Upload folder using huggingface_hub
Browse files- .gitattributes +2 -0
- 实验1/stic_m_v5_burgers1d_exp1/benchmark_summary.png +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/config.json +27 -0
- 实验1/stic_m_v5_burgers1d_exp1/fno_lite/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/fno_lite/metrics.json +30 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/fno_lite/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/fno_lite/train_log.json +182 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/gate_summary.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/lead_rmse.png +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/persistence/metrics.json +30 -0
- 实验1/stic_m_v5_burgers1d_exp1/results.csv +11 -0
- 实验1/stic_m_v5_burgers1d_exp1/results.json +354 -0
- 实验1/stic_m_v5_burgers1d_exp1/simvp_lite/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/simvp_lite/metrics.json +30 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/simvp_lite/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/simvp_lite/train_log.json +182 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/metrics.json +37 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/train_log.json +278 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_full/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_full/metrics.json +37 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_full/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_full/train_log.json +278 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/metrics.json +37 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/train_log.json +278 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/metrics.json +37 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/train_log.json +278 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/metrics.json +37 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/train_log.json +278 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/metrics.json +37 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/train_log.json +278 -0
- 实验1/stic_m_v5_burgers1d_exp1/unet_lite/checkpoint.pt +3 -0
- 实验1/stic_m_v5_burgers1d_exp1/unet_lite/metrics.json +30 -0
- /345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/unet_lite/prediction_example.png +0 -0
- 实验1/stic_m_v5_burgers1d_exp1/unet_lite/train_log.json +182 -0
.gitattributes
CHANGED
|
@@ -64,3 +64,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 64 |
实验1/stic_m_v4_ks1d_exp1/unet_lite/prediction_example.png filter=lfs diff=lfs merge=lfs -text
|
| 65 |
实验1/stic_m_v4_moving_shapes_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
| 66 |
实验1/stic_m_v5_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
| 64 |
实验1/stic_m_v4_ks1d_exp1/unet_lite/prediction_example.png filter=lfs diff=lfs merge=lfs -text
|
| 65 |
实验1/stic_m_v4_moving_shapes_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
| 66 |
实验1/stic_m_v5_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
| 67 |
+
实验1/stic_m_v5_burgers1d_exp1/benchmark_summary.png filter=lfs diff=lfs merge=lfs -text
|
| 68 |
+
实验1/stic_m_v5_burgers1d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
实验1/stic_m_v5_burgers1d_exp1/benchmark_summary.png
ADDED
|
Git LFS Details
|
实验1/stic_m_v5_burgers1d_exp1/config.json
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cfg": {
|
| 3 |
+
"preset": "colab_quick",
|
| 4 |
+
"dataset": "burgers1d",
|
| 5 |
+
"n_seq": 72,
|
| 6 |
+
"total_steps": 64,
|
| 7 |
+
"height": 1,
|
| 8 |
+
"width": 32,
|
| 9 |
+
"hist_len": 4,
|
| 10 |
+
"horizon": 8,
|
| 11 |
+
"latent_dim": 32,
|
| 12 |
+
"hidden": 64,
|
| 13 |
+
"batch_size": 32,
|
| 14 |
+
"steps": 250,
|
| 15 |
+
"lr": 0.002,
|
| 16 |
+
"seed": 11,
|
| 17 |
+
"eval_every": 50,
|
| 18 |
+
"device": "auto",
|
| 19 |
+
"num_workers": 0
|
| 20 |
+
},
|
| 21 |
+
"meta": {
|
| 22 |
+
"channels": 1,
|
| 23 |
+
"port_channels": 1,
|
| 24 |
+
"height": 1,
|
| 25 |
+
"width": 32
|
| 26 |
+
}
|
| 27 |
+
}
|
实验1/stic_m_v5_burgers1d_exp1/fno_lite/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9563da6beb95794733d7d8cd08d3e04fecba9911fc9a4dcd0b9e4234b8e827c4
|
| 3 |
+
size 4228149
|
实验1/stic_m_v5_burgers1d_exp1/fno_lite/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.08307589590549469,
|
| 3 |
+
"rmse_last": 0.10630679875612259,
|
| 4 |
+
"mae_mean": 0.05192350223660469,
|
| 5 |
+
"mae_last": 0.06038767471909523,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.003323249816894531,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.0720854178071022,
|
| 12 |
+
"lead_2_rmse": 0.06982659548521042,
|
| 13 |
+
"lead_3_rmse": 0.07453080266714096,
|
| 14 |
+
"lead_4_rmse": 0.07756605744361877,
|
| 15 |
+
"lead_5_rmse": 0.08125769346952438,
|
| 16 |
+
"lead_6_rmse": 0.08635657280683517,
|
| 17 |
+
"lead_7_rmse": 0.09667719155550003,
|
| 18 |
+
"lead_8_rmse": 0.10630679875612259,
|
| 19 |
+
"lead_1_mae": 0.04793073982000351,
|
| 20 |
+
"lead_2_mae": 0.04713713005185127,
|
| 21 |
+
"lead_3_mae": 0.049767762422561646,
|
| 22 |
+
"lead_4_mae": 0.0500444620847702,
|
| 23 |
+
"lead_5_mae": 0.05119907483458519,
|
| 24 |
+
"lead_6_mae": 0.05208759009838104,
|
| 25 |
+
"lead_7_mae": 0.05683358013629913,
|
| 26 |
+
"lead_8_mae": 0.06038767471909523,
|
| 27 |
+
"model": "fno_lite",
|
| 28 |
+
"params": 530440,
|
| 29 |
+
"train_seconds": 2.4027621746063232
|
| 30 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/fno_lite/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/fno_lite/train_log.json
ADDED
|
@@ -0,0 +1,182 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_total": 1.408607006072998,
|
| 5 |
+
"loss_pred": 1.408607006072998,
|
| 6 |
+
"rmse_mean": 0.6763545274734497,
|
| 7 |
+
"rmse_last": 0.7205156683921814,
|
| 8 |
+
"mae_mean": 0.4389916658401489,
|
| 9 |
+
"mae_last": 0.4553585350513458,
|
| 10 |
+
"spectral_error": 0.0,
|
| 11 |
+
"eval_seconds_per_batch": 0.003305584192276001,
|
| 12 |
+
"mean_energy_drift": NaN,
|
| 13 |
+
"mean_reverse_error": NaN,
|
| 14 |
+
"mean_fold_dyn_error": NaN,
|
| 15 |
+
"lead_1_rmse": 0.6535982489585876,
|
| 16 |
+
"lead_2_rmse": 0.6511245965957642,
|
| 17 |
+
"lead_3_rmse": 0.6556107997894287,
|
| 18 |
+
"lead_4_rmse": 0.6636250615119934,
|
| 19 |
+
"lead_5_rmse": 0.6721866130828857,
|
| 20 |
+
"lead_6_rmse": 0.6971559524536133,
|
| 21 |
+
"lead_7_rmse": 0.6970195174217224,
|
| 22 |
+
"lead_8_rmse": 0.7205156683921814,
|
| 23 |
+
"lead_1_mae": 0.4381466507911682,
|
| 24 |
+
"lead_2_mae": 0.4349217116832733,
|
| 25 |
+
"lead_3_mae": 0.4320756196975708,
|
| 26 |
+
"lead_4_mae": 0.432158887386322,
|
| 27 |
+
"lead_5_mae": 0.4326213002204895,
|
| 28 |
+
"lead_6_mae": 0.44910749793052673,
|
| 29 |
+
"lead_7_mae": 0.437543123960495,
|
| 30 |
+
"lead_8_mae": 0.4553585350513458
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"step": 50,
|
| 34 |
+
"loss_total": 0.07986670732498169,
|
| 35 |
+
"loss_pred": 0.07986670732498169,
|
| 36 |
+
"rmse_mean": 0.18940791487693787,
|
| 37 |
+
"rmse_last": 0.22884505987167358,
|
| 38 |
+
"mae_mean": 0.12054666131734848,
|
| 39 |
+
"mae_last": 0.1345633864402771,
|
| 40 |
+
"spectral_error": 0.0,
|
| 41 |
+
"eval_seconds_per_batch": 0.0039202868938446045,
|
| 42 |
+
"mean_energy_drift": NaN,
|
| 43 |
+
"mean_reverse_error": NaN,
|
| 44 |
+
"mean_fold_dyn_error": NaN,
|
| 45 |
+
"lead_1_rmse": 0.1697363257408142,
|
| 46 |
+
"lead_2_rmse": 0.16905701160430908,
|
| 47 |
+
"lead_3_rmse": 0.16478504240512848,
|
| 48 |
+
"lead_4_rmse": 0.17509226500988007,
|
| 49 |
+
"lead_5_rmse": 0.19382064044475555,
|
| 50 |
+
"lead_6_rmse": 0.19819191098213196,
|
| 51 |
+
"lead_7_rmse": 0.21573515236377716,
|
| 52 |
+
"lead_8_rmse": 0.22884505987167358,
|
| 53 |
+
"lead_1_mae": 0.11224329471588135,
|
| 54 |
+
"lead_2_mae": 0.11497048288583755,
|
| 55 |
+
"lead_3_mae": 0.11089572310447693,
|
| 56 |
+
"lead_4_mae": 0.11370163410902023,
|
| 57 |
+
"lead_5_mae": 0.12757538259029388,
|
| 58 |
+
"lead_6_mae": 0.11992759257555008,
|
| 59 |
+
"lead_7_mae": 0.13049578666687012,
|
| 60 |
+
"lead_8_mae": 0.1345633864402771
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"step": 100,
|
| 64 |
+
"loss_total": 0.04783116281032562,
|
| 65 |
+
"loss_pred": 0.04783116281032562,
|
| 66 |
+
"rmse_mean": 0.12758305668830872,
|
| 67 |
+
"rmse_last": 0.15835237503051758,
|
| 68 |
+
"mae_mean": 0.07662872970104218,
|
| 69 |
+
"mae_last": 0.08418469876050949,
|
| 70 |
+
"spectral_error": 0.0,
|
| 71 |
+
"eval_seconds_per_batch": 0.0030089765787124634,
|
| 72 |
+
"mean_energy_drift": NaN,
|
| 73 |
+
"mean_reverse_error": NaN,
|
| 74 |
+
"mean_fold_dyn_error": NaN,
|
| 75 |
+
"lead_1_rmse": 0.116744264960289,
|
| 76 |
+
"lead_2_rmse": 0.11067703366279602,
|
| 77 |
+
"lead_3_rmse": 0.11035121232271194,
|
| 78 |
+
"lead_4_rmse": 0.11292493343353271,
|
| 79 |
+
"lead_5_rmse": 0.12843188643455505,
|
| 80 |
+
"lead_6_rmse": 0.13242457807064056,
|
| 81 |
+
"lead_7_rmse": 0.15075814723968506,
|
| 82 |
+
"lead_8_rmse": 0.15835237503051758,
|
| 83 |
+
"lead_1_mae": 0.07432142645120621,
|
| 84 |
+
"lead_2_mae": 0.07347658276557922,
|
| 85 |
+
"lead_3_mae": 0.06834854185581207,
|
| 86 |
+
"lead_4_mae": 0.06892616301774979,
|
| 87 |
+
"lead_5_mae": 0.07973722368478775,
|
| 88 |
+
"lead_6_mae": 0.07652991265058517,
|
| 89 |
+
"lead_7_mae": 0.08750533312559128,
|
| 90 |
+
"lead_8_mae": 0.08418469876050949
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"step": 150,
|
| 94 |
+
"loss_total": 0.017756259068846703,
|
| 95 |
+
"loss_pred": 0.017756259068846703,
|
| 96 |
+
"rmse_mean": 0.10564769804477692,
|
| 97 |
+
"rmse_last": 0.1345769762992859,
|
| 98 |
+
"mae_mean": 0.06373362988233566,
|
| 99 |
+
"mae_last": 0.07457483559846878,
|
| 100 |
+
"spectral_error": 0.0,
|
| 101 |
+
"eval_seconds_per_batch": 0.003002181649208069,
|
| 102 |
+
"mean_energy_drift": NaN,
|
| 103 |
+
"mean_reverse_error": NaN,
|
| 104 |
+
"mean_fold_dyn_error": NaN,
|
| 105 |
+
"lead_1_rmse": 0.10262230038642883,
|
| 106 |
+
"lead_2_rmse": 0.09031856060028076,
|
| 107 |
+
"lead_3_rmse": 0.09252557158470154,
|
| 108 |
+
"lead_4_rmse": 0.09437815099954605,
|
| 109 |
+
"lead_5_rmse": 0.10057798773050308,
|
| 110 |
+
"lead_6_rmse": 0.111457958817482,
|
| 111 |
+
"lead_7_rmse": 0.11872407793998718,
|
| 112 |
+
"lead_8_rmse": 0.1345769762992859,
|
| 113 |
+
"lead_1_mae": 0.06427349150180817,
|
| 114 |
+
"lead_2_mae": 0.05972254276275635,
|
| 115 |
+
"lead_3_mae": 0.05722424387931824,
|
| 116 |
+
"lead_4_mae": 0.0614391565322876,
|
| 117 |
+
"lead_5_mae": 0.060317378491163254,
|
| 118 |
+
"lead_6_mae": 0.06582538038492203,
|
| 119 |
+
"lead_7_mae": 0.0664919763803482,
|
| 120 |
+
"lead_8_mae": 0.07457483559846878
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"step": 200,
|
| 124 |
+
"loss_total": 0.026899442076683044,
|
| 125 |
+
"loss_pred": 0.026899442076683044,
|
| 126 |
+
"rmse_mean": 0.09742619097232819,
|
| 127 |
+
"rmse_last": 0.12257163226604462,
|
| 128 |
+
"mae_mean": 0.0600825771689415,
|
| 129 |
+
"mae_last": 0.06942548602819443,
|
| 130 |
+
"spectral_error": 0.0,
|
| 131 |
+
"eval_seconds_per_batch": 0.0030392706394195557,
|
| 132 |
+
"mean_energy_drift": NaN,
|
| 133 |
+
"mean_reverse_error": NaN,
|
| 134 |
+
"mean_fold_dyn_error": NaN,
|
| 135 |
+
"lead_1_rmse": 0.09289254993200302,
|
| 136 |
+
"lead_2_rmse": 0.07980534434318542,
|
| 137 |
+
"lead_3_rmse": 0.08517782390117645,
|
| 138 |
+
"lead_4_rmse": 0.08109727501869202,
|
| 139 |
+
"lead_5_rmse": 0.09421215206384659,
|
| 140 |
+
"lead_6_rmse": 0.10777585208415985,
|
| 141 |
+
"lead_7_rmse": 0.11587688326835632,
|
| 142 |
+
"lead_8_rmse": 0.12257163226604462,
|
| 143 |
+
"lead_1_mae": 0.05875730141997337,
|
| 144 |
+
"lead_2_mae": 0.0540756992995739,
|
| 145 |
+
"lead_3_mae": 0.05395512282848358,
|
| 146 |
+
"lead_4_mae": 0.05141245573759079,
|
| 147 |
+
"lead_5_mae": 0.058546192944049835,
|
| 148 |
+
"lead_6_mae": 0.065481036901474,
|
| 149 |
+
"lead_7_mae": 0.06900735199451447,
|
| 150 |
+
"lead_8_mae": 0.06942548602819443
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"step": 250,
|
| 154 |
+
"loss_total": 0.014470988884568214,
|
| 155 |
+
"loss_pred": 0.014470988884568214,
|
| 156 |
+
"rmse_mean": 0.07986676692962646,
|
| 157 |
+
"rmse_last": 0.10128505527973175,
|
| 158 |
+
"mae_mean": 0.051557593047618866,
|
| 159 |
+
"mae_last": 0.05888505280017853,
|
| 160 |
+
"spectral_error": 0.0,
|
| 161 |
+
"eval_seconds_per_batch": 0.0030657947063446045,
|
| 162 |
+
"mean_energy_drift": NaN,
|
| 163 |
+
"mean_reverse_error": NaN,
|
| 164 |
+
"mean_fold_dyn_error": NaN,
|
| 165 |
+
"lead_1_rmse": 0.07119473069906235,
|
| 166 |
+
"lead_2_rmse": 0.06717059761285782,
|
| 167 |
+
"lead_3_rmse": 0.07235691696405411,
|
| 168 |
+
"lead_4_rmse": 0.0730932280421257,
|
| 169 |
+
"lead_5_rmse": 0.07759104669094086,
|
| 170 |
+
"lead_6_rmse": 0.0839199647307396,
|
| 171 |
+
"lead_7_rmse": 0.09232264757156372,
|
| 172 |
+
"lead_8_rmse": 0.10128505527973175,
|
| 173 |
+
"lead_1_mae": 0.049387574195861816,
|
| 174 |
+
"lead_2_mae": 0.04758358374238014,
|
| 175 |
+
"lead_3_mae": 0.049558207392692566,
|
| 176 |
+
"lead_4_mae": 0.0494236946105957,
|
| 177 |
+
"lead_5_mae": 0.04999834671616554,
|
| 178 |
+
"lead_6_mae": 0.0517084114253521,
|
| 179 |
+
"lead_7_mae": 0.05591585487127304,
|
| 180 |
+
"lead_8_mae": 0.05888505280017853
|
| 181 |
+
}
|
| 182 |
+
]
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/gate_summary.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/lead_rmse.png
ADDED
|
Git LFS Details
|
实验1/stic_m_v5_burgers1d_exp1/persistence/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.11471687257289886,
|
| 3 |
+
"rmse_last": 0.1990283578634262,
|
| 4 |
+
"mae_mean": 0.05212622135877609,
|
| 5 |
+
"mae_last": 0.09079796820878983,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.0010491371154785155,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.026576006785035133,
|
| 12 |
+
"lead_2_rmse": 0.05256026238203049,
|
| 13 |
+
"lead_3_rmse": 0.07812678068876266,
|
| 14 |
+
"lead_4_rmse": 0.10360381007194519,
|
| 15 |
+
"lead_5_rmse": 0.12864334881305695,
|
| 16 |
+
"lead_6_rmse": 0.1529313623905182,
|
| 17 |
+
"lead_7_rmse": 0.17626503109931946,
|
| 18 |
+
"lead_8_rmse": 0.1990283578634262,
|
| 19 |
+
"lead_1_mae": 0.011960652656853199,
|
| 20 |
+
"lead_2_mae": 0.02376387268304825,
|
| 21 |
+
"lead_3_mae": 0.03541572019457817,
|
| 22 |
+
"lead_4_mae": 0.04698259383440018,
|
| 23 |
+
"lead_5_mae": 0.058360520750284195,
|
| 24 |
+
"lead_6_mae": 0.06947071850299835,
|
| 25 |
+
"lead_7_mae": 0.08025776594877243,
|
| 26 |
+
"lead_8_mae": 0.09079796820878983,
|
| 27 |
+
"model": "persistence",
|
| 28 |
+
"params": 0,
|
| 29 |
+
"train_seconds": 0.0
|
| 30 |
+
}
|
实验1/stic_m_v5_burgers1d_exp1/results.csv
ADDED
|
@@ -0,0 +1,11 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
rmse_mean,rmse_last,mae_mean,mae_last,spectral_error,eval_seconds_per_batch,mean_energy_drift,mean_reverse_error,mean_fold_dyn_error,lead_1_rmse,lead_2_rmse,lead_3_rmse,lead_4_rmse,lead_5_rmse,lead_6_rmse,lead_7_rmse,lead_8_rmse,lead_1_mae,lead_2_mae,lead_3_mae,lead_4_mae,lead_5_mae,lead_6_mae,lead_7_mae,lead_8_mae,model,params,train_seconds,dataset,gate_closed,gate_spectral,gate_ber,gate_fold,mean_ber_budget_error,mean_ber_strength,mean_ber_smoothness
|
| 2 |
+
0.11471687257289886,0.1990283578634262,0.05212622135877609,0.09079796820878983,0.0,0.0010491371154785155,nan,nan,nan,0.026576006785035133,0.05256026238203049,0.07812678068876266,0.10360381007194519,0.12864334881305695,0.1529313623905182,0.17626503109931946,0.1990283578634262,0.011960652656853199,0.02376387268304825,0.03541572019457817,0.04698259383440018,0.058360520750284195,0.06947071850299835,0.08025776594877243,0.09079796820878983,persistence,0,0.0,burgers1d,,,,,,,
|
| 3 |
+
0.0739777535200119,0.0999968945980072,0.05173379182815552,0.06357522308826447,0.0,0.027239599227905274,0.0022598960483446715,3.49518848452135e-06,3.131252917228267e-05,0.06575195491313934,0.06276657432317734,0.0626862570643425,0.06523586064577103,0.0701499804854393,0.0775941014289856,0.0876404270529747,0.0999968945980072,0.04896526038646698,0.047127414494752884,0.046614594757556915,0.04752630367875099,0.049640025943517685,0.05289088189601898,0.05753064155578613,0.06357522308826447,sticm_v5_full,563787,23.75283980369568,burgers1d,0.7955852746963501,0.8893477916717529,0.7275590300559998,0.06278283894062042,0.0019326247763819992,0.0181352998316288,0.017573138922452925
|
| 4 |
+
0.07173612713813782,0.09896373748779297,0.042024463415145874,0.05290691927075386,0.0,0.02736978530883789,0.0020512519171461464,6.209047223819653e-06,4.6225000114645806e-05,0.05873753875494003,0.057523954659700394,0.059404145926237106,0.06351049244403839,0.06974200904369354,0.07803170382976532,0.0879753977060318,0.09896373748779297,0.037973642349243164,0.03670428693294525,0.037015050649642944,0.038429293781518936,0.04086623713374138,0.04411223903298378,0.04818803817033768,0.05290691927075386,sticm_v5_no_gates,563787,22.984010219573975,burgers1d,1.0,1.0,1.0,1.0,0.002125983404694125,0.016683642789721488,0.019639721252024175
|
| 5 |
+
0.07430215924978256,0.09510745853185654,0.05015046149492264,0.05751679092645645,0.0,0.027567901611328126,0.004661541215609759,8.085759741334187e-06,1.464666374886292e-05,0.07393008470535278,0.06684264540672302,0.06330405175685883,0.06470028311014175,0.06944459676742554,0.07632094621658325,0.08476719260215759,0.09510745853185654,0.053726933896541595,0.0492328442633152,0.04648388922214508,0.04570535570383072,0.0466722771525383,0.04912381246685982,0.05274176597595215,0.05751679092645645,sticm_v5_no_spectral,563787,23.995975971221924,burgers1d,0.8546294569969177,0.0,0.8948216438293457,0.055440545082092285,0.0030327680306800175,0.023222000785171986,0.022311896532773972
|
| 6 |
+
