InternVL2_5-4B-GPTQ-INT4 / quant_log.csv
Azaz666's picture
Upload GPTQ-INT4 quantized model
0b358c2 verified
layer,module,loss,samples,damp,time
0,self_attn.q_proj,0.0002350870,0.05000,1.389
0,self_attn.k_proj,0.0000495884,0.05000,1.401
0,self_attn.v_proj,0.0000058943,0.05000,1.411
0,self_attn.o_proj,0.0000236358,0.05000,0.468
0,mlp.up_proj,0.0002387998,0.05000,0.884
0,mlp.gate_proj,0.0003092090,0.05000,0.905
0,mlp.down_proj,0.0000352943,0.05000,2.892
1,self_attn.q_proj,0.0000474484,0.05000,1.445
1,self_attn.k_proj,0.0000132815,0.05000,1.464
1,self_attn.v_proj,0.0000025667,0.05000,1.471
1,self_attn.o_proj,0.0000079649,0.05000,0.535
1,mlp.up_proj,0.0130337269,0.05000,1.058
1,mlp.gate_proj,0.0172095274,0.05000,1.066
1,mlp.down_proj,0.0000033589,0.05000,3.471
2,self_attn.k_proj,0.0000159378,0.05000,1.344
2,self_attn.v_proj,0.0000040993,0.05000,1.359
2,self_attn.q_proj,0.0000724677,0.05000,1.372
2,self_attn.o_proj,0.0000051665,0.05000,0.496
2,mlp.gate_proj,0.0038327214,0.05000,0.789
2,mlp.up_proj,0.0037921627,0.05000,0.796
2,mlp.down_proj,0.0090362954,0.05000,2.958
3,self_attn.v_proj,0.0000121165,0.05000,1.371
3,self_attn.k_proj,0.0000652644,0.05000,1.377
3,self_attn.q_proj,0.0003032616,0.05000,1.398
3,self_attn.o_proj,0.0000070980,0.05000,0.840
3,mlp.gate_proj,0.0050947977,0.05000,1.129
3,mlp.up_proj,0.0043798673,0.05000,1.141
3,mlp.down_proj,0.0001146523,0.05000,2.803
4,self_attn.v_proj,0.0000165725,0.05000,1.741
4,self_attn.q_proj,0.0002473793,0.05000,1.757
4,self_attn.k_proj,0.0000484598,0.05000,1.771
4,self_attn.o_proj,0.0000154044,0.05000,0.452
4,mlp.up_proj,0.0034890500,0.05000,0.945
4,mlp.gate_proj,0.0048000967,0.05000,0.968
4,mlp.down_proj,0.0000431230,0.05000,2.768
5,self_attn.v_proj,0.0000432888,0.05000,1.424
5,self_attn.q_proj,0.0005337124,0.05000,1.427
5,self_attn.k_proj,0.0000954607,0.05000,1.446
5,self_attn.o_proj,0.0000096460,0.05000,0.449
5,mlp.gate_proj,0.0064711852,0.05000,0.952
5,mlp.up_proj,0.0054382997,0.05000,0.964
5,mlp.down_proj,0.0000662426,0.05000,2.780
6,self_attn.v_proj,0.0000374054,0.05000,1.393
6,self_attn.q_proj,0.0003390273,0.05000,1.413
6,self_attn.k_proj,0.0000539993,0.05000,1.431
6,self_attn.o_proj,0.0000239811,0.05000,0.453
6,mlp.gate_proj,0.0083112013,0.05000,0.931
6,mlp.up_proj,0.0070795329,0.05000,0.940
6,mlp.down_proj,0.0000900177,0.05000,2.698
7,self_attn.k_proj,0.0000704335,0.05000,1.509
7,self_attn.q_proj,0.0004461423,0.05000,1.532
7,self_attn.v_proj,0.0000449421,0.05000,1.540
7,self_attn.o_proj,0.0000158974,0.05000,0.479
7,mlp.gate_proj,0.0084789699,0.05000,1.144
7,mlp.up_proj,0.0068957208,0.05000,1.156
7,mlp.down_proj,0.0001276712,0.05000,3.500
8,self_attn.q_proj,0.0004550622,0.05000,1.419
8,self_attn.v_proj,0.0000480385,0.05000,1.423
8,self_attn.k_proj,0.0000688795,0.05000,1.428
8,self_attn.o_proj,0.0000237095,0.05000,0.469
8,mlp.up_proj,0.0065720858,0.05000,0.953
8,mlp.gate_proj,0.0092143638,0.05000,0.957
