Upload folder using huggingface_hub
Browse files- .gitattributes +1 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/benchmark_summary.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/config.json +27 -0
- 实验1/stic_m_v4_reaction2d_exp1/fno_lite/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/fno_lite/metrics.json +30 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/fno_lite/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/fno_lite/train_log.json +182 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/gate_summary.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/lead_rmse.png +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/persistence/metrics.json +30 -0
- 实验1/stic_m_v4_reaction2d_exp1/results.csv +11 -0
- 实验1/stic_m_v4_reaction2d_exp1/results.json +342 -0
- 实验1/stic_m_v4_reaction2d_exp1/simvp_lite/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/simvp_lite/metrics.json +30 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/simvp_lite/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/simvp_lite/train_log.json +182 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/metrics.json +35 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/train_log.json +248 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_full/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_full/metrics.json +35 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_full/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_full/train_log.json +248 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/metrics.json +35 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/train_log.json +248 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/metrics.json +35 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/train_log.json +248 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/metrics.json +35 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/train_log.json +248 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/metrics.json +35 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/train_log.json +248 -0
- 实验1/stic_m_v4_reaction2d_exp1/unet_lite/checkpoint.pt +3 -0
- 实验1/stic_m_v4_reaction2d_exp1/unet_lite/metrics.json +30 -0
- /345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/unet_lite/prediction_example.png +0 -0
- 实验1/stic_m_v4_reaction2d_exp1/unet_lite/train_log.json +182 -0
.gitattributes
CHANGED
|
@@ -51,3 +51,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 51 |
实验1/stic_m_v4_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
| 52 |
实验1/stic_m_v4_burgers1d_exp1/benchmark_summary.png filter=lfs diff=lfs merge=lfs -text
|
| 53 |
实验1/stic_m_v4_burgers1d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
| 51 |
实验1/stic_m_v4_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
| 52 |
实验1/stic_m_v4_burgers1d_exp1/benchmark_summary.png filter=lfs diff=lfs merge=lfs -text
|
| 53 |
实验1/stic_m_v4_burgers1d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
| 54 |
+
实验1/stic_m_v4_reaction2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/benchmark_summary.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/config.json
ADDED
|
@@ -0,0 +1,27 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cfg": {
|
| 3 |
+
"preset": "colab_quick",
|
| 4 |
+
"dataset": "reaction2d",
|
| 5 |
+
"n_seq": 72,
|
| 6 |
+
"total_steps": 64,
|
