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update

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MZ YANG
2026-01-26 18:36:16 +08:00
parent cb610281ce
commit f8edee9510
4 changed files with 1603 additions and 1597 deletions
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6
example/results/config_used.json
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@@ -32,6 +32,9 @@
"model_ff_mult": 2, "model_ff_mult": 2,
"model_pos_dim": 64, "model_pos_dim": 64,
"model_use_pos_embed": true, "model_use_pos_embed": true,
"model_use_feature_graph": true,
"feature_graph_scale": 0.1,
"feature_graph_dropout": 0.0,
"disc_mask_scale": 0.9, "disc_mask_scale": 0.9,
"shuffle_buffer": 256, "shuffle_buffer": 256,
"cont_loss_weighting": "inv_std", "cont_loss_weighting": "inv_std",
@@ -46,6 +49,9 @@
0.75, 0.75,
0.95 0.95
], ],
"quantile_loss_warmup_steps": 200,
"quantile_loss_clip": 6.0,
"quantile_loss_huber_delta": 1.0,
"sample_batch_size": 8, "sample_batch_size": 8,
"sample_seq_len": 128 "sample_seq_len": 128
} }

1024
example/results/eval.json
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File diff suppressed because it is too large Load Diff

2048
example/results/generated.csv
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122
example/results/train_log.csv
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@@ -1,61 +1,61 @@
epoch,step,loss,loss_cont,loss_disc epoch,step,loss,loss_cont,loss_disc,loss_quantile
0,0,11527.787109,16467.474609,1.724242 0,0,11527.750000,16467.474609,1.724242,0.113109
0,10,8925.303711,12749.924805,1.066143 0,10,8955.048828,12792.469727,1.065955,0.142707
0,20,122902.148438,175573.968750,1.048266 0,20,123049.507812,175784.562500,1.048191,0.181546
0,30,27893.091797,39846.773438,1.019252 0,30,30947.671875,44210.511719,1.034107,0.224363
0,40,19384.621094,27692.042969,0.490717 0,40,11166.339844,15951.691406,0.512211,0.163978
0,50,27559.511719,39370.480469,0.440001 0,50,14919.276367,21313.089844,0.369016,0.101041
1,0,983913.437500,1405590.250000,0.672650 1,0,1113425.000000,1590606.875000,0.667305,0.236102
1,10,15702.782227,22431.642578,1.949623 1,10,38804.527344,55433.980469,2.453400,0.238323
1,20,119934.757812,171335.171875,0.266383 1,20,138075.984375,197251.281250,0.288013,0.157941
1,30,46955.992188,67079.718750,0.451367 1,30,56904.078125,81291.343750,0.429261,0.174654
1,40,14945.393555,21350.371094,0.329458 1,40,10662.019531,15231.303711,0.343701,0.079876
1,50,9970.682617,14243.659180,0.292640 1,50,9890.013672,14128.458008,0.292848,0.088391
2,0,909690.937500,1299558.000000,0.753066 2,0,912398.500000,1303426.125000,0.795286,0.256503
2,10,24938.431641,35625.917969,0.833421 2,10,12546.185547,17922.542969,1.328752,0.110444
2,20,133833.140625,191190.000000,0.250991 2,20,109676.710938,156680.906250,0.245523,0.132549
2,30,84536.242188,120765.851562,0.342500 2,30,49427.507812,70610.578125,0.327188,0.088591
2,40,28339.226562,40484.390625,0.374297 2,40,27778.673828,39683.660156,0.345683,0.102361
2,50,12867.059570,18381.312500,0.347191 2,50,10311.509766,14730.566406,0.350199,0.091674
3,0,992322.187500,1417602.625000,0.799355 3,0,1040308.062500,1486154.000000,0.807157,0.279805
3,10,112537.000000,160766.156250,2.107298 3,10,64799.246094,92570.117188,0.485949,0.198213
3,20,92161.367188,131658.921875,0.221603 3,20,336018.000000,480025.531250,0.410466,0.118048
3,30,58064.828125,82949.531250,0.354935 3,30,94216.312500,134594.562500,0.355044,0.114209
3,40,11155.012695,15935.555664,0.291318 3,40,19988.919922,28555.457031,0.298066,0.094291
3,50,8351.337891,11930.288086,0.319319 3,50,9181.969727,13116.940430,0.326489,0.137392
4,0,985018.437500,1407168.625000,0.989894 4,0,741176.187500,1058822.750000,0.850633,0.233118
4,10,150587.375000,215124.531250,0.410451 4,10,39252.617188,56074.410156,1.690607,0.227370
4,20,290905.875000,415579.625000,0.302090 4,20,108992.304688,155703.140625,0.258920,0.285944
4,30,110148.171875,157354.265625,0.438021 4,30,37115.253906,53021.632812,0.337674,0.131537
4,40,22988.332031,32840.261719,0.350128 4,40,19358.708984,27655.123047,0.349937,0.169446
