Download quant_log.csv from AXERA-TECH/MiniCPM5-2B-GPTQ-Int4: direct link, hf CLI and curl.
- Browser
- Download file 13.6 kB
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https://huggingface.co/AXERA-TECH/MiniCPM5-2B-GPTQ-Int4/resolve/main/quant_log.csv
- Command line
-
hf download hf://AXERA-TECH/MiniCPM5-2B-GPTQ-Int4/quant_log.csv
-
curl -L -o quant_log.csv https://huggingface.co/AXERA-TECH/MiniCPM5-2B-GPTQ-Int4/resolve/main/quant_log.csv
13.6 kB
| layer,module,loss,samples,damp,time | |
| 0,self_attn.k_proj,0.0000000600,0.05000,2.968 | |
| 0,self_attn.q_proj,0.0000000621,0.05000,2.979 | |
| 0,self_attn.v_proj,0.0000000102,0.05000,2.991 | |
| 0,self_attn.o_proj,0.0000000001,0.05000,0.738 | |
| 0,mlp.up_proj,0.0000004295,0.05000,1.354 | |
| 0,mlp.gate_proj,0.0000002651,0.05000,1.434 | |
| 0,mlp.down_proj,0.0000000102,0.05000,2.211 | |
| 1,self_attn.v_proj,0.0000000312,0.05000,2.159 | |
| 1,self_attn.q_proj,0.0000010910,0.05000,2.184 | |
| 1,self_attn.k_proj,0.0000004190,0.05000,2.195 | |
| 1,self_attn.o_proj,0.0000000055,0.05000,0.696 | |
| 1,mlp.up_proj,0.0000008456,0.05000,1.454 | |
| 1,mlp.gate_proj,0.0000008186,0.05000,1.486 | |
| 1,mlp.down_proj,0.0000000238,0.05000,2.080 | |
| 2,self_attn.q_proj,0.0000015795,0.05000,2.792 | |
| 2,self_attn.k_proj,0.0000005978,0.05000,2.801 | |
| 2,self_attn.v_proj,0.0000001176,0.05000,2.805 | |
| 2,self_attn.o_proj,0.0000000100,0.05000,0.830 | |
| 2,mlp.up_proj,0.0000015514,0.05000,1.225 | |
| 2,mlp.gate_proj,0.0000015220,0.05000,1.233 | |
| 2,mlp.down_proj,0.0000000262,0.05000,2.067 | |
| 3,self_attn.q_proj,0.0000017333,0.05000,2.580 | |
| 3,self_attn.k_proj,0.0000005894,0.05000,2.585 | |
| 3,self_attn.v_proj,0.0000001449,0.05000,2.594 | |
| 3,self_attn.o_proj,0.0000000117,0.05000,0.843 | |
| 3,mlp.gate_proj,0.0000021933,0.05000,1.308 | |
| 3,mlp.up_proj,0.0000021610,0.05000,1.337 | |
| 3,mlp.down_proj,0.0000000374,0.05000,2.233 | |
| 4,self_attn.k_proj,0.0000006209,0.05000,2.207 | |
| 4,self_attn.v_proj,0.0000002330,0.05000,2.254 | |
| 4,self_attn.q_proj,0.0000021698,0.05000,2.262 | |
| 4,self_attn.o_proj,0.0000000209,0.05000,0.779 | |
| 4,mlp.up_proj,0.0000028669,0.05000,1.453 | |
| 4,mlp.gate_proj,0.0000029918,0.05000,1.465 | |
| 4,mlp.down_proj,0.0000000641,0.05000,2.061 | |
| 5,self_attn.q_proj,0.0000022883,0.05000,2.341 | |
| 5,self_attn.v_proj,0.0000001445,0.05000,2.365 | |
| 5,self_attn.k_proj,0.0000007843,0.05000,2.366 | |
| 5,self_attn.o_proj,0.0000000288,0.05000,0.691 | |
| 5,mlp.up_proj,0.0000033672,0.05000,1.228 | |
| 5,mlp.gate_proj,0.0000034226,0.05000,1.266 | |