8,mlp.down_proj,0.0001645900,0.05000,2.690
9,self_attn.q_proj,0.0004010807,0.05000,1.298
9,self_attn.k_proj,0.0000703355,0.05000,1.310
9,self_attn.v_proj,0.0000412660,0.05000,1.319
9,self_attn.o_proj,0.0000372614,0.05000,0.451
9,mlp.gate_proj,0.0086270275,0.05000,0.724
9,mlp.up_proj,0.0057881656,0.05000,0.729
9,mlp.down_proj,0.0001873366,0.05000,2.661
10,self_attn.v_proj,0.0000675373,0.05000,1.464
10,self_attn.k_proj,0.0000842096,0.05000,1.476
10,self_attn.q_proj,0.0005640181,0.05000,1.486
10,self_attn.o_proj,0.0000375405,0.05000,0.465
10,mlp.gate_proj,0.0064309352,0.05000,0.952
10,mlp.up_proj,0.0042183016,0.05000,0.952
10,mlp.down_proj,0.0002274845,0.05000,2.724
11,self_attn.k_proj,0.0000618624,0.05000,1.443
11,self_attn.v_proj,0.0000554348,0.05000,1.452
11,self_attn.q_proj,0.0004188407,0.05000,1.484
11,self_attn.o_proj,0.0000588654,0.05000,0.461
11,mlp.up_proj,0.0024528662,0.05000,0.955
11,mlp.gate_proj,0.0034099502,0.05000,0.960
11,mlp.down_proj,0.0002484049,0.05000,2.826
12,self_attn.k_proj,0.0000663459,0.05000,1.707
12,self_attn.q_proj,0.0004353355,0.05000,1.714
12,self_attn.v_proj,0.0000493771,0.05000,1.720
12,self_attn.o_proj,0.0000569917,0.05000,0.534
12,mlp.gate_proj,0.0037296684,0.05000,0.927
12,mlp.up_proj,0.0026382779,0.05000,0.932
12,mlp.down_proj,0.0002238520,0.05000,2.694
13,self_attn.k_proj,0.0000918726,0.05000,1.413
13,self_attn.v_proj,0.0000332990,0.05000,1.428
13,self_attn.q_proj,0.0005053526,0.05000,1.429
13,self_attn.o_proj,0.0000357019,0.05000,0.451
13,mlp.gate_proj,0.0020309976,0.05000,0.801
13,mlp.up_proj,0.0019490962,0.05000,0.810
13,mlp.down_proj,0.0001979468,0.05000,2.777
14,self_attn.q_proj,0.0003977691,0.05000,1.297
14,self_attn.v_proj,0.0000393797,0.05000,1.304
14,self_attn.k_proj,0.0000605854,0.05000,1.308
14,self_attn.o_proj,0.0000810008,0.05000,0.458
14,mlp.up_proj,0.0018685926,0.05000,0.907
14,mlp.gate_proj,0.0019428260,0.05000,0.913
14,mlp.down_proj,0.0001839744,0.05000,2.739
15,self_attn.k_proj,0.0000632234,0.05000,1.297
15,self_attn.v_proj,0.0000390386,0.05000,1.308
15,self_attn.q_proj,0.0004023011,0.05000,1.323
15,self_attn.o_proj,0.0000734222,0.05000,0.459
15,mlp.up_proj,0.0016407124,0.05000,0.922
15,mlp.gate_proj,0.0015691990,0.05000,0.930
15,mlp.down_proj,0.0001619132,0.05000,2.651
16,self_attn.v_proj,0.0000397472,0.05000,1.758
16,self_attn.q_proj,0.0004093029,0.05000,1.780
16,self_attn.k_proj,0.0000679986,0.05000,1.785
16,self_attn.o_proj,0.0000735932,0.05000,0.714
16,mlp.gate_proj,0.0016409640,0.05000,1.356
16,mlp.up_proj,0.0016108529,0.05000,1.364
16,mlp.down_proj,0.0001433920,0.05000,2.709
17,self_attn.q_proj,0.0006384926,0.05000,1.454
17,self_attn.v_proj,0.0000570526,0.05000,1.470
17,self_attn.k_proj,0.0001091180,0.05000,1.481
17,self_attn.o_proj,0.0000506870,0.05000,0.467
17,mlp.up_proj,0.0014302930,0.05000,0.949
17,mlp.gate_proj,0.0014094597,0.05000,0.954