4,50,17114.314453,24448.830078,0.326380 4,50,11434.291992,16334.540039,0.351904,0.089116
5,0,748518.937500,1069312.250000,0.816294 5,0,845658.312500,1208083.000000,0.922483,0.285983
5,10,117673.734375,168105.093750,0.387743 5,10,130569.406250,186527.515625,0.405198,0.227639
5,20,320272.375000,457531.718750,0.386736 5,20,245780.390625,351114.687500,0.301236,0.147030
5,30,31867.970703,45525.425781,0.396934 5,30,42017.671875,60025.066406,0.372036,0.117895
5,40,15146.457031,21637.613281,0.302920 5,40,11496.740234,16423.779297,0.286911,0.085701
5,50,10223.821289,14605.273438,0.319003 5,50,8891.728516,12702.317383,0.322913,0.099181
6,0,593388.375000,847697.375000,0.711933 6,0,617909.687500,882727.812500,0.834663,0.205251
6,10,28501.130859,40715.085938,1.744874 6,10,18171.734375,25959.302734,0.677465,0.190570
6,20,211790.203125,302557.187500,0.308398 6,20,423716.187500,605308.687500,0.464189,0.156125
6,30,16399.605469,23427.794922,0.357711 6,30,48133.507812,68761.914062,0.478786,0.221465
6,40,11942.860352,17061.058594,0.288670 6,40,20350.281250,29071.666016,0.343182,0.118739
6,50,8927.477539,12753.364258,0.288999 6,50,11372.219727,16245.889648,0.289177,0.101218
7,0,535968.187500,765668.375000,0.773959 7,0,534133.500000,763047.500000,0.732465,0.239962
7,10,12762.362305,18231.421875,1.077526 7,10,19025.574219,27178.703125,1.551094,0.183023
7,20,42435.332031,60621.671875,0.316750 7,20,58042.757812,82918.078125,0.298854,0.146532
7,30,15629.781250,22328.056641,0.334986 7,30,11810.656250,16872.201172,0.353035,0.092791
7,40,10731.666992,15330.766602,0.313070 7,40,9733.656250,13905.077148,0.312043,0.089972
7,50,8851.616211,12644.987305,0.279095 7,50,9069.159180,12955.803711,0.280795,0.129749
8,0,365685.375000,522407.281250,0.723811 8,0,650366.937500,929095.250000,0.787194,0.263791
8,10,10646.472656,15208.710938,1.137090 8,10,13121.248047,18744.031250,1.376233,0.141053
8,20,30592.496094,43703.382812,0.223082 8,20,19326.507812,27609.167969,0.243424,0.183426
8,30,26734.046875,38191.308594,0.311048 8,30,12904.376953,18434.667969,0.334577,0.092547
8,40,11779.257812,16827.343750,0.270093 8,40,9682.833984,13832.478516,0.296229,0.109518
8,50,9673.774414,13819.486328,0.311987 8,50,8866.144531,12665.773438,0.312481,0.099564
9,0,126674.117188,180962.640625,0.731923 9,0,265689.562500,379556.156250,0.738840,0.186122
9,10,8981.769531,12830.742188,0.734161 9,10,9944.607422,14206.222656,0.806142,0.096763
9,20,23218.923828,33169.687500,0.278144 9,20,22091.175781,31558.679688,0.285403,0.131950
9,30,19692.558594,28132.021484,0.300332 9,30,19346.830078,27638.111328,0.460825,0.131496
9,40,12912.096680,18445.681641,0.284465 9,40,10279.702148,14685.139648,0.314872,0.095758
9,50,9004.684570,12863.654297,0.308479 9,50,10420.340820,14886.050781,0.314008,0.112904
1 epoch step loss loss_cont loss_disc loss_quantile
2 0 0 11527.787109 11527.750000 16467.474609 1.724242 0.113109
3 0 10 8925.303711 8955.048828 12749.924805 12792.469727 1.066143 1.065955 0.142707
4 0 20 122902.148438 123049.507812 175573.968750 175784.562500 1.048266 1.048191 0.181546
5 0 30 27893.091797 30947.671875 39846.773438 44210.511719 1.019252 1.034107 0.224363
6 0 40 19384.621094 11166.339844 27692.042969 15951.691406 0.490717 0.512211 0.163978
7 0 50 27559.511719 14919.276367 39370.480469 21313.089844 0.440001 0.369016 0.101041
8 1 0 983913.437500 1113425.000000 1405590.250000 1590606.875000 0.672650 0.667305 0.236102
9 1 10 15702.782227 38804.527344 22431.642578 55433.980469 1.949623 2.453400 0.238323
10 1 20 119934.757812 138075.984375 171335.171875 197251.281250 0.266383 0.288013 0.157941
11 1 30 46955.992188 56904.078125 67079.718750 81291.343750 0.451367 0.429261 0.174654
12 1 40 14945.393555 10662.019531 21350.371094 15231.303711 0.329458 0.343701 0.079876
13 1 50 9970.682617 9890.013672 14243.659180 14128.458008 0.292640 0.292848 0.088391
14 2 0 909690.937500 912398.500000 1299558.000000 1303426.125000 0.753066 0.795286 0.256503
15 2 10 24938.431641 12546.185547 35625.917969 17922.542969 0.833421 1.328752 0.110444