0.07156451791524887,0.10464601218700409,0.043343931436538696,0.05770042911171913,0.0,0.035812673568725584,0.007060098741203546,6.015294883354727e-07,4.3512078736966944e-05,0.06114736571907997,0.05806706100702286,0.05810374766588211,0.060986343771219254,0.06658544391393661,0.07526236772537231,0.08771779388189316,0.10464601218700409,0.04234568774700165,0.03913748264312744,0.03754416108131409,0.03765189275145531,0.03952787071466446,0.04341428726911545,0.049429625272750854,0.05770042911171913,sticm_v5_no_ber,563787,24.620697498321533,burgers1d,0.8747498989105225,0.9181199073791504,0.0,0.06025685369968414,0.007096319017000497,0.0026875879243016244,0.007406080774962902
|
| 7 |
+
0.07797987014055252,0.10295035690069199,0.048005275428295135,0.060254186391830444,0.0,0.0363359546661377,0.0050581080885604025,2.8758418238794547e-06,0.0013630125694908202,0.07040724903345108,0.06658317893743515,0.06682734191417694,0.06983478367328644,0.07482188940048218,0.0816970095038414,0.0907171368598938,0.10295035690069199,0.04714444279670715,0.04394378140568733,0.04263107851147652,0.043015167117118835,0.04503897577524185,0.04851676896214485,0.0534977912902832,0.060254186391830444,sticm_v5_no_folding,563787,24.173107624053955,burgers1d,0.860222339630127,0.9354657530784607,0.7119119763374329,0.0,0.0035899074538610874,0.015664880536496638,0.019427143707871436
|
| 8 |
+
0.07470987737178802,0.10913565754890442,0.04249288886785507,0.053465940058231354,0.0,0.01610586166381836,0.21006235480308533,0.00515148201957345,0.018834830448031425,0.057607006281614304,0.055498555302619934,0.05785679817199707,0.06424247473478317,0.07328402251005173,0.08406675606966019,0.0959877222776413,0.10913565754890442,0.03934471681714058,0.03677557408809662,0.03680616617202759,0.03861922770738602,0.041446786373853683,0.04483270272612572,0.048652004450559616,0.053465940058231354,sticm_v5_blackbox,563787,9.820806503295898,burgers1d,0.0,0.0,0.0,0.0,0.21006235480308533,0.0,0.0
|
| 9 |
+
0.0742088109254837,0.12430739402770996,0.03987623751163483,0.06720773875713348,0.0,0.0028649520874023436,nan,nan,nan,0.05025367811322212,0.04763822257518768,0.048967957496643066,0.06158978119492531,0.07351522147655487,0.0854237973690033,0.10197445750236511,0.12430739402770996,0.0284210667014122,0.027439499273896217,0.026501400396227837,0.03150712698698044,0.03881454095244408,0.0450235977768898,0.05409492179751396,0.06720773875713348,simvp_lite,309960,2.036402702331543,burgers1d,,,,,,,
|
| 10 |
+
0.08307589590549469,0.10630679875612259,0.05192350223660469,0.06038767471909523,0.0,0.003323249816894531,nan,nan,nan,0.0720854178071022,0.06982659548521042,0.07453080266714096,0.07756605744361877,0.08125769346952438,0.08635657280683517,0.09667719155550003,0.10630679875612259,0.04793073982000351,0.04713713005185127,0.049767762422561646,0.0500444620847702,0.05119907483458519,0.05208759009838104,0.05683358013629913,0.06038767471909523,fno_lite,530440,2.4027621746063232,burgers1d,,,,,,,
|
| 11 |
+
0.08371692895889282,0.11487871408462524,0.052123937755823135,0.07011537998914719,0.0,0.0028981971740722656,nan,nan,nan,0.06964341551065445,0.06531386822462082,0.06862760335206985,0.0766233503818512,0.0857393741607666,0.08989757299423218,0.09901156276464462,0.11487871408462524,0.04915905371308327,0.04343709349632263,0.042405568063259125,0.0469810850918293,0.05125732719898224,0.05371883511543274,0.059917155653238297,0.07011537998914719,unet_lite,200360,1.8914334774017334,burgers1d,,,,,,,
|
实验1/stic_m_v5_burgers1d_exp1/results.json
ADDED
|
@@ -0,0 +1,354 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"rmse_mean": 0.11471687257289886,
|
| 4 |
+
"rmse_last": 0.1990283578634262,
|
| 5 |
+
"mae_mean": 0.05212622135877609,
|
| 6 |
+
"mae_last": 0.09079796820878983,
|
| 7 |
+
"spectral_error": 0.0,
|
| 8 |
+
"eval_seconds_per_batch": 0.0010491371154785155,
|
| 9 |
+
"mean_energy_drift": NaN,
|
| 10 |
+
"mean_reverse_error": NaN,
|
| 11 |
+
"mean_fold_dyn_error": NaN,
|
| 12 |
+
"lead_1_rmse": 0.026576006785035133,
|
| 13 |
+
"lead_2_rmse": 0.05256026238203049,
|
| 14 |
+
"lead_3_rmse": 0.07812678068876266,
|
| 15 |
+
"lead_4_rmse": 0.10360381007194519,
|
| 16 |
+
"lead_5_rmse": 0.12864334881305695,
|
| 17 |
+
"lead_6_rmse": 0.1529313623905182,
|
| 18 |
+
"lead_7_rmse": 0.17626503109931946,
|
| 19 |
+
"lead_8_rmse": 0.1990283578634262,
|
| 20 |
+
"lead_1_mae": 0.011960652656853199,
|
| 21 |
+
"lead_2_mae": 0.02376387268304825,
|
| 22 |
+
"lead_3_mae": 0.03541572019457817,
|
| 23 |
+
"lead_4_mae": 0.04698259383440018,
|
| 24 |
+
"lead_5_mae": 0.058360520750284195,
|
| 25 |
+
"lead_6_mae": 0.06947071850299835,
|
| 26 |
+
"lead_7_mae": 0.08025776594877243,
|
| 27 |
+
"lead_8_mae": 0.09079796820878983,
|
| 28 |
+
"model": "persistence",
|
| 29 |
+
"params": 0,
|
| 30 |
+
"train_seconds": 0.0,
|
| 31 |
+
"dataset": "burgers1d"
|
| 32 |
+
},
|
| 33 |
+
{
|
| 34 |
+
"rmse_mean": 0.0739777535200119,
|
| 35 |
+
"rmse_last": 0.0999968945980072,
|
| 36 |
+
"mae_mean": 0.05173379182815552,
|
| 37 |
+
"mae_last": 0.06357522308826447,
|
| 38 |
+
"spectral_error": 0.0,
|
| 39 |
+
"eval_seconds_per_batch": 0.027239599227905274,
|
| 40 |
+
"mean_energy_drift": 0.0022598960483446715,
|
| 41 |
+
"mean_reverse_error": 3.49518848452135e-06,
|
| 42 |
+
"mean_fold_dyn_error": 3.131252917228267e-05,
|
| 43 |
+
"gate_closed": 0.7955852746963501,
|
| 44 |
+
"gate_spectral": 0.8893477916717529,
|
| 45 |
+
"gate_ber": 0.7275590300559998,
|
| 46 |
+
"gate_fold": 0.06278283894062042,
|
| 47 |
+
"mean_ber_budget_error": 0.0019326247763819992,
|
| 48 |
+
"mean_ber_strength": 0.0181352998316288,
|
| 49 |
+
"mean_ber_smoothness": 0.017573138922452925,
|
| 50 |
+
"lead_1_rmse": 0.06575195491313934,
|
| 51 |
+
"lead_2_rmse": 0.06276657432317734,
|
| 52 |
+
"lead_3_rmse": 0.0626862570643425,
|
| 53 |
+
"lead_4_rmse": 0.06523586064577103,
|
| 54 |
+
"lead_5_rmse": 0.0701499804854393,
|
| 55 |
+
"lead_6_rmse": 0.0775941014289856,
|
| 56 |
+
"lead_7_rmse": 0.0876404270529747,
|
| 57 |
+
"lead_8_rmse": 0.0999968945980072,
|
| 58 |
+
"lead_1_mae": 0.04896526038646698,
|
| 59 |
+
"lead_2_mae": 0.047127414494752884,
|
| 60 |
+
"lead_3_mae": 0.046614594757556915,
|
| 61 |
+
"lead_4_mae": 0.04752630367875099,
|
| 62 |
+
"lead_5_mae": 0.049640025943517685,
|
| 63 |
+
"lead_6_mae": 0.05289088189601898,
|
| 64 |
+
"lead_7_mae": 0.05753064155578613,
|
| 65 |
+
"lead_8_mae": 0.06357522308826447,
|
| 66 |
+
"model": "sticm_v5_full",
|
| 67 |
+
"params": 563787,
|
| 68 |
+
"train_seconds": 23.75283980369568,
|
| 69 |
+
"dataset": "burgers1d"
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"rmse_mean": 0.07173612713813782,
|
| 73 |
+
"rmse_last": 0.09896373748779297,
|
| 74 |
+
"mae_mean": 0.042024463415145874,
|
| 75 |
+
"mae_last": 0.05290691927075386,
|
| 76 |
+
"spectral_error": 0.0,
|
| 77 |
+
"eval_seconds_per_batch": 0.02736978530883789,
|
| 78 |
+
"mean_energy_drift": 0.0020512519171461464,
|
| 79 |
+
"mean_reverse_error": 6.209047223819653e-06,
|
| 80 |
+
"mean_fold_dyn_error": 4.6225000114645806e-05,
|
| 81 |
+
"gate_closed": 1.0,
|
| 82 |
+
"gate_spectral": 1.0,
|
| 83 |
+
"gate_ber": 1.0,
|
| 84 |
+
"gate_fold": 1.0,
|
| 85 |
+
"mean_ber_budget_error": 0.002125983404694125,
|
| 86 |
+
"mean_ber_strength": 0.016683642789721488,
|
| 87 |
+
"mean_ber_smoothness": 0.019639721252024175,
|
| 88 |
+
"lead_1_rmse": 0.05873753875494003,
|
| 89 |
+
"lead_2_rmse": 0.057523954659700394,
|
| 90 |
+
"lead_3_rmse": 0.059404145926237106,
|
| 91 |
+
"lead_4_rmse": 0.06351049244403839,
|
| 92 |
+
"lead_5_rmse": 0.06974200904369354,
|
| 93 |
+
"lead_6_rmse": 0.07803170382976532,
|
| 94 |
+
"lead_7_rmse": 0.0879753977060318,
|
| 95 |
+
"lead_8_rmse": 0.09896373748779297,
|
| 96 |
+
"lead_1_mae": 0.037973642349243164,
|
| 97 |
+
"lead_2_mae": 0.03670428693294525,
|
| 98 |
+
"lead_3_mae": 0.037015050649642944,
|
| 99 |
+
"lead_4_mae": 0.038429293781518936,
|
| 100 |
+
"lead_5_mae": 0.04086623713374138,
|
| 101 |
+
"lead_6_mae": 0.04411223903298378,
|
| 102 |
+
"lead_7_mae": 0.04818803817033768,
|
| 103 |
+
"lead_8_mae": 0.05290691927075386,
|
| 104 |
+
"model": "sticm_v5_no_gates",
|
| 105 |
+
"params": 563787,
|
| 106 |
+
"train_seconds": 22.984010219573975,
|
| 107 |
+
"dataset": "burgers1d"
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"rmse_mean": 0.07430215924978256,
|
| 111 |
+
"rmse_last": 0.09510745853185654,
|
| 112 |
+
"mae_mean": 0.05015046149492264,
|
| 113 |
+
"mae_last": 0.05751679092645645,
|
| 114 |
+
"spectral_error": 0.0,
|
| 115 |
+
"eval_seconds_per_batch": 0.027567901611328126,
|
| 116 |
+
"mean_energy_drift": 0.004661541215609759,
|
| 117 |
+
"mean_reverse_error": 8.085759741334187e-06,
|
| 118 |
+
"mean_fold_dyn_error": 1.464666374886292e-05,
|
| 119 |
+
"gate_closed": 0.8546294569969177,
|
| 120 |
+
"gate_spectral": 0.0,
|
| 121 |
+
"gate_ber": 0.8948216438293457,
|
| 122 |
+
"gate_fold": 0.055440545082092285,
|
| 123 |
+
"mean_ber_budget_error": 0.0030327680306800175,
|
| 124 |
+
"mean_ber_strength": 0.023222000785171986,
|
| 125 |
+
"mean_ber_smoothness": 0.022311896532773972,
|
| 126 |
+
"lead_1_rmse": 0.07393008470535278,
|
| 127 |
+
"lead_2_rmse": 0.06684264540672302,
|
| 128 |
+
"lead_3_rmse": 0.06330405175685883,
|
| 129 |
+
"lead_4_rmse": 0.06470028311014175,
|
| 130 |
+
"lead_5_rmse": 0.06944459676742554,
|
| 131 |
+
"lead_6_rmse": 0.07632094621658325,
|
| 132 |
+
"lead_7_rmse": 0.08476719260215759,
|
| 133 |
+
"lead_8_rmse": 0.09510745853185654,
|
| 134 |
+
"lead_1_mae": 0.053726933896541595,
|
| 135 |
+
"lead_2_mae": 0.0492328442633152,
|
| 136 |
+
"lead_3_mae": 0.04648388922214508,
|
| 137 |
+
"lead_4_mae": 0.04570535570383072,
|
| 138 |
+
"lead_5_mae": 0.0466722771525383,
|
| 139 |
+
"lead_6_mae": 0.04912381246685982,
|
| 140 |
+
"lead_7_mae": 0.05274176597595215,
|
| 141 |
+
"lead_8_mae": 0.05751679092645645,
|
| 142 |
+
"model": "sticm_v5_no_spectral",
|
| 143 |
+
"params": 563787,
|
| 144 |
+
"train_seconds": 23.995975971221924,
|
| 145 |
+
"dataset": "burgers1d"
|
| 146 |
+
},
|
| 147 |
+
{
|
| 148 |
+
"rmse_mean": 0.07156451791524887,
|
| 149 |
+
"rmse_last": 0.10464601218700409,
|
| 150 |
+
"mae_mean": 0.043343931436538696,
|
| 151 |
+
"mae_last": 0.05770042911171913,
|
| 152 |
+
"spectral_error": 0.0,
|
| 153 |
+
"eval_seconds_per_batch": 0.035812673568725584,
|
| 154 |
+
"mean_energy_drift": 0.007060098741203546,
|
| 155 |
+
"mean_reverse_error": 6.015294883354727e-07,
|
| 156 |
+
"mean_fold_dyn_error": 4.3512078736966944e-05,
|
| 157 |
+
"gate_closed": 0.8747498989105225,
|
| 158 |
+
"gate_spectral": 0.9181199073791504,
|
| 159 |
+
"gate_ber": 0.0,
|
| 160 |
+
"gate_fold": 0.06025685369968414,
|
| 161 |
+
"mean_ber_budget_error": 0.007096319017000497,
|
| 162 |
+
"mean_ber_strength": 0.0026875879243016244,
|
| 163 |
+
"mean_ber_smoothness": 0.007406080774962902,
|
| 164 |
+
"lead_1_rmse": 0.06114736571907997,
|
| 165 |
+
"lead_2_rmse": 0.05806706100702286,
|
| 166 |
+
"lead_3_rmse": 0.05810374766588211,
|
| 167 |
+
"lead_4_rmse": 0.060986343771219254,
|
| 168 |
+
"lead_5_rmse": 0.06658544391393661,
|
| 169 |
+
"lead_6_rmse": 0.07526236772537231,
|
| 170 |
+
"lead_7_rmse": 0.08771779388189316,
|
| 171 |
+
"lead_8_rmse": 0.10464601218700409,
|
| 172 |
+
"lead_1_mae": 0.04234568774700165,
|
| 173 |
+
"lead_2_mae": 0.03913748264312744,
|
| 174 |
+
"lead_3_mae": 0.03754416108131409,
|
| 175 |
+
"lead_4_mae": 0.03765189275145531,
|
| 176 |
+
"lead_5_mae": 0.03952787071466446,
|
| 177 |
+
"lead_6_mae": 0.04341428726911545,
|
| 178 |
+
"lead_7_mae": 0.049429625272750854,
|
| 179 |
+
"lead_8_mae": 0.05770042911171913,
|
| 180 |
+
"model": "sticm_v5_no_ber",
|
| 181 |
+
"params": 563787,
|
| 182 |
+
"train_seconds": 24.620697498321533,
|
| 183 |
+
"dataset": "burgers1d"
|
| 184 |
+
},
|
| 185 |
+
{
|
| 186 |
+
"rmse_mean": 0.07797987014055252,
|
| 187 |
+
"rmse_last": 0.10295035690069199,
|
| 188 |
+
"mae_mean": 0.048005275428295135,
|
| 189 |
+
"mae_last": 0.060254186391830444,
|
| 190 |
+
"spectral_error": 0.0,
|
| 191 |
+
"eval_seconds_per_batch": 0.0363359546661377,
|
| 192 |
+
"mean_energy_drift": 0.0050581080885604025,
|
| 193 |
+
"mean_reverse_error": 2.8758418238794547e-06,
|
| 194 |
+
"mean_fold_dyn_error": 0.0013630125694908202,
|
| 195 |
+
"gate_closed": 0.860222339630127,
|
| 196 |
+
"gate_spectral": 0.9354657530784607,
|
| 197 |
+
"gate_ber": 0.7119119763374329,
|
| 198 |
+
"gate_fold": 0.0,
|
| 199 |
+
"mean_ber_budget_error": 0.0035899074538610874,
|
| 200 |
+
"mean_ber_strength": 0.015664880536496638,
|
| 201 |
+
"mean_ber_smoothness": 0.019427143707871436,
|
| 202 |
+
"lead_1_rmse": 0.07040724903345108,
|
| 203 |
+
"lead_2_rmse": 0.06658317893743515,
|
| 204 |
+
"lead_3_rmse": 0.06682734191417694,
|
| 205 |
+
"lead_4_rmse": 0.06983478367328644,
|
| 206 |
+
"lead_5_rmse": 0.07482188940048218,
|
| 207 |
+
"lead_6_rmse": 0.0816970095038414,
|
| 208 |
+
"lead_7_rmse": 0.0907171368598938,
|
| 209 |
+
"lead_8_rmse": 0.10295035690069199,
|
| 210 |
+
"lead_1_mae": 0.04714444279670715,
|
| 211 |
+
"lead_2_mae": 0.04394378140568733,
|
| 212 |
+
"lead_3_mae": 0.04263107851147652,
|
| 213 |
+
"lead_4_mae": 0.043015167117118835,
|
| 214 |
+
"lead_5_mae": 0.04503897577524185,
|
| 215 |
+
"lead_6_mae": 0.04851676896214485,
|
| 216 |
+
"lead_7_mae": 0.0534977912902832,
|
| 217 |
+
"lead_8_mae": 0.060254186391830444,
|
| 218 |
+
"model": "sticm_v5_no_folding",
|
| 219 |
+
"params": 563787,
|
| 220 |
+
"train_seconds": 24.173107624053955,
|
| 221 |
+
"dataset": "burgers1d"
|
| 222 |
+
},
|
| 223 |
+
{
|
| 224 |
+
"rmse_mean": 0.07470987737178802,
|
| 225 |
+
"rmse_last": 0.10913565754890442,
|
| 226 |
+
"mae_mean": 0.04249288886785507,
|
| 227 |
+
"mae_last": 0.053465940058231354,
|
| 228 |
+
"spectral_error": 0.0,
|
| 229 |
+
"eval_seconds_per_batch": 0.01610586166381836,
|
| 230 |
+
"mean_energy_drift": 0.21006235480308533,
|
| 231 |
+
"mean_reverse_error": 0.00515148201957345,
|
| 232 |
+
"mean_fold_dyn_error": 0.018834830448031425,
|
| 233 |
+
"gate_closed": 0.0,
|
| 234 |
+
"gate_spectral": 0.0,
|
| 235 |
+
"gate_ber": 0.0,
|
| 236 |
+
"gate_fold": 0.0,
|
| 237 |
+
"mean_ber_budget_error": 0.21006235480308533,
|
| 238 |
+
"mean_ber_strength": 0.0,
|
| 239 |
+
"mean_ber_smoothness": 0.0,
|
| 240 |
+
"lead_1_rmse": 0.057607006281614304,
|
| 241 |
+
"lead_2_rmse": 0.055498555302619934,
|
| 242 |
+
"lead_3_rmse": 0.05785679817199707,
|
| 243 |
+
"lead_4_rmse": 0.06424247473478317,
|
| 244 |
+
"lead_5_rmse": 0.07328402251005173,
|
| 245 |
+
"lead_6_rmse": 0.08406675606966019,
|
| 246 |
+
"lead_7_rmse": 0.0959877222776413,
|
| 247 |
+
"lead_8_rmse": 0.10913565754890442,
|
| 248 |
+
"lead_1_mae": 0.03934471681714058,
|
| 249 |
+
"lead_2_mae": 0.03677557408809662,
|
| 250 |
+
"lead_3_mae": 0.03680616617202759,
|
| 251 |
+
"lead_4_mae": 0.03861922770738602,
|
| 252 |
+
"lead_5_mae": 0.041446786373853683,
|
| 253 |
+
"lead_6_mae": 0.04483270272612572,
|
| 254 |
+
"lead_7_mae": 0.048652004450559616,
|
| 255 |
+
"lead_8_mae": 0.053465940058231354,
|
| 256 |
+
"model": "sticm_v5_blackbox",
|
| 257 |
+
"params": 563787,
|
| 258 |
+
"train_seconds": 9.820806503295898,
|
| 259 |
+
"dataset": "burgers1d"
|
| 260 |
+
},
|
| 261 |
+
{
|
| 262 |
+
"rmse_mean": 0.0742088109254837,
|
| 263 |
+
"rmse_last": 0.12430739402770996,
|
| 264 |
+
"mae_mean": 0.03987623751163483,
|
| 265 |
+
"mae_last": 0.06720773875713348,
|
| 266 |
+
"spectral_error": 0.0,
|
| 267 |
+
"eval_seconds_per_batch": 0.0028649520874023436,
|
| 268 |
+
"mean_energy_drift": NaN,
|
| 269 |
+
"mean_reverse_error": NaN,
|
| 270 |
+
"mean_fold_dyn_error": NaN,
|
| 271 |
+
"lead_1_rmse": 0.05025367811322212,
|
| 272 |
+
"lead_2_rmse": 0.04763822257518768,
|
| 273 |
+
"lead_3_rmse": 0.048967957496643066,
|
| 274 |
+
"lead_4_rmse": 0.06158978119492531,
|
| 275 |
+
"lead_5_rmse": 0.07351522147655487,
|
| 276 |
+
"lead_6_rmse": 0.0854237973690033,
|
| 277 |
+
"lead_7_rmse": 0.10197445750236511,
|
| 278 |
+
"lead_8_rmse": 0.12430739402770996,
|
| 279 |
+
"lead_1_mae": 0.0284210667014122,
|
| 280 |
+
"lead_2_mae": 0.027439499273896217,
|
| 281 |
+
"lead_3_mae": 0.026501400396227837,
|
| 282 |
+
"lead_4_mae": 0.03150712698698044,
|
| 283 |
+
"lead_5_mae": 0.03881454095244408,
|
| 284 |
+
"lead_6_mae": 0.0450235977768898,
|
| 285 |
+
"lead_7_mae": 0.05409492179751396,
|
| 286 |
+
"lead_8_mae": 0.06720773875713348,
|
| 287 |
+
"model": "simvp_lite",
|
| 288 |
+
"params": 309960,
|
| 289 |
+
"train_seconds": 2.036402702331543,
|
| 290 |
+
"dataset": "burgers1d"
|
| 291 |
+
},
|
| 292 |
+
{
|
| 293 |
+
"rmse_mean": 0.08307589590549469,
|
| 294 |
+
"rmse_last": 0.10630679875612259,
|
| 295 |
+
"mae_mean": 0.05192350223660469,
|
| 296 |
+
"mae_last": 0.06038767471909523,
|
| 297 |
+
"spectral_error": 0.0,
|
| 298 |
+
"eval_seconds_per_batch": 0.003323249816894531,
|
| 299 |
+
"mean_energy_drift": NaN,
|
| 300 |
+
"mean_reverse_error": NaN,
|
| 301 |
+
"mean_fold_dyn_error": NaN,
|
| 302 |
+
"lead_1_rmse": 0.0720854178071022,
|
| 303 |
+
"lead_2_rmse": 0.06982659548521042,
|
| 304 |
+
"lead_3_rmse": 0.07453080266714096,
|
| 305 |
+
"lead_4_rmse": 0.07756605744361877,
|
| 306 |
+
"lead_5_rmse": 0.08125769346952438,
|
| 307 |
+
"lead_6_rmse": 0.08635657280683517,
|
| 308 |
+
"lead_7_rmse": 0.09667719155550003,
|
| 309 |
+
"lead_8_rmse": 0.10630679875612259,
|
| 310 |
+
"lead_1_mae": 0.04793073982000351,
|
| 311 |
+
"lead_2_mae": 0.04713713005185127,
|
| 312 |
+
"lead_3_mae": 0.049767762422561646,
|
| 313 |
+
"lead_4_mae": 0.0500444620847702,
|
| 314 |
+
"lead_5_mae": 0.05119907483458519,
|
| 315 |
+
"lead_6_mae": 0.05208759009838104,
|
| 316 |
+
"lead_7_mae": 0.05683358013629913,
|
| 317 |
+
"lead_8_mae": 0.06038767471909523,
|
| 318 |
+
"model": "fno_lite",
|
| 319 |
+
"params": 530440,
|
| 320 |
+
"train_seconds": 2.4027621746063232,
|
| 321 |
+
"dataset": "burgers1d"