| 7 |
+
"height": 16,
|
| 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": 2,
|
| 23 |
+
"port_channels": 2,
|
| 24 |
+
"height": 16,
|
| 25 |
+
"width": 32
|
| 26 |
+
}
|
| 27 |
+
}
|
实验1/stic_m_v4_reaction2d_exp1/fno_lite/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e52f65baa3cffa76930ab0f162c5f99093b21ce7867c478a7489bd88c7b65cd5
|
| 3 |
+
size 4231285
|
实验1/stic_m_v4_reaction2d_exp1/fno_lite/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.09325810521841049,
|
| 3 |
+
"rmse_last": 0.12961706519126892,
|
| 4 |
+
"mae_mean": 0.0649738609790802,
|
| 5 |
+
"mae_last": 0.08710683882236481,
|
| 6 |
+
"spectral_error": 0.0011944805367966182,
|
| 7 |
+
"eval_seconds_per_batch": 0.005761651992797851,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.08486189693212509,
|
| 12 |
+
"lead_2_rmse": 0.07252145558595657,
|
| 13 |
+
"lead_3_rmse": 0.07347819209098816,
|
| 14 |
+
"lead_4_rmse": 0.08207078278064728,
|
| 15 |
+
"lead_5_rmse": 0.08919068425893784,
|
| 16 |
+
"lead_6_rmse": 0.10041294246912003,
|
| 17 |
+
"lead_7_rmse": 0.11391183733940125,
|
| 18 |
+
"lead_8_rmse": 0.12961706519126892,
|
| 19 |
+
"lead_1_mae": 0.06382208317518234,
|
| 20 |
+
"lead_2_mae": 0.05252640321850777,
|
| 21 |
+
"lead_3_mae": 0.053309887647628784,
|
| 22 |
+
"lead_4_mae": 0.057844504714012146,
|
| 23 |
+
"lead_5_mae": 0.06202583387494087,
|
| 24 |
+
"lead_6_mae": 0.06749041378498077,
|
| 25 |
+
"lead_7_mae": 0.0756649300456047,
|
| 26 |
+
"lead_8_mae": 0.08710683882236481,
|
| 27 |
+
"model": "fno_lite",
|
| 28 |
+
"params": 531216,
|
| 29 |
+
"train_seconds": 3.68270206451416
|
| 30 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/fno_lite/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/fno_lite/train_log.json
ADDED
|
@@ -0,0 +1,182 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_total": 0.9112021923065186,
|
| 5 |
+
"loss_pred": 0.9112021923065186,
|
| 6 |
+
"rmse_mean": 0.9515553712844849,
|
| 7 |
+
"rmse_last": 0.9423068761825562,
|
| 8 |
+
"mae_mean": 0.8666854500770569,
|
| 9 |
+
"mae_last": 0.860510528087616,
|
| 10 |
+
"spectral_error": 0.09174476517364383,
|
| 11 |
+
"eval_seconds_per_batch": 0.005073711276054382,
|
| 12 |
+
"mean_energy_drift": NaN,
|
| 13 |
+
"mean_reverse_error": NaN,
|
| 14 |
+
"mean_fold_dyn_error": NaN,
|
| 15 |
+
"lead_1_rmse": 1.0019856691360474,
|
| 16 |
+
"lead_2_rmse": 0.9619308710098267,
|
| 17 |
+
"lead_3_rmse": 0.9668555855751038,
|
| 18 |
+
"lead_4_rmse": 0.929274320602417,
|
| 19 |
+
"lead_5_rmse": 0.936887800693512,
|
| 20 |
+
"lead_6_rmse": 0.9203014969825745,
|
| 21 |
+
"lead_7_rmse": 0.9529004693031311,
|
| 22 |
+
"lead_8_rmse": 0.9423068761825562,
|
| 23 |
+
"lead_1_mae": 0.9255239367485046,
|
| 24 |
+
"lead_2_mae": 0.8763545155525208,
|
| 25 |
+
"lead_3_mae": 0.8882903456687927,
|
| 26 |
+
"lead_4_mae": 0.8346338272094727,
|
| 27 |
+
"lead_5_mae": 0.8477481007575989,
|
| 28 |
+
"lead_6_mae": 0.828906238079071,
|
| 29 |
+
"lead_7_mae": 0.8715161681175232,
|
| 30 |
+
"lead_8_mae": 0.860510528087616
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"step": 50,
|
| 34 |
+
"loss_total": 0.06956292688846588,
|
| 35 |
+
"loss_pred": 0.06956292688846588,
|
| 36 |
+
"rmse_mean": 0.18723829090595245,
|
| 37 |
+
"rmse_last": 0.2413415014743805,
|
| 38 |
+
"mae_mean": 0.1372062712907791,
|
| 39 |
+
"mae_last": 0.17583024501800537,
|
