate_proj,15.29617691,0.01000,0.215
7,mlp.down_proj,0.81154561,0.01000,0.710
8,self_attn.k_proj,2.27103615,0.01000,0.238
8,self_attn.v_proj,2.20937443,0.01000,0.224
8,self_attn.q_proj,5.15229893,0.01000,0.241
8,self_attn.o_proj,0.17240790,0.01000,0.446
8,mlp.up_proj,10.42674160,0.01000,0.243
8,mlp.gate_proj,16.20728493,0.01000,0.231
8,mlp.down_proj,1.09275961,0.01000,0.822
9,self_attn.k_proj,4.16666269,0.01000,1.138
9,self_attn.v_proj,4.43104601,0.01000,0.376
9,self_attn.q_proj,10.31816101,0.01000,0.415
9,self_attn.o_proj,0.31887323,0.01000,0.840
9,mlp.up_proj,12.31618500,0.01000,1.191
9,mlp.gate_proj,19.54656982,0.01000,1.154
9,mlp.down_proj,1.64975393,0.01000,2.770
10,self_attn.k_proj,3.93787289,0.01000,0.553
10,self_attn.v_proj,4.10471725,0.01000,1.859
10,self_attn.q_proj,9.49951458,0.01000,1.888
10,self_attn.o_proj,0.27260423,0.01000,0.464
10,mlp.up_proj,12.69118309,0.01000,0.238
10,mlp.gate_proj,20.18230057,0.01000,0.225
10,mlp.down_proj,2.11628580,0.01000,0.696
11,self_attn.k_proj,7.30851555,0.01000,0.237
11,self_attn.v_proj,6.77896643,0.01000,0.224
11,self_attn.q_proj,19.34665871,0.01000,0.225
11,self_attn.o_proj,0.66791785,0.01000,0.476
11,mlp.up_proj,13.51113892,0.01000,0.236
11,mlp.gate_proj,17.58659363,0.01000,0.224
11,mlp.down_proj,2.87829471,0.01000,0.691
12,self_attn.k_proj,7.20854664,0.01000,0.238
12,self_attn.v_proj,7.45390940,0.01000,0.224
12,self_attn.q_proj,19.43825531,0.01000,0.225
12,self_attn.o_proj,0.30023530,0.01000,0.460
12,mlp.up_proj,12.92345810,0.01000,0.238
12,mlp.gate_proj,15.76972866,0.01000,0.225
12,mlp.down_proj,2.75112391,0.01000,0.742
13,self_attn.k_proj,6.89573908,0.01000,0.238
13,self_attn.v_proj,8.19425392,0.01000,0.224
13,self_attn.q_proj,20.47906685,0.01000,0.224
13,self_attn.o_proj,0.44192302,0.01000,0.460
13,mlp.up_proj,13.60263252,0.01000,0.237
13,mlp.gate_proj,16.85786819,0.01000,0.224
13,mlp.down_proj,2.74464965,0.01000,0.694
14,self_attn.k_proj,9.22984314,0.01000,0.238
14,self_attn.v_proj,10.04637337,0.01000,0.222
14,self_attn.q_proj,25.66234970,0.01000,0.224
14,self_attn.o_proj,0.47217572,0.01000,0.462
14,mlp.up_proj,15.06594086,0.01000,0.235
14,mlp.gate_proj,18.42022133,0.01000,0.223
14,mlp.down_proj,3.77921104,0.01000,0.691
15,self_attn.k_proj,16.64938736,0.01000,0.238
15,self_attn.v_proj,20.63287735,0.01000,0.223
15,self_attn.q_proj,52.25179291,0.01000,0.224
15,self_attn.o_proj,0.78019929,0.01000,0.516
15,mlp.up_proj,16.64070892,0.01000,1.398
15,mlp.gate_proj,19.79901123,0.01000,1.352
15,mlp.down_proj,3.98885012,0.01000,1.246
16,self_attn.k_proj,23.15541840,0.01000,0.869
16,self_attn.v_proj,21.59778023,0.01000,0.406
16,self_attn.q_proj,65.96479797,0.01000,0.817
16,self_attn.o_proj,1.10674870,0.01000,1.846
16,mlp.up_proj,18.38120270,0.01000,0.439
16,mlp.gate_proj,20.62617493,0.01000,0.633
16,mlp.down_proj,7.29946709,0.01000,4.478
17,self_attn.k_proj,50.91555786,0.01000,0.994
17,self_attn.v_proj,62.10039520,0.01000,1.044
17,self_attn.q_proj,153.88165283,0.01000,1.083
17,self_attn.o_proj,2.35713625,0.01000,0.461
17,mlp.up_proj,28.26027870,0.01000,0.235
17,mlp.gate_proj,32.26748657,0.01000,0.223
17,mlp.down_proj,8.62757301,0.01000,0.693
