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GPTQ INT4 quantization of Qwen/Qwen2.5-VL-7B-Instruct
09207b1 verified
layer,module,loss,samples,damp,time
0,self_attn.q_proj,0.0000438894,0.05000,2.464
0,self_attn.v_proj,0.0000015206,0.05000,2.489
0,self_attn.k_proj,0.0000091191,0.05000,2.527
0,self_attn.o_proj,0.0000068863,0.05000,0.799
0,mlp.up_proj,0.0000903576,0.05000,1.729
0,mlp.gate_proj,0.0001630741,0.05000,1.737
0,mlp.down_proj,0.0000053972,0.05000,5.176
1,self_attn.k_proj,0.0000065015,0.05000,2.082
1,self_attn.v_proj,0.0000023747,0.05000,2.092
1,self_attn.q_proj,0.0000240830,0.05000,2.142
1,self_attn.o_proj,0.0000021045,0.05000,0.795
1,mlp.gate_proj,0.0076908120,0.05000,1.750
1,mlp.up_proj,0.0053946630,0.05000,1.757
1,mlp.down_proj,0.0000063501,0.05000,5.185
2,self_attn.k_proj,0.0000150275,0.05000,3.674
2,self_attn.q_proj,0.0000574105,0.05000,3.691
2,self_attn.v_proj,0.0000031481,0.05000,3.720
2,self_attn.o_proj,0.0000035134,0.05000,0.823
2,mlp.gate_proj,0.0053627073,0.05000,1.712
2,mlp.up_proj,0.0036250334,0.05000,1.718
2,mlp.down_proj,0.0000113211,0.05000,5.244
3,self_attn.q_proj,0.0000806432,0.05000,2.577
3,self_attn.v_proj,0.0000060402,0.05000,2.596
3,self_attn.k_proj,0.0000198588,0.05000,2.621
3,self_attn.o_proj,0.0000076269,0.05000,0.769
3,mlp.gate_proj,0.0071466091,0.05000,1.720
3,mlp.up_proj,0.0057860881,0.05000,1.733
3,mlp.down_proj,0.0019782408,0.05000,5.223
4,self_attn.q_proj,0.0001705793,0.05000,2.892
4,self_attn.v_proj,0.0000171012,0.05000,2.968
4,self_attn.k_proj,0.0000366052,0.05000,2.977
4,self_attn.o_proj,0.0000097317,0.05000,0.762
4,mlp.gate_proj,0.0056847281,0.05000,1.737
4,mlp.up_proj,0.0041875392,0.05000,1.744
4,mlp.down_proj,0.0004363772,0.05000,5.214
5,self_attn.q_proj,0.0001847717,0.05000,2.402
5,self_attn.k_proj,0.0000372404,0.05000,2.453
5,self_attn.v_proj,0.0000176765,0.05000,2.471
5,self_attn.o_proj,0.0000111212,0.05000,0.816
5,mlp.up_proj,0.0059180821,0.05000,1.509
5,mlp.gate_proj,0.0068266907,0.05000,1.512
5,mlp.down_proj,0.0000407658,0.05000,5.318
6,self_attn.v_proj,0.0000146883,0.05000,3.003
6,self_attn.q_proj,0.0001399245,0.05000,3.015
6,self_attn.k_proj,0.0000274019,0.05000,3.030
6,self_attn.o_proj,0.0000136528,0.05000,0.786
6,mlp.up_proj,0.0009805247,0.05000,1.696
6,mlp.gate_proj,0.0013682553,0.05000,1.707
6,mlp.down_proj,0.0000458023,0.05000,5.316
7,self_attn.q_proj,0.0001471542,0.05000,2.522
7,self_attn.v_proj,0.0000256503,0.05000,2.557
7,self_attn.k_proj,0.0000249125,0.05000,2.578
7,self_attn.o_proj,0.0000177934,0.05000,0.797
7,mlp.gate_proj,0.0006032905,0.05000,1.708
7,mlp.up_proj,0.0005537175,0.05000,1.713
7,mlp.down_proj,0.0000577018,0.05000,5.372
8,self_attn.q_proj,0.0002175183,0.05000,3.201
8,self_attn.v_proj,0.0000218963,0.05000,3.266
8,self_attn.k_proj,0.0000468722,0.05000,3.294
8,self_attn.o_proj,0.0000200981,0.05000,0.781
8,mlp.gate_proj,0.0005997233,0.05000,1.732
8,mlp.up_proj,0.0005824831,0.05000,1.740
8,mlp.down_proj,0.0000502734,0.05000,5.312
9,self_attn.q_proj,0.0001792254,0.05000,2.273