| 40 |
+
"spectral_error": 0.004523331599557423,
|
| 41 |
+
"eval_seconds_per_batch": 0.0050269365310668945,
|
| 42 |
+
"mean_energy_drift": NaN,
|
| 43 |
+
"mean_reverse_error": NaN,
|
| 44 |
+
"mean_fold_dyn_error": NaN,
|
| 45 |
+
"lead_1_rmse": 0.17201463878154755,
|
| 46 |
+
"lead_2_rmse": 0.1641830950975418,
|
| 47 |
+
"lead_3_rmse": 0.1474287509918213,
|
| 48 |
+
"lead_4_rmse": 0.16079804301261902,
|
| 49 |
+
"lead_5_rmse": 0.1791309416294098,
|
| 50 |
+
"lead_6_rmse": 0.20873546600341797,
|
| 51 |
+
"lead_7_rmse": 0.22427383065223694,
|
| 52 |
+
"lead_8_rmse": 0.2413415014743805,
|
| 53 |
+
"lead_1_mae": 0.12843409180641174,
|
| 54 |
+
"lead_2_mae": 0.12973108887672424,
|
| 55 |
+
"lead_3_mae": 0.10708849877119064,
|
| 56 |
+
"lead_4_mae": 0.11533155292272568,
|
| 57 |
+
"lead_5_mae": 0.12564992904663086,
|
| 58 |
+
"lead_6_mae": 0.15041959285736084,
|
| 59 |
+
"lead_7_mae": 0.16516517102718353,
|
| 60 |
+
"lead_8_mae": 0.17583024501800537
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"step": 100,
|
| 64 |
+
"loss_total": 0.043372742831707,
|
| 65 |
+
"loss_pred": 0.043372742831707,
|
| 66 |
+
"rmse_mean": 0.1434686779975891,
|
| 67 |
+
"rmse_last": 0.18392673134803772,
|
| 68 |
+
"mae_mean": 0.10295253992080688,
|
| 69 |
+
"mae_last": 0.12647517025470734,
|
| 70 |
+
"spectral_error": 0.0023501508076151367,
|
| 71 |
+
"eval_seconds_per_batch": 0.005141258239746094,
|
| 72 |
+
"mean_energy_drift": NaN,
|
| 73 |
+
"mean_reverse_error": NaN,
|
| 74 |
+
"mean_fold_dyn_error": NaN,
|
| 75 |
+
"lead_1_rmse": 0.1521090716123581,
|
| 76 |
+
"lead_2_rmse": 0.12989716231822968,
|
| 77 |
+
"lead_3_rmse": 0.11762409657239914,
|
| 78 |
+
"lead_4_rmse": 0.11570655554533005,
|
| 79 |
+
"lead_5_rmse": 0.13241147994995117,
|
| 80 |
+
"lead_6_rmse": 0.1491241753101349,
|
| 81 |
+
"lead_7_rmse": 0.16695019602775574,
|
| 82 |
+
"lead_8_rmse": 0.18392673134803772,
|
| 83 |
+
"lead_1_mae": 0.11227065324783325,
|
| 84 |
+
"lead_2_mae": 0.09701116383075714,
|
| 85 |
+
"lead_3_mae": 0.08578221499919891,
|
| 86 |
+
"lead_4_mae": 0.08185717463493347,
|
| 87 |
+
"lead_5_mae": 0.09413215517997742,
|
| 88 |
+
"lead_6_mae": 0.10530997812747955,
|
| 89 |
+
"lead_7_mae": 0.1207817792892456,
|
| 90 |
+
"lead_8_mae": 0.12647517025470734
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"step": 150,
|
| 94 |
+
"loss_total": 0.027454838156700134,
|
| 95 |
+
"loss_pred": 0.027454838156700134,
|
| 96 |
+
"rmse_mean": 0.12826502323150635,
|
| 97 |
+
"rmse_last": 0.169918954372406,
|
| 98 |
+
"mae_mean": 0.08912333846092224,
|
| 99 |
+
"mae_last": 0.11368820071220398,
|
| 100 |
+
"spectral_error": 0.002068235363367421,
|
| 101 |
+
"eval_seconds_per_batch": 0.005492657423019409,
|
| 102 |
+
"mean_energy_drift": NaN,
|
| 103 |
+
"mean_reverse_error": NaN,
|
| 104 |
+
"mean_fold_dyn_error": NaN,
|
| 105 |
+
"lead_1_rmse": 0.12306678295135498,
|
| 106 |
+
"lead_2_rmse": 0.10877424478530884,
|
| 107 |
+
"lead_3_rmse": 0.10498729348182678,
|
| 108 |
+
"lead_4_rmse": 0.11125196516513824,
|
| 109 |
+
"lead_5_rmse": 0.12322310358285904,
|
| 110 |
+
"lead_6_rmse": 0.13366515934467316,
|
| 111 |
+
"lead_7_rmse": 0.1512327343225479,
|
| 112 |
+
"lead_8_rmse": 0.169918954372406,
|
| 113 |
+
"lead_1_mae": 0.08853636682033539,
|
| 114 |
+
"lead_2_mae": 0.07755100727081299,
|
| 115 |
+
"lead_3_mae": 0.07428690046072006,
|
| 116 |