|
| 322 |
+
},
|
| 323 |
+
{
|
| 324 |
+
"rmse_mean": 0.08371692895889282,
|
| 325 |
+
"rmse_last": 0.11487871408462524,
|
| 326 |
+
"mae_mean": 0.052123937755823135,
|
| 327 |
+
"mae_last": 0.07011537998914719,
|
| 328 |
+
"spectral_error": 0.0,
|
| 329 |
+
"eval_seconds_per_batch": 0.0028981971740722656,
|
| 330 |
+
"mean_energy_drift": NaN,
|
| 331 |
+
"mean_reverse_error": NaN,
|
| 332 |
+
"mean_fold_dyn_error": NaN,
|
| 333 |
+
"lead_1_rmse": 0.06964341551065445,
|
| 334 |
+
"lead_2_rmse": 0.06531386822462082,
|
| 335 |
+
"lead_3_rmse": 0.06862760335206985,
|
| 336 |
+
"lead_4_rmse": 0.0766233503818512,
|
| 337 |
+
"lead_5_rmse": 0.0857393741607666,
|
| 338 |
+
"lead_6_rmse": 0.08989757299423218,
|
| 339 |
+
"lead_7_rmse": 0.09901156276464462,
|
| 340 |
+
"lead_8_rmse": 0.11487871408462524,
|
| 341 |
+
"lead_1_mae": 0.04915905371308327,
|
| 342 |
+
"lead_2_mae": 0.04343709349632263,
|
| 343 |
+
"lead_3_mae": 0.042405568063259125,
|
| 344 |
+
"lead_4_mae": 0.0469810850918293,
|
| 345 |
+
"lead_5_mae": 0.05125732719898224,
|
| 346 |
+
"lead_6_mae": 0.05371883511543274,
|
| 347 |
+
"lead_7_mae": 0.059917155653238297,
|
| 348 |
+
"lead_8_mae": 0.07011537998914719,
|
| 349 |
+
"model": "unet_lite",
|
| 350 |
+
"params": 200360,
|
| 351 |
+
"train_seconds": 1.8914334774017334,
|
| 352 |
+
"dataset": "burgers1d"
|
| 353 |
+
}
|
| 354 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/simvp_lite/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0f7342eb226e91c211d9a6759e1fe17098c40eb2bb017354c3edd270b39b2414
|
| 3 |
+
size 1252021
|
实验1/stic_m_v5_burgers1d_exp1/simvp_lite/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.0742088109254837,
|
| 3 |
+
"rmse_last": 0.12430739402770996,
|
| 4 |
+
"mae_mean": 0.03987623751163483,
|
| 5 |
+
"mae_last": 0.06720773875713348,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.0028649520874023436,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.05025367811322212,
|
| 12 |
+
"lead_2_rmse": 0.04763822257518768,
|
| 13 |
+
"lead_3_rmse": 0.048967957496643066,
|
| 14 |
+
"lead_4_rmse": 0.06158978119492531,
|
| 15 |
+
"lead_5_rmse": 0.07351522147655487,
|
| 16 |
+
"lead_6_rmse": 0.0854237973690033,
|
| 17 |
+
"lead_7_rmse": 0.10197445750236511,
|
| 18 |
+
"lead_8_rmse": 0.12430739402770996,
|
| 19 |
+
"lead_1_mae": 0.0284210667014122,
|
| 20 |
+
"lead_2_mae": 0.027439499273896217,
|
| 21 |
+
"lead_3_mae": 0.026501400396227837,
|
| 22 |
+
"lead_4_mae": 0.03150712698698044,
|
| 23 |
+
"lead_5_mae": 0.03881454095244408,
|
| 24 |
+
"lead_6_mae": 0.0450235977768898,
|
| 25 |
+
"lead_7_mae": 0.05409492179751396,
|
| 26 |
+
"lead_8_mae": 0.06720773875713348,
|
| 27 |
+
"model": "simvp_lite",
|
| 28 |
+
"params": 309960,
|
| 29 |
+
"train_seconds": 2.036402702331543
|
| 30 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/simvp_lite/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/simvp_lite/train_log.json
ADDED
|
@@ -0,0 +1,182 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_total": 1.0069677829742432,
|
| 5 |
+
"loss_pred": 1.0069677829742432,
|
| 6 |
+
"rmse_mean": 0.4925903081893921,
|
| 7 |
+
"rmse_last": 0.5156291723251343,
|
| 8 |
+
"mae_mean": 0.30206894874572754,
|
| 9 |
+
"mae_last": 0.2992381751537323,
|
| 10 |
+
"spectral_error": 0.0,
|
| 11 |
+
"eval_seconds_per_batch": 0.003957852721214294,
|
| 12 |
+
"mean_energy_drift": NaN,
|
| 13 |
+
"mean_reverse_error": NaN,
|
| 14 |
+
"mean_fold_dyn_error": NaN,
|
| 15 |
+
"lead_1_rmse": 0.43285638093948364,
|
| 16 |
+
"lead_2_rmse": 0.4565385580062866,
|
| 17 |
+
"lead_3_rmse": 0.47358423471450806,
|
| 18 |
+
"lead_4_rmse": 0.46613621711730957,
|
| 19 |
+
"lead_5_rmse": 0.4620181620121002,
|
| 20 |
+
"lead_6_rmse": 0.5675207376480103,
|
| 21 |
+
"lead_7_rmse": 0.5664390325546265,
|
| 22 |
+
"lead_8_rmse": 0.5156291723251343,
|
| 23 |
+
"lead_1_mae": 0.26804453134536743,
|
| 24 |
+
"lead_2_mae": 0.2891089618206024,
|
| 25 |
+
"lead_3_mae": 0.303113728761673,
|
| 26 |
+
"lead_4_mae": 0.2777465581893921,
|
| 27 |
+
"lead_5_mae": 0.30591484904289246,
|
| 28 |
+
"lead_6_mae": 0.33950743079185486,
|
| 29 |
+
"lead_7_mae": 0.3338775932788849,
|
| 30 |
+
"lead_8_mae": 0.2992381751537323
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"step": 50,
|
| 34 |
+
"loss_total": 0.031229326501488686,
|
| 35 |
+
"loss_pred": 0.031229326501488686,
|
| 36 |
+
"rmse_mean": 0.12362215667963028,
|
| 37 |
+
"rmse_last": 0.15193073451519012,
|
| 38 |
+
"mae_mean": 0.06766749918460846,
|
| 39 |
+
"mae_last": 0.07785128057003021,
|
| 40 |
+
"spectral_error": 0.0,
|
| 41 |
+
"eval_seconds_per_batch": 0.0025204867124557495,
|
| 42 |
+
"mean_energy_drift": NaN,
|
| 43 |
+
"mean_reverse_error": NaN,
|
| 44 |
+
"mean_fold_dyn_error": NaN,
|
| 45 |
+
"lead_1_rmse": 0.09784258157014847,
|
| 46 |
+
"lead_2_rmse": 0.10403241962194443,
|
| 47 |
+
"lead_3_rmse": 0.1114727035164833,
|
| 48 |
+
"lead_4_rmse": 0.11822444945573807,
|
| 49 |
+
"lead_5_rmse": 0.12536729872226715,
|
| 50 |
+
"lead_6_rmse": 0.13259102404117584,
|
| 51 |
+
"lead_7_rmse": 0.14751608669757843,
|
| 52 |
+
"lead_8_rmse": 0.15193073451519012,
|
| 53 |
+
"lead_1_mae": 0.06083472818136215,
|
| 54 |
+
"lead_2_mae": 0.06054716557264328,
|
| 55 |
+
"lead_3_mae": 0.06229526177048683,
|
| 56 |
+
"lead_4_mae": 0.06246398016810417,
|
| 57 |
+
"lead_5_mae": 0.06814438849687576,
|
| 58 |
+
"lead_6_mae": 0.07091644406318665,
|
| 59 |
+
"lead_7_mae": 0.0782867893576622,
|
| 60 |
+
"lead_8_mae": 0.07785128057003021
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"step": 100,
|
| 64 |
+
"loss_total": 0.022848177701234818,
|
| 65 |
+
"loss_pred": 0.022848177701234818,
|
| 66 |
+
"rmse_mean": 0.08298999071121216,
|
| 67 |
+
"rmse_last": 0.11376028507947922,
|
| 68 |
+
"mae_mean": 0.04719633609056473,
|
| 69 |
+
"mae_last": 0.05983903259038925,
|
| 70 |
+
"spectral_error": 0.0,
|
| 71 |
+
"eval_seconds_per_batch": 0.002614334225654602,
|
| 72 |
+
"mean_energy_drift": NaN,
|
| 73 |
+
"mean_reverse_error": NaN,
|
| 74 |
+
"mean_fold_dyn_error": NaN,
|
| 75 |
+
"lead_1_rmse": 0.06493567675352097,
|
| 76 |
+
"lead_2_rmse": 0.06519874185323715,
|
| 77 |
+
"lead_3_rmse": 0.06755679100751877,
|
| 78 |
+
"lead_4_rmse": 0.07658754289150238,
|
| 79 |
+
"lead_5_rmse": 0.08122424781322479,
|
| 80 |
+
"lead_6_rmse": 0.09002857655286789,
|
| 81 |
+
"lead_7_rmse": 0.1046280786395073,
|
| 82 |
+
"lead_8_rmse": 0.11376028507947922,
|
| 83 |
+
"lead_1_mae": 0.041915565729141235,
|
| 84 |
+
"lead_2_mae": 0.03893662244081497,
|
| 85 |
+
"lead_3_mae": 0.039508141577243805,
|
| 86 |
+
"lead_4_mae": 0.04589283838868141,
|
| 87 |
+
"lead_5_mae": 0.0442875437438488,
|
| 88 |
+
"lead_6_mae": 0.0503731369972229,
|
| 89 |
+
"lead_7_mae": 0.05681779608130455,
|
| 90 |
+
"lead_8_mae": 0.05983903259038925
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"step": 150,
|
| 94 |
+
"loss_total": 0.011991550214588642,
|
| 95 |
+
"loss_pred": 0.011991550214588642,
|
| 96 |
+
"rmse_mean": 0.08550317585468292,
|
| 97 |
+
"rmse_last": 0.13018685579299927,
|
| 98 |
+
"mae_mean": 0.0512629970908165,
|
| 99 |
+
"mae_last": 0.0781744197010994,
|
| 100 |
+
"spectral_error": 0.0,
|
| 101 |
+
"eval_seconds_per_batch": 0.002705618739128113,
|
| 102 |
+
"mean_energy_drift": NaN,
|
| 103 |
+
"mean_reverse_error": NaN,
|
| 104 |
+
"mean_fold_dyn_error": NaN,
|
| 105 |
+
"lead_1_rmse": 0.04786616191267967,
|
| 106 |
+
"lead_2_rmse": 0.0647762194275856,
|
| 107 |
+
"lead_3_rmse": 0.06369893252849579,
|
| 108 |
+
"lead_4_rmse": 0.0722375437617302,
|
| 109 |
+
"lead_5_rmse": 0.08485785126686096,
|
| 110 |
+
"lead_6_rmse": 0.10089544206857681,
|
| 111 |
+
"lead_7_rmse": 0.11950640380382538,
|
| 112 |
+
"lead_8_rmse": 0.13018685579299927,
|
| 113 |
+
"lead_1_mae": 0.027992714196443558,
|
| 114 |
+
"lead_2_mae": 0.045255906879901886,
|
| 115 |
+
"lead_3_mae": 0.035173699259757996,
|
| 116 |
+
"lead_4_mae": 0.04039379954338074,
|
| 117 |
+
"lead_5_mae": 0.04763602837920189,
|
| 118 |
+
"lead_6_mae": 0.06073824316263199,
|
| 119 |
+
"lead_7_mae": 0.07473916560411453,
|
| 120 |
+
"lead_8_mae": 0.0781744197010994
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"step": 200,
|
| 124 |
+
"loss_total": 0.012077663093805313,
|
| 125 |
+
"loss_pred": 0.012077663093805313,
|
| 126 |
+
"rmse_mean": 0.06874378025531769,
|
| 127 |
+
"rmse_last": 0.09935685247182846,
|
| 128 |
+
"mae_mean": 0.03997771069407463,
|
| 129 |
+
"mae_last": 0.05318578705191612,
|
| 130 |
+
"spectral_error": 0.0,
|
| 131 |
+
"eval_seconds_per_batch": 0.0024078041315078735,
|
| 132 |
+
"mean_energy_drift": NaN,
|
| 133 |
+
"mean_reverse_error": NaN,
|
| 134 |
+
"mean_fold_dyn_error": NaN,
|
| 135 |
+
"lead_1_rmse": 0.05128907412290573,
|
| 136 |
+
"lead_2_rmse": 0.052567046135663986,
|
| 137 |
+
"lead_3_rmse": 0.05903119593858719,
|
| 138 |
+
"lead_4_rmse": 0.0591949000954628,
|
| 139 |
+
"lead_5_rmse": 0.0682285726070404,
|
| 140 |
+
"lead_6_rmse": 0.07605918496847153,
|
| 141 |
+
"lead_7_rmse": 0.08422339707612991,
|
| 142 |
+
"lead_8_rmse": 0.09935685247182846,
|
| 143 |
+
"lead_1_mae": 0.033035434782505035,
|
| 144 |
+
"lead_2_mae": 0.03327668830752373,
|
| 145 |
+
"lead_3_mae": 0.037188708782196045,
|
| 146 |
+
"lead_4_mae": 0.033746518194675446,
|
| 147 |
+
"lead_5_mae": 0.04021788015961647,
|
| 148 |
+
"lead_6_mae": 0.04390901327133179,
|
| 149 |
+
"lead_7_mae": 0.045261647552251816,
|
| 150 |
+
"lead_8_mae": 0.05318578705191612
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"step": 250,
|
| 154 |
+
"loss_total": 0.010286383330821991,
|
| 155 |
+
"loss_pred": 0.010286383330821991,
|
| 156 |
+
"rmse_mean": 0.07169550657272339,
|
| 157 |
+
"rmse_last": 0.12107373028993607,
|
| 158 |
+
"mae_mean": 0.04003800451755524,
|
| 159 |
+
"mae_last": 0.06850488483905792,
|
| 160 |
+
"spectral_error": 0.0,
|
| 161 |
+
"eval_seconds_per_batch": 0.0025894641876220703,
|
| 162 |
+
"mean_energy_drift": NaN,
|
| 163 |
+
"mean_reverse_error": NaN,
|
| 164 |
+
"mean_fold_dyn_error": NaN,
|
| 165 |
+
"lead_1_rmse": 0.04622815176844597,
|
| 166 |
+
"lead_2_rmse": 0.04515048488974571,
|
| 167 |
+
"lead_3_rmse": 0.04762710630893707,
|
| 168 |
+
"lead_4_rmse": 0.05906180664896965,
|
| 169 |
+
"lead_5_rmse": 0.07121440023183823,
|
| 170 |
+
"lead_6_rmse": 0.0837380588054657,
|
| 171 |
+
"lead_7_rmse": 0.09947030991315842,
|
| 172 |
+
"lead_8_rmse": 0.12107373028993607,
|
| 173 |
+
"lead_1_mae": 0.027233466506004333,
|
| 174 |
+
"lead_2_mae": 0.026709597557783127,
|
| 175 |
+
"lead_3_mae": 0.026672691106796265,
|
| 176 |
+
"lead_4_mae": 0.031412966549396515,
|
| 177 |
+
"lead_5_mae": 0.03917107731103897,
|
| 178 |
+
"lead_6_mae": 0.04584897309541702,
|
| 179 |
+
"lead_7_mae": 0.054750390350818634,
|
| 180 |
+
"lead_8_mae": 0.06850488483905792
|
| 181 |
+
}
|
| 182 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:543cb76479c71e569ad01d56f51ca6aa822a4633fc40f8619224ef5429e5b69c
|
| 3 |
+
size 2813877
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/metrics.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.07470987737178802,
|
| 3 |
+
"rmse_last": 0.10913565754890442,
|
| 4 |
+
"mae_mean": 0.04249288886785507,
|
| 5 |
+
"mae_last": 0.053465940058231354,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.01610586166381836,
|
| 8 |
+
"mean_energy_drift": 0.21006235480308533,
|
| 9 |
+
"mean_reverse_error": 0.00515148201957345,
|
| 10 |
+
"mean_fold_dyn_error": 0.018834830448031425,
|
| 11 |
+
"gate_closed": 0.0,
|
| 12 |
+
"gate_spectral": 0.0,
|
| 13 |
+
"gate_ber": 0.0,
|
| 14 |
+
"gate_fold": 0.0,
|
| 15 |
+
"mean_ber_budget_error": 0.21006235480308533,
|
| 16 |
+
"mean_ber_strength": 0.0,
|
| 17 |
+
"mean_ber_smoothness": 0.0,
|
| 18 |
+
"lead_1_rmse": 0.057607006281614304,
|
| 19 |
+
"lead_2_rmse": 0.055498555302619934,
|
| 20 |
+
"lead_3_rmse": 0.05785679817199707,
|
| 21 |
+
"lead_4_rmse": 0.06424247473478317,
|
| 22 |
+
"lead_5_rmse": 0.07328402251005173,
|
| 23 |
+
"lead_6_rmse": 0.08406675606966019,
|
| 24 |
+
"lead_7_rmse": 0.0959877222776413,
|
| 25 |
+
"lead_8_rmse": 0.10913565754890442,
|
| 26 |
+
"lead_1_mae": 0.03934471681714058,
|
| 27 |
+
"lead_2_mae": 0.03677557408809662,
|
| 28 |
+
"lead_3_mae": 0.03680616617202759,
|
| 29 |
+
"lead_4_mae": 0.03861922770738602,
|
| 30 |
+
"lead_5_mae": 0.041446786373853683,
|
| 31 |
+
"lead_6_mae": 0.04483270272612572,
|
| 32 |
+
"lead_7_mae": 0.048652004450559616,
|
| 33 |
+
"lead_8_mae": 0.053465940058231354,
|
| 34 |
+
"model": "sticm_v5_blackbox",
|
| 35 |
+
"params": 563787,
|
| 36 |
+
"train_seconds": 9.820806503295898
|
| 37 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_blackbox/train_log.json
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.1189689636230469,
|
| 5 |
+
"loss_total": 1.1189689636230469,
|
| 6 |
+
"loss_align": 0.0,
|
| 7 |
+
"loss_energy": 0.0,
|
| 8 |
+
"loss_reverse": 0.0,
|
| 9 |
+
"loss_fold": 0.0,
|
| 10 |
+
"loss_spectral": 0.0,
|
| 11 |
+
"loss_ber_budget": 0.0,
|
| 12 |
+
"loss_ber_sparse": 0.0,
|
| 13 |
+
"loss_ber_smooth": 0.0,
|
| 14 |
+
"loss_gate_budget": 0.0,
|
| 15 |
+
"rmse_mean": 0.7268086075782776,
|
| 16 |
+
"rmse_last": 0.7892537117004395,
|
| 17 |
+
"mae_mean": 0.5339148044586182,
|
| 18 |
+
"mae_last": 0.5651140213012695,
|
| 19 |
+
"spectral_error": 0.0,
|
| 20 |
+
"eval_seconds_per_batch": 0.012009993195533752,
|
| 21 |
+
"mean_energy_drift": 0.0647796590346843,
|
| 22 |
+
"mean_reverse_error": 0.0005265572981443256,
|
| 23 |
+
"mean_fold_dyn_error": 0.001983868372917641,
|
| 24 |
+
"gate_closed": 0.0,
|
| 25 |
+
"gate_spectral": 0.0,
|
| 26 |
+
"gate_ber": 0.0,
|
| 27 |
+
"gate_fold": 0.0,
|
| 28 |
+
"mean_ber_budget_error": 0.0647796590346843,
|
| 29 |
+
"mean_ber_strength": 0.0,
|
| 30 |
+
"mean_ber_smoothness": 0.0,
|
| 31 |
+
"lead_1_rmse": 0.6609824299812317,
|
| 32 |
+
"lead_2_rmse": 0.6800244450569153,
|
| 33 |
+
"lead_3_rmse": 0.6991856694221497,
|
| 34 |
+
"lead_4_rmse": 0.7186249494552612,
|
| 35 |
+
"lead_5_rmse": 0.7376818060874939,
|
| 36 |
+
"lead_6_rmse": 0.7558469176292419,
|
| 37 |
+
"lead_7_rmse": 0.7728687524795532,
|
| 38 |
+
"lead_8_rmse": 0.7892537117004395,
|
| 39 |
+
"lead_1_mae": 0.49734732508659363,
|
| 40 |
+
"lead_2_mae": 0.5090977549552917,
|
| 41 |
+
"lead_3_mae": 0.5203120708465576,
|
| 42 |
+
"lead_4_mae": 0.5309704542160034,
|
| 43 |
+
"lead_5_mae": 0.5408457517623901,
|
| 44 |
+
"lead_6_mae": 0.5498043894767761,
|
| 45 |
+
"lead_7_mae": 0.557826578617096,
|
| 46 |
+
"lead_8_mae": 0.5651140213012695
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"step": 50,
|
| 50 |
+
"loss_pred": 0.03640832006931305,
|
| 51 |
+
"loss_total": 0.03640832006931305,
|
| 52 |
+
"loss_align": 0.0,
|
| 53 |
+
"loss_energy": 0.0,
|
| 54 |
+
"loss_reverse": 0.0,
|
| 55 |
+
"loss_fold": 0.0,
|
| 56 |
+
"loss_spectral": 0.0,
|
| 57 |
+
"loss_ber_budget": 0.0,
|
| 58 |
+
"loss_ber_sparse": 0.0,
|
| 59 |
+
"loss_ber_smooth": 0.0,
|
| 60 |
+
"loss_gate_budget": 0.0,
|
| 61 |
+
"rmse_mean": 0.1122141182422638,
|
| 62 |
+
"rmse_last": 0.1471133977174759,
|
| 63 |
+
"mae_mean": 0.06749209016561508,
|
| 64 |
+
"mae_last": 0.0838896781206131,
|
| 65 |
+
"spectral_error": 0.0,
|
| 66 |
+
"eval_seconds_per_batch": 0.011988818645477295,
|
| 67 |
+
"mean_energy_drift": 0.0965064987540245,
|
| 68 |
+
"mean_reverse_error": 0.001472956340876408,
|
| 69 |
+
"mean_fold_dyn_error": 0.005403857052442618,
|
| 70 |
+
"gate_closed": 0.0,
|
| 71 |
+
"gate_spectral": 0.0,
|
| 72 |
+
"gate_ber": 0.0,
|
| 73 |
+
"gate_fold": 0.0,
|
| 74 |
+
"mean_ber_budget_error": 0.0965064987540245,
|
| 75 |
+
"mean_ber_strength": 0.0,
|
| 76 |
+
"mean_ber_smoothness": 0.0,
|
| 77 |
+
"lead_1_rmse": 0.09669776260852814,
|
| 78 |
+
"lead_2_rmse": 0.0938551127910614,
|
| 79 |
+
"lead_3_rmse": 0.0950111374258995,
|
| 80 |
+
"lead_4_rmse": 0.10066551715135574,
|
| 81 |
+
"lead_5_rmse": 0.10975909233093262,
|
| 82 |
+
"lead_6_rmse": 0.1210695207118988,
|
| 83 |
+
"lead_7_rmse": 0.13354144990444183,
|
| 84 |
+
"lead_8_rmse": 0.1471133977174759,
|
| 85 |
+
"lead_1_mae": 0.06146819144487381,
|
| 86 |
+
"lead_2_mae": 0.05984240770339966,
|
| 87 |
+
"lead_3_mae": 0.05994465947151184,
|
| 88 |
+
"lead_4_mae": 0.0618600994348526,
|
| 89 |
+
"lead_5_mae": 0.06547962129116058,
|
| 90 |
+
"lead_6_mae": 0.07062043994665146,
|
| 91 |
+
"lead_7_mae": 0.0768316388130188,
|
| 92 |
+
"lead_8_mae": 0.0838896781206131
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"step": 100,
|
| 96 |
+
"loss_pred": 0.01347766350954771,
|
| 97 |
+
"loss_total": 0.01347766350954771,
|
| 98 |
+
"loss_align": 0.0,
|
| 99 |
+
"loss_energy": 0.0,
|
| 100 |
+
"loss_reverse": 0.0,
|
| 101 |
+
"loss_fold": 0.0,
|
| 102 |
+
"loss_spectral": 0.0,
|
| 103 |
+
"loss_ber_budget": 0.0,
|
| 104 |
+
"loss_ber_sparse": 0.0,
|
| 105 |
+
"loss_ber_smooth": 0.0,
|
| 106 |
+
"loss_gate_budget": 0.0,
|
| 107 |
+
"rmse_mean": 0.10653138160705566,
|
| 108 |
+
"rmse_last": 0.13491711020469666,
|
| 109 |
+
"mae_mean": 0.06504669040441513,
|
| 110 |
+
"mae_last": 0.07587315887212753,
|
| 111 |
+
"spectral_error": 0.0,
|
| 112 |
+
"eval_seconds_per_batch": 0.012241601943969727,
|
| 113 |
+
"mean_energy_drift": 0.13316761469468474,
|
| 114 |
+
"mean_reverse_error": 0.0025613091129343957,
|
| 115 |
+
"mean_fold_dyn_error": 0.009494552214164287,
|
| 116 |
+
"gate_closed": 0.0,
|
| 117 |
+
"gate_spectral": 0.0,
|
| 118 |
+
"gate_ber": 0.0,
|
| 119 |
+
"gate_fold": 0.0,
|
| 120 |
+
"mean_ber_budget_error": 0.13316761469468474,
|
| 121 |
+
"mean_ber_strength": 0.0,
|
| 122 |
+
"mean_ber_smoothness": 0.0,
|
| 123 |
+
"lead_1_rmse": 0.10300955176353455,
|
| 124 |
+
"lead_2_rmse": 0.09527698904275894,
|
| 125 |
+
"lead_3_rmse": 0.09223799407482147,
|
| 126 |
+
"lead_4_rmse": 0.09454891830682755,
|
| 127 |
+
"lead_5_rmse": 0.10086612403392792,
|
| 128 |
+
"lead_6_rmse": 0.11005126684904099,