| 5,mlp.down_proj,0.0000000971,0.05000,2.027 | |
| 6,self_attn.k_proj,0.0000006688,0.05000,2.463 | |
| 6,self_attn.q_proj,0.0000022889,0.05000,2.474 | |
| 6,self_attn.v_proj,0.0000001785,0.05000,2.474 | |
| 6,self_attn.o_proj,0.0000000409,0.05000,0.722 | |
| 6,mlp.gate_proj,0.0000040798,0.05000,1.465 | |
| 6,mlp.up_proj,0.0000038839,0.05000,1.471 | |
| 6,mlp.down_proj,0.0000001215,0.05000,2.053 | |
| 7,self_attn.q_proj,0.0000032722,0.05000,2.676 | |
| 7,self_attn.v_proj,0.0000003751,0.05000,2.684 | |
| 7,self_attn.k_proj,0.0000009048,0.05000,2.690 | |
| 7,self_attn.o_proj,0.0000000369,0.05000,0.727 | |
| 7,mlp.gate_proj,0.0000040795,0.05000,1.424 | |
| 7,mlp.up_proj,0.0000040808,0.05000,1.445 | |
| 7,mlp.down_proj,0.0000158671,0.05000,2.042 | |
| 8,self_attn.q_proj,0.0000026964,0.05000,2.066 | |
| 8,self_attn.k_proj,0.0000009070,0.05000,2.074 | |
| 8,self_attn.v_proj,0.0000001757,0.05000,2.086 | |
| 8,self_attn.o_proj,0.0000000419,0.05000,0.883 | |
| 8,mlp.up_proj,0.0000053200,0.05000,1.494 | |
| 8,mlp.gate_proj,0.0000053832,0.05000,1.515 | |
| 8,mlp.down_proj,0.0000001755,0.05000,2.220 | |
| 9,self_attn.v_proj,0.0000002140,0.05000,2.482 | |
| 9,self_attn.k_proj,0.0000005660,0.05000,2.497 | |
| 9,self_attn.q_proj,0.0000019601,0.05000,2.510 | |
| 9,self_attn.o_proj,0.0000000889,0.05000,0.782 | |
| 9,mlp.gate_proj,0.0000054103,0.05000,1.446 | |
| 9,mlp.up_proj,0.0000055947,0.05000,1.458 | |
| 9,mlp.down_proj,0.0000001939,0.05000,2.149 | |
| 10,self_attn.q_proj,0.0000029601,0.05000,2.733 | |
| 10,self_attn.v_proj,0.0000002159,0.05000,2.743 | |
| 10,self_attn.k_proj,0.0000008800,0.05000,2.750 | |
| 10,self_attn.o_proj,0.0000001056,0.05000,0.701 | |
| 10,mlp.gate_proj,0.0000056248,0.05000,1.277 | |
| 10,mlp.up_proj,0.0000061454,0.05000,1.285 | |
| 10,mlp.down_proj,0.0000002252,0.05000,2.168 | |
| 11,self_attn.q_proj,0.0000029028,0.05000,2.784 | |
| 11,self_attn.k_proj,0.0000007584,0.05000,2.788 | |
| 11,self_attn.v_proj,0.0000002537,0.05000,2.805 | |
| 11,self_attn.o_proj,0.0000001250,0.05000,0.709 | |
| 11,mlp.up_proj,0.0000064335,0.05000,1.384 | |
| 11,mlp.gate_proj,0.0000054767,0.05000,1.406 | |
| 11,mlp.down_proj,0.0000002572,0.05000,2.228 | |
| 12,self_attn.q_proj,0.0000020816,0.05000,2.697 | |
| 12,self_attn.v_proj,0.0000002150,0.05000,2.727 | |
| 12,self_attn.k_proj,0.0000005494,0.05000,2.735 | |
| 12,self_attn.o_proj,0.0000001315,0.05000,0.842 | |
| 12,mlp.gate_proj,0.0000053073,0.05000,1.485 | |
| 12,mlp.up_proj,0.0000064192,0.05000,1.500 | |
| 12,mlp.down_proj,0.0000002726,0.05000,2.153 | |
| 13,self_attn.v_proj,0.0000002048,0.05000,2.408 | |