+
"lead_4_mae": 0.07778885215520859,
|
| 117 |
+
"lead_5_mae": 0.08481274545192719,
|
| 118 |
+
"lead_6_mae": 0.09053263068199158,
|
| 119 |
+
"lead_7_mae": 0.10579004883766174,
|
| 120 |
+
"lead_8_mae": 0.11368820071220398
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"step": 200,
|
| 124 |
+
"loss_total": 0.019207380712032318,
|
| 125 |
+
"loss_pred": 0.019207380712032318,
|
| 126 |
+
"rmse_mean": 0.10459540784358978,
|
| 127 |
+
"rmse_last": 0.14401821792125702,
|
| 128 |
+
"mae_mean": 0.07478123903274536,
|
| 129 |
+
"mae_last": 0.09703532606363297,
|
| 130 |
+
"spectral_error": 0.0013226495502749458,
|
| 131 |
+
"eval_seconds_per_batch": 0.005083441734313965,
|
| 132 |
+
"mean_energy_drift": NaN,
|
| 133 |
+
"mean_reverse_error": NaN,
|
| 134 |
+
"mean_fold_dyn_error": NaN,
|
| 135 |
+
"lead_1_rmse": 0.09904129058122635,
|
| 136 |
+
"lead_2_rmse": 0.08227261155843735,
|
| 137 |
+
"lead_3_rmse": 0.08281298726797104,
|
| 138 |
+
"lead_4_rmse": 0.09048594534397125,
|
| 139 |
+
"lead_5_rmse": 0.09877331554889679,
|
| 140 |
+
"lead_6_rmse": 0.11151588708162308,
|
| 141 |
+
"lead_7_rmse": 0.12784305214881897,
|
| 142 |
+
"lead_8_rmse": 0.14401821792125702,
|
| 143 |
+
"lead_1_mae": 0.07641556859016418,
|
| 144 |
+
"lead_2_mae": 0.061580754816532135,
|
| 145 |
+
"lead_3_mae": 0.062187470495700836,
|
| 146 |
+
"lead_4_mae": 0.06535215675830841,
|
| 147 |
+
"lead_5_mae": 0.07000895589590073,
|
| 148 |
+
"lead_6_mae": 0.07696231454610825,
|
| 149 |
+
"lead_7_mae": 0.08870739489793777,
|
| 150 |
+
"lead_8_mae": 0.09703532606363297
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"step": 250,
|
| 154 |
+
"loss_total": 0.0065062930807471275,
|
| 155 |
+
"loss_pred": 0.0065062930807471275,
|
| 156 |
+
"rmse_mean": 0.08911051601171494,
|
| 157 |
+
"rmse_last": 0.12389456480741501,
|
| 158 |
+
"mae_mean": 0.061927489936351776,
|
| 159 |
+
"mae_last": 0.08199582248926163,
|
| 160 |
+
"spectral_error": 0.0010690191306821362,
|
| 161 |
+
"eval_seconds_per_batch": 0.005228996276855469,
|
| 162 |
+
"mean_energy_drift": NaN,
|
| 163 |
+
"mean_reverse_error": NaN,
|
| 164 |
+
"mean_fold_dyn_error": NaN,
|
| 165 |
+
"lead_1_rmse": 0.08142178505659103,
|
| 166 |
+
"lead_2_rmse": 0.07051481306552887,
|
| 167 |
+
"lead_3_rmse": 0.07048194110393524,
|
| 168 |
+
"lead_4_rmse": 0.0775192454457283,
|
| 169 |
+
"lead_5_rmse": 0.08512387424707413,
|
| 170 |
+
"lead_6_rmse": 0.0950079932808876,
|
| 171 |
+
"lead_7_rmse": 0.1089199110865593,
|
| 172 |
+
"lead_8_rmse": 0.12389456480741501,
|
| 173 |
+
"lead_1_mae": 0.06115756928920746,
|
| 174 |
+
"lead_2_mae": 0.05148598924279213,
|
| 175 |
+
"lead_3_mae": 0.051076360046863556,
|
| 176 |
+
"lead_4_mae": 0.05477698892354965,
|
| 177 |
+
"lead_5_mae": 0.058905575424432755,
|
| 178 |
+
"lead_6_mae": 0.06403861939907074,
|
| 179 |
+
"lead_7_mae": 0.0719829872250557,
|
| 180 |
+
"lead_8_mae": 0.08199582248926163
|
| 181 |
+
}
|
| 182 |
+
]
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/gate_summary.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/lead_rmse.png
ADDED
|
Git LFS Details
|
实验1/stic_m_v4_reaction2d_exp1/persistence/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.1823788434267044,
|
| 3 |
+
"rmse_last": 0.30185455083847046,
|
| 4 |
+
"mae_mean": 0.12555071711540222,
|
| 5 |
+
"mae_last": 0.20932501554489136,
|
| 6 |
+