17,mlp.down_proj,0.0001370377,0.05000,2.728
18,self_attn.q_proj,0.0004070264,0.05000,1.559
18,self_attn.k_proj,0.0000593264,0.05000,1.642
18,self_attn.v_proj,0.0000428977,0.05000,1.651
18,self_attn.o_proj,0.0000611151,0.05000,0.643
18,mlp.up_proj,0.0013951592,0.05000,1.321
18,mlp.gate_proj,0.0014391315,0.05000,1.320
18,mlp.down_proj,0.0001301621,0.05000,4.631
19,self_attn.v_proj,0.0000454103,0.05000,2.170
19,self_attn.k_proj,0.0000802021,0.05000,2.260
19,self_attn.q_proj,0.0004584398,0.05000,2.283
19,self_attn.o_proj,0.0000832018,0.05000,0.855
19,mlp.gate_proj,0.0013592220,0.05000,1.760
19,mlp.up_proj,0.0014207353,0.05000,1.786
19,mlp.down_proj,0.0001298065,0.05000,4.033
20,self_attn.k_proj,0.0000823069,0.05000,1.879
20,self_attn.q_proj,0.0007093750,0.05000,1.935
20,self_attn.v_proj,0.0000864942,0.05000,1.993
20,self_attn.o_proj,0.0000718808,0.05000,0.821
20,mlp.gate_proj,0.0013735232,0.05000,1.072
20,mlp.up_proj,0.0014128388,0.05000,1.215
20,mlp.down_proj,0.0001408066,0.05000,4.534
21,self_attn.k_proj,0.0000800281,0.05000,2.156
21,self_attn.q_proj,0.0005046818,0.05000,2.172
21,self_attn.v_proj,0.0000577273,0.05000,2.274
21,self_attn.o_proj,0.0000763357,0.05000,0.748
21,mlp.gate_proj,0.0014464086,0.05000,1.168
21,mlp.up_proj,0.0013651836,0.05000,1.212
21,mlp.down_proj,0.0001177456,0.05000,2.956
22,self_attn.k_proj,0.0000903085,0.05000,1.766
22,self_attn.q_proj,0.0005909076,0.05000,1.806
22,self_attn.v_proj,0.0000757894,0.05000,1.810
22,self_attn.o_proj,0.0000623799,0.05000,0.526
22,mlp.up_proj,0.0014004772,0.05000,1.257
22,mlp.gate_proj,0.0014311959,0.05000,1.275
22,mlp.down_proj,0.0001264588,0.05000,4.373
23,self_attn.q_proj,0.0006088087,0.05000,2.115
23,self_attn.k_proj,0.0000888351,0.05000,2.155
23,self_attn.v_proj,0.0000476617,0.05000,2.223
23,self_attn.o_proj,0.0000646709,0.05000,0.644
23,mlp.up_proj,0.0014787837,0.05000,1.319
23,mlp.gate_proj,0.0014157394,0.05000,1.447
23,mlp.down_proj,0.0001453594,0.05000,4.296
24,self_attn.v_proj,0.0000535015,0.05000,1.915
24,self_attn.k_proj,0.0000606524,0.05000,1.972
24,self_attn.q_proj,0.0004475276,0.05000,1.990
24,self_attn.o_proj,0.0000783631,0.05000,0.887
24,mlp.gate_proj,0.0013949360,0.05000,1.192
24,mlp.up_proj,0.0014352342,0.05000,1.383
24,mlp.down_proj,0.0001567249,0.05000,4.689
25,self_attn.k_proj,0.0000588555,0.05000,2.278
25,self_attn.v_proj,0.0000853784,0.05000,2.371
25,self_attn.q_proj,0.0006110521,0.05000,2.532
25,self_attn.o_proj,0.0000598715,0.05000,0.982
25,mlp.up_proj,0.0015592789,0.05000,1.336
25,mlp.gate_proj,0.0015332821,0.05000,1.365
25,mlp.down_proj,0.0001992039,0.05000,3.003
26,self_attn.q_proj,0.0004816819,0.05000,1.612
26,self_attn.v_proj,0.0000801456,0.05000,1.647
26,self_attn.k_proj,0.0000613980,0.05000,1.656
26,self_attn.o_proj,0.0000884467,0.05000,0.513
26,mlp.gate_proj,0.0016698752,0.05000,1.040
26,mlp.up_proj,0.0017734253,0.05000,1.054
26,mlp.down_proj,0.0002655405,0.05000,3.050