16 2 20 133833.140625 109676.710938 191190.000000 156680.906250 0.250991 0.245523 0.132549
17 2 30 84536.242188 49427.507812 120765.851562 70610.578125 0.342500 0.327188 0.088591
18 2 40 28339.226562 27778.673828 40484.390625 39683.660156 0.374297 0.345683 0.102361
19 2 50 12867.059570 10311.509766 18381.312500 14730.566406 0.347191 0.350199 0.091674
20 3 0 992322.187500 1040308.062500 1417602.625000 1486154.000000 0.799355 0.807157 0.279805
21 3 10 112537.000000 64799.246094 160766.156250 92570.117188 2.107298 0.485949 0.198213
22 3 20 92161.367188 336018.000000 131658.921875 480025.531250 0.221603 0.410466 0.118048
23 3 30 58064.828125 94216.312500 82949.531250 134594.562500 0.354935 0.355044 0.114209
24 3 40 11155.012695 19988.919922 15935.555664 28555.457031 0.291318 0.298066 0.094291
25 3 50 8351.337891 9181.969727 11930.288086 13116.940430 0.319319 0.326489 0.137392
26 4 0 985018.437500 741176.187500 1407168.625000 1058822.750000 0.989894 0.850633 0.233118
27 4 10 150587.375000 39252.617188 215124.531250 56074.410156 0.410451 1.690607 0.227370
28 4 20 290905.875000 108992.304688 415579.625000 155703.140625 0.302090 0.258920 0.285944
29 4 30 110148.171875 37115.253906 157354.265625 53021.632812 0.438021 0.337674 0.131537
30 4 40 22988.332031 19358.708984 32840.261719 27655.123047 0.350128 0.349937 0.169446
31 4 50 17114.314453 11434.291992 24448.830078 16334.540039 0.326380 0.351904 0.089116
32 5 0 748518.937500 845658.312500 1069312.250000 1208083.000000 0.816294 0.922483 0.285983
33 5 10 117673.734375 130569.406250 168105.093750 186527.515625 0.387743 0.405198 0.227639
34 5 20 320272.375000 245780.390625 457531.718750 351114.687500 0.386736 0.301236 0.147030
35 5 30 31867.970703 42017.671875 45525.425781 60025.066406 0.396934 0.372036 0.117895
36 5 40 15146.457031 11496.740234 21637.613281 16423.779297 0.302920 0.286911 0.085701
37 5 50 10223.821289 8891.728516 14605.273438 12702.317383 0.319003 0.322913 0.099181
38 6 0 593388.375000 617909.687500 847697.375000 882727.812500 0.711933 0.834663 0.205251
39 6 10 28501.130859 18171.734375 40715.085938 25959.302734 1.744874 0.677465 0.190570
40 6 20 211790.203125 423716.187500 302557.187500 605308.687500 0.308398 0.464189 0.156125
41 6 30 16399.605469 48133.507812 23427.794922 68761.914062 0.357711 0.478786 0.221465
42 6 40 11942.860352 20350.281250 17061.058594 29071.666016 0.288670 0.343182 0.118739
43 6 50 8927.477539 11372.219727 12753.364258 16245.889648 0.288999 0.289177 0.101218
44 7 0 535968.187500 534133.500000 765668.375000 763047.500000 0.773959 0.732465 0.239962
45 7 10 12762.362305 19025.574219 18231.421875 27178.703125 1.077526 1.551094 0.183023
46 7 20 42435.332031 58042.757812 60621.671875 82918.078125 0.316750 0.298854 0.146532
47 7 30 15629.781250 11810.656250 22328.056641 16872.201172 0.334986 0.353035 0.092791
48 7 40 10731.666992 9733.656250 15330.766602 13905.077148 0.313070 0.312043 0.089972
49 7 50 8851.616211 9069.159180 12644.987305 12955.803711 0.279095 0.280795 0.129749
50 8 0 365685.375000 650366.937500 522407.281250 929095.250000 0.723811 0.787194 0.263791
51 8 10 10646.472656 13121.248047 15208.710938 18744.031250 1.137090 1.376233 0.141053
52 8 20 30592.496094 19326.507812 43703.382812 27609.167969 0.223082 0.243424 0.183426
53 8 30 26734.046875 12904.376953 38191.308594 18434.667969 0.311048 0.334577 0.092547
54 8 40 11779.257812 9682.833984 16827.343750 13832.478516 0.270093 0.296229 0.109518
55 8 50 9673.774414 8866.144531 13819.486328 12665.773438 0.311987 0.312481 0.099564
56 9 0 126674.117188 265689.562500 180962.640625 379556.156250 0.731923 0.738840 0.186122
57 9 10 8981.769531 9944.607422 12830.742188 14206.222656 0.734161 0.806142 0.096763
58 9 20 23218.923828 22091.175781 33169.687500 31558.679688 0.278144 0.285403 0.131950
59 9 30 19692.558594 19346.830078 28132.021484 27638.111328 0.300332 0.460825 0.131496
60 9 40 12912.096680 10279.702148 18445.681641 14685.139648 0.284465 0.314872 0.095758
61 9 50 9004.684570 10420.340820 12863.654297 14886.050781 0.308479 0.314008 0.112904