"spectral_error": 0.004807661429513246,
|
| 7 |
+
"eval_seconds_per_batch": 0.0023431873321533205,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.046692896634340286,
|
| 12 |
+
"lead_2_rmse": 0.09052738547325134,
|
| 13 |
+
"lead_3_rmse": 0.13161440193653107,
|
| 14 |
+
"lead_4_rmse": 0.17011786997318268,
|
| 15 |
+
"lead_5_rmse": 0.2062155306339264,
|
| 16 |
+
"lead_6_rmse": 0.2400902360677719,
|
| 17 |
+
"lead_7_rmse": 0.27191781997680664,
|
| 18 |
+
"lead_8_rmse": 0.30185455083847046,
|
| 19 |
+
"lead_1_mae": 0.03158526495099068,
|
| 20 |
+
"lead_2_mae": 0.06152143329381943,
|
| 21 |
+
"lead_3_mae": 0.08982875943183899,
|
| 22 |
+
"lead_4_mae": 0.11657245457172394,
|
| 23 |
+
"lead_5_mae": 0.14181648194789886,
|
| 24 |
+
"lead_6_mae": 0.16564014554023743,
|
| 25 |
+
"lead_7_mae": 0.188116192817688,
|
| 26 |
+
"lead_8_mae": 0.20932501554489136,
|
| 27 |
+
"model": "persistence",
|
| 28 |
+
"params": 0,
|
| 29 |
+
"train_seconds": 0.0
|
| 30 |
+
}
|
实验1/stic_m_v4_reaction2d_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_port,gate_fold,gate_dissipation
|
| 2 |
+
0.1823788434267044,0.30185455083847046,0.12555071711540222,0.20932501554489136,0.004807661429513246,0.0023431873321533205,nan,nan,nan,0.046692896634340286,0.09052738547325134,0.13161440193653107,0.17011786997318268,0.2062155306339264,0.2400902360677719,0.27191781997680664,0.30185455083847046,0.03158526495099068,0.06152143329381943,0.08982875943183899,0.11657245457172394,0.14181648194789886,0.16564014554023743,0.188116192817688,0.20932501554489136,persistence,0,0.0,reaction2d,,,,,
|
| 3 |
+
0.07904457300901413,0.11285971850156784,0.06044749543070793,0.0836576297879219,0.0009248921321704984,0.03284669876098633,0.016722858212888242,0.001211890352424234,0.0007421372178941965,0.07167200744152069,0.06215083599090576,0.06085000932216644,0.06571958214044571,0.07451338320970535,0.08581707626581192,0.09877399355173111,0.11285971850156784,0.05553869903087616,0.048590995371341705,0.04765689745545387,0.05129123851656914,0.05752010643482208,0.06528133153915405,0.07404305785894394,0.0836576297879219,sticm_v4_full,544808,28.279550790786743,reaction2d,0.0029897179920226336,0.2952718436717987,0.0633668601512909,0.0026579932309687138,0.002230685204267502
|
| 4 |
+
0.08886395394802094,0.11759182065725327,0.06950939446687698,0.08832823485136032,0.0011066322168335318,0.031909456253051756,0.1050091302394867,0.011962141543626785,0.0072994898445904255,0.08085451275110245,0.07497809082269669,0.07478561997413635,0.07845201343297958,0.08508056402206421,0.09410121291875839,0.10506781935691833,0.11759182065725327,0.06334331631660461,0.060078490525484085,0.06030004471540451,0.06293735653162003,0.06740423291921616,0.07331790775060654,0.08036555349826813,0.08832823485136032,sticm_v4_no_gates,544808,27.988461017608643,reaction2d,1.0,1.0,1.0,1.0,1.0
|
| 5 |
+
0.1260121464729309,0.15118810534477234,0.09658071398735046,0.11125446110963821,0.002186559083638713,0.03199054718017578,0.0,1.172796515800437e-22,4.4869229668620394e-07,0.1764352023601532,0.14222903549671173,0.11401820927858353,0.09600431472063065,0.09395762532949448,0.10688509792089462,0.12737949192523956,0.15118810534477234,0.1352320909500122,0.11073281615972519,0.08986350893974304,0.07550349086523056,0.07302195578813553,0.08165068924427032,0.09538665413856506,0.11125446110963821,sticm_v4_no_spectral,544808,28.039956092834473,reaction2d,8.78310224550205e-09,0.0,1.7169409227690835e-09,1.5964278787805597e-08,2.3321920394892004e-08