| 13,self_attn.q_proj,0.0000029849,0.05000,2.433 | |
| 13,self_attn.k_proj,0.0000007275,0.05000,2.440 | |
| 13,self_attn.o_proj,0.0000001759,0.05000,0.735 | |
| 13,mlp.up_proj,0.0000065412,0.05000,1.397 | |
| 13,mlp.gate_proj,0.0000053801,0.05000,1.414 | |
| 13,mlp.down_proj,0.0000003024,0.05000,2.212 | |
| 14,self_attn.k_proj,0.0000005761,0.05000,2.243 | |
| 14,self_attn.q_proj,0.0000021265,0.05000,2.291 | |
| 14,self_attn.v_proj,0.0000002405,0.05000,2.294 | |
| 14,self_attn.o_proj,0.0000002090,0.05000,0.684 | |
| 14,mlp.gate_proj,0.0000048657,0.05000,1.464 | |
| 14,mlp.up_proj,0.0000063035,0.05000,1.493 | |
| 14,mlp.down_proj,0.0000003089,0.05000,2.095 | |
| 15,self_attn.q_proj,0.0000034351,0.05000,2.247 | |
| 15,self_attn.k_proj,0.0000008202,0.05000,2.256 | |
| 15,self_attn.v_proj,0.0000003725,0.05000,2.275 | |
| 15,self_attn.o_proj,0.0000001893,0.05000,0.816 | |
| 15,mlp.up_proj,0.0000068322,0.05000,1.310 | |
| 15,mlp.gate_proj,0.0000050277,0.05000,1.315 | |
| 15,mlp.down_proj,0.0000003524,0.05000,2.740 | |
| 16,self_attn.q_proj,0.0000026213,0.05000,2.532 | |
| 16,self_attn.v_proj,0.0000003104,0.05000,2.545 | |
| 16,self_attn.k_proj,0.0000006816,0.05000,2.571 | |
| 16,self_attn.o_proj,0.0000002730,0.05000,0.829 | |
| 16,mlp.up_proj,0.0000060074,0.05000,1.485 | |
| 16,mlp.gate_proj,0.0000048276,0.05000,1.496 | |
| 16,mlp.down_proj,0.0000002966,0.05000,2.170 | |
| 17,self_attn.q_proj,0.0000032303,0.05000,2.621 | |
| 17,self_attn.v_proj,0.0000002888,0.05000,2.634 | |
| 17,self_attn.k_proj,0.0000008382,0.05000,2.648 | |
| 17,self_attn.o_proj,0.0000001629,0.05000,0.829 | |
| 17,mlp.up_proj,0.0000062348,0.05000,1.439 | |
| 17,mlp.gate_proj,0.0000050237,0.05000,1.455 | |
| 17,mlp.down_proj,0.0000002805,0.05000,2.096 | |
| 18,self_attn.k_proj,0.0000006926,0.05000,2.539 | |
| 18,self_attn.q_proj,0.0000031702,0.05000,2.572 | |
| 18,self_attn.v_proj,0.0000004231,0.05000,2.581 | |
| 18,self_attn.o_proj,0.0000001703,0.05000,0.858 | |
| 18,mlp.up_proj,0.0000063859,0.05000,1.454 | |
| 18,mlp.gate_proj,0.0000053358,0.05000,1.474 | |
| 18,mlp.down_proj,0.0000002557,0.05000,2.114 | |
| 19,self_attn.v_proj,0.0000003230,0.05000,2.704 | |
| 19,self_attn.q_proj,0.0000034236,0.05000,2.711 | |
| 19,self_attn.k_proj,0.0000008095,0.05000,2.715 | |
| 19,self_attn.o_proj,0.0000002540,0.05000,0.870 | |
| 19,mlp.up_proj,0.0000067633,0.05000,1.437 | |
| 19,mlp.gate_proj,0.0000057613,0.05000,1.488 | |
| 19,mlp.down_proj,0.0000002706,0.05000,2.256 | |
| 20,self_attn.q_proj,0.0000036790,0.05000,2.248 | |
| 20,self_attn.k_proj,0.0000008218,0.05000,2.262 | |
| 20,self_attn.v_proj,0.0000002910,0.05000,2.280 | |