9,self_attn.v_proj,0.0000299312,0.05000,2.300
9,self_attn.k_proj,0.0000316829,0.05000,2.332
9,self_attn.o_proj,0.0000227054,0.05000,0.777
9,mlp.up_proj,0.0013988300,0.05000,1.714
9,mlp.gate_proj,0.0021636186,0.05000,1.725
9,mlp.down_proj,0.0000711714,0.05000,5.317
10,self_attn.q_proj,0.0001766122,0.05000,3.446
10,self_attn.v_proj,0.0000218141,0.05000,3.489
10,self_attn.k_proj,0.0000340336,0.05000,3.500
10,self_attn.o_proj,0.0000213610,0.05000,0.795
10,mlp.up_proj,0.0005967160,0.05000,1.723
10,mlp.gate_proj,0.0006525118,0.05000,1.734
10,mlp.down_proj,0.0000555367,0.05000,5.270
11,self_attn.q_proj,0.0002048051,0.05000,2.349
11,self_attn.v_proj,0.0000197669,0.05000,2.365
11,self_attn.k_proj,0.0000437646,0.05000,2.421
11,self_attn.o_proj,0.0000240660,0.05000,0.808
11,mlp.up_proj,0.0005818227,0.05000,1.748
11,mlp.gate_proj,0.0005919564,0.05000,1.761
11,mlp.down_proj,0.0000545234,0.05000,5.195
12,self_attn.q_proj,0.0002245534,0.05000,3.620
12,self_attn.v_proj,0.0000252695,0.05000,3.661
12,self_attn.k_proj,0.0000469002,0.05000,3.666
12,self_attn.o_proj,0.0000249968,0.05000,0.808
12,mlp.gate_proj,0.0005769528,0.05000,1.745
12,mlp.up_proj,0.0005966430,0.05000,1.748
12,mlp.down_proj,0.0000542671,0.05000,5.341
13,self_attn.q_proj,0.0002443681,0.05000,2.494
13,self_attn.k_proj,0.0000441101,0.05000,2.515
13,self_attn.v_proj,0.0000307820,0.05000,2.556
13,self_attn.o_proj,0.0000284445,0.05000,0.817
13,mlp.gate_proj,0.0005881149,0.05000,1.689
13,mlp.up_proj,0.0005680628,0.05000,1.689
13,mlp.down_proj,0.0000449818,0.05000,5.261
14,self_attn.q_proj,0.0003254954,0.05000,3.587
14,self_attn.k_proj,0.0000603198,0.05000,3.644
14,self_attn.v_proj,0.0000318992,0.05000,3.654
14,self_attn.o_proj,0.0000330047,0.05000,0.769
14,mlp.gate_proj,0.0006131215,0.05000,1.744
14,mlp.up_proj,0.0006312539,0.05000,1.755
14,mlp.down_proj,0.0000674289,0.05000,5.298
15,self_attn.q_proj,0.0002752336,0.05000,2.450
15,self_attn.v_proj,0.0000280227,0.05000,2.471
15,self_attn.k_proj,0.0000577813,0.05000,2.498
15,self_attn.o_proj,0.0000255403,0.05000,0.808
15,mlp.up_proj,0.0006327451,0.05000,1.727
15,mlp.gate_proj,0.0006008668,0.05000,1.732
15,mlp.down_proj,0.0000529739,0.05000,5.423
16,self_attn.q_proj,0.0002853569,0.05000,3.297
16,self_attn.k_proj,0.0000520708,0.05000,3.361
16,self_attn.v_proj,0.0000383636,0.05000,3.408
16,self_attn.o_proj,0.0000282680,0.05000,0.784
16,mlp.gate_proj,0.0005806266,0.05000,1.681
16,mlp.up_proj,0.0006096392,0.05000,1.687
16,mlp.down_proj,0.0000499779,0.05000,5.265
17,self_attn.q_proj,0.0003053582,0.05000,2.297
17,self_attn.k_proj,0.0000502396,0.05000,2.343
17,self_attn.v_proj,0.0000401401,0.05000,2.362
17,self_attn.o_proj,0.0000236887,0.05000,0.787
17,mlp.up_proj,0.0007070474,0.05000,1.699
17,mlp.gate_proj,0.0006586523,0.05000,1.705
17,mlp.down_proj,0.0000636597,0.05000,5.242
18,self_attn.v_proj,0.0000431088,0.05000,3.427
18,self_attn.k_proj,0.0000382208,0.05000,3.450
18,self_attn.q_proj,0.0002408514,0.05000,3.464
18,self_attn.o_proj,0.0000456689,0.05000,0.767