|
| 6 |
+
0.10784222185611725,0.14190208911895752,0.08011811226606369,0.10153760015964508,0.001539230956695974,0.03790937423706055,0.00796817259863019,0.0007146050047595054,0.00048329381679650395,0.09110331535339355,0.08734583854675293,0.09037868678569794,0.09757688641548157,0.10704990476369858,0.11784610897302628,0.1295349895954132,0.14190208911895752,0.07017189264297485,0.06724122166633606,0.06923293322324753,0.07368577271699905,0.07945060729980469,0.08611755073070526,0.093507319688797,0.10153760015964508,sticm_v4_no_dissipation,544808,28.33652424812317,reaction2d,0.0033101888839155436,0.21451954543590546,0.06111425906419754,0.0027980259619653225,0.0
|
| 7 |
+
0.0880001112818718,0.12122011184692383,0.06842739880084991,0.08991590142250061,0.0010269343701656908,0.03227985382080078,0.009441208392381668,0.0011979744606651365,0.005351044023409485,0.07979446649551392,0.07152777165174484,0.07044488191604614,0.07509409636259079,0.08367212116718292,0.09477010369300842,0.10747731477022171,0.12122011184692383,0.0640287697315216,0.057944588363170624,0.05692164599895477,0.05989149957895279,0.06537514925003052,0.07251822203397751,0.0808233991265297,0.08991590142250061,sticm_v4_no_folding,544808,28.28432822227478,reaction2d,0.01664615422487259,0.28867173194885254,0.056109458208084106,0.0,0.0038395447190850973
|
| 8 |
+
0.08776574581861496,0.1178504079580307,0.06445237994194031,0.08635950833559036,0.0013074289355427026,0.022036209106445312,1.0053329408168792,0.024453393667936325,0.09167317748069763,0.07583792507648468,0.07156752794981003,0.07344040274620056,0.07863034307956696,0.08564260601997375,0.09428248554468155,0.10487426817417145,0.1178504079580307,0.055526770651340485,0.052865169942379,0.054632797837257385,0.0582130141556263,0.06281628459692001,0.06870554387569427,0.07649994641542435,0.08635950833559036,sticm_v4_blackbox,544808,17.80335807800293,reaction2d,0.0,0.0,0.0,0.0,0.0
|
| 9 |
+
0.09148090332746506,0.10576548427343369,0.07683083415031433,0.08170971274375916,0.0012050473352428525,0.005384511947631836,nan,nan,nan,0.09102317690849304,0.08502152562141418,0.08513154834508896,0.08753886818885803,0.0866781547665596,0.09365055710077286,0.0970379039645195,0.10576548427343369,0.08146151900291443,0.07568974792957306,0.07551480084657669,0.07555682212114334,0.072088822722435,0.07687889039516449,0.07574638724327087,0.08170971274375916,simvp_lite,323792,3.553736925125122,reaction2d,,,,,
|
| 10 |
+
0.09325810521841049,0.12961706519126892,0.0649738609790802,0.08710683882236481,0.0011944805367966182,0.005761651992797851,nan,nan,nan,0.08486189693212509,0.07252145558595657,0.07347819209098816,0.08207078278064728,0.08919068425893784,0.10041294246912003,0.11391183733940125,0.12961706519126892,0.06382208317518234,0.05252640321850777,0.053309887647628784,0.057844504714012146,0.06202583387494087,0.06749041378498077,0.0756649300456047,0.08710683882236481,fno_lite,531216,3.68270206451416,reaction2d,,,,,
|
| 11 |
+
0.05599217116832733,0.08640345931053162,0.041003018617630005,0.06251809000968933,0.0008876782970037311,0.004424600601196289,nan,nan,nan,0.04508030787110329,0.04154079407453537,0.041756901890039444,0.04561717063188553,0.052017517387866974,0.06228693947196007,0.07323428243398666,0.08640345931053162,0.034562621265649796,0.031513262540102005,0.030773019418120384,0.032379187643527985,0.03755687177181244,0.04486886411905289,0.053852252662181854,0.06251809000968933,unet_lite,207280,2.44870662689209,reaction2d,,,,,