27,self_attn.v_proj,0.0001156350,0.05000,1.534
27,self_attn.k_proj,0.0000694705,0.05000,1.571
27,self_attn.q_proj,0.0008163267,0.05000,1.579
27,self_attn.o_proj,0.0001265619,0.05000,0.511
27,mlp.up_proj,0.0018934087,0.05000,0.999
27,mlp.gate_proj,0.0018705411,0.05000,1.017
27,mlp.down_proj,0.0003228687,0.05000,2.862
28,self_attn.k_proj,0.0000650905,0.05000,2.290
28,self_attn.q_proj,0.0006038837,0.05000,2.303
28,self_attn.v_proj,0.0001092675,0.05000,2.350
28,self_attn.o_proj,0.0001192229,0.05000,0.755
28,mlp.up_proj,0.0021129013,0.05000,1.005
28,mlp.gate_proj,0.0021004773,0.05000,1.026
28,mlp.down_proj,0.0003793565,0.05000,2.973
29,self_attn.q_proj,0.0005846746,0.05000,1.838
29,self_attn.k_proj,0.0000670443,0.05000,1.869
29,self_attn.v_proj,0.0000986339,0.05000,1.879
29,self_attn.o_proj,0.0000909046,0.05000,0.470
29,mlp.up_proj,0.0025685690,0.05000,1.072
29,mlp.gate_proj,0.0025046702,0.05000,1.101
29,mlp.down_proj,0.0005272932,0.05000,3.049
30,self_attn.v_proj,0.0002365673,0.05000,1.805
30,self_attn.q_proj,0.0008247248,0.05000,1.814
30,self_attn.k_proj,0.0000707403,0.05000,1.832
30,self_attn.o_proj,0.0000990036,0.05000,0.519
30,mlp.up_proj,0.0035084721,0.05000,0.990
30,mlp.gate_proj,0.0032103522,0.05000,1.040
30,mlp.down_proj,0.0053239912,0.05000,2.915
31,self_attn.q_proj,0.0009805325,0.05000,1.691
31,self_attn.v_proj,0.0002592109,0.05000,1.704
31,self_attn.k_proj,0.0000985458,0.05000,1.714
31,self_attn.o_proj,0.0002562517,0.05000,0.501
31,mlp.up_proj,0.0041799812,0.05000,1.191
31,mlp.gate_proj,0.0036576450,0.05000,1.214
31,mlp.down_proj,0.0017657173,0.05000,4.082
32,self_attn.v_proj,0.0007043787,0.05000,2.017
32,self_attn.k_proj,0.0001399740,0.05000,2.077
32,self_attn.q_proj,0.0015637881,0.05000,2.086
32,self_attn.o_proj,0.0002418083,0.05000,0.756
32,mlp.up_proj,0.0043462683,0.05000,1.288
32,mlp.gate_proj,0.0038090997,0.05000,1.308
32,mlp.down_proj,0.0018351650,0.05000,4.499
33,self_attn.v_proj,0.0015008834,0.05000,2.409
33,self_attn.k_proj,0.0001224033,0.05000,2.454
33,self_attn.q_proj,0.0014767564,0.05000,2.478
33,self_attn.o_proj,0.0002690905,0.05000,0.725
33,mlp.gate_proj,0.0035885438,0.05000,1.361
33,mlp.up_proj,0.0044905547,0.05000,1.399
33,mlp.down_proj,0.0034433876,0.05000,4.359
34,self_attn.v_proj,0.0002083482,0.05000,2.172
34,self_attn.q_proj,0.0006153963,0.05000,2.220
34,self_attn.k_proj,0.0000626373,0.05000,2.271
34,self_attn.o_proj,0.0002969657,0.05000,0.690
34,mlp.gate_proj,0.0039339582,0.05000,1.359
34,mlp.up_proj,0.0045975191,0.05000,1.368
34,mlp.down_proj,0.0025222073,0.05000,3.361
35,self_attn.v_proj,0.0001811058,0.05000,1.607
35,self_attn.k_proj,0.0000604469,0.05000,1.616
35,self_attn.q_proj,0.0005729022,0.05000,1.642
35,self_attn.o_proj,0.0002992628,0.05000,0.602
35,mlp.up_proj,0.0064264687,0.05000,1.194
35,mlp.gate_proj,0.0060764383,0.05000,1.285
35,mlp.down_proj,0.0061064307,0.05000,3.911