|
| 129 |
+
"lead_7_rmse": 0.12134309113025665,
|
| 130 |
+
"lead_8_rmse": 0.13491711020469666,
|
| 131 |
+
"lead_1_mae": 0.06888283789157867,
|
| 132 |
+
"lead_2_mae": 0.0626211166381836,
|
| 133 |
+
"lead_3_mae": 0.059274110943078995,
|
| 134 |
+
"lead_4_mae": 0.058725714683532715,
|
| 135 |
+
"lead_5_mae": 0.060722172260284424,
|
| 136 |
+
"lead_6_mae": 0.06457068771123886,
|
| 137 |
+
"lead_7_mae": 0.06970374286174774,
|
| 138 |
+
"lead_8_mae": 0.07587315887212753
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"step": 150,
|
| 142 |
+
"loss_pred": 0.011157382279634476,
|
| 143 |
+
"loss_total": 0.011157382279634476,
|
| 144 |
+
"loss_align": 0.0,
|
| 145 |
+
"loss_energy": 0.0,
|
| 146 |
+
"loss_reverse": 0.0,
|
| 147 |
+
"loss_fold": 0.0,
|
| 148 |
+
"loss_spectral": 0.0,
|
| 149 |
+
"loss_ber_budget": 0.0,
|
| 150 |
+
"loss_ber_sparse": 0.0,
|
| 151 |
+
"loss_ber_smooth": 0.0,
|
| 152 |
+
"loss_gate_budget": 0.0,
|
| 153 |
+
"rmse_mean": 0.0842028260231018,
|
| 154 |
+
"rmse_last": 0.12568236887454987,
|
| 155 |
+
"mae_mean": 0.04611324891448021,
|
| 156 |
+
"mae_last": 0.06124868988990784,
|
| 157 |
+
"spectral_error": 0.0,
|
| 158 |
+
"eval_seconds_per_batch": 0.012042343616485596,
|
| 159 |
+
"mean_energy_drift": 0.15901649743318558,
|
| 160 |
+
"mean_reverse_error": 0.003972285485360771,
|
| 161 |
+
"mean_fold_dyn_error": 0.014712880598381162,
|
| 162 |
+
"gate_closed": 0.0,
|
| 163 |
+
"gate_spectral": 0.0,
|
| 164 |
+
"gate_ber": 0.0,
|
| 165 |
+
"gate_fold": 0.0,
|
| 166 |
+
"mean_ber_budget_error": 0.15901649743318558,
|
| 167 |
+
"mean_ber_strength": 0.0,
|
| 168 |
+
"mean_ber_smoothness": 0.0,
|
| 169 |
+
"lead_1_rmse": 0.06745250523090363,
|
| 170 |
+
"lead_2_rmse": 0.06515032798051834,
|
| 171 |
+
"lead_3_rmse": 0.06591126322746277,
|
| 172 |
+
"lead_4_rmse": 0.07062747329473495,
|
| 173 |
+
"lead_5_rmse": 0.07962197810411453,
|
| 174 |
+
"lead_6_rmse": 0.09201183170080185,
|
| 175 |
+
"lead_7_rmse": 0.10716486722230911,
|
| 176 |
+
"lead_8_rmse": 0.12568236887454987,
|
| 177 |
+
"lead_1_mae": 0.04046038165688515,
|
| 178 |
+
"lead_2_mae": 0.03871283307671547,
|
| 179 |
+
"lead_3_mae": 0.03905010223388672,
|
| 180 |
+
"lead_4_mae": 0.04121054336428642,
|
| 181 |
+
"lead_5_mae": 0.044662412256002426,
|
| 182 |
+
"lead_6_mae": 0.049108486622571945,
|
| 183 |
+
"lead_7_mae": 0.054452523589134216,
|
| 184 |
+
"lead_8_mae": 0.06124868988990784
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 200,
|
| 188 |
+
"loss_pred": 0.01041918620467186,
|
| 189 |
+
"loss_total": 0.01041918620467186,
|
| 190 |
+
"loss_align": 0.0,
|
| 191 |
+
"loss_energy": 0.0,
|
| 192 |
+
"loss_reverse": 0.0,
|
| 193 |
+
"loss_fold": 0.0,
|
| 194 |
+
"loss_spectral": 0.0,
|
| 195 |
+
"loss_ber_budget": 0.0,
|
| 196 |
+
"loss_ber_sparse": 0.0,
|
| 197 |
+
"loss_ber_smooth": 0.0,
|
| 198 |
+
"loss_gate_budget": 0.0,
|
| 199 |
+
"rmse_mean": 0.09665542840957642,
|
| 200 |
+
"rmse_last": 0.134115532040596,
|
| 201 |
+
"mae_mean": 0.06637215614318848,
|
| 202 |
+
"mae_last": 0.08704394102096558,
|
| 203 |
+
"spectral_error": 0.0,
|
| 204 |
+
"eval_seconds_per_batch": 0.012252122163772583,
|
| 205 |
+
"mean_energy_drift": 0.19647856894880533,
|
| 206 |
+
"mean_reverse_error": 0.003950888160034083,
|
| 207 |
+
"mean_fold_dyn_error": 0.01448465883731842,
|
| 208 |
+
"gate_closed": 0.0,
|
| 209 |
+
"gate_spectral": 0.0,
|
| 210 |
+
"gate_ber": 0.0,
|
| 211 |
+
"gate_fold": 0.0,
|
| 212 |
+
"mean_ber_budget_error": 0.19647856894880533,
|
| 213 |
+
"mean_ber_strength": 0.0,
|
| 214 |
+
"mean_ber_smoothness": 0.0,
|
| 215 |
+
"lead_1_rmse": 0.07243581861257553,
|
| 216 |
+
"lead_2_rmse": 0.07523216307163239,
|
| 217 |
+
"lead_3_rmse": 0.08028573542833328,
|
| 218 |
+
"lead_4_rmse": 0.0871976688504219,
|
| 219 |
+
"lead_5_rmse": 0.09638725966215134,
|
| 220 |
+
"lead_6_rmse": 0.1075548529624939,
|
| 221 |
+
"lead_7_rmse": 0.12003439664840698,
|
| 222 |
+
"lead_8_rmse": 0.134115532040596,
|
| 223 |
+
"lead_1_mae": 0.051648203283548355,
|
| 224 |
+
"lead_2_mae": 0.053844667971134186,
|
| 225 |
+
"lead_3_mae": 0.05713743716478348,
|
| 226 |
+
"lead_4_mae": 0.061502255499362946,
|
| 227 |
+
"lead_5_mae": 0.06694360077381134,
|
| 228 |
+
"lead_6_mae": 0.07304326444864273,
|
| 229 |
+
"lead_7_mae": 0.0798138678073883,
|
| 230 |
+
"lead_8_mae": 0.08704394102096558
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"step": 250,
|
| 234 |
+
"loss_pred": 0.006744395941495895,
|
| 235 |
+
"loss_total": 0.006744395941495895,
|
| 236 |
+
"loss_align": 0.0,
|
| 237 |
+
"loss_energy": 0.0,
|
| 238 |
+
"loss_reverse": 0.0,
|
| 239 |
+
"loss_fold": 0.0,
|
| 240 |
+
"loss_spectral": 0.0,
|
| 241 |
+
"loss_ber_budget": 0.0,
|
| 242 |
+
"loss_ber_sparse": 0.0,
|
| 243 |
+
"loss_ber_smooth": 0.0,
|
| 244 |
+
"loss_gate_budget": 0.0,
|
| 245 |
+
"rmse_mean": 0.06923294067382812,
|
| 246 |
+
"rmse_last": 0.09989871084690094,
|
| 247 |
+
"mae_mean": 0.04059150069952011,
|
| 248 |
+
"mae_last": 0.05028974637389183,
|
| 249 |
+
"spectral_error": 0.0,
|
| 250 |
+
"eval_seconds_per_batch": 0.01812891662120819,
|
| 251 |
+
"mean_energy_drift": 0.20661339163780212,
|
| 252 |
+
"mean_reverse_error": 0.005162141867913306,
|
| 253 |
+
"mean_fold_dyn_error": 0.019216811982914805,
|
| 254 |
+
"gate_closed": 0.0,
|
| 255 |
+
"gate_spectral": 0.0,
|
| 256 |
+
"gate_ber": 0.0,
|
| 257 |
+
"gate_fold": 0.0,
|
| 258 |
+
"mean_ber_budget_error": 0.20661339163780212,
|
| 259 |
+
"mean_ber_strength": 0.0,
|
| 260 |
+
"mean_ber_smoothness": 0.0,
|
| 261 |
+
"lead_1_rmse": 0.05680061876773834,
|
| 262 |
+
"lead_2_rmse": 0.05329257994890213,
|
| 263 |
+
"lead_3_rmse": 0.054157618433237076,
|
| 264 |
+
"lead_4_rmse": 0.05902637541294098,
|
| 265 |
+
"lead_5_rmse": 0.06677941977977753,
|
| 266 |
+
"lead_6_rmse": 0.07648268342018127,
|
| 267 |
+
"lead_7_rmse": 0.08742547780275345,
|
| 268 |
+
"lead_8_rmse": 0.09989871084690094,
|
| 269 |
+
"lead_1_mae": 0.03871963918209076,
|
| 270 |
+
"lead_2_mae": 0.03583907335996628,
|
| 271 |
+
"lead_3_mae": 0.03551023453474045,
|
| 272 |
+
"lead_4_mae": 0.036952245980501175,
|
| 273 |
+
"lead_5_mae": 0.03937973082065582,
|
| 274 |
+
"lead_6_mae": 0.04231341928243637,
|
| 275 |
+
"lead_7_mae": 0.045727889984846115,
|
| 276 |
+
"lead_8_mae": 0.05028974637389183
|
| 277 |
+
}
|
| 278 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_full/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:17f7e843f5072c746140b2a6f8671d826faec2f561143d04f527642e66119de5
|
| 3 |
+
size 2813877
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_full/metrics.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.0739777535200119,
|
| 3 |
+
"rmse_last": 0.0999968945980072,
|
| 4 |
+
"mae_mean": 0.05173379182815552,
|
| 5 |
+
"mae_last": 0.06357522308826447,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.027239599227905274,
|
| 8 |
+
"mean_energy_drift": 0.0022598960483446715,
|
| 9 |
+
"mean_reverse_error": 3.49518848452135e-06,
|
| 10 |
+
"mean_fold_dyn_error": 3.131252917228267e-05,
|
| 11 |
+
"gate_closed": 0.7955852746963501,
|
| 12 |
+
"gate_spectral": 0.8893477916717529,
|
| 13 |
+
"gate_ber": 0.7275590300559998,
|
| 14 |
+
"gate_fold": 0.06278283894062042,
|
| 15 |
+
"mean_ber_budget_error": 0.0019326247763819992,
|
| 16 |
+
"mean_ber_strength": 0.0181352998316288,
|
| 17 |
+
"mean_ber_smoothness": 0.017573138922452925,
|
| 18 |
+
"lead_1_rmse": 0.06575195491313934,
|
| 19 |
+
"lead_2_rmse": 0.06276657432317734,
|
| 20 |
+
"lead_3_rmse": 0.0626862570643425,
|
| 21 |
+
"lead_4_rmse": 0.06523586064577103,
|
| 22 |
+
"lead_5_rmse": 0.0701499804854393,
|
| 23 |
+
"lead_6_rmse": 0.0775941014289856,
|
| 24 |
+
"lead_7_rmse": 0.0876404270529747,
|
| 25 |
+
"lead_8_rmse": 0.0999968945980072,
|
| 26 |
+
"lead_1_mae": 0.04896526038646698,
|
| 27 |
+
"lead_2_mae": 0.047127414494752884,
|
| 28 |
+
"lead_3_mae": 0.046614594757556915,
|
| 29 |
+
"lead_4_mae": 0.04752630367875099,
|
| 30 |
+
"lead_5_mae": 0.049640025943517685,
|
| 31 |
+
"lead_6_mae": 0.05289088189601898,
|
| 32 |
+
"lead_7_mae": 0.05753064155578613,
|
| 33 |
+
"lead_8_mae": 0.06357522308826447,
|
| 34 |
+
"model": "sticm_v5_full",
|
| 35 |
+
"params": 563787,
|
| 36 |
+
"train_seconds": 23.75283980369568
|
| 37 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_full/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_full/train_log.json
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.0290099382400513,
|
| 5 |
+
"loss_total": 1.0340139865875244,
|
| 6 |
+
"loss_align": 0.09502067416906357,
|
| 7 |
+
"loss_energy": 0.0007809827802702785,
|
| 8 |
+
"loss_reverse": 3.939864257063164e-08,
|
| 9 |
+
"loss_fold": 0.00016386590141337365,
|
| 10 |
+
"loss_spectral": 0.0,
|
| 11 |
+
"loss_ber_budget": 0.000822027213871479,
|
| 12 |
+
"loss_ber_sparse": 0.0026741488836705685,
|
| 13 |
+
"loss_ber_smooth": 0.0059851184487342834,
|
| 14 |
+
"loss_gate_budget": 0.09257200360298157,
|
| 15 |
+
"rmse_mean": 0.4832562208175659,
|
| 16 |
+
"rmse_last": 0.5236833691596985,
|
| 17 |
+
"mae_mean": 0.3107326328754425,
|
| 18 |
+
"mae_last": 0.3186056613922119,
|
| 19 |
+
"spectral_error": 0.0,
|
| 20 |
+
"eval_seconds_per_batch": 0.036338478326797485,
|
| 21 |
+
"mean_energy_drift": 0.0035190515191061422,
|
| 22 |
+
"mean_reverse_error": 4.7235967803871404e-08,
|
| 23 |
+
"mean_fold_dyn_error": 0.00017975491482502548,
|
| 24 |
+
"gate_closed": 0.5345808267593384,
|
| 25 |
+
"gate_spectral": 0.5096741914749146,
|
| 26 |
+
"gate_ber": 0.5021795034408569,
|
| 27 |
+
"gate_fold": 0.5148161053657532,
|
| 28 |
+
"mean_ber_budget_error": 0.0031482729536946863,
|
| 29 |
+
"mean_ber_strength": 0.0030581810424337164,
|
| 30 |
+
"mean_ber_smoothness": 0.006032148317899555,
|
| 31 |
+
"lead_1_rmse": 0.4481162428855896,
|
| 32 |
+
"lead_2_rmse": 0.45602476596832275,
|
| 33 |
+
"lead_3_rmse": 0.46505552530288696,
|
| 34 |
+
"lead_4_rmse": 0.4756300151348114,
|
| 35 |
+
"lead_5_rmse": 0.4871813654899597,
|
| 36 |
+
"lead_6_rmse": 0.499164342880249,
|
| 37 |
+
"lead_7_rmse": 0.5111942887306213,
|
| 38 |
+
"lead_8_rmse": 0.5236833691596985,
|
| 39 |
+
"lead_1_mae": 0.30487260222435,
|
| 40 |
+
"lead_2_mae": 0.3058265745639801,
|
| 41 |
+
"lead_3_mae": 0.30719128251075745,
|
| 42 |
+
"lead_4_mae": 0.308973103761673,
|
| 43 |
+
"lead_5_mae": 0.31109336018562317,
|
| 44 |
+
"lead_6_mae": 0.3134218752384186,
|
| 45 |
+
"lead_7_mae": 0.31587648391723633,
|
| 46 |
+
"lead_8_mae": 0.3186056613922119
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"step": 50,
|
| 50 |
+
"loss_pred": 0.051871851086616516,
|
| 51 |
+
"loss_total": 0.05310051143169403,
|
| 52 |
+
"loss_align": 0.012048838660120964,
|
| 53 |
+
"loss_energy": 0.012309374287724495,
|
| 54 |
+
"loss_reverse": 6.125766844888858e-07,
|
| 55 |
+
"loss_fold": 1.8127941075363196e-05,
|
| 56 |
+
"loss_spectral": 0.0,
|
| 57 |
+
"loss_ber_budget": 0.008453158661723137,
|
| 58 |
+
"loss_ber_sparse": 0.010862468741834164,
|
| 59 |
+
"loss_ber_smooth": 0.01052838284522295,
|
| 60 |
+
"loss_gate_budget": 0.06597532331943512,
|
| 61 |
+
"rmse_mean": 0.13727658987045288,
|
| 62 |
+
"rmse_last": 0.1743699312210083,
|
| 63 |
+
"mae_mean": 0.0901542603969574,
|
| 64 |
+
"mae_last": 0.10506921261548996,
|
| 65 |
+
"spectral_error": 0.0,
|
| 66 |
+
"eval_seconds_per_batch": 0.029241591691970825,
|
| 67 |
+
"mean_energy_drift": 0.014084169204579666,
|
| 68 |
+
"mean_reverse_error": 7.557998991103432e-07,
|
| 69 |
+
"mean_fold_dyn_error": 1.579418633923524e-05,
|
| 70 |
+
"gate_closed": 0.6084846258163452,
|
| 71 |
+
"gate_spectral": 0.5363901257514954,
|
| 72 |
+
"gate_ber": 0.5362230539321899,
|
| 73 |
+
"gate_fold": 0.24507619440555573,
|
| 74 |
+
"mean_ber_budget_error": 0.009388213555212133,
|
| 75 |
+
"mean_ber_strength": 0.012981235136976466,
|
| 76 |
+
"mean_ber_smoothness": 0.01126484718406573,
|
| 77 |
+
"lead_1_rmse": 0.125783309340477,
|
| 78 |
+
"lead_2_rmse": 0.11960678547620773,
|
| 79 |
+
"lead_3_rmse": 0.11833365261554718,
|
| 80 |
+
"lead_4_rmse": 0.12328876554965973,
|
| 81 |
+
"lead_5_rmse": 0.13279546797275543,
|
| 82 |
+
"lead_6_rmse": 0.1450936645269394,
|
| 83 |
+
"lead_7_rmse": 0.15894117951393127,
|
| 84 |
+
"lead_8_rmse": 0.1743699312210083,
|
| 85 |
+
"lead_1_mae": 0.08697039633989334,
|
| 86 |
+
"lead_2_mae": 0.08385149389505386,
|
| 87 |
+
"lead_3_mae": 0.08287115395069122,
|
| 88 |
+
"lead_4_mae": 0.08437547087669373,
|
| 89 |
+
"lead_5_mae": 0.08768248558044434,
|
| 90 |
+
"lead_6_mae": 0.09229544550180435,
|
| 91 |
+
"lead_7_mae": 0.09811840951442719,
|
| 92 |
+
"lead_8_mae": 0.10506921261548996
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"step": 100,
|
| 96 |
+
"loss_pred": 0.0370616540312767,
|
| 97 |
+
"loss_total": 0.03803378343582153,
|
| 98 |
+
"loss_align": 0.006992087699472904,
|
| 99 |
+
"loss_energy": 0.007689859718084335,
|
| 100 |
+
"loss_reverse": 1.4814587530054268e-06,
|
| 101 |
+
"loss_fold": 4.8303969379048795e-05,
|
| 102 |
+
"loss_spectral": 0.0,
|
| 103 |
+
"loss_ber_budget": 0.004125922452658415,
|
| 104 |
+
"loss_ber_sparse": 0.01671656221151352,
|
| 105 |
+
"loss_ber_smooth": 0.015311416238546371,
|
| 106 |
+
"loss_gate_budget": 0.14384277164936066,
|
| 107 |
+
"rmse_mean": 0.09435033053159714,
|
| 108 |
+
"rmse_last": 0.11891023814678192,
|
| 109 |
+
"mae_mean": 0.06126946955919266,
|
| 110 |
+
"mae_last": 0.0704154372215271,
|
| 111 |
+
"spectral_error": 0.0,
|
| 112 |
+
"eval_seconds_per_batch": 0.027671366930007935,
|
| 113 |
+
"mean_energy_drift": 0.005897628172533587,
|
| 114 |
+
"mean_reverse_error": 1.484247082572665e-06,
|
| 115 |
+
"mean_fold_dyn_error": 4.082746147560101e-05,
|
| 116 |
+
"gate_closed": 0.8021227121353149,
|
| 117 |
+
"gate_spectral": 0.8332770466804504,
|
| 118 |
+
"gate_ber": 0.6147248148918152,
|
| 119 |
+
"gate_fold": 0.08642735332250595,
|
| 120 |
+
"mean_ber_budget_error": 0.004906652160570957,
|
| 121 |
+
"mean_ber_strength": 0.01710223377449438,
|
| 122 |
+
"mean_ber_smoothness": 0.015597954974509776,
|
| 123 |
+
"lead_1_rmse": 0.09203856438398361,
|
| 124 |
+
"lead_2_rmse": 0.08557139337062836,
|
| 125 |
+
"lead_3_rmse": 0.08218169957399368,
|
| 126 |
+
"lead_4_rmse": 0.08328167349100113,
|
| 127 |
+
"lead_5_rmse": 0.08865524083375931,
|
| 128 |
+
"lead_6_rmse": 0.0970425009727478,
|
| 129 |
+
"lead_7_rmse": 0.10712136328220367,
|
| 130 |
+
"lead_8_rmse": 0.11891023814678192,
|
| 131 |
+
"lead_1_mae": 0.06306798756122589,
|
| 132 |
+
"lead_2_mae": 0.05913742631673813,
|
| 133 |
+
"lead_3_mae": 0.05676580220460892,
|
| 134 |
+
"lead_4_mae": 0.05641656368970871,
|
| 135 |
+
"lead_5_mae": 0.05798720195889473,
|
| 136 |
+
"lead_6_mae": 0.06101696565747261,
|
| 137 |
+
"lead_7_mae": 0.06534839421510696,
|
| 138 |
+
"lead_8_mae": 0.0704154372215271
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"step": 150,
|
| 142 |
+
"loss_pred": 0.009338226169347763,
|
| 143 |
+
"loss_total": 0.010222740471363068,
|
| 144 |
+
"loss_align": 0.004077082499861717,
|
| 145 |
+
"loss_energy": 0.006643838714808226,
|
| 146 |
+
"loss_reverse": 2.171595497202361e-06,
|
| 147 |
+
"loss_fold": 4.6018772991374135e-05,
|
| 148 |
+
"loss_spectral": 0.0,
|
| 149 |
+
"loss_ber_budget": 0.003981016110628843,
|
| 150 |
+
"loss_ber_sparse": 0.015811793506145477,
|
| 151 |
+
"loss_ber_smooth": 0.015554090961813927,
|
| 152 |
+
"loss_gate_budget": 0.182132750749588,
|
| 153 |
+
"rmse_mean": 0.10947725176811218,
|
| 154 |
+
"rmse_last": 0.1402265429496765,
|
| 155 |
+
"mae_mean": 0.08016848564147949,
|
| 156 |
+
"mae_last": 0.09283601492643356,
|
| 157 |
+
"spectral_error": 0.0,
|
| 158 |
+
"eval_seconds_per_batch": 0.035492658615112305,
|
| 159 |
+
"mean_energy_drift": 0.0036658540775533766,
|
| 160 |
+
"mean_reverse_error": 2.218822594102221e-06,
|
| 161 |
+
"mean_fold_dyn_error": 3.8084122820691846e-05,
|
| 162 |
+
"gate_closed": 0.8393872976303101,
|
| 163 |
+
"gate_spectral": 0.9016428589820862,
|
| 164 |
+
"gate_ber": 0.6963181495666504,
|
| 165 |
+
"gate_fold": 0.05104246363043785,
|
| 166 |
+
"mean_ber_budget_error": 0.00430419987969799,
|
| 167 |
+
"mean_ber_strength": 0.016680585278663784,
|
| 168 |
+
"mean_ber_smoothness": 0.01703598868334666,
|
| 169 |
+
"lead_1_rmse": 0.09276819229125977,
|
| 170 |
+
"lead_2_rmse": 0.09318973869085312,
|
| 171 |
+
"lead_3_rmse": 0.09557074308395386,
|
| 172 |
+
"lead_4_rmse": 0.10050227493047714,
|
| 173 |
+
"lead_5_rmse": 0.10799311101436615,
|
| 174 |
+
"lead_6_rmse": 0.11745093017816544,
|
| 175 |
+
"lead_7_rmse": 0.1281164586544037,
|
| 176 |
+
"lead_8_rmse": 0.1402265429496765,
|
| 177 |
+
"lead_1_mae": 0.07428839802742004,
|
| 178 |
+
"lead_2_mae": 0.07359017431735992,
|
| 179 |
+
"lead_3_mae": 0.07434866577386856,
|
| 180 |
+
"lead_4_mae": 0.07629472017288208,
|
| 181 |
+
"lead_5_mae": 0.07925297319889069,
|
| 182 |
+
"lead_6_mae": 0.08310876041650772,
|
| 183 |
+
"lead_7_mae": 0.08762815594673157,
|
| 184 |
+
"lead_8_mae": 0.09283601492643356
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 200,
|
| 188 |
+
"loss_pred": 0.009956171736121178,
|
| 189 |
+
"loss_total": 0.010824364610016346,
|
| 190 |
+
"loss_align": 0.0038987230509519577,
|
| 191 |
+
"loss_energy": 0.00547078438103199,
|
| 192 |
+
"loss_reverse": 2.7402411433286034e-06,
|
| 193 |
+
"loss_fold": 4.512972373049706e-05,
|
| 194 |
+
"loss_spectral": 0.0,
|
| 195 |
+
"loss_ber_budget": 0.003119149710983038,
|
| 196 |
+
"loss_ber_sparse": 0.016639158129692078,
|
| 197 |
+
"loss_ber_smooth": 0.017289765179157257,
|
| 198 |
+
"loss_gate_budget": 0.19512417912483215,
|
| 199 |
+
"rmse_mean": 0.07441219687461853,
|
| 200 |
+
"rmse_last": 0.09537265449762344,
|
| 201 |
+
"mae_mean": 0.04399314150214195,
|
| 202 |
+
"mae_last": 0.05146521329879761,
|
| 203 |
+
"spectral_error": 0.0,
|
| 204 |
+
"eval_seconds_per_batch": 0.027135923504829407,