|
实验1/stic_m_v4_reaction2d_exp1/results.json
ADDED
|
@@ -0,0 +1,342 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"rmse_mean": 0.1823788434267044,
|
| 4 |
+
"rmse_last": 0.30185455083847046,
|
| 5 |
+
"mae_mean": 0.12555071711540222,
|
| 6 |
+
"mae_last": 0.20932501554489136,
|
| 7 |
+
"spectral_error": 0.004807661429513246,
|
| 8 |
+
"eval_seconds_per_batch": 0.0023431873321533205,
|
| 9 |
+
"mean_energy_drift": NaN,
|
| 10 |
+
"mean_reverse_error": NaN,
|
| 11 |
+
"mean_fold_dyn_error": NaN,
|
| 12 |
+
"lead_1_rmse": 0.046692896634340286,
|
| 13 |
+
"lead_2_rmse": 0.09052738547325134,
|
| 14 |
+
"lead_3_rmse": 0.13161440193653107,
|
| 15 |
+
"lead_4_rmse": 0.17011786997318268,
|
| 16 |
+
"lead_5_rmse": 0.2062155306339264,
|
| 17 |
+
"lead_6_rmse": 0.2400902360677719,
|
| 18 |
+
"lead_7_rmse": 0.27191781997680664,
|
| 19 |
+
"lead_8_rmse": 0.30185455083847046,
|
| 20 |
+
"lead_1_mae": 0.03158526495099068,
|
| 21 |
+
"lead_2_mae": 0.06152143329381943,
|
| 22 |
+
"lead_3_mae": 0.08982875943183899,
|
| 23 |
+
"lead_4_mae": 0.11657245457172394,
|
| 24 |
+
"lead_5_mae": 0.14181648194789886,
|
| 25 |
+
"lead_6_mae": 0.16564014554023743,
|
| 26 |
+
"lead_7_mae": 0.188116192817688,
|
| 27 |
+
"lead_8_mae": 0.20932501554489136,
|
| 28 |
+
"model": "persistence",
|
| 29 |
+
"params": 0,
|
| 30 |
+
"train_seconds": 0.0,
|
| 31 |
+
"dataset": "reaction2d"
|
| 32 |
+
},
|
| 33 |
+
{
|
| 34 |
+
"rmse_mean": 0.07904457300901413,
|
| 35 |
+
"rmse_last": 0.11285971850156784,
|
| 36 |
+
"mae_mean": 0.06044749543070793,
|
| 37 |
+
"mae_last": 0.0836576297879219,
|
| 38 |
+
"spectral_error": 0.0009248921321704984,
|
| 39 |
+
"eval_seconds_per_batch": 0.03284669876098633,
|
| 40 |
+
"mean_energy_drift": 0.016722858212888242,
|
| 41 |
+
"mean_reverse_error": 0.001211890352424234,
|
| 42 |
+
"mean_fold_dyn_error": 0.0007421372178941965,
|
| 43 |
+
"gate_closed": 0.0029897179920226336,
|
| 44 |
+
"gate_spectral": 0.2952718436717987,
|
| 45 |
+
"gate_port": 0.0633668601512909,
|
| 46 |
+
"gate_fold": 0.0026579932309687138,
|
| 47 |
+
"gate_dissipation": 0.002230685204267502,
|
| 48 |
+
"lead_1_rmse": 0.07167200744152069,
|
| 49 |
+
"lead_2_rmse": 0.06215083599090576,
|
| 50 |
+
"lead_3_rmse": 0.06085000932216644,
|
| 51 |
+
"lead_4_rmse": 0.06571958214044571,
|
| 52 |
+
"lead_5_rmse": 0.07451338320970535,
|
| 53 |
+
"lead_6_rmse": 0.08581707626581192,
|
| 54 |
+
"lead_7_rmse": 0.09877399355173111,
|
| 55 |
+
"lead_8_rmse": 0.11285971850156784,
|
| 56 |
+
"lead_1_mae": 0.05553869903087616,
|
| 57 |
+
"lead_2_mae": 0.048590995371341705,
|
| 58 |
+
"lead_3_mae": 0.04765689745545387,
|
| 59 |
+
"lead_4_mae": 0.05129123851656914,
|
| 60 |
+
"lead_5_mae": 0.05752010643482208,
|
| 61 |
+
"lead_6_mae": 0.06528133153915405,
|
| 62 |
+
"lead_7_mae": 0.07404305785894394,
|
| 63 |
+
"lead_8_mae": 0.0836576297879219,
|
| 64 |
+
"model": "sticm_v4_full",
|
| 65 |
+
"params": 544808,
|
| 66 |
+
"train_seconds": 28.279550790786743,
|
| 67 |
+
"dataset": "reaction2d"
|
| 68 |
+
},
|
| 69 |
+
{
|
| 70 |
+
"rmse_mean": 0.08886395394802094,
|
| 71 |
+
"rmse_last": 0.11759182065725327,
|
| 72 |