| 20,self_attn.o_proj,0.0000001922,0.05000,0.766 | |
| 20,mlp.up_proj,0.0000074764,0.05000,1.406 | |
| 20,mlp.gate_proj,0.0000060357,0.05000,1.440 | |
| 20,mlp.down_proj,0.0000003569,0.05000,2.207 | |
| 21,self_attn.q_proj,0.0000025637,0.05000,2.468 | |
| 21,self_attn.v_proj,0.0000002307,0.05000,2.547 | |
| 21,self_attn.k_proj,0.0000006911,0.05000,2.560 | |
| 21,self_attn.o_proj,0.0000002962,0.05000,0.768 | |
| 21,mlp.gate_proj,0.0000055182,0.05000,1.475 | |
| 21,mlp.up_proj,0.0000069184,0.05000,1.496 | |
| 21,mlp.down_proj,0.0000004224,0.05000,2.081 | |
| 22,self_attn.k_proj,0.0000006713,0.05000,2.151 | |
| 22,self_attn.q_proj,0.0000026365,0.05000,2.271 | |
| 22,self_attn.v_proj,0.0000002844,0.05000,2.300 | |
| 22,self_attn.o_proj,0.0000003348,0.05000,0.811 | |
| 22,mlp.up_proj,0.0000070716,0.05000,1.395 | |
| 22,mlp.gate_proj,0.0000060830,0.05000,1.442 | |
| 22,mlp.down_proj,0.0000004739,0.05000,2.331 | |
| 23,self_attn.q_proj,0.0000024873,0.05000,2.682 | |
| 23,self_attn.v_proj,0.0000003434,0.05000,2.695 | |
| 23,self_attn.k_proj,0.0000007358,0.05000,2.712 | |
| 23,self_attn.o_proj,0.0000003439,0.05000,0.898 | |
| 23,mlp.gate_proj,0.0000059011,0.05000,1.353 | |
| 23,mlp.up_proj,0.0000063872,0.05000,1.461 | |
| 23,mlp.down_proj,0.0000004961,0.05000,2.225 | |
| 24,self_attn.k_proj,0.0000008999,0.05000,2.722 | |
| 24,self_attn.q_proj,0.0000033657,0.05000,2.726 | |
| 24,self_attn.v_proj,0.0000004198,0.05000,2.744 | |
| 24,self_attn.o_proj,0.0000001918,0.05000,0.926 | |
| 24,mlp.gate_proj,0.0000062107,0.05000,1.414 | |
| 24,mlp.up_proj,0.0000067868,0.05000,1.447 | |
| 24,mlp.down_proj,0.0000005481,0.05000,2.082 | |
| 25,self_attn.q_proj,0.0000035165,0.05000,2.428 | |
| 25,self_attn.v_proj,0.0000007356,0.05000,2.453 | |
| 25,self_attn.k_proj,0.0000009223,0.05000,2.466 | |
| 25,self_attn.o_proj,0.0000003442,0.05000,0.776 | |
| 25,mlp.gate_proj,0.0000072795,0.05000,1.527 | |
| 25,mlp.up_proj,0.0000076466,0.05000,1.563 | |
| 25,mlp.down_proj,0.0000007070,0.05000,2.171 | |
| 26,self_attn.v_proj,0.0000006714,0.05000,2.740 | |
| 26,self_attn.q_proj,0.0000029984,0.05000,2.747 | |
| 26,self_attn.k_proj,0.0000007738,0.05000,2.750 | |
| 26,self_attn.o_proj,0.0000006712,0.05000,0.894 | |
| 26,mlp.gate_proj,0.0000075181,0.05000,1.361 | |
| 26,mlp.up_proj,0.0000078293,0.05000,1.399 | |
| 26,mlp.down_proj,0.0000011748,0.05000,2.315 | |
| 27,self_attn.v_proj,0.0000009890,0.05000,1.984 | |
| 27,self_attn.k_proj,0.0000009875,0.05000,2.005 | |
| 27,self_attn.q_proj,0.0000038619,0.05000,2.019 | |
| 27,self_attn.o_proj,0.0000003731,0.05000,0.951 | |