|
| 205 |
+
"mean_energy_drift": 0.0031578177731717005,
|
| 206 |
+
"mean_reverse_error": 2.892747637872617e-06,
|
| 207 |
+
"mean_fold_dyn_error": 3.665562132937339e-05,
|
| 208 |
+
"gate_closed": 0.8422797918319702,
|
| 209 |
+
"gate_spectral": 0.9157906770706177,
|
| 210 |
+
"gate_ber": 0.710826575756073,
|
| 211 |
+
"gate_fold": 0.04877739027142525,
|
| 212 |
+
"mean_ber_budget_error": 0.0035611430212156847,
|
| 213 |
+
"mean_ber_strength": 0.018001592019572854,
|
| 214 |
+
"mean_ber_smoothness": 0.017962881829589605,
|
| 215 |
+
"lead_1_rmse": 0.06746495515108109,
|
| 216 |
+
"lead_2_rmse": 0.06562850624322891,
|
| 217 |
+
"lead_3_rmse": 0.06534651666879654,
|
| 218 |
+
"lead_4_rmse": 0.06711395829916,
|
| 219 |
+
"lead_5_rmse": 0.07132763415575027,
|
| 220 |
+
"lead_6_rmse": 0.07757433503866196,
|
| 221 |
+
"lead_7_rmse": 0.08546898514032364,
|
| 222 |
+
"lead_8_rmse": 0.09537265449762344,
|
| 223 |
+
"lead_1_mae": 0.04311945289373398,
|
| 224 |
+
"lead_2_mae": 0.04142080619931221,
|
| 225 |
+
"lead_3_mae": 0.04077451676130295,
|
| 226 |
+
"lead_4_mae": 0.04102436080574989,
|
| 227 |
+
"lead_5_mae": 0.04226936772465706,
|
| 228 |
+
"lead_6_mae": 0.04444349557161331,
|
| 229 |
+
"lead_7_mae": 0.04742790386080742,
|
| 230 |
+
"lead_8_mae": 0.05146521329879761
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"step": 250,
|
| 234 |
+
"loss_pred": 0.005223643034696579,
|
| 235 |
+
"loss_total": 0.005918636918067932,
|
| 236 |
+
"loss_align": 0.0025788992643356323,
|
| 237 |
+
"loss_energy": 0.0031452560797333717,
|
| 238 |
+
"loss_reverse": 3.4299625895073405e-06,
|
| 239 |
+
"loss_fold": 4.282913141651079e-05,
|
| 240 |
+
"loss_spectral": 0.0,
|
| 241 |
+
"loss_ber_budget": 0.0012722148094326258,
|
| 242 |
+
"loss_ber_sparse": 0.0170979555696249,
|
| 243 |
+
"loss_ber_smooth": 0.01728765293955803,
|
| 244 |
+
"loss_gate_budget": 0.18456855416297913,
|
| 245 |
+
"rmse_mean": 0.07669921219348907,
|
| 246 |
+
"rmse_last": 0.10217004269361496,
|
| 247 |
+
"mae_mean": 0.05389974266290665,
|
| 248 |
+
"mae_last": 0.06621043384075165,
|
| 249 |
+
"spectral_error": 0.0,
|
| 250 |
+
"eval_seconds_per_batch": 0.027329489588737488,
|
| 251 |
+
"mean_energy_drift": 0.0019726946120499633,
|
| 252 |
+
"mean_reverse_error": 3.5460665941400293e-06,
|
| 253 |
+
"mean_fold_dyn_error": 2.9783391482851584e-05,
|
| 254 |
+
"gate_closed": 0.8119228482246399,
|
| 255 |
+
"gate_spectral": 0.9021956920623779,
|
| 256 |
+
"gate_ber": 0.7347647547721863,
|
| 257 |
+
"gate_fold": 0.05473167821764946,
|
| 258 |
+
"mean_ber_budget_error": 0.0020631818151741754,
|
| 259 |
+
"mean_ber_strength": 0.01821255695540458,
|
| 260 |
+
"mean_ber_smoothness": 0.0184221004601568,
|
| 261 |
+
"lead_1_rmse": 0.06677346676588058,
|
| 262 |
+
"lead_2_rmse": 0.06487980484962463,
|
| 263 |
+
"lead_3_rmse": 0.06541676819324493,
|
| 264 |
+
"lead_4_rmse": 0.0684407651424408,
|
| 265 |
+
"lead_5_rmse": 0.0738304927945137,
|
| 266 |
+
"lead_6_rmse": 0.08133453130722046,
|
| 267 |
+
"lead_7_rmse": 0.09074785560369492,
|
| 268 |
+
"lead_8_rmse": 0.10217004269361496,
|
| 269 |
+
"lead_1_mae": 0.05019547417759895,
|
| 270 |
+
"lead_2_mae": 0.04875645041465759,
|
| 271 |
+
"lead_3_mae": 0.04854928329586983,
|
| 272 |
+
"lead_4_mae": 0.049649856984615326,
|
| 273 |
+
"lead_5_mae": 0.052066463977098465,
|
| 274 |
+
"lead_6_mae": 0.05553256347775459,
|
| 275 |
+
"lead_7_mae": 0.06023743003606796,
|
| 276 |
+
"lead_8_mae": 0.06621043384075165
|
| 277 |
+
}
|
| 278 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7cf4402a5671571019c409e401a5998f0b6fd332ee492bc5d66d683fa70650f9
|
| 3 |
+
size 2813877
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/metrics.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.07156451791524887,
|
| 3 |
+
"rmse_last": 0.10464601218700409,
|
| 4 |
+
"mae_mean": 0.043343931436538696,
|
| 5 |
+
"mae_last": 0.05770042911171913,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.035812673568725584,
|
| 8 |
+
"mean_energy_drift": 0.007060098741203546,
|
| 9 |
+
"mean_reverse_error": 6.015294883354727e-07,
|
| 10 |
+
"mean_fold_dyn_error": 4.3512078736966944e-05,
|
| 11 |
+
"gate_closed": 0.8747498989105225,
|
| 12 |
+
"gate_spectral": 0.9181199073791504,
|
| 13 |
+
"gate_ber": 0.0,
|
| 14 |
+
"gate_fold": 0.06025685369968414,
|
| 15 |
+
"mean_ber_budget_error": 0.007096319017000497,
|
| 16 |
+
"mean_ber_strength": 0.0026875879243016244,
|
| 17 |
+
"mean_ber_smoothness": 0.007406080774962902,
|
| 18 |
+
"lead_1_rmse": 0.06114736571907997,
|
| 19 |
+
"lead_2_rmse": 0.05806706100702286,
|
| 20 |
+
"lead_3_rmse": 0.05810374766588211,
|
| 21 |
+
"lead_4_rmse": 0.060986343771219254,
|
| 22 |
+
"lead_5_rmse": 0.06658544391393661,
|
| 23 |
+
"lead_6_rmse": 0.07526236772537231,
|
| 24 |
+
"lead_7_rmse": 0.08771779388189316,
|
| 25 |
+
"lead_8_rmse": 0.10464601218700409,
|
| 26 |
+
"lead_1_mae": 0.04234568774700165,
|
| 27 |
+
"lead_2_mae": 0.03913748264312744,
|
| 28 |
+
"lead_3_mae": 0.03754416108131409,
|
| 29 |
+
"lead_4_mae": 0.03765189275145531,
|
| 30 |
+
"lead_5_mae": 0.03952787071466446,
|
| 31 |
+
"lead_6_mae": 0.04341428726911545,
|
| 32 |
+
"lead_7_mae": 0.049429625272750854,
|
| 33 |
+
"lead_8_mae": 0.05770042911171913,
|
| 34 |
+
"model": "sticm_v5_no_ber",
|
| 35 |
+
"params": 563787,
|
| 36 |
+
"train_seconds": 24.620697498321533
|
| 37 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_ber/train_log.json
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 0.9946976900100708,
|
| 5 |
+
"loss_total": 0.9992760419845581,
|
| 6 |
+
"loss_align": 0.08823919296264648,
|
| 7 |
+
"loss_energy": 0.0020064273849129677,
|
| 8 |
+
"loss_reverse": 1.0573236508548689e-08,
|
| 9 |
+
"loss_fold": 0.0001422025088686496,
|
| 10 |
+
"loss_spectral": 0.0,
|
| 11 |
+
"loss_ber_budget": 0.0,
|
| 12 |
+
"loss_ber_sparse": 0.0,
|
| 13 |
+
"loss_ber_smooth": 0.0,
|
| 14 |
+
"loss_gate_budget": 0.07209084928035736,
|
| 15 |
+
"rmse_mean": 0.5135807991027832,
|
| 16 |
+
"rmse_last": 0.5469850897789001,
|
| 17 |
+
"mae_mean": 0.31565552949905396,
|
| 18 |
+
"mae_last": 0.32176339626312256,
|
| 19 |
+
"spectral_error": 0.0,
|
| 20 |
+
"eval_seconds_per_batch": 0.04037278890609741,
|
| 21 |
+
"mean_energy_drift": 0.0018821163175744005,
|
| 22 |
+
"mean_reverse_error": 7.578883409742332e-09,
|
| 23 |
+
"mean_fold_dyn_error": 0.00011464946192063508,
|
| 24 |
+
"gate_closed": 0.5368425846099854,
|
| 25 |
+
"gate_spectral": 0.4743615984916687,
|
| 26 |
+
"gate_ber": 0.0,
|
| 27 |
+
"gate_fold": 0.47727978229522705,
|
| 28 |
+
"mean_ber_budget_error": 0.0018388250391581096,
|
| 29 |
+
"mean_ber_strength": 0.002697953736060299,
|
| 30 |
+
"mean_ber_smoothness": 0.007396337518002838,
|
| 31 |
+
"lead_1_rmse": 0.48663192987442017,
|
| 32 |
+
"lead_2_rmse": 0.4919703006744385,
|
| 33 |
+
"lead_3_rmse": 0.49845069646835327,
|
| 34 |
+
"lead_4_rmse": 0.5066136121749878,
|
| 35 |
+
"lead_5_rmse": 0.5159487128257751,
|
| 36 |
+
"lead_6_rmse": 0.5259142518043518,
|
| 37 |
+
"lead_7_rmse": 0.5361316204071045,
|
| 38 |
+
"lead_8_rmse": 0.5469850897789001,
|
| 39 |
+
"lead_1_mae": 0.3119927942752838,
|
| 40 |
+
"lead_2_mae": 0.3122701644897461,
|
| 41 |
+
"lead_3_mae": 0.3128965198993683,
|
| 42 |
+
"lead_4_mae": 0.3140106499195099,
|
| 43 |
+
"lead_5_mae": 0.3155304789543152,
|
| 44 |
+
"lead_6_mae": 0.3173660933971405,
|
| 45 |
+
"lead_7_mae": 0.3194141685962677,
|
| 46 |
+
"lead_8_mae": 0.32176339626312256
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"step": 50,
|
| 50 |
+
"loss_pred": 0.024314189329743385,
|
| 51 |
+
"loss_total": 0.02527289092540741,
|
| 52 |
+
"loss_align": 0.01372156199067831,
|
| 53 |
+
"loss_energy": 0.01560261845588684,
|
| 54 |
+
"loss_reverse": 1.3766182860308618e-08,
|
| 55 |
+
"loss_fold": 1.802369297365658e-05,
|
| 56 |
+
"loss_spectral": 0.0,
|
| 57 |
+
"loss_ber_budget": 0.0,
|
| 58 |
+
"loss_ber_sparse": 0.0,
|
| 59 |
+
"loss_ber_smooth": 0.0,
|
| 60 |
+
"loss_gate_budget": 0.05816434696316719,
|
| 61 |
+
"rmse_mean": 0.12870825827121735,
|
| 62 |
+
"rmse_last": 0.16109177470207214,
|
| 63 |
+
"mae_mean": 0.07657457888126373,
|
| 64 |
+
"mae_last": 0.08863116055727005,
|
| 65 |
+
"spectral_error": 0.0,
|
| 66 |
+
"eval_seconds_per_batch": 0.02777288854122162,
|
| 67 |
+
"mean_energy_drift": 0.0177678179461509,
|
| 68 |
+
"mean_reverse_error": 1.5121563168296603e-08,
|
| 69 |
+
"mean_fold_dyn_error": 1.3866850565591449e-05,
|
| 70 |
+
"gate_closed": 0.7490341067314148,
|
| 71 |
+
"gate_spectral": 0.5776426792144775,
|
| 72 |
+
"gate_ber": 0.0,
|
| 73 |
+
"gate_fold": 0.19137920439243317,
|
| 74 |
+
"mean_ber_budget_error": 0.01733413222245872,
|
| 75 |
+
"mean_ber_strength": 0.002489844075171277,
|
| 76 |
+
"mean_ber_smoothness": 0.007435645879013464,
|
| 77 |
+
"lead_1_rmse": 0.12405787408351898,
|
| 78 |
+
"lead_2_rmse": 0.11642510443925858,
|
| 79 |
+
"lead_3_rmse": 0.11232780665159225,
|
| 80 |
+
"lead_4_rmse": 0.11431405693292618,
|
| 81 |
+
"lead_5_rmse": 0.12203814089298248,
|
| 82 |
+
"lead_6_rmse": 0.13317757844924927,
|
| 83 |
+
"lead_7_rmse": 0.14623379707336426,
|
| 84 |
+
"lead_8_rmse": 0.16109177470207214,
|
| 85 |
+
"lead_1_mae": 0.07617218047380447,
|
| 86 |
+
"lead_2_mae": 0.07263808697462082,
|
| 87 |
+
"lead_3_mae": 0.07080255448818207,
|
| 88 |
+
"lead_4_mae": 0.07109484076499939,
|
| 89 |
+
"lead_5_mae": 0.07341021299362183,
|
| 90 |
+
"lead_6_mae": 0.07734175026416779,
|
| 91 |
+
"lead_7_mae": 0.08250583708286285,
|
| 92 |
+
"lead_8_mae": 0.08863116055727005
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"step": 100,
|
| 96 |
+
"loss_pred": 0.017306039109826088,
|
| 97 |
+
"loss_total": 0.018110625445842743,
|
| 98 |
+
"loss_align": 0.006023750174790621,
|
| 99 |
+
"loss_energy": 0.02013365551829338,
|
| 100 |
+
"loss_reverse": 3.1902123964755447e-07,
|
| 101 |
+
"loss_fold": 5.584619066212326e-05,
|
| 102 |
+
"loss_spectral": 0.0,
|
| 103 |
+
"loss_ber_budget": 0.0,
|
| 104 |
+
"loss_ber_sparse": 0.0,
|
| 105 |
+
"loss_ber_smooth": 0.0,
|
| 106 |
+
"loss_gate_budget": 0.15060971677303314,
|
| 107 |
+
"rmse_mean": 0.10383428633213043,
|
| 108 |
+
"rmse_last": 0.1413642317056656,
|
| 109 |
+
"mae_mean": 0.07170279324054718,
|
| 110 |
+
"mae_last": 0.089104562997818,
|
| 111 |
+
"spectral_error": 0.0,
|
| 112 |
+
"eval_seconds_per_batch": 0.027927950024604797,
|
| 113 |
+
"mean_energy_drift": 0.018274763657245785,
|
| 114 |
+
"mean_reverse_error": 4.1557303642747456e-07,
|
| 115 |
+
"mean_fold_dyn_error": 5.517312297342869e-05,
|
| 116 |
+
"gate_closed": 0.8936508893966675,
|
| 117 |
+
"gate_spectral": 0.907299280166626,
|
| 118 |
+
"gate_ber": 0.0,
|
| 119 |
+
"gate_fold": 0.05533289909362793,
|
| 120 |
+
"mean_ber_budget_error": 0.017932662914972752,
|
| 121 |
+
"mean_ber_strength": 0.002504499541828409,
|
| 122 |
+
"mean_ber_smoothness": 0.007422498922096565,
|
| 123 |
+
"lead_1_rmse": 0.08813335001468658,
|
| 124 |
+
"lead_2_rmse": 0.08590371161699295,
|
| 125 |
+
"lead_3_rmse": 0.08688089996576309,
|
| 126 |
+
"lead_4_rmse": 0.09156744182109833,
|
| 127 |
+
"lead_5_rmse": 0.10009612143039703,
|
| 128 |
+
"lead_6_rmse": 0.11152928322553635,
|
| 129 |
+
"lead_7_rmse": 0.12519922852516174,
|
| 130 |
+
"lead_8_rmse": 0.1413642317056656,
|
| 131 |
+
"lead_1_mae": 0.0656474232673645,
|
| 132 |
+
"lead_2_mae": 0.06412363797426224,
|
| 133 |
+
"lead_3_mae": 0.06405147910118103,
|
| 134 |
+
"lead_4_mae": 0.06575050950050354,
|
| 135 |
+
"lead_5_mae": 0.06929302960634232,
|
| 136 |
+
"lead_6_mae": 0.07448710501194,
|
| 137 |
+
"lead_7_mae": 0.08116458356380463,
|
| 138 |
+
"lead_8_mae": 0.089104562997818
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"step": 150,
|
| 142 |
+
"loss_pred": 0.006523021496832371,
|
| 143 |
+
"loss_total": 0.0071597229689359665,
|
| 144 |
+
"loss_align": 0.003844375954940915,
|
| 145 |
+
"loss_energy": 0.0105563560500741,
|
| 146 |
+
"loss_reverse": 4.301521698835131e-07,
|
| 147 |
+
"loss_fold": 5.659064481733367e-05,
|
| 148 |
+
"loss_spectral": 0.0,
|
| 149 |
+
"loss_ber_budget": 0.0,
|
| 150 |
+
"loss_ber_sparse": 0.0,
|
| 151 |
+
"loss_ber_smooth": 0.0,
|
| 152 |
+
"loss_gate_budget": 0.16903287172317505,
|
| 153 |
+
"rmse_mean": 0.078946053981781,
|
| 154 |
+
"rmse_last": 0.11090981960296631,
|
| 155 |
+
"mae_mean": 0.048622965812683105,
|
| 156 |
+
"mae_last": 0.06272131204605103,
|
| 157 |
+
"spectral_error": 0.0,
|
| 158 |
+
"eval_seconds_per_batch": 0.028406590223312378,
|
| 159 |
+
"mean_energy_drift": 0.006773647255613469,
|
| 160 |
+
"mean_reverse_error": 4.2327219595961196e-07,
|
| 161 |
+
"mean_fold_dyn_error": 4.2418037310199e-05,
|
| 162 |
+
"gate_closed": 0.897728681564331,
|
| 163 |
+
"gate_spectral": 0.9320600628852844,
|
| 164 |
+
"gate_ber": 0.0,
|
| 165 |
+
"gate_fold": 0.05136905983090401,
|
| 166 |
+
"mean_ber_budget_error": 0.00703391051501967,
|
| 167 |
+
"mean_ber_strength": 0.0026271850074408576,
|
| 168 |
+
"mean_ber_smoothness": 0.007410832477035001,
|
| 169 |
+
"lead_1_rmse": 0.06722443550825119,
|
| 170 |
+
"lead_2_rmse": 0.06486491858959198,
|
| 171 |
+
"lead_3_rmse": 0.06499122828245163,
|
| 172 |
+
"lead_4_rmse": 0.06830713152885437,
|
| 173 |
+
"lead_5_rmse": 0.07487823814153671,
|
| 174 |
+
"lead_6_rmse": 0.08428534120321274,
|
| 175 |
+
"lead_7_rmse": 0.09610731899738312,
|
| 176 |
+
"lead_8_rmse": 0.11090981960296631,
|
| 177 |
+
"lead_1_mae": 0.04433193430304527,
|
| 178 |
+
"lead_2_mae": 0.04251272976398468,
|
| 179 |
+
"lead_3_mae": 0.04213109239935875,
|
| 180 |
+
"lead_4_mae": 0.04360805079340935,
|
| 181 |
+
"lead_5_mae": 0.04663354158401489,
|
| 182 |
+
"lead_6_mae": 0.05088134855031967,
|
| 183 |
+
"lead_7_mae": 0.05616370588541031,
|
| 184 |
+
"lead_8_mae": 0.06272131204605103
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 200,
|
| 188 |
+
"loss_pred": 0.010672945529222488,
|
| 189 |
+
"loss_total": 0.011228358373045921,
|
| 190 |
+
"loss_align": 0.0033827610313892365,
|
| 191 |
+
"loss_energy": 0.00839608907699585,
|
| 192 |
+
"loss_reverse": 4.527410624177719e-07,
|
| 193 |
+
"loss_fold": 5.135479295859113e-05,
|
| 194 |
+
"loss_spectral": 0.0,
|
| 195 |
+
"loss_ber_budget": 0.0,
|
| 196 |
+
"loss_ber_sparse": 0.0,
|
| 197 |
+
"loss_ber_smooth": 0.0,
|
| 198 |
+
"loss_gate_budget": 0.15076957643032074,
|
| 199 |
+
"rmse_mean": 0.07913699746131897,
|
| 200 |
+
"rmse_last": 0.10518492013216019,
|
| 201 |
+
"mae_mean": 0.05043085664510727,
|
| 202 |
+
"mae_last": 0.06220041960477829,
|
| 203 |
+
"spectral_error": 0.0,
|
| 204 |
+
"eval_seconds_per_batch": 0.02724979817867279,
|
| 205 |
+
"mean_energy_drift": 0.0052812711510341614,
|
| 206 |
+
"mean_reverse_error": 4.80136956859667e-07,
|
| 207 |
+
"mean_fold_dyn_error": 4.0618030425321194e-05,
|
| 208 |
+
"gate_closed": 0.8859935402870178,
|
| 209 |
+
"gate_spectral": 0.9240074753761292,
|
| 210 |
+
"gate_ber": 0.0,
|
| 211 |
+
"gate_fold": 0.05634906888008118,
|
| 212 |
+
"mean_ber_budget_error": 0.0053351314782048576,
|
| 213 |
+
"mean_ber_strength": 0.0026976835797540843,
|
| 214 |
+
"mean_ber_smoothness": 0.007414487190544605,
|
| 215 |
+
"lead_1_rmse": 0.06955301016569138,
|
| 216 |
+
"lead_2_rmse": 0.06772588193416595,
|
| 217 |
+
"lead_3_rmse": 0.06826356798410416,
|
| 218 |
+
"lead_4_rmse": 0.0710420310497284,
|
| 219 |
+
"lead_5_rmse": 0.07602468132972717,
|
| 220 |
+
"lead_6_rmse": 0.08297150582075119,
|
| 221 |
+
"lead_7_rmse": 0.09233036637306213,
|
| 222 |
+
"lead_8_rmse": 0.10518492013216019,
|
| 223 |
+
"lead_1_mae": 0.04868675768375397,
|
| 224 |
+
"lead_2_mae": 0.04636019095778465,
|
| 225 |
+
"lead_3_mae": 0.045176900923252106,
|
| 226 |
+
"lead_4_mae": 0.04587909206748009,
|
| 227 |
+
"lead_5_mae": 0.048006705939769745,
|
| 228 |
+
"lead_6_mae": 0.05123971775174141,
|
| 229 |
+
"lead_7_mae": 0.05589707940816879,
|
| 230 |
+
"lead_8_mae": 0.06220041960477829
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"step": 250,
|
| 234 |
+
"loss_pred": 0.00824710913002491,
|
| 235 |
+
"loss_total": 0.008807901293039322,
|
| 236 |
+
"loss_align": 0.002952106762677431,
|
| 237 |
+
"loss_energy": 0.008613674901425838,
|
| 238 |
+
"loss_reverse": 5.964151341686375e-07,
|
| 239 |
+
"loss_fold": 5.158053681952879e-05,
|
| 240 |
+
"loss_spectral": 0.0,
|
| 241 |
+
"loss_ber_budget": 0.0,
|
| 242 |
+
"loss_ber_sparse": 0.0,
|
| 243 |
+
"loss_ber_smooth": 0.0,
|
| 244 |
+
"loss_gate_budget": 0.16313518583774567,
|
| 245 |
+
"rmse_mean": 0.07148298621177673,
|
| 246 |
+
"rmse_last": 0.10172924399375916,
|
| 247 |
+
"mae_mean": 0.04456184804439545,
|
| 248 |
+
"mae_last": 0.058644700795412064,
|
| 249 |
+
"spectral_error": 0.0,
|
| 250 |
+
"eval_seconds_per_batch": 0.033399030566215515,
|
| 251 |
+
"mean_energy_drift": 0.005629788545775227,
|
| 252 |
+
"mean_reverse_error": 6.138172272684983e-07,
|
| 253 |
+
"mean_fold_dyn_error": 4.0820929200435785e-05,
|
| 254 |
+
"gate_closed": 0.8898587822914124,
|
| 255 |
+
"gate_spectral": 0.9281519651412964,
|
| 256 |
+
"gate_ber": 0.0,
|
| 257 |
+
"gate_fold": 0.052928946912288666,
|
| 258 |
+
"mean_ber_budget_error": 0.005659745125740301,
|
| 259 |
+
"mean_ber_strength": 0.00269376186770387,
|
| 260 |
+
"mean_ber_smoothness": 0.007424413808621466,
|
| 261 |
+
"lead_1_rmse": 0.0629730373620987,
|
| 262 |
+
"lead_2_rmse": 0.0595589205622673,
|
| 263 |
+
"lead_3_rmse": 0.05895382910966873,
|
| 264 |
+
"lead_4_rmse": 0.061341725289821625,
|
| 265 |
+
"lead_5_rmse": 0.06657133996486664,
|
| 266 |
+
"lead_6_rmse": 0.0746544674038887,
|
| 267 |
+
"lead_7_rmse": 0.08608134090900421,
|
| 268 |
+
"lead_8_rmse": 0.10172924399375916,
|
| 269 |
+
"lead_1_mae": 0.044309210032224655,
|
| 270 |
+
"lead_2_mae": 0.040701624006032944,
|
| 271 |
+
"lead_3_mae": 0.03874915465712547,
|
| 272 |
+
"lead_4_mae": 0.03877003863453865,
|
| 273 |
+
"lead_5_mae": 0.04059877619147301,
|
| 274 |