18,mlp.gate_proj,0.0007737921,0.05000,1.665
18,mlp.up_proj,0.0008335007,0.05000,1.665
18,mlp.down_proj,0.0001066881,0.05000,5.210
19,self_attn.k_proj,0.0000421407,0.05000,2.532
19,self_attn.q_proj,0.0003071287,0.05000,2.551
19,self_attn.v_proj,0.0000575771,0.05000,2.569
19,self_attn.o_proj,0.0000559175,0.05000,0.783
19,mlp.up_proj,0.0009535861,0.05000,1.703
19,mlp.gate_proj,0.0009294953,0.05000,1.713
19,mlp.down_proj,0.0001444341,0.05000,5.298
20,self_attn.q_proj,0.0002946954,0.05000,3.331
20,self_attn.v_proj,0.0000622942,0.05000,3.366
20,self_attn.k_proj,0.0000443240,0.05000,3.408
20,self_attn.o_proj,0.0000462700,0.05000,0.771
20,mlp.up_proj,0.0012382881,0.05000,1.730
20,mlp.gate_proj,0.0012131543,0.05000,1.736
20,mlp.down_proj,0.0002655645,0.05000,5.548
21,self_attn.v_proj,0.0000965719,0.05000,2.527
21,self_attn.k_proj,0.0000449129,0.05000,2.534
21,self_attn.q_proj,0.0003481993,0.05000,2.555
21,self_attn.o_proj,0.0001077656,0.05000,0.775
21,mlp.up_proj,0.0015859862,0.05000,1.747
21,mlp.gate_proj,0.0016497311,0.05000,1.762
21,mlp.down_proj,0.0003857095,0.05000,5.253
22,self_attn.q_proj,0.0004678984,0.05000,3.419
22,self_attn.v_proj,0.0001514067,0.05000,3.532
22,self_attn.k_proj,0.0000566288,0.05000,3.545
22,self_attn.o_proj,0.0001139801,0.05000,0.786
22,mlp.up_proj,0.0021776777,0.05000,1.717
22,mlp.gate_proj,0.0022519192,0.05000,1.724
22,mlp.down_proj,0.0005672044,0.05000,5.295
23,self_attn.q_proj,0.0005272307,0.05000,2.444
23,self_attn.v_proj,0.0001932597,0.05000,2.466
23,self_attn.k_proj,0.0000665373,0.05000,2.506
23,self_attn.o_proj,0.0002671898,0.05000,0.791
23,mlp.gate_proj,0.0030036205,0.05000,1.709
23,mlp.up_proj,0.0028992037,0.05000,1.717
23,mlp.down_proj,0.0008007232,0.05000,5.237
24,self_attn.k_proj,0.0000597107,0.05000,3.429
24,self_attn.v_proj,0.0001813582,0.05000,3.471
24,self_attn.q_proj,0.0004617543,0.05000,3.532
24,self_attn.o_proj,0.0002546603,0.05000,0.797
24,mlp.up_proj,0.0030854423,0.05000,1.712
24,mlp.gate_proj,0.0029339537,0.05000,1.724
24,mlp.down_proj,0.0009348846,0.05000,5.228
25,self_attn.q_proj,0.0005000142,0.05000,2.455
25,self_attn.v_proj,0.0002651610,0.05000,2.482
25,self_attn.k_proj,0.0000586177,0.05000,2.507
25,self_attn.o_proj,0.0002996661,0.05000,0.772
25,mlp.gate_proj,0.0035098709,0.05000,1.672
25,mlp.up_proj,0.0038939198,0.05000,1.684
25,mlp.down_proj,0.0017060469,0.05000,5.197
26,self_attn.q_proj,0.0007208990,0.05000,2.176
26,self_attn.v_proj,0.0005336694,0.05000,2.225
26,self_attn.k_proj,0.0000866347,0.05000,2.270
26,self_attn.o_proj,0.0011180059,0.05000,0.846
26,mlp.gate_proj,0.0040886094,0.05000,1.700
26,mlp.up_proj,0.0046326114,0.05000,1.707
26,mlp.down_proj,0.0406908153,0.07000,7.459
27,self_attn.q_proj,0.0012152635,0.05000,2.389
27,self_attn.v_proj,0.0006911443,0.05000,2.449
27,self_attn.k_proj,0.0001213231,0.05000,2.467
27,self_attn.o_proj,0.0019590675,0.05000,0.785
27,mlp.up_proj,0.0097063605,0.05000,1.732
27,mlp.gate_proj,0.0092902648,0.05000,1.737
27,mlp.down_proj,0.0259093462,0.05000,5.223