| 27,mlp.up_proj,0.0000089971,0.05000,1.427 | |
| 27,mlp.gate_proj,0.0000094849,0.05000,1.441 | |
| 27,mlp.down_proj,0.0000008586,0.05000,2.146 | |
| 28,self_attn.q_proj,0.0000040470,0.05000,2.266 | |
| 28,self_attn.k_proj,0.0000010850,0.05000,2.275 | |
| 28,self_attn.v_proj,0.0000015528,0.05000,2.302 | |
| 28,self_attn.o_proj,0.0000003277,0.05000,0.919 | |
| 28,mlp.gate_proj,0.0000094694,0.05000,1.419 | |
| 28,mlp.up_proj,0.0000093432,0.05000,1.449 | |
| 28,mlp.down_proj,0.0000012308,0.05000,2.058 | |
| 29,self_attn.q_proj,0.0000046930,0.05000,2.704 | |
| 29,self_attn.k_proj,0.0000011460,0.05000,2.727 | |
| 29,self_attn.v_proj,0.0000016371,0.05000,2.732 | |
| 29,self_attn.o_proj,0.0000002477,0.05000,0.722 | |
| 29,mlp.gate_proj,0.0000113934,0.05000,1.309 | |
| 29,mlp.up_proj,0.0000106716,0.05000,1.384 | |
| 29,mlp.down_proj,0.0000011761,0.05000,2.132 | |
| 30,self_attn.v_proj,0.0000015641,0.05000,2.203 | |
| 30,self_attn.k_proj,0.0000011661,0.05000,2.238 | |
| 30,self_attn.q_proj,0.0000049643,0.05000,2.251 | |
| 30,self_attn.o_proj,0.0000001433,0.05000,0.710 | |
| 30,mlp.gate_proj,0.0000117706,0.05000,1.481 | |
| 30,mlp.up_proj,0.0000112201,0.05000,1.493 | |
| 30,mlp.down_proj,0.0000014129,0.05000,2.582 | |
| 31,self_attn.v_proj,0.0000017800,0.05000,2.520 | |
| 31,self_attn.k_proj,0.0000014435,0.05000,2.551 | |
| 31,self_attn.q_proj,0.0000051501,0.05000,2.562 | |
| 31,self_attn.o_proj,0.0000002342,0.05000,0.837 | |
| 31,mlp.gate_proj,0.0000128028,0.05000,1.467 | |
| 31,mlp.up_proj,0.0000119092,0.05000,1.478 | |
| 31,mlp.down_proj,0.0000013162,0.05000,2.266 | |
| 32,self_attn.k_proj,0.0000015475,0.05000,2.392 | |
| 32,self_attn.q_proj,0.0000052130,0.05000,2.420 | |
| 32,self_attn.v_proj,0.0000018619,0.05000,2.425 | |
| 32,self_attn.o_proj,0.0000001884,0.05000,0.881 | |
| 32,mlp.gate_proj,0.0000133568,0.05000,1.219 | |
| 32,mlp.up_proj,0.0000124544,0.05000,1.232 | |
| 32,mlp.down_proj,0.0000013923,0.05000,2.182 | |
| 33,self_attn.q_proj,0.0000059600,0.05000,2.344 | |
| 33,self_attn.v_proj,0.0000020779,0.05000,2.351 | |
| 33,self_attn.k_proj,0.0000014602,0.05000,2.354 | |
| 33,self_attn.o_proj,0.0000004494,0.05000,0.776 | |
| 33,mlp.up_proj,0.0000131538,0.05000,1.305 | |
| 33,mlp.gate_proj,0.0000140535,0.05000,1.384 | |
| 33,mlp.down_proj,0.0000015188,0.05000,2.310 | |
| 34,self_attn.v_proj,0.0000016944,0.05000,2.301 | |
| 34,self_attn.q_proj,0.0000062831,0.05000,2.367 | |
| 34,self_attn.k_proj,0.0000017069,0.05000,2.391 | |
| 34,self_attn.o_proj,0.0000002022,0.05000,0.830 | |
| 34,mlp.gate_proj,0.0000147041,0.05000,1.447 | |
| 34,mlp.up_proj,0.0000139438,0.05000,1.451 | |