+
"lead_6_mae": 0.04435940086841583,
|
| 275 |
+
"lead_7_mae": 0.05036185309290886,
|
| 276 |
+
"lead_8_mae": 0.058644700795412064
|
| 277 |
+
}
|
| 278 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:81f8e02e27e38a2ca9c135b04c379a60c27d03f835f31596e95ac8eec3940782
|
| 3 |
+
size 2813877
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/metrics.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.07797987014055252,
|
| 3 |
+
"rmse_last": 0.10295035690069199,
|
| 4 |
+
"mae_mean": 0.048005275428295135,
|
| 5 |
+
"mae_last": 0.060254186391830444,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.0363359546661377,
|
| 8 |
+
"mean_energy_drift": 0.0050581080885604025,
|
| 9 |
+
"mean_reverse_error": 2.8758418238794547e-06,
|
| 10 |
+
"mean_fold_dyn_error": 0.0013630125694908202,
|
| 11 |
+
"gate_closed": 0.860222339630127,
|
| 12 |
+
"gate_spectral": 0.9354657530784607,
|
| 13 |
+
"gate_ber": 0.7119119763374329,
|
| 14 |
+
"gate_fold": 0.0,
|
| 15 |
+
"mean_ber_budget_error": 0.0035899074538610874,
|
| 16 |
+
"mean_ber_strength": 0.015664880536496638,
|
| 17 |
+
"mean_ber_smoothness": 0.019427143707871436,
|
| 18 |
+
"lead_1_rmse": 0.07040724903345108,
|
| 19 |
+
"lead_2_rmse": 0.06658317893743515,
|
| 20 |
+
"lead_3_rmse": 0.06682734191417694,
|
| 21 |
+
"lead_4_rmse": 0.06983478367328644,
|
| 22 |
+
"lead_5_rmse": 0.07482188940048218,
|
| 23 |
+
"lead_6_rmse": 0.0816970095038414,
|
| 24 |
+
"lead_7_rmse": 0.0907171368598938,
|
| 25 |
+
"lead_8_rmse": 0.10295035690069199,
|
| 26 |
+
"lead_1_mae": 0.04714444279670715,
|
| 27 |
+
"lead_2_mae": 0.04394378140568733,
|
| 28 |
+
"lead_3_mae": 0.04263107851147652,
|
| 29 |
+
"lead_4_mae": 0.043015167117118835,
|
| 30 |
+
"lead_5_mae": 0.04503897577524185,
|
| 31 |
+
"lead_6_mae": 0.04851676896214485,
|
| 32 |
+
"lead_7_mae": 0.0534977912902832,
|
| 33 |
+
"lead_8_mae": 0.060254186391830444,
|
| 34 |
+
"model": "sticm_v5_no_folding",
|
| 35 |
+
"params": 563787,
|
| 36 |
+
"train_seconds": 24.173107624053955
|
| 37 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_folding/train_log.json
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.3237420320510864,
|
| 5 |
+
"loss_total": 1.3274883031845093,
|
| 6 |
+
"loss_align": 0.0700189471244812,
|
| 7 |
+
"loss_energy": 0.002848320407792926,
|
| 8 |
+
"loss_reverse": 4.7632681798859267e-08,
|
| 9 |
+
"loss_fold": 0.0,
|
| 10 |
+
"loss_spectral": 0.0,
|
| 11 |
+
"loss_ber_budget": 0.0028703054413199425,
|
| 12 |
+
"loss_ber_sparse": 0.002652138937264681,
|
| 13 |
+
"loss_ber_smooth": 0.005756804719567299,
|
| 14 |
+
"loss_gate_budget": 0.04420889541506767,
|
| 15 |
+
"rmse_mean": 0.4854514002799988,
|
| 16 |
+
"rmse_last": 0.5254616141319275,
|
| 17 |
+
"mae_mean": 0.3353997766971588,
|
| 18 |
+
"mae_last": 0.3456136882305145,
|
| 19 |
+
"spectral_error": 0.0,
|
| 20 |
+
"eval_seconds_per_batch": 0.02767367660999298,
|
| 21 |
+
"mean_energy_drift": 0.00763496060972102,
|
| 22 |
+
"mean_reverse_error": 6.238055716423219e-08,
|
| 23 |
+
"mean_fold_dyn_error": 0.0001444244726371835,
|
| 24 |
+
"gate_closed": 0.5351602435112,
|
| 25 |
+
"gate_spectral": 0.5258443355560303,
|
| 26 |
+
"gate_ber": 0.5164164900779724,
|
| 27 |
+
"gate_fold": 0.0,
|
| 28 |
+
"mean_ber_budget_error": 0.0070434456574730575,
|
| 29 |
+
"mean_ber_strength": 0.0032601559796603397,
|
| 30 |
+
"mean_ber_smoothness": 0.005751561577199027,
|
| 31 |
+
"lead_1_rmse": 0.45138898491859436,
|
| 32 |
+
"lead_2_rmse": 0.45882129669189453,
|
| 33 |
+
"lead_3_rmse": 0.46742600202560425,
|
| 34 |
+
"lead_4_rmse": 0.47767964005470276,
|
| 35 |
+
"lead_5_rmse": 0.48902177810668945,
|
| 36 |
+
"lead_6_rmse": 0.5008928179740906,
|
| 37 |
+
"lead_7_rmse": 0.512919008731842,
|
| 38 |
+
"lead_8_rmse": 0.5254616141319275,
|
| 39 |
+
"lead_1_mae": 0.32550787925720215,
|
| 40 |
+
"lead_2_mae": 0.3281315565109253,
|
| 41 |
+
"lead_3_mae": 0.33086568117141724,
|
| 42 |
+
"lead_4_mae": 0.33379361033439636,
|
| 43 |
+
"lead_5_mae": 0.3368019461631775,
|
| 44 |
+
"lead_6_mae": 0.3397919535636902,
|
| 45 |
+
"lead_7_mae": 0.34269195795059204,
|
| 46 |
+
"lead_8_mae": 0.3456136882305145
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"step": 50,
|
| 50 |
+
"loss_pred": 0.03603450208902359,
|
| 51 |
+
"loss_total": 0.03731544315814972,
|
| 52 |
+
"loss_align": 0.01265639252960682,
|
| 53 |
+
"loss_energy": 0.015187324956059456,
|
| 54 |
+
"loss_reverse": 1.227664370162529e-06,
|
| 55 |
+
"loss_fold": 0.0,
|
| 56 |
+
"loss_spectral": 0.0,
|
| 57 |
+
"loss_ber_budget": 0.007094232365489006,
|
| 58 |
+
"loss_ber_sparse": 0.018351273611187935,
|
| 59 |
+
"loss_ber_smooth": 0.012617355212569237,
|
| 60 |
+
"loss_gate_budget": 0.06833958625793457,
|
| 61 |
+
"rmse_mean": 0.12029809504747391,
|
| 62 |
+
"rmse_last": 0.14958825707435608,
|
| 63 |
+
"mae_mean": 0.06927591562271118,
|
| 64 |
+
"mae_last": 0.0847472995519638,
|
| 65 |
+
"spectral_error": 0.0,
|
| 66 |
+
"eval_seconds_per_batch": 0.02745497226715088,
|
| 67 |
+
"mean_energy_drift": 0.01636387303005904,
|
| 68 |
+
"mean_reverse_error": 1.5933643560117616e-06,
|
| 69 |
+
"mean_fold_dyn_error": 0.0003432273988437373,
|
| 70 |
+
"gate_closed": 0.6071677803993225,
|
| 71 |
+
"gate_spectral": 0.6873286962509155,
|
| 72 |
+
"gate_ber": 0.5075867772102356,
|
| 73 |
+
"gate_fold": 0.0,
|
| 74 |
+
"mean_ber_budget_error": 0.005926208687014878,
|
| 75 |
+
"mean_ber_strength": 0.02197096438612789,
|
| 76 |
+
"mean_ber_smoothness": 0.012576341454405338,
|
| 77 |
+
"lead_1_rmse": 0.11543893069028854,
|
| 78 |
+
"lead_2_rmse": 0.10961084067821503,
|
| 79 |
+
"lead_3_rmse": 0.10676291584968567,
|
| 80 |
+
"lead_4_rmse": 0.1078404039144516,
|
| 81 |
+
"lead_5_rmse": 0.11365814507007599,
|
| 82 |
+
"lead_6_rmse": 0.12367290258407593,
|
| 83 |
+
"lead_7_rmse": 0.13581234216690063,
|
| 84 |
+
"lead_8_rmse": 0.14958825707435608,
|
| 85 |
+
"lead_1_mae": 0.06547963619232178,
|
| 86 |
+
"lead_2_mae": 0.06328042596578598,
|
| 87 |
+
"lead_3_mae": 0.06252096593379974,
|
| 88 |
+
"lead_4_mae": 0.06328067928552628,
|
| 89 |
+
"lead_5_mae": 0.06619256734848022,
|
| 90 |
+
"lead_6_mae": 0.07120174169540405,
|
| 91 |
+
"lead_7_mae": 0.07750395685434341,
|
| 92 |
+
"lead_8_mae": 0.0847472995519638
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"step": 100,
|
| 96 |
+
"loss_pred": 0.015117848291993141,
|
| 97 |
+
"loss_total": 0.01623467542231083,
|
| 98 |
+
"loss_align": 0.006232916377484798,
|
| 99 |
+
"loss_energy": 0.010707001201808453,
|
| 100 |
+
"loss_reverse": 1.8350643813391798e-06,
|
| 101 |
+
"loss_fold": 0.0,
|
| 102 |
+
"loss_spectral": 0.0,
|
| 103 |
+
"loss_ber_budget": 0.006035909987986088,
|
| 104 |
+
"loss_ber_sparse": 0.015267200767993927,
|
| 105 |
+
"loss_ber_smooth": 0.015873225405812263,
|
| 106 |
+
"loss_gate_budget": 0.18907374143600464,
|
| 107 |
+
"rmse_mean": 0.09903575479984283,
|
| 108 |
+
"rmse_last": 0.11323320120573044,
|
| 109 |
+
"mae_mean": 0.05771217495203018,
|
| 110 |
+
"mae_last": 0.06244117394089699,
|
| 111 |
+
"spectral_error": 0.0,
|
| 112 |
+
"eval_seconds_per_batch": 0.029394403100013733,
|
| 113 |
+
"mean_energy_drift": 0.008414242300204933,
|
| 114 |
+
"mean_reverse_error": 1.6479888884646243e-06,
|
| 115 |
+
"mean_fold_dyn_error": 0.0008568460434617009,
|
| 116 |
+
"gate_closed": 0.8212563991546631,
|
| 117 |
+
"gate_spectral": 0.9201043844223022,
|
| 118 |
+
"gate_ber": 0.6706724166870117,
|
| 119 |
+
"gate_fold": 0.0,
|
| 120 |
+
"mean_ber_budget_error": 0.003345897679537302,
|
| 121 |
+
"mean_ber_strength": 0.015270685544237494,
|
| 122 |
+
"mean_ber_smoothness": 0.01748079201206565,
|
| 123 |
+
"lead_1_rmse": 0.1008329689502716,
|
| 124 |
+
"lead_2_rmse": 0.09526392817497253,
|
| 125 |
+
"lead_3_rmse": 0.09189349412918091,
|
| 126 |
+
"lead_4_rmse": 0.09190690517425537,
|
| 127 |
+
"lead_5_rmse": 0.09459178149700165,
|
| 128 |
+
"lead_6_rmse": 0.0992521122097969,
|
| 129 |
+
"lead_7_rmse": 0.10531164705753326,
|
| 130 |
+
"lead_8_rmse": 0.11323320120573044,
|
| 131 |
+
"lead_1_mae": 0.06098492816090584,
|
| 132 |
+
"lead_2_mae": 0.05771131440997124,
|
| 133 |
+
"lead_3_mae": 0.05537017062306404,
|
| 134 |
+
"lead_4_mae": 0.05453366041183472,
|
| 135 |
+
"lead_5_mae": 0.05505593493580818,
|
| 136 |
+
"lead_6_mae": 0.0565936304628849,
|
| 137 |
+
"lead_7_mae": 0.05900660529732704,
|
| 138 |
+
"lead_8_mae": 0.06244117394089699
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"step": 150,
|
| 142 |
+
"loss_pred": 0.013185949064791203,
|
| 143 |
+
"loss_total": 0.014184258878231049,
|
| 144 |
+
"loss_align": 0.003842608304694295,
|
| 145 |
+
"loss_energy": 0.006079176440834999,
|
| 146 |
+
"loss_reverse": 2.814299250530894e-06,
|
| 147 |
+
"loss_fold": 0.0,
|
| 148 |
+
"loss_spectral": 0.0,
|
| 149 |
+
"loss_ber_budget": 0.0036520303692668676,
|
| 150 |
+
"loss_ber_sparse": 0.015672171488404274,
|
| 151 |
+
"loss_ber_smooth": 0.018811164423823357,
|
| 152 |
+
"loss_gate_budget": 0.24920858442783356,
|
| 153 |
+
"rmse_mean": 0.0962575227022171,
|
| 154 |
+
"rmse_last": 0.1308583766222,
|
| 155 |
+
"mae_mean": 0.062308263033628464,
|
| 156 |
+
"mae_last": 0.07751937955617905,
|
| 157 |
+
"spectral_error": 0.0,
|
| 158 |
+
"eval_seconds_per_batch": 0.027051091194152832,
|
| 159 |
+
"mean_energy_drift": 0.005825525178806856,
|
| 160 |
+
"mean_reverse_error": 2.778671316150394e-06,
|
| 161 |
+
"mean_fold_dyn_error": 0.001211894370499067,
|
| 162 |
+
"gate_closed": 0.8701969385147095,
|
| 163 |
+
"gate_spectral": 0.9457775354385376,
|
| 164 |
+
"gate_ber": 0.7607719898223877,
|
| 165 |
+
"gate_fold": 0.0,
|
| 166 |
+
"mean_ber_budget_error": 0.003004204703756841,
|
| 167 |
+
"mean_ber_strength": 0.0159283060929738,
|
| 168 |
+
"mean_ber_smoothness": 0.018762045248877257,
|
| 169 |
+
"lead_1_rmse": 0.08043010532855988,
|
| 170 |
+
"lead_2_rmse": 0.07975811511278152,
|
| 171 |
+
"lead_3_rmse": 0.08135460317134857,
|
| 172 |
+
"lead_4_rmse": 0.08563420921564102,
|
| 173 |
+
"lead_5_rmse": 0.09306547790765762,
|
| 174 |
+
"lead_6_rmse": 0.10324017703533173,
|
| 175 |
+
"lead_7_rmse": 0.11571906507015228,
|
| 176 |
+
"lead_8_rmse": 0.1308583766222,
|
| 177 |
+
"lead_1_mae": 0.05492295324802399,
|
| 178 |
+
"lead_2_mae": 0.05481482297182083,
|
| 179 |
+
"lead_3_mae": 0.05564834550023079,
|
| 180 |
+
"lead_4_mae": 0.05770561844110489,
|
| 181 |
+
"lead_5_mae": 0.06113767996430397,
|
| 182 |
+
"lead_6_mae": 0.06562419980764389,
|
| 183 |
+
"lead_7_mae": 0.07109307497739792,
|
| 184 |
+
"lead_8_mae": 0.07751937955617905
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 200,
|
| 188 |
+
"loss_pred": 0.007549087516963482,
|
| 189 |
+
"loss_total": 0.008387948386371136,
|
| 190 |
+
"loss_align": 0.003776863683015108,
|
| 191 |
+
"loss_energy": 0.004659181926399469,
|
| 192 |
+
"loss_reverse": 2.880405190808233e-06,
|
| 193 |
+
"loss_fold": 0.0,
|
| 194 |
+
"loss_spectral": 0.0,
|
| 195 |
+
"loss_ber_budget": 0.0022255219519138336,
|
| 196 |
+
"loss_ber_sparse": 0.016008956357836723,
|
| 197 |
+
"loss_ber_smooth": 0.017323747277259827,
|
| 198 |
+
"loss_gate_budget": 0.20474815368652344,
|
| 199 |
+
"rmse_mean": 0.09974753111600876,
|
| 200 |
+
"rmse_last": 0.13855859637260437,
|
| 201 |
+
"mae_mean": 0.05878719687461853,
|
| 202 |
+
"mae_last": 0.07392430305480957,
|
| 203 |
+
"spectral_error": 0.0,
|
| 204 |
+
"eval_seconds_per_batch": 0.02791513502597809,
|
| 205 |
+
"mean_energy_drift": 0.003135326158371754,
|
| 206 |
+
"mean_reverse_error": 3.3488765751599203e-06,
|
| 207 |
+
"mean_fold_dyn_error": 0.0013187170334276743,
|
| 208 |
+
"gate_closed": 0.8616151809692383,
|
| 209 |
+
"gate_spectral": 0.9403008818626404,
|
| 210 |
+
"gate_ber": 0.7297142744064331,
|
| 211 |
+
"gate_fold": 0.0,
|
| 212 |
+
"mean_ber_budget_error": 0.0014396379883692134,
|
| 213 |
+
"mean_ber_strength": 0.017821907822508365,
|
| 214 |
+
"mean_ber_smoothness": 0.02011406369274482,
|
| 215 |
+
"lead_1_rmse": 0.07617597281932831,
|
| 216 |
+
"lead_2_rmse": 0.07897113263607025,
|
| 217 |
+
"lead_3_rmse": 0.08349713683128357,
|
| 218 |
+
"lead_4_rmse": 0.08988039195537567,
|
| 219 |
+
"lead_5_rmse": 0.09856488555669785,
|
| 220 |
+
"lead_6_rmse": 0.10959804058074951,
|
| 221 |
+
"lead_7_rmse": 0.12273406237363815,
|
| 222 |
+
"lead_8_rmse": 0.13855859637260437,
|
| 223 |
+
"lead_1_mae": 0.050344739109277725,
|
| 224 |
+
"lead_2_mae": 0.05078950524330139,
|
| 225 |
+
"lead_3_mae": 0.052096929401159286,
|
| 226 |
+
"lead_4_mae": 0.054607704281806946,
|
| 227 |
+
"lead_5_mae": 0.05814345180988312,
|
| 228 |
+
"lead_6_mae": 0.06258141249418259,
|
| 229 |
+
"lead_7_mae": 0.06780952215194702,
|
| 230 |
+
"lead_8_mae": 0.07392430305480957
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"step": 250,
|
| 234 |
+
"loss_pred": 0.0069432975724339485,
|
| 235 |
+
"loss_total": 0.007849084213376045,
|
| 236 |
+
"loss_align": 0.0024905672762542963,
|
| 237 |
+
"loss_energy": 0.005908659193664789,
|
| 238 |
+
"loss_reverse": 2.8941560685780132e-06,
|
| 239 |
+
"loss_fold": 0.0,
|
| 240 |
+
"loss_spectral": 0.0,
|
| 241 |
+
"loss_ber_budget": 0.004068683832883835,
|
| 242 |
+
"loss_ber_sparse": 0.01647326722741127,
|
| 243 |
+
"loss_ber_smooth": 0.019211482256650925,
|
| 244 |
+
"loss_gate_budget": 0.22810566425323486,
|
| 245 |
+
"rmse_mean": 0.07789388298988342,
|
| 246 |
+
"rmse_last": 0.10393446683883667,
|
| 247 |
+
"mae_mean": 0.04782427102327347,
|
| 248 |
+
"mae_last": 0.0593421570956707,
|
| 249 |
+
"spectral_error": 0.0,
|
| 250 |
+
"eval_seconds_per_batch": 0.03515364229679108,
|
| 251 |
+
"mean_energy_drift": 0.00531910468271235,
|
| 252 |
+
"mean_reverse_error": 2.88566720740846e-06,
|
| 253 |
+
"mean_fold_dyn_error": 0.0014520214936055709,
|
| 254 |
+
"gate_closed": 0.8728559017181396,
|
| 255 |
+
"gate_spectral": 0.9435768723487854,
|
| 256 |
+
"gate_ber": 0.7179895043373108,
|
| 257 |
+
"gate_fold": 0.0,
|
| 258 |
+
"mean_ber_budget_error": 0.0039020834119583014,
|
| 259 |
+
"mean_ber_strength": 0.015692746208515018,
|
| 260 |
+
"mean_ber_smoothness": 0.02017061458900571,
|
| 261 |
+
"lead_1_rmse": 0.07050255686044693,
|
| 262 |
+
"lead_2_rmse": 0.06639595329761505,
|
| 263 |
+
"lead_3_rmse": 0.06590991467237473,
|
| 264 |
+
"lead_4_rmse": 0.06869587302207947,
|
| 265 |
+
"lead_5_rmse": 0.07416464388370514,
|
| 266 |
+
"lead_6_rmse": 0.08194933831691742,
|
| 267 |
+
"lead_7_rmse": 0.0915982723236084,
|
| 268 |
+
"lead_8_rmse": 0.10393446683883667,
|
| 269 |
+
"lead_1_mae": 0.04744241386651993,
|
| 270 |
+
"lead_2_mae": 0.0443238839507103,
|
| 271 |
+
"lead_3_mae": 0.042779043316841125,
|
| 272 |
+
"lead_4_mae": 0.042862676084041595,
|
| 273 |
+
"lead_5_mae": 0.0447540245950222,
|
| 274 |
+
"lead_6_mae": 0.048152171075344086,
|
| 275 |
+
"lead_7_mae": 0.05293780565261841,
|
| 276 |
+
"lead_8_mae": 0.0593421570956707
|
| 277 |
+
}
|
| 278 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ce8c2fc48b88c37bd06ec9e25d9b27efeefcff886f8c9d77957cdbc97e4baa36
|
| 3 |
+
size 2813877
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/metrics.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.07173612713813782,
|
| 3 |
+
"rmse_last": 0.09896373748779297,
|
| 4 |
+
"mae_mean": 0.042024463415145874,
|
| 5 |
+
"mae_last": 0.05290691927075386,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.02736978530883789,
|
| 8 |
+
"mean_energy_drift": 0.0020512519171461464,
|
| 9 |
+
"mean_reverse_error": 6.209047223819653e-06,
|
| 10 |
+
"mean_fold_dyn_error": 4.6225000114645806e-05,
|
| 11 |
+
"gate_closed": 1.0,
|
| 12 |
+
"gate_spectral": 1.0,
|
| 13 |
+
"gate_ber": 1.0,
|
| 14 |
+
"gate_fold": 1.0,
|
| 15 |
+
"mean_ber_budget_error": 0.002125983404694125,
|
| 16 |
+
"mean_ber_strength": 0.016683642789721488,
|
| 17 |
+
"mean_ber_smoothness": 0.019639721252024175,
|
| 18 |
+
"lead_1_rmse": 0.05873753875494003,
|
| 19 |
+
"lead_2_rmse": 0.057523954659700394,
|
| 20 |
+
"lead_3_rmse": 0.059404145926237106,
|
| 21 |
+
"lead_4_rmse": 0.06351049244403839,
|
| 22 |
+
"lead_5_rmse": 0.06974200904369354,
|
| 23 |
+
"lead_6_rmse": 0.07803170382976532,
|
| 24 |
+
"lead_7_rmse": 0.0879753977060318,
|
| 25 |
+
"lead_8_rmse": 0.09896373748779297,
|
| 26 |
+
"lead_1_mae": 0.037973642349243164,
|
| 27 |
+
"lead_2_mae": 0.03670428693294525,
|
| 28 |
+
"lead_3_mae": 0.037015050649642944,
|
| 29 |
+
"lead_4_mae": 0.038429293781518936,
|
| 30 |
+
"lead_5_mae": 0.04086623713374138,
|
| 31 |
+
"lead_6_mae": 0.04411223903298378,
|
| 32 |
+
"lead_7_mae": 0.04818803817033768,
|
| 33 |
+
"lead_8_mae": 0.05290691927075386,
|
| 34 |
+
"model": "sticm_v5_no_gates",
|
| 35 |
+
"params": 563787,
|
| 36 |
+
"train_seconds": 22.984010219573975
|
| 37 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_gates/train_log.json
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.070183515548706,
|
| 5 |
+
"loss_total": 1.0768041610717773,
|
| 6 |
+
"loss_align": 0.09796546399593353,
|
| 7 |
+
"loss_energy": 0.010816842317581177,
|
| 8 |
+
"loss_reverse": 3.905021799255337e-07,
|
| 9 |
+
"loss_fold": 0.00045145885087549686,
|
| 10 |
+
"loss_spectral": 0.0,
|
| 11 |
+
"loss_ber_budget": 0.01078727189451456,
|
| 12 |
+
"loss_ber_sparse": 0.0024391240440309048,
|
| 13 |
+
"loss_ber_smooth": 0.005462040193378925,
|
| 14 |
+
"loss_gate_budget": 0.6018750071525574,
|
| 15 |
+
"rmse_mean": 0.6045211553573608,
|
| 16 |
+
"rmse_last": 0.6480357050895691,
|
| 17 |
+
"mae_mean": 0.4457027316093445,
|
| 18 |
+
"mae_last": 0.4615892767906189,
|
| 19 |
+
"spectral_error": 0.0,
|
| 20 |
+
"eval_seconds_per_batch": 0.03506065905094147,
|
| 21 |
+
"mean_energy_drift": 0.015636474592611194,
|
| 22 |
+
"mean_reverse_error": 3.655940403746172e-07,
|
| 23 |
+
"mean_fold_dyn_error": 0.000436223830547533,
|
| 24 |
+
"gate_closed": 1.0,
|
| 25 |
+
"gate_spectral": 1.0,
|
| 26 |
+
"gate_ber": 1.0,
|
| 27 |
+
"gate_fold": 1.0,
|