18,self_attn.k_proj,47.62117004,0.01000,0.237
18,self_attn.v_proj,49.91074753,0.01000,0.224
18,self_attn.q_proj,148.18688965,0.01000,0.224
18,self_attn.o_proj,2.07341361,0.01000,0.459
18,mlp.up_proj,34.44437408,0.01000,0.237
18,mlp.gate_proj,39.49178314,0.01000,0.224
18,mlp.down_proj,13.71113110,0.01000,0.692
19,self_attn.k_proj,80.47894287,0.01000,0.239
19,self_attn.v_proj,90.67363739,0.01000,0.224
19,self_attn.q_proj,264.28625488,0.01000,0.232
19,self_attn.o_proj,4.05158710,0.01000,0.460
19,mlp.up_proj,43.40443420,0.01000,0.235
19,mlp.gate_proj,41.79368210,0.01000,0.224
19,mlp.down_proj,24.53729630,0.01000,0.693
20,self_attn.k_proj,111.07940674,0.01000,0.237
20,self_attn.v_proj,125.48833466,0.01000,0.223
20,self_attn.q_proj,326.05548096,0.01000,0.224
20,self_attn.o_proj,5.44219112,0.01000,0.461
20,mlp.up_proj,48.42160797,0.01000,0.236
20,mlp.gate_proj,43.89644623,0.01000,0.223
20,mlp.down_proj,28.64599991,0.01000,0.692
21,self_attn.k_proj,182.44018555,0.01000,0.238
21,self_attn.v_proj,234.88687134,0.01000,0.224
21,self_attn.q_proj,529.24645996,0.01000,0.234
21,self_attn.o_proj,9.00667953,0.01000,0.462
21,mlp.up_proj,57.38450623,0.01000,0.237
21,mlp.gate_proj,47.00152588,0.01000,0.224
21,mlp.down_proj,37.96351242,0.01000,0.700
22,self_attn.k_proj,201.98219299,0.01000,0.240
22,self_attn.v_proj,281.84835815,0.01000,0.238
22,self_attn.q_proj,535.36541748,0.01000,0.227
22,self_attn.o_proj,6.89678383,0.01000,0.476
22,mlp.up_proj,60.97026062,0.01000,0.238
22,mlp.gate_proj,48.76005554,0.01000,0.225
22,mlp.down_proj,38.75309753,0.01000,0.698
23,self_attn.k_proj,269.43804932,0.01000,0.239
23,self_attn.v_proj,304.47036743,0.01000,0.225
23,self_attn.q_proj,607.39343262,0.01000,0.226
23,self_attn.o_proj,13.71835327,0.01000,0.464
23,mlp.up_proj,68.53395844,0.01000,0.272
23,mlp.gate_proj,53.10926056,0.01000,0.257
23,mlp.down_proj,39.62349701,0.01000,0.691
24,self_attn.k_proj,446.88357544,0.01000,0.235
24,self_attn.v_proj,481.67712402,0.01000,0.221
24,self_attn.q_proj,1182.38500977,0.01000,0.223
24,self_attn.o_proj,11.81310463,0.01000,0.464
24,mlp.up_proj,64.03303528,0.01000,0.235
24,mlp.gate_proj,47.69067764,0.01000,0.222
24,mlp.down_proj,43.55418777,0.01000,0.694
25,self_attn.k_proj,518.00433350,0.01000,0.238
25,self_attn.v_proj,774.28698730,0.01000,0.223
25,self_attn.q_proj,1437.99023438,0.01000,0.224
25,self_attn.o_proj,16.01141739,0.01000,0.464
25,mlp.up_proj,60.59749222,0.01000,0.235
25,mlp.gate_proj,42.82708359,0.01000,0.221
25,mlp.down_proj,52.50085831,0.01000,0.694
26,self_attn.k_proj,481.84396362,0.01000,0.239
26,self_attn.v_proj,666.03979492,0.01000,0.224
26,self_attn.q_proj,1392.31616211,0.01000,0.225
26,self_attn.o_proj,32.51730347,0.01000,0.461
26,mlp.up_proj,63.72230148,0.01000,0.237
26,mlp.gate_proj,45.98903656,0.01000,0.224
26,mlp.down_proj,73.96157837,0.01000,0.696
27,self_attn.k_proj,372.15234375,0.01000,0.240
27,self_attn.v_proj,453.49694824,0.01000,0.224
27,self_attn.q_proj,820.22900391,0.01000,0.225
27,self_attn.o_proj,21.22069931,0.01000,0.464
27,mlp.up_proj,103.78501892,0.01000,0.236
27,mlp.gate_proj,95.20819092,0.01000,0.225
27,mlp.down_proj,89.54586029,0.01000,0.693