| 34,mlp.down_proj,0.0000016606,0.05000,2.240 | |
| 35,self_attn.q_proj,0.0000060974,0.05000,2.654 | |
| 35,self_attn.k_proj,0.0000016979,0.05000,2.665 | |
| 35,self_attn.v_proj,0.0000031281,0.05000,2.676 | |
| 35,self_attn.o_proj,0.0000003755,0.05000,0.862 | |
| 35,mlp.gate_proj,0.0000157958,0.05000,1.432 | |
| 35,mlp.up_proj,0.0000148643,0.05000,1.458 | |
| 35,mlp.down_proj,0.0000018184,0.05000,2.148 | |
| 36,self_attn.q_proj,0.0000060930,0.05000,2.212 | |
| 36,self_attn.v_proj,0.0000027836,0.05000,2.283 | |
| 36,self_attn.k_proj,0.0000019822,0.05000,2.281 | |
| 36,self_attn.o_proj,0.0000002193,0.05000,0.819 | |
| 36,mlp.gate_proj,0.0000164718,0.05000,1.503 | |
| 36,mlp.up_proj,0.0000158711,0.05000,1.513 | |
| 36,mlp.down_proj,0.0000020423,0.05000,2.400 | |
| 37,self_attn.q_proj,0.0000064755,0.05000,2.612 | |
| 37,self_attn.v_proj,0.0000034653,0.05000,2.634 | |
| 37,self_attn.k_proj,0.0000018338,0.05000,2.642 | |
| 37,self_attn.o_proj,0.0000004312,0.05000,0.866 | |
| 37,mlp.gate_proj,0.0000181019,0.05000,1.325 | |
| 37,mlp.up_proj,0.0000175601,0.05000,1.333 | |
| 37,mlp.down_proj,0.0000023513,0.05000,2.119 | |
| 38,self_attn.v_proj,0.0000045527,0.05000,2.526 | |
| 38,self_attn.k_proj,0.0000017730,0.05000,2.539 | |
| 38,self_attn.q_proj,0.0000069081,0.05000,2.546 | |
| 38,self_attn.o_proj,0.0000007029,0.05000,0.770 | |
| 38,mlp.up_proj,0.0000194443,0.05000,1.525 | |
| 38,mlp.gate_proj,0.0000193954,0.05000,1.558 | |
| 38,mlp.down_proj,0.0000030119,0.05000,2.174 | |
| 39,self_attn.v_proj,0.0000039711,0.05000,2.395 | |
| 39,self_attn.q_proj,0.0000067103,0.05000,2.408 | |
| 39,self_attn.k_proj,0.0000017213,0.05000,2.431 | |
| 39,self_attn.o_proj,0.0000012182,0.05000,0.849 | |
| 39,mlp.up_proj,0.0000211130,0.05000,1.534 | |
| 39,mlp.gate_proj,0.0000201139,0.05000,1.547 | |
| 39,mlp.down_proj,0.0000042453,0.05000,2.149 | |
| 40,self_attn.q_proj,0.0000072812,0.05000,2.294 | |
| 40,self_attn.k_proj,0.0000020404,0.05000,2.327 | |
| 40,self_attn.v_proj,0.0000019921,0.05000,2.375 | |
| 40,self_attn.o_proj,0.0000008897,0.05000,0.854 | |
| 40,mlp.gate_proj,0.0000182878,0.05000,1.386 | |
| 40,mlp.up_proj,0.0000208961,0.05000,1.421 | |
| 40,mlp.down_proj,0.0000073817,0.05000,2.115 | |
| 41,self_attn.v_proj,0.0000025550,0.05000,2.865 | |
| 41,self_attn.q_proj,0.0000067517,0.05000,2.876 | |
| 41,self_attn.k_proj,0.0000010363,0.05000,2.893 | |
| 41,self_attn.o_proj,0.0000021984,0.05000,0.874 | |
| 41,mlp.gate_proj,0.0000158028,0.05000,1.419 | |
| 41,mlp.up_proj,0.0000194746,0.05000,1.439 | |
| 41,mlp.down_proj,0.0000185219,0.05000,2.227 | |