| 28 |
+
"mean_ber_budget_error": 0.015155861445236951,
|
| 29 |
+
"mean_ber_strength": 0.00289733347017318,
|
| 30 |
+
"mean_ber_smoothness": 0.00544489934691228,
|
| 31 |
+
"lead_1_rmse": 0.5650109648704529,
|
| 32 |
+
"lead_2_rmse": 0.5745245218276978,
|
| 33 |
+
"lead_3_rmse": 0.5849718451499939,
|
| 34 |
+
"lead_4_rmse": 0.5968006253242493,
|
| 35 |
+
"lead_5_rmse": 0.6094440221786499,
|
| 36 |
+
"lead_6_rmse": 0.62232506275177,
|
| 37 |
+
"lead_7_rmse": 0.6350564956665039,
|
| 38 |
+
"lead_8_rmse": 0.6480357050895691,
|
| 39 |
+
"lead_1_mae": 0.42993801832199097,
|
| 40 |
+
"lead_2_mae": 0.43419748544692993,
|
| 41 |
+
"lead_3_mae": 0.43868452310562134,
|
| 42 |
+
"lead_4_mae": 0.44336196780204773,
|
| 43 |
+
"lead_5_mae": 0.4480656683444977,
|
| 44 |
+
"lead_6_mae": 0.45265135169029236,
|
| 45 |
+
"lead_7_mae": 0.4571336507797241,
|
| 46 |
+
"lead_8_mae": 0.4615892767906189
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"step": 50,
|
| 50 |
+
"loss_pred": 0.02340361475944519,
|
| 51 |
+
"loss_total": 0.025962581858038902,
|
| 52 |
+
"loss_align": 0.008228283375501633,
|
| 53 |
+
"loss_energy": 0.022028842940926552,
|
| 54 |
+
"loss_reverse": 2.638166279211873e-06,
|
| 55 |
+
"loss_fold": 4.801449540536851e-05,
|
| 56 |
+
"loss_spectral": 0.0,
|
| 57 |
+
"loss_ber_budget": 0.018217451870441437,
|
| 58 |
+
"loss_ber_sparse": 0.01338671799749136,
|
| 59 |
+
"loss_ber_smooth": 0.01053699478507042,
|
| 60 |
+
"loss_gate_budget": 0.6018750071525574,
|
| 61 |
+
"rmse_mean": 0.10361140221357346,
|
| 62 |
+
"rmse_last": 0.13580136001110077,
|
| 63 |
+
"mae_mean": 0.06391601264476776,
|
| 64 |
+
"mae_last": 0.08010208606719971,
|
| 65 |
+
"spectral_error": 0.0,
|
| 66 |
+
"eval_seconds_per_batch": 0.027590587735176086,
|
| 67 |
+
"mean_energy_drift": 0.022617370821535587,
|
| 68 |
+
"mean_reverse_error": 2.678546465517684e-06,
|
| 69 |
+
"mean_fold_dyn_error": 4.0598657506052405e-05,
|
| 70 |
+
"gate_closed": 1.0,
|
| 71 |
+
"gate_spectral": 1.0,
|
| 72 |
+
"gate_ber": 1.0,
|
| 73 |
+
"gate_fold": 1.0,
|
| 74 |
+
"mean_ber_budget_error": 0.01833594258641824,
|
| 75 |
+
"mean_ber_strength": 0.013492775498889387,
|
| 76 |
+
"mean_ber_smoothness": 0.010187328036408871,
|
| 77 |
+
"lead_1_rmse": 0.09902775287628174,
|
| 78 |
+
"lead_2_rmse": 0.09158073365688324,
|
| 79 |
+
"lead_3_rmse": 0.08772355318069458,
|
| 80 |
+
"lead_4_rmse": 0.08936039358377457,
|
| 81 |
+
"lead_5_rmse": 0.09665986895561218,
|
| 82 |
+
"lead_6_rmse": 0.10778620094060898,
|
| 83 |
+
"lead_7_rmse": 0.12095135450363159,
|
| 84 |
+
"lead_8_rmse": 0.13580136001110077,
|
| 85 |
+
"lead_1_mae": 0.06250493228435516,
|
| 86 |
+
"lead_2_mae": 0.058902278542518616,
|
| 87 |
+
"lead_3_mae": 0.05687054246664047,
|
| 88 |
+
"lead_4_mae": 0.05686501786112785,
|
| 89 |
+
"lead_5_mae": 0.05957502871751785,
|
| 90 |
+
"lead_6_mae": 0.0647529661655426,
|
| 91 |
+
"lead_7_mae": 0.07175527513027191,
|
| 92 |
+
"lead_8_mae": 0.08010208606719971
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"step": 100,
|
| 96 |
+
"loss_pred": 0.018559196963906288,
|
| 97 |
+
"loss_total": 0.02028537355363369,
|
| 98 |
+
"loss_align": 0.004327331203967333,
|
| 99 |
+
"loss_energy": 0.005074545741081238,
|
| 100 |
+
"loss_reverse": 5.792027423012769e-06,
|
| 101 |
+
"loss_fold": 5.76961538172327e-05,
|
| 102 |
+
"loss_spectral": 0.0,
|
| 103 |
+
"loss_ber_budget": 0.0037134268786758184,
|
| 104 |
+
"loss_ber_sparse": 0.018712373450398445,
|
| 105 |
+
"loss_ber_smooth": 0.01652347669005394,
|
| 106 |
+
"loss_gate_budget": 0.6018750071525574,
|
| 107 |
+
"rmse_mean": 0.10865885019302368,
|
| 108 |
+
"rmse_last": 0.1440143883228302,
|
| 109 |
+
"mae_mean": 0.06625839322805405,
|
| 110 |
+
"mae_last": 0.08096586167812347,
|
| 111 |
+
"spectral_error": 0.0,
|
| 112 |
+
"eval_seconds_per_batch": 0.0261203795671463,
|
| 113 |
+
"mean_energy_drift": 0.003823146704235114,
|
| 114 |
+
"mean_reverse_error": 6.44074635403058e-06,
|
| 115 |
+
"mean_fold_dyn_error": 5.320540617503866e-05,
|
| 116 |
+
"gate_closed": 1.0,
|
| 117 |
+
"gate_spectral": 1.0,
|
| 118 |
+
"gate_ber": 1.0,
|
| 119 |
+
"gate_fold": 1.0,
|
| 120 |
+
"mean_ber_budget_error": 0.002982069690915523,
|
| 121 |
+
"mean_ber_strength": 0.020459490595385432,
|
| 122 |
+
"mean_ber_smoothness": 0.017304187291301787,
|
| 123 |
+
"lead_1_rmse": 0.09116886556148529,
|
| 124 |
+
"lead_2_rmse": 0.09084989875555038,
|
| 125 |
+
"lead_3_rmse": 0.0928594172000885,
|
| 126 |
+
"lead_4_rmse": 0.097846619784832,
|
| 127 |
+
"lead_5_rmse": 0.1061064749956131,
|
| 128 |
+
"lead_6_rmse": 0.116892009973526,
|
| 129 |
+
"lead_7_rmse": 0.12953315675258636,
|
| 130 |
+
"lead_8_rmse": 0.1440143883228302,
|
| 131 |
+
"lead_1_mae": 0.05964560806751251,
|
| 132 |
+
"lead_2_mae": 0.058861736208200455,
|
| 133 |
+
"lead_3_mae": 0.05959666520357132,
|
| 134 |
+
"lead_4_mae": 0.06169376149773598,
|
| 135 |
+
"lead_5_mae": 0.0650833323597908,
|
| 136 |
+
"lead_6_mae": 0.06945629417896271,
|
| 137 |
+
"lead_7_mae": 0.07476387172937393,
|
| 138 |
+
"lead_8_mae": 0.08096586167812347
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"step": 150,
|
| 142 |
+
"loss_pred": 0.006984475534409285,
|
| 143 |
+
"loss_total": 0.008642074652016163,
|
| 144 |
+
"loss_align": 0.0031280415132641792,
|
| 145 |
+
"loss_energy": 0.005165388807654381,
|
| 146 |
+
"loss_reverse": 5.387759301811457e-06,
|
| 147 |
+
"loss_fold": 6.491487147286534e-05,
|
| 148 |
+
"loss_spectral": 0.0,
|
| 149 |
+
"loss_ber_budget": 0.0035293572582304478,
|
| 150 |
+
"loss_ber_sparse": 0.016688980162143707,
|
| 151 |
+
"loss_ber_smooth": 0.01816072314977646,
|
| 152 |
+
"loss_gate_budget": 0.6018750071525574,
|
| 153 |
+
"rmse_mean": 0.07848212122917175,
|
| 154 |
+
"rmse_last": 0.10832351446151733,
|
| 155 |
+
"mae_mean": 0.05175631865859032,
|
| 156 |
+
"mae_last": 0.0660507008433342,
|
| 157 |
+
"spectral_error": 0.0,
|
| 158 |
+
"eval_seconds_per_batch": 0.03697803616523743,
|
| 159 |
+
"mean_energy_drift": 0.004042455824674107,
|
| 160 |
+
"mean_reverse_error": 7.103953720388745e-06,
|
| 161 |
+
"mean_fold_dyn_error": 5.642250698656426e-05,
|
| 162 |
+
"gate_closed": 1.0,
|
| 163 |
+
"gate_spectral": 1.0,
|
| 164 |
+
"gate_ber": 1.0,
|
| 165 |
+
"gate_fold": 1.0,
|
| 166 |
+
"mean_ber_budget_error": 0.002180499333917396,
|
| 167 |
+
"mean_ber_strength": 0.021139287913683802,
|
| 168 |
+
"mean_ber_smoothness": 0.01900205947458744,
|
| 169 |
+
"lead_1_rmse": 0.07617693394422531,
|
| 170 |
+
"lead_2_rmse": 0.06678883731365204,
|
| 171 |
+
"lead_3_rmse": 0.06383706629276276,
|
| 172 |
+
"lead_4_rmse": 0.06566274911165237,
|
| 173 |
+
"lead_5_rmse": 0.07184677571058273,
|
| 174 |
+
"lead_6_rmse": 0.08153483271598816,
|
| 175 |
+
"lead_7_rmse": 0.09368622303009033,
|
| 176 |
+
"lead_8_rmse": 0.10832351446151733,
|
| 177 |
+
"lead_1_mae": 0.05037315562367439,
|
| 178 |
+
"lead_2_mae": 0.04658253490924835,
|
| 179 |
+
"lead_3_mae": 0.0452386811375618,
|
| 180 |
+
"lead_4_mae": 0.04593324288725853,
|
| 181 |
+
"lead_5_mae": 0.04847819358110428,
|
| 182 |
+
"lead_6_mae": 0.052690789103507996,
|
| 183 |
+
"lead_7_mae": 0.05870326980948448,
|
| 184 |
+
"lead_8_mae": 0.0660507008433342
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 200,
|
| 188 |
+
"loss_pred": 0.016118641942739487,
|
| 189 |
+
"loss_total": 0.01771661452949047,
|
| 190 |
+
"loss_align": 0.0029637122061103582,
|
| 191 |
+
"loss_energy": 0.003798379562795162,
|
| 192 |
+
"loss_reverse": 5.518160833162256e-06,
|
| 193 |
+
"loss_fold": 6.512652907986194e-05,
|
| 194 |
+
"loss_spectral": 0.0,
|
| 195 |
+
"loss_ber_budget": 0.0025087660178542137,
|
| 196 |
+
"loss_ber_sparse": 0.015821289271116257,
|
| 197 |
+
"loss_ber_smooth": 0.018643107265233994,
|
| 198 |
+
"loss_gate_budget": 0.6018750071525574,
|
| 199 |
+
"rmse_mean": 0.06612464040517807,
|
| 200 |
+
"rmse_last": 0.08699260652065277,
|
| 201 |
+
"mae_mean": 0.043790385127067566,
|
| 202 |
+
"mae_last": 0.05278344079852104,
|
| 203 |
+
"spectral_error": 0.0,
|
| 204 |
+
"eval_seconds_per_batch": 0.02876901626586914,
|
| 205 |
+
"mean_energy_drift": 0.0031291215418605134,
|
| 206 |
+
"mean_reverse_error": 6.571544531652762e-06,
|
| 207 |
+
"mean_fold_dyn_error": 4.6554127720810357e-05,
|
| 208 |
+
"gate_closed": 1.0,
|
| 209 |
+
"gate_spectral": 1.0,
|
| 210 |
+
"gate_ber": 1.0,
|
| 211 |
+
"gate_fold": 1.0,
|
| 212 |
+
"mean_ber_budget_error": 0.0014346954831125913,
|
| 213 |
+
"mean_ber_strength": 0.019150049425661564,
|
| 214 |
+
"mean_ber_smoothness": 0.02060066699050367,
|
| 215 |
+
"lead_1_rmse": 0.06156890094280243,
|
| 216 |
+
"lead_2_rmse": 0.05750144645571709,
|
| 217 |
+
"lead_3_rmse": 0.05635787174105644,
|
| 218 |
+
"lead_4_rmse": 0.05812405049800873,
|
| 219 |
+
"lead_5_rmse": 0.06250712275505066,
|
| 220 |
+
"lead_6_rmse": 0.06897232681512833,
|
| 221 |
+
"lead_7_rmse": 0.07697280496358871,
|
| 222 |
+
"lead_8_rmse": 0.08699260652065277,
|
| 223 |
+
"lead_1_mae": 0.04204913601279259,
|
| 224 |
+
"lead_2_mae": 0.04016438499093056,
|
| 225 |
+
"lead_3_mae": 0.03975522518157959,
|
| 226 |
+
"lead_4_mae": 0.04036352038383484,
|
| 227 |
+
"lead_5_mae": 0.04203043505549431,
|
| 228 |
+
"lead_6_mae": 0.04476294666528702,
|
| 229 |
+
"lead_7_mae": 0.04841398075222969,
|
| 230 |
+
"lead_8_mae": 0.05278344079852104
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"step": 250,
|
| 234 |
+
"loss_pred": 0.007577341981232166,
|
| 235 |
+
"loss_total": 0.009094887413084507,
|
| 236 |
+
"loss_align": 0.001980133820325136,
|
| 237 |
+
"loss_energy": 0.0022156783379614353,
|
| 238 |
+
"loss_reverse": 5.837316166434903e-06,
|
| 239 |
+
"loss_fold": 5.253888957668096e-05,
|
| 240 |
+
"loss_spectral": 0.0,
|
| 241 |
+
"loss_ber_budget": 0.0019908491522073746,
|
| 242 |
+
"loss_ber_sparse": 0.016323383897542953,
|
| 243 |
+
"loss_ber_smooth": 0.018937446177005768,
|
| 244 |
+
"loss_gate_budget": 0.6018750071525574,
|
| 245 |
+
"rmse_mean": 0.07126715779304504,
|
| 246 |
+
"rmse_last": 0.09823081642389297,
|
| 247 |
+
"mae_mean": 0.04391097277402878,
|
| 248 |
+
"mae_last": 0.054468560963869095,
|
| 249 |
+
"spectral_error": 0.0,
|
| 250 |
+
"eval_seconds_per_batch": 0.027646958827972412,
|
| 251 |
+
"mean_energy_drift": 0.001992903446080163,
|
| 252 |
+
"mean_reverse_error": 6.602169449365647e-06,
|
| 253 |
+
"mean_fold_dyn_error": 4.421929770614952e-05,
|
| 254 |
+
"gate_closed": 1.0,
|
| 255 |
+
"gate_spectral": 1.0,
|
| 256 |
+
"gate_ber": 1.0,
|
| 257 |
+
"gate_fold": 1.0,
|
| 258 |
+
"mean_ber_budget_error": 0.0021282455181790283,
|
| 259 |
+
"mean_ber_strength": 0.017493466730229557,
|
| 260 |
+
"mean_ber_smoothness": 0.020696114806924015,
|
| 261 |
+
"lead_1_rmse": 0.05827134847640991,
|
| 262 |
+
"lead_2_rmse": 0.05745081603527069,
|
| 263 |
+
"lead_3_rmse": 0.05912970378994942,
|
| 264 |
+
"lead_4_rmse": 0.06295977532863617,
|
| 265 |
+
"lead_5_rmse": 0.06917566061019897,
|
| 266 |
+
"lead_6_rmse": 0.0775180384516716,
|
| 267 |
+
"lead_7_rmse": 0.08740109950304031,
|
| 268 |
+
"lead_8_rmse": 0.09823081642389297,
|
| 269 |
+
"lead_1_mae": 0.039842378348112106,
|
| 270 |
+
"lead_2_mae": 0.03886863961815834,
|
| 271 |
+
"lead_3_mae": 0.03914650157094002,
|
| 272 |
+
"lead_4_mae": 0.040409479290246964,
|
| 273 |
+
"lead_5_mae": 0.04273378849029541,
|
| 274 |
+
"lead_6_mae": 0.0458998866379261,
|
| 275 |
+
"lead_7_mae": 0.04991854727268219,
|
| 276 |
+
"lead_8_mae": 0.054468560963869095
|
| 277 |
+
}
|
| 278 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a25a19a3a39e53bec63b8cb3be30c42d084f05da700a762b2660abfaf1b0b2b1
|
| 3 |
+
size 2813877
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/metrics.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.07430215924978256,
|
| 3 |
+
"rmse_last": 0.09510745853185654,
|
| 4 |
+
"mae_mean": 0.05015046149492264,
|
| 5 |
+
"mae_last": 0.05751679092645645,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.027567901611328126,
|
| 8 |
+
"mean_energy_drift": 0.004661541215609759,
|
| 9 |
+
"mean_reverse_error": 8.085759741334187e-06,
|
| 10 |
+
"mean_fold_dyn_error": 1.464666374886292e-05,
|
| 11 |
+
"gate_closed": 0.8546294569969177,
|
| 12 |
+
"gate_spectral": 0.0,
|
| 13 |
+
"gate_ber": 0.8948216438293457,
|
| 14 |
+
"gate_fold": 0.055440545082092285,
|
| 15 |
+
"mean_ber_budget_error": 0.0030327680306800175,
|
| 16 |
+
"mean_ber_strength": 0.023222000785171986,
|
| 17 |
+
"mean_ber_smoothness": 0.022311896532773972,
|
| 18 |
+
"lead_1_rmse": 0.07393008470535278,
|
| 19 |
+
"lead_2_rmse": 0.06684264540672302,
|
| 20 |
+
"lead_3_rmse": 0.06330405175685883,
|
| 21 |
+
"lead_4_rmse": 0.06470028311014175,
|
| 22 |
+
"lead_5_rmse": 0.06944459676742554,
|
| 23 |
+
"lead_6_rmse": 0.07632094621658325,
|
| 24 |
+
"lead_7_rmse": 0.08476719260215759,
|
| 25 |
+
"lead_8_rmse": 0.09510745853185654,
|
| 26 |
+
"lead_1_mae": 0.053726933896541595,
|
| 27 |
+
"lead_2_mae": 0.0492328442633152,
|
| 28 |
+
"lead_3_mae": 0.04648388922214508,
|
| 29 |
+
"lead_4_mae": 0.04570535570383072,
|
| 30 |
+
"lead_5_mae": 0.0466722771525383,
|
| 31 |
+
"lead_6_mae": 0.04912381246685982,
|
| 32 |
+
"lead_7_mae": 0.05274176597595215,
|
| 33 |
+
"lead_8_mae": 0.05751679092645645,
|
| 34 |
+
"model": "sticm_v5_no_spectral",
|
| 35 |
+
"params": 563787,
|
| 36 |
+
"train_seconds": 23.995975971221924
|
| 37 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/sticm_v5_no_spectral/train_log.json
ADDED
|
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 0.9809154272079468,
|
| 5 |
+
"loss_total": 0.9858908653259277,
|
| 6 |
+
"loss_align": 0.09514492005109787,
|
| 7 |
+
"loss_energy": 0.00021640851628035307,
|
| 8 |
+
"loss_reverse": 5.218072018919884e-08,
|
| 9 |
+
"loss_fold": 4.28710482083261e-05,
|
| 10 |
+
"loss_spectral": 0.0,
|
| 11 |
+
"loss_ber_budget": 0.0001742558815749362,
|
| 12 |
+
"loss_ber_sparse": 0.0031878796871751547,
|
| 13 |
+
"loss_ber_smooth": 0.007234223186969757,
|
| 14 |
+
"loss_gate_budget": 0.08745390176773071,
|
| 15 |
+
"rmse_mean": 0.8277776837348938,
|
| 16 |
+
"rmse_last": 0.8536996841430664,
|
| 17 |
+
"mae_mean": 0.6828105449676514,
|
| 18 |
+
"mae_last": 0.6891056299209595,
|
| 19 |
+
"spectral_error": 0.0,
|
| 20 |
+
"eval_seconds_per_batch": 0.03628605604171753,
|
| 21 |
+
"mean_energy_drift": 0.0005710821205866523,
|
| 22 |
+
"mean_reverse_error": 6.007011021935682e-08,
|
| 23 |
+
"mean_fold_dyn_error": 3.587580908970267e-05,
|
| 24 |
+
"gate_closed": 0.5382314920425415,
|
| 25 |
+
"gate_spectral": 0.0,
|
| 26 |
+
"gate_ber": 0.4984482228755951,
|
| 27 |
+
"gate_fold": 0.4774846136569977,
|
| 28 |
+
"mean_ber_budget_error": 1.8883333211761055e-05,
|
| 29 |
+
"mean_ber_strength": 0.0037021046300651506,
|
| 30 |
+
"mean_ber_smoothness": 0.007130878133466467,
|
| 31 |
+
"lead_1_rmse": 0.8063427805900574,
|
| 32 |
+
"lead_2_rmse": 0.8107439279556274,
|
| 33 |
+
"lead_3_rmse": 0.8159714937210083,
|
| 34 |
+
"lead_4_rmse": 0.8224829435348511,
|
| 35 |
+
"lead_5_rmse": 0.8298555016517639,
|
| 36 |
+
"lead_6_rmse": 0.8376444578170776,
|
| 37 |
+
"lead_7_rmse": 0.8454806804656982,
|
| 38 |
+
"lead_8_rmse": 0.8536996841430664,
|
| 39 |
+
"lead_1_mae": 0.6782587170600891,
|
| 40 |
+
"lead_2_mae": 0.6789268255233765,
|
| 41 |
+
"lead_3_mae": 0.6799407601356506,
|
| 42 |
+
"lead_4_mae": 0.6813836097717285,
|
| 43 |
+
"lead_5_mae": 0.6830747127532959,
|
| 44 |
+
"lead_6_mae": 0.6849063038825989,
|
| 45 |
+
"lead_7_mae": 0.6868879795074463,
|
| 46 |
+
"lead_8_mae": 0.6891056299209595
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"step": 50,
|
| 50 |
+
"loss_pred": 0.022582778707146645,
|
| 51 |
+
"loss_total": 0.023638885468244553,
|
| 52 |
+
"loss_align": 0.012126083485782146,
|
| 53 |
+
"loss_energy": 0.007073612418025732,
|
| 54 |
+
"loss_reverse": 1.1152650358781102e-06,
|
| 55 |
+
"loss_fold": 4.193107542960206e-06,
|
| 56 |
+
"loss_spectral": 0.0,
|
| 57 |
+
"loss_ber_budget": 0.0017819590866565704,
|
| 58 |
+
"loss_ber_sparse": 0.011411847546696663,
|
| 59 |
+
"loss_ber_smooth": 0.011876298114657402,
|
| 60 |
+
"loss_gate_budget": 0.11767309159040451,
|
| 61 |
+
"rmse_mean": 0.11113014817237854,
|
| 62 |
+
"rmse_last": 0.13372130692005157,
|
| 63 |
+
"mae_mean": 0.067291259765625,
|
| 64 |
+
"mae_last": 0.07392755150794983,
|
| 65 |
+
"spectral_error": 0.0,
|
| 66 |
+
"eval_seconds_per_batch": 0.026967167854309082,
|
| 67 |
+
"mean_energy_drift": 0.00787539014709182,
|
| 68 |
+
"mean_reverse_error": 1.3453674583274733e-06,
|
| 69 |
+
"mean_fold_dyn_error": 3.6791603577057685e-06,
|
| 70 |
+
"gate_closed": 0.864570677280426,
|
| 71 |
+
"gate_spectral": 0.0,
|
| 72 |
+
"gate_ber": 0.7213345766067505,
|
| 73 |
+
"gate_fold": 0.05060175061225891,
|
| 74 |
+
"mean_ber_budget_error": 0.001519609915703768,
|
| 75 |
+
"mean_ber_strength": 0.012817892362363636,
|
| 76 |
+
"mean_ber_smoothness": 0.012426398694515228,
|
| 77 |
+
"lead_1_rmse": 0.11782228201627731,
|
| 78 |
+
"lead_2_rmse": 0.1072671189904213,
|
| 79 |
+
"lead_3_rmse": 0.09982343018054962,
|
| 80 |
+
"lead_4_rmse": 0.09768423438072205,
|
| 81 |
+
"lead_5_rmse": 0.10179033875465393,
|
| 82 |
+
"lead_6_rmse": 0.1101246103644371,
|
| 83 |
+
"lead_7_rmse": 0.12080783396959305,
|
| 84 |
+
"lead_8_rmse": 0.13372130692005157,
|
| 85 |
+
"lead_1_mae": 0.07257910817861557,
|
| 86 |
+
"lead_2_mae": 0.06774452328681946,
|
| 87 |
+
"lead_3_mae": 0.06439132988452911,
|
| 88 |
+
"lead_4_mae": 0.06258386373519897,
|
| 89 |
+
"lead_5_mae": 0.0630287453532219,
|
| 90 |
+
"lead_6_mae": 0.06522045284509659,
|
| 91 |
+
"lead_7_mae": 0.06885453313589096,
|
| 92 |
+
"lead_8_mae": 0.07392755150794983
|
| 93 |
+
},
|
| 94 |
+
{
|
| 95 |
+
"step": 100,
|
| 96 |
+
"loss_pred": 0.02564568817615509,
|
| 97 |
+
"loss_total": 0.026495611295104027,
|
| 98 |
+
"loss_align": 0.006404297426342964,
|
| 99 |
+
"loss_energy": 0.006939671002328396,
|
| 100 |
+
"loss_reverse": 4.921346771880053e-06,
|
| 101 |
+
"loss_fold": 1.5591896953992546e-05,
|
| 102 |
+
"loss_spectral": 0.0,
|
| 103 |
+
"loss_ber_budget": 0.002655712654814124,
|
| 104 |
+
"loss_ber_sparse": 0.021179333329200745,
|
| 105 |
+
"loss_ber_smooth": 0.02028198540210724,
|
| 106 |
+
"loss_gate_budget": 0.11075884103775024,
|
| 107 |
+
"rmse_mean": 0.10597869753837585,
|
| 108 |
+
"rmse_last": 0.13800866901874542,
|
| 109 |
+
"mae_mean": 0.061906103044748306,
|
| 110 |
+
"mae_last": 0.07595600932836533,
|
| 111 |
+
"spectral_error": 0.0,
|
| 112 |
+
"eval_seconds_per_batch": 0.027558937668800354,
|
| 113 |
+
"mean_energy_drift": 0.007671111874515191,
|
| 114 |
+
"mean_reverse_error": 7.555454576646525e-06,
|
| 115 |
+
"mean_fold_dyn_error": 1.5004739964297187e-05,
|
| 116 |
+
"gate_closed": 0.8515730500221252,
|
| 117 |
+
"gate_spectral": 0.0,
|
| 118 |
+
"gate_ber": 0.8668165802955627,
|
| 119 |
+
"gate_fold": 0.12096837162971497,
|
| 120 |
+
"mean_ber_budget_error": 0.0017089886969188228,
|
| 121 |
+
"mean_ber_strength": 0.025080411811359227,
|
| 122 |
+
"mean_ber_smoothness": 0.02143294195411727,
|
| 123 |
+
"lead_1_rmse": 0.0990278571844101,
|
| 124 |
+
"lead_2_rmse": 0.09295085817575455,
|
| 125 |
+
"lead_3_rmse": 0.09068012982606888,
|
| 126 |
+
"lead_4_rmse": 0.09290145337581635,
|
| 127 |
+
"lead_5_rmse": 0.09991369396448135,
|
| 128 |
+
"lead_6_rmse": 0.11070455610752106,
|
| 129 |
+
"lead_7_rmse": 0.12364235520362854,
|
| 130 |
+
"lead_8_rmse": 0.13800866901874542,
|
| 131 |
+
"lead_1_mae": 0.06169017776846886,
|
| 132 |
+
"lead_2_mae": 0.05733079835772514,
|
| 133 |
+
"lead_3_mae": 0.055197495967149734,
|
| 134 |
+
"lead_4_mae": 0.05544445291161537,
|
| 135 |
+
"lead_5_mae": 0.058045580983161926,
|
| 136 |
+
"lead_6_mae": 0.06276112794876099,
|
| 137 |
+
"lead_7_mae": 0.0688231885433197,
|
| 138 |
+
"lead_8_mae": 0.07595600932836533
|
| 139 |
+
},
|
| 140 |
+
{
|
| 141 |
+
"step": 150,
|
| 142 |
+
"loss_pred": 0.00897905882447958,
|
| 143 |
+
"loss_total": 0.009612949565052986,
|
| 144 |
+
"loss_align": 0.0034974906593561172,
|
| 145 |
+
"loss_energy": 0.004235081374645233,
|
| 146 |
+
"loss_reverse": 6.343376298900694e-06,
|
| 147 |
+
"loss_fold": 2.9553324566222727e-05,
|
| 148 |
+
"loss_spectral": 0.0,
|
| 149 |
+
"loss_ber_budget": 0.0009945487836375833,
|
| 150 |
+
"loss_ber_sparse": 0.02445540949702263,
|
| 151 |
+
"loss_ber_smooth": 0.021363437175750732,
|
| 152 |
+
"loss_gate_budget": 0.10971925407648087,
|
| 153 |
+
"rmse_mean": 0.10381080210208893,
|
| 154 |
+
"rmse_last": 0.12165378779172897,
|
| 155 |
+
"mae_mean": 0.06481917947530746,
|
| 156 |
+
"mae_last": 0.06480170041322708,
|
| 157 |
+
"spectral_error": 0.0,
|
| 158 |
+
"eval_seconds_per_batch": 0.02636846899986267,
|
| 159 |
+
"mean_energy_drift": 0.00446022700634785,
|
| 160 |
+
"mean_reverse_error": 7.5630490101730175e-06,
|
| 161 |
+
"mean_fold_dyn_error": 2.3933823342758842e-05,
|
| 162 |
+
"gate_closed": 0.8067749738693237,
|
| 163 |
+
"gate_spectral": 0.0,
|
| 164 |
+
"gate_ber": 0.8606046438217163,
|
| 165 |
+
"gate_fold": 0.0680399090051651,
|
| 166 |
+
"mean_ber_budget_error": 0.0012107006114092655,
|
| 167 |
+
"mean_ber_strength": 0.02601694338954985,
|
| 168 |
+
"mean_ber_smoothness": 0.02231803792528808,
|
| 169 |
+
"lead_1_rmse": 0.10725225508213043,
|
| 170 |
+
"lead_2_rmse": 0.09998126327991486,
|
| 171 |
+
"lead_3_rmse": 0.09524312615394592,
|
| 172 |
+
"lead_4_rmse": 0.09444941580295563,
|
| 173 |
+
"lead_5_rmse": 0.09744288772344589,
|
| 174 |
+
"lead_6_rmse": 0.10327260941267014,
|
| 175 |
+
"lead_7_rmse": 0.11119107156991959,
|
| 176 |
+
"lead_8_rmse": 0.12165378779172897,
|
| 177 |
+
"lead_1_mae": 0.0746433287858963,
|
| 178 |
+
"lead_2_mae": 0.06892149895429611,
|
| 179 |
+
"lead_3_mae": 0.06471807509660721,
|
| 180 |
+
"lead_4_mae": 0.062069594860076904,
|
| 181 |
+
"lead_5_mae": 0.06075108051300049,
|
| 182 |
+
"lead_6_mae": 0.06068774312734604,
|
| 183 |
+
"lead_7_mae": 0.06196043640375137,
|
| 184 |
+
"lead_8_mae": 0.06480170041322708
|
| 185 |
+
},
|
| 186 |
+
{
|
| 187 |
+
"step": 200,
|
| 188 |
+
"loss_pred": 0.013198446482419968,
|
| 189 |
+
"loss_total": 0.014219905249774456,
|
| 190 |
+
"loss_align": 0.005119277164340019,
|
| 191 |
+
"loss_energy": 0.007452360354363918,
|
| 192 |
+
"loss_reverse": 7.4302006396465e-06,
|
| 193 |
+
"loss_fold": 2.520979796827305e-05,
|
| 194 |
+
"loss_spectral": 0.0,
|
| 195 |
+
"loss_ber_budget": 0.005999274551868439,
|
| 196 |
+
"loss_ber_sparse": 0.02401912957429886,
|
| 197 |
+
"loss_ber_smooth": 0.022372499108314514,
|
| 198 |
+
"loss_gate_budget": 0.15867522358894348,
|
| 199 |
+
"rmse_mean": 0.08641938865184784,
|
| 200 |
+
"rmse_last": 0.1130395457148552,
|
| 201 |
+
"mae_mean": 0.05466686561703682,
|
| 202 |
+
"mae_last": 0.0622100792825222,
|
| 203 |
+
"spectral_error": 0.0,
|
| 204 |
+
"eval_seconds_per_batch": 0.028073221445083618,
|
| 205 |
+
"mean_energy_drift": 0.004882085617282428,
|
| 206 |
+
"mean_reverse_error": 8.550280085728446e-06,
|
| 207 |
+
"mean_fold_dyn_error": 2.837600663951889e-05,
|
| 208 |
+
"gate_closed": 0.829864501953125,
|
| 209 |
+
"gate_spectral": 0.0,
|
| 210 |
+
"gate_ber": 0.8937996625900269,
|
| 211 |
+
"gate_fold": 0.045928359031677246,
|
| 212 |
+
"mean_ber_budget_error": 0.004334848767030053,
|
| 213 |
+
"mean_ber_strength": 0.026040564640425146,
|
| 214 |
+
"mean_ber_smoothness": 0.02302621165290475,
|
| 215 |
+
"lead_1_rmse": 0.08592846244573593,
|
| 216 |
+
"lead_2_rmse": 0.07839616388082504,
|
| 217 |
+
"lead_3_rmse": 0.07393336296081543,
|
| 218 |
+
"lead_4_rmse": 0.07421652972698212,
|
| 219 |
+
"lead_5_rmse": 0.07909754663705826,
|
| 220 |
+
"lead_6_rmse": 0.08774077147245407,
|
| 221 |
+
"lead_7_rmse": 0.09900275617837906,
|
| 222 |
+
"lead_8_rmse": 0.1130395457148552,
|
| 223 |
+
"lead_1_mae": 0.060863688588142395,
|
| 224 |
+
"lead_2_mae": 0.055354297161102295,
|
| 225 |
+
"lead_3_mae": 0.05124117434024811,
|
| 226 |
+
"lead_4_mae": 0.049229346215724945,
|
| 227 |
+
"lead_5_mae": 0.049761731177568436,
|
| 228 |
+
"lead_6_mae": 0.05231626704335213,
|
| 229 |
+
"lead_7_mae": 0.05635833740234375,
|
| 230 |
+
"lead_8_mae": 0.0622100792825222
|
| 231 |
+
},
|
| 232 |
+
{
|
| 233 |
+
"step": 250,
|
| 234 |
+
"loss_pred": 0.006978088524192572,
|
| 235 |
+
"loss_total": 0.007941513322293758,
|
| 236 |
+
"loss_align": 0.0035277889110147953,
|
| 237 |
+
"loss_energy": 0.0072484565898776054,
|
| 238 |
+
"loss_reverse": 8.23506161395926e-06,
|
| 239 |
+
"loss_fold": 2.151076478185132e-05,
|
| 240 |
+
"loss_spectral": 0.0,
|
| 241 |
+
"loss_ber_budget": 0.005337771028280258,
|
| 242 |
+
"loss_ber_sparse": 0.02329016849398613,
|
| 243 |
+
"loss_ber_smooth": 0.02147761732339859,
|
| 244 |
+
"loss_gate_budget": 0.18486499786376953,
|
| 245 |
+
"rmse_mean": 0.07443589717149734,
|
| 246 |
+
"rmse_last": 0.09605611115694046,
|
| 247 |
+
"mae_mean": 0.051713597029447556,
|
| 248 |
+
"mae_last": 0.058608829975128174,
|
| 249 |
+
"spectral_error": 0.0,
|
| 250 |
+
"eval_seconds_per_batch": 0.028057485818862915,
|
| 251 |
+
"mean_energy_drift": 0.004181522061116993,
|
| 252 |
+
"mean_reverse_error": 8.556689685690344e-06,
|
| 253 |
+
"mean_fold_dyn_error": 1.4589397352438027e-05,
|
| 254 |
+
"gate_closed": 0.8826180696487427,
|
| 255 |
+
"gate_spectral": 0.0,
|
| 256 |
+
"gate_ber": 0.9154554605484009,
|
| 257 |
+
"gate_fold": 0.045325297862291336,
|
| 258 |
+
"mean_ber_budget_error": 0.002762495612842031,
|
| 259 |
+
"mean_ber_strength": 0.023874922015238553,
|
| 260 |
+
"mean_ber_smoothness": 0.022979695932008326,
|
| 261 |
+
"lead_1_rmse": 0.07316809147596359,
|
| 262 |
+
"lead_2_rmse": 0.06675709038972855,
|
| 263 |
+
"lead_3_rmse": 0.06340848654508591,
|
| 264 |
+
"lead_4_rmse": 0.06449376046657562,
|
| 265 |
+
"lead_5_rmse": 0.06933975964784622,
|
| 266 |
+
"lead_6_rmse": 0.07671661674976349,
|
| 267 |
+
"lead_7_rmse": 0.08554726094007492,
|
| 268 |
+
"lead_8_rmse": 0.09605611115694046,
|
| 269 |
+
"lead_1_mae": 0.05515272170305252,
|
| 270 |
+
"lead_2_mae": 0.050857674330472946,
|
| 271 |
+
"lead_3_mae": 0.048301391303539276,
|
| 272 |
+
"lead_4_mae": 0.04747820273041725,
|
| 273 |
+
"lead_5_mae": 0.04839904606342316,
|
| 274 |
+
"lead_6_mae": 0.050715137273073196,
|
| 275 |
+
"lead_7_mae": 0.05419577285647392,
|
| 276 |
+
"lead_8_mae": 0.058608829975128174
|
| 277 |
+
}
|
| 278 |
+
]
|
实验1/stic_m_v5_burgers1d_exp1/unet_lite/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0bb24b9c4b8f66e72f316838e62e310d650971c9fd55ca5780f150f3c0356c55
|
| 3 |
+
size 812789
|
实验1/stic_m_v5_burgers1d_exp1/unet_lite/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.08371692895889282,
|
| 3 |
+
"rmse_last": 0.11487871408462524,
|
| 4 |
+
"mae_mean": 0.052123937755823135,
|
| 5 |
+
"mae_last": 0.07011537998914719,
|
| 6 |
+
"spectral_error": 0.0,
|
| 7 |
+
"eval_seconds_per_batch": 0.0028981971740722656,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.06964341551065445,
|
| 12 |
+
"lead_2_rmse": 0.06531386822462082,
|
| 13 |
+
"lead_3_rmse": 0.06862760335206985,
|
| 14 |
+
"lead_4_rmse": 0.0766233503818512,
|
| 15 |
+
"lead_5_rmse": 0.0857393741607666,
|
| 16 |
+
"lead_6_rmse": 0.08989757299423218,
|
| 17 |
+
"lead_7_rmse": 0.09901156276464462,
|
| 18 |
+
"lead_8_rmse": 0.11487871408462524,
|
| 19 |
+
"lead_1_mae": 0.04915905371308327,
|
| 20 |
+
"lead_2_mae": 0.04343709349632263,
|
| 21 |
+
"lead_3_mae": 0.042405568063259125,
|
| 22 |
+
"lead_4_mae": 0.0469810850918293,
|
| 23 |
+
"lead_5_mae": 0.05125732719898224,
|
| 24 |
+
"lead_6_mae": 0.05371883511543274,
|
| 25 |
+
"lead_7_mae": 0.059917155653238297,
|
| 26 |
+
"lead_8_mae": 0.07011537998914719,
|
| 27 |
+
"model": "unet_lite",
|
| 28 |
+
"params": 200360,
|
| 29 |
+
"train_seconds": 1.8914334774017334
|
| 30 |
+
}
|
/345/256/236/351/252/2141/stic_m_v5_burgers1d_exp1/unet_lite/prediction_example.png
ADDED
|
实验1/stic_m_v5_burgers1d_exp1/unet_lite/train_log.json
ADDED
|
@@ -0,0 +1,182 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_total": 1.2078182697296143,
|
| 5 |
+
"loss_pred": 1.2078182697296143,
|
| 6 |
+
"rmse_mean": 0.5970425605773926,
|
| 7 |
+
"rmse_last": 0.6616623997688293,
|
| 8 |
+
"mae_mean": 0.37951332330703735,
|
| 9 |
+
"mae_last": 0.41346001625061035,
|
| 10 |
+
"spectral_error": 0.0,
|
| 11 |
+
"eval_seconds_per_batch": 0.002748444676399231,
|
| 12 |
+
"mean_energy_drift": NaN,
|
| 13 |
+
"mean_reverse_error": NaN,
|
| 14 |
+
"mean_fold_dyn_error": NaN,
|
| 15 |
+
"lead_1_rmse": 0.4943985342979431,
|
| 16 |
+
"lead_2_rmse": 0.6087659597396851,
|
| 17 |
+
"lead_3_rmse": 0.5280408263206482,
|
| 18 |
+
"lead_4_rmse": 0.5946812629699707,
|
| 19 |
+
"lead_5_rmse": 0.5925079584121704,
|
| 20 |
+
"lead_6_rmse": 0.6617727279663086,
|
| 21 |
+
"lead_7_rmse": 0.6345111727714539,
|
| 22 |
+
"lead_8_rmse": 0.6616623997688293,
|
| 23 |
+
"lead_1_mae": 0.33810311555862427,
|
| 24 |
+
"lead_2_mae": 0.368740439414978,
|
| 25 |
+
"lead_3_mae": 0.3399614989757538,
|
| 26 |
+
"lead_4_mae": 0.39346787333488464,
|
| 27 |
+
"lead_5_mae": 0.37405329942703247,
|
| 28 |
+
"lead_6_mae": 0.4058016538619995,
|
| 29 |
+
"lead_7_mae": 0.4025188982486725,
|
| 30 |
+
"lead_8_mae": 0.41346001625061035
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"step": 50,
|
| 34 |
+
"loss_total": 0.07649090141057968,
|
| 35 |
+
"loss_pred": 0.07649090141057968,
|
| 36 |
+
"rmse_mean": 0.13512426614761353,
|
| 37 |
+
"rmse_last": 0.17499610781669617,
|
| 38 |
+
"mae_mean": 0.07676468789577484,
|
| 39 |
+
"mae_last": 0.09234647452831268,
|
| 40 |
+
"spectral_error": 0.0,
|
| 41 |
+
"eval_seconds_per_batch": 0.0028111934661865234,
|
| 42 |
+
"mean_energy_drift": NaN,
|
| 43 |
+
"mean_reverse_error": NaN,
|
| 44 |
+
"mean_fold_dyn_error": NaN,
|
| 45 |
+
"lead_1_rmse": 0.113715760409832,
|
| 46 |
+
"lead_2_rmse": 0.11923952400684357,
|
| 47 |
+
"lead_3_rmse": 0.11347917467355728,
|
| 48 |
+
"lead_4_rmse": 0.1177537813782692,
|
| 49 |
+
"lead_5_rmse": 0.13384661078453064,
|
| 50 |
+
"lead_6_rmse": 0.14898458123207092,
|
| 51 |
+
"lead_7_rmse": 0.158978670835495,
|
| 52 |
+
"lead_8_rmse": 0.17499610781669617,
|
| 53 |
+
"lead_1_mae": 0.06977969408035278,
|
| 54 |
+
"lead_2_mae": 0.07431326061487198,
|
| 55 |
+
"lead_3_mae": 0.06670299172401428,
|
| 56 |
+
"lead_4_mae": 0.06791457533836365,
|
| 57 |
+
"lead_5_mae": 0.07577193528413773,
|
| 58 |
+
"lead_6_mae": 0.08325757831335068,
|
| 59 |
+
"lead_7_mae": 0.08403103053569794,
|
| 60 |
+
"lead_8_mae": 0.09234647452831268
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"step": 100,
|
| 64 |
+
"loss_total": 0.012922762893140316,
|
| 65 |
+
"loss_pred": 0.012922762893140316,
|
| 66 |
+
"rmse_mean": 0.11258789151906967,
|
| 67 |
+
"rmse_last": 0.14826145768165588,
|
| 68 |
+
"mae_mean": 0.07331430912017822,
|
| 69 |
+
"mae_last": 0.0950247198343277,
|
| 70 |
+
"spectral_error": 0.0,
|
| 71 |
+
"eval_seconds_per_batch": 0.0025084465742111206,
|
| 72 |
+
"mean_energy_drift": NaN,
|
| 73 |
+
"mean_reverse_error": NaN,
|
| 74 |
+
"mean_fold_dyn_error": NaN,
|
| 75 |
+
"lead_1_rmse": 0.09476442635059357,
|
| 76 |
+
"lead_2_rmse": 0.10071471333503723,
|
| 77 |
+
"lead_3_rmse": 0.09724641591310501,
|
| 78 |
+
"lead_4_rmse": 0.09494523704051971,
|
| 79 |
+
"lead_5_rmse": 0.11350736021995544,
|
| 80 |
+
"lead_6_rmse": 0.12030366063117981,
|
| 81 |
+
"lead_7_rmse": 0.13095980882644653,
|
| 82 |
+
"lead_8_rmse": 0.14826145768165588,
|
| 83 |
+
"lead_1_mae": 0.06379536539316177,
|
| 84 |
+
"lead_2_mae": 0.06716469675302505,
|
| 85 |
+
"lead_3_mae": 0.06632237881422043,
|
| 86 |
+
"lead_4_mae": 0.06293202936649323,
|
| 87 |
+
"lead_5_mae": 0.07442262768745422,
|
| 88 |
+
"lead_6_mae": 0.07513248920440674,
|
| 89 |
+
"lead_7_mae": 0.08172018826007843,
|
| 90 |
+
"lead_8_mae": 0.0950247198343277
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"step": 150,
|
| 94 |
+
"loss_total": 0.01668914034962654,
|
| 95 |
+
"loss_pred": 0.01668914034962654,
|
| 96 |
+
"rmse_mean": 0.08894060552120209,
|
| 97 |
+
"rmse_last": 0.12450810521841049,
|
| 98 |
+
"mae_mean": 0.05760745704174042,
|
| 99 |
+
"mae_last": 0.07398328185081482,
|
| 100 |
+
"spectral_error": 0.0,
|
| 101 |
+
"eval_seconds_per_batch": 0.0026355236768722534,
|
| 102 |
+
"mean_energy_drift": NaN,
|
| 103 |
+
"mean_reverse_error": NaN,
|
| 104 |
+
"mean_fold_dyn_error": NaN,
|
| 105 |
+
"lead_1_rmse": 0.07358801364898682,
|
| 106 |
+
"lead_2_rmse": 0.0717439204454422,
|
| 107 |
+
"lead_3_rmse": 0.07787542790174484,
|
| 108 |
+
"lead_4_rmse": 0.07809432595968246,
|
| 109 |
+
"lead_5_rmse": 0.08514097332954407,
|
| 110 |
+
"lead_6_rmse": 0.09365284442901611,
|
| 111 |
+
"lead_7_rmse": 0.10692127794027328,
|
| 112 |
+
"lead_8_rmse": 0.12450810521841049,
|
| 113 |
+
"lead_1_mae": 0.05330728739500046,
|
| 114 |
+
"lead_2_mae": 0.050546206533908844,
|
| 115 |
+
"lead_3_mae": 0.05485282465815544,
|
| 116 |
+
"lead_4_mae": 0.053131163120269775,
|
| 117 |
+
"lead_5_mae": 0.056126948446035385,
|
| 118 |
+
"lead_6_mae": 0.0565682053565979,
|
| 119 |
+
"lead_7_mae": 0.06234373152256012,
|
| 120 |
+
"lead_8_mae": 0.07398328185081482
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"step": 200,
|
| 124 |
+
"loss_total": 0.011925352737307549,
|
| 125 |
+
"loss_pred": 0.011925352737307549,
|
| 126 |
+
"rmse_mean": 0.08505336940288544,
|
| 127 |
+
"rmse_last": 0.12271680682897568,
|
| 128 |
+
"mae_mean": 0.055455636233091354,
|
| 129 |
+
"mae_last": 0.08035087585449219,
|
| 130 |
+
"spectral_error": 0.0,
|
| 131 |
+
"eval_seconds_per_batch": 0.002549409866333008,
|
| 132 |
+
"mean_energy_drift": NaN,
|
| 133 |
+
"mean_reverse_error": NaN,
|
| 134 |
+
"mean_fold_dyn_error": NaN,
|
| 135 |
+
"lead_1_rmse": 0.07215946912765503,
|
| 136 |
+
"lead_2_rmse": 0.06575463712215424,
|
| 137 |
+
"lead_3_rmse": 0.06417559832334518,
|
| 138 |
+
"lead_4_rmse": 0.07197346538305283,
|
| 139 |
+
"lead_5_rmse": 0.08268576860427856,
|
| 140 |
+
"lead_6_rmse": 0.09240278601646423,
|
| 141 |
+
"lead_7_rmse": 0.10855845361948013,
|
| 142 |
+
"lead_8_rmse": 0.12271680682897568,
|
| 143 |
+
"lead_1_mae": 0.05364121124148369,
|
| 144 |
+
"lead_2_mae": 0.04644118249416351,
|
| 145 |
+
"lead_3_mae": 0.04120331257581711,
|
| 146 |
+
"lead_4_mae": 0.044510334730148315,
|
| 147 |
+
"lead_5_mae": 0.04970160499215126,
|
| 148 |
+
"lead_6_mae": 0.057526204735040665,
|
| 149 |
+
"lead_7_mae": 0.0702703669667244,
|
| 150 |
+
"lead_8_mae": 0.08035087585449219
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"step": 250,
|
| 154 |
+
"loss_total": 0.009879875928163528,
|
| 155 |
+
"loss_pred": 0.009879875928163528,
|
| 156 |
+
"rmse_mean": 0.07964031398296356,
|
| 157 |
+
"rmse_last": 0.11239192634820938,
|
| 158 |
+
"mae_mean": 0.05035262554883957,
|
| 159 |
+
"mae_last": 0.07045724987983704,
|
| 160 |
+
"spectral_error": 0.0,
|
| 161 |
+
"eval_seconds_per_batch": 0.002592042088508606,
|
| 162 |
+
"mean_energy_drift": NaN,
|
| 163 |
+
"mean_reverse_error": NaN,
|
| 164 |
+
"mean_fold_dyn_error": NaN,
|
| 165 |
+
"lead_1_rmse": 0.06458724290132523,
|
| 166 |
+
"lead_2_rmse": 0.06031409651041031,
|
| 167 |
+
"lead_3_rmse": 0.06354828923940659,
|
| 168 |
+
"lead_4_rmse": 0.07139381766319275,
|
| 169 |
+
"lead_5_rmse": 0.08133494108915329,
|
| 170 |
+
"lead_6_rmse": 0.08695108443498611,
|
| 171 |
+
"lead_7_rmse": 0.09660109877586365,
|
| 172 |
+
"lead_8_rmse": 0.11239192634820938,
|
| 173 |
+
"lead_1_mae": 0.04620637744665146,
|
| 174 |
+
"lead_2_mae": 0.0409298837184906,
|
| 175 |
+
"lead_3_mae": 0.03981056436896324,
|
| 176 |
+
"lead_4_mae": 0.043795473873615265,
|
| 177 |
+
"lead_5_mae": 0.049178916960954666,
|
| 178 |
+
"lead_6_mae": 0.05263077840209007,
|
| 179 |
+
"lead_7_mae": 0.05981174111366272,
|
| 180 |
+
"lead_8_mae": 0.07045724987983704
|
| 181 |
+
}
|
| 182 |
+
]
|