+
"mae_mean": 0.06950939446687698,
|
| 73 |
+
"mae_last": 0.08832823485136032,
|
| 74 |
+
"spectral_error": 0.0011066322168335318,
|
| 75 |
+
"eval_seconds_per_batch": 0.031909456253051756,
|
| 76 |
+
"mean_energy_drift": 0.1050091302394867,
|
| 77 |
+
"mean_reverse_error": 0.011962141543626785,
|
| 78 |
+
"mean_fold_dyn_error": 0.0072994898445904255,
|
| 79 |
+
"gate_closed": 1.0,
|
| 80 |
+
"gate_spectral": 1.0,
|
| 81 |
+
"gate_port": 1.0,
|
| 82 |
+
"gate_fold": 1.0,
|
| 83 |
+
"gate_dissipation": 1.0,
|
| 84 |
+
"lead_1_rmse": 0.08085451275110245,
|
| 85 |
+
"lead_2_rmse": 0.07497809082269669,
|
| 86 |
+
"lead_3_rmse": 0.07478561997413635,
|
| 87 |
+
"lead_4_rmse": 0.07845201343297958,
|
| 88 |
+
"lead_5_rmse": 0.08508056402206421,
|
| 89 |
+
"lead_6_rmse": 0.09410121291875839,
|
| 90 |
+
"lead_7_rmse": 0.10506781935691833,
|
| 91 |
+
"lead_8_rmse": 0.11759182065725327,
|
| 92 |
+
"lead_1_mae": 0.06334331631660461,
|
| 93 |
+
"lead_2_mae": 0.060078490525484085,
|
| 94 |
+
"lead_3_mae": 0.06030004471540451,
|
| 95 |
+
"lead_4_mae": 0.06293735653162003,
|
| 96 |
+
"lead_5_mae": 0.06740423291921616,
|
| 97 |
+
"lead_6_mae": 0.07331790775060654,
|
| 98 |
+
"lead_7_mae": 0.08036555349826813,
|
| 99 |
+
"lead_8_mae": 0.08832823485136032,
|
| 100 |
+
"model": "sticm_v4_no_gates",
|
| 101 |
+
"params": 544808,
|
| 102 |
+
"train_seconds": 27.988461017608643,
|
| 103 |
+
"dataset": "reaction2d"
|
| 104 |
+
},
|
| 105 |
+
{
|
| 106 |
+
"rmse_mean": 0.1260121464729309,
|
| 107 |
+
"rmse_last": 0.15118810534477234,
|
| 108 |
+
"mae_mean": 0.09658071398735046,
|
| 109 |
+
"mae_last": 0.11125446110963821,
|
| 110 |
+
"spectral_error": 0.002186559083638713,
|
| 111 |
+
"eval_seconds_per_batch": 0.03199054718017578,
|
| 112 |
+
"mean_energy_drift": 0.0,
|
| 113 |
+
"mean_reverse_error": 1.172796515800437e-22,
|
| 114 |
+
"mean_fold_dyn_error": 4.4869229668620394e-07,
|
| 115 |
+
"gate_closed": 8.78310224550205e-09,
|
| 116 |
+
"gate_spectral": 0.0,
|
| 117 |
+
"gate_port": 1.7169409227690835e-09,
|
| 118 |
+
"gate_fold": 1.5964278787805597e-08,
|
| 119 |
+
"gate_dissipation": 2.3321920394892004e-08,
|
| 120 |
+
"lead_1_rmse": 0.1764352023601532,
|
| 121 |
+
"lead_2_rmse": 0.14222903549671173,
|
| 122 |
+
"lead_3_rmse": 0.11401820927858353,
|
| 123 |
+
"lead_4_rmse": 0.09600431472063065,
|
| 124 |
+
"lead_5_rmse": 0.09395762532949448,
|
| 125 |
+
"lead_6_rmse": 0.10688509792089462,
|
| 126 |
+
"lead_7_rmse": 0.12737949192523956,
|
| 127 |
+
"lead_8_rmse": 0.15118810534477234,
|
| 128 |
+
"lead_1_mae": 0.1352320909500122,
|
| 129 |
+
"lead_2_mae": 0.11073281615972519,
|
| 130 |
+
"lead_3_mae": 0.08986350893974304,
|
| 131 |
+
"lead_4_mae": 0.07550349086523056,
|
| 132 |
+
"lead_5_mae": 0.07302195578813553,
|
| 133 |
+
"lead_6_mae": 0.08165068924427032,
|
| 134 |
+
"lead_7_mae": 0.09538665413856506,
|
| 135 |
+
"lead_8_mae": 0.11125446110963821,
|
| 136 |
+
"model": "sticm_v4_no_spectral",
|
| 137 |
+
"params": 544808,
|
| 138 |
+
"train_seconds": 28.039956092834473,
|
| 139 |
+
"dataset": "reaction2d"
|
| 140 |
+
},
|
| 141 |
+
{
|
| 142 |
+
"rmse_mean": 0.10784222185611725,
|
| 143 |
+
"rmse_last": 0.14190208911895752,
|
| 144 |
+
"mae_mean": 0.08011811226606369,
|
| 145 |
+
"mae_last": 0.10153760015964508,
|
| 146 |
+
"spectral_error": 0.001539230956695974,
|
| 147 |
+
"eval_seconds_per_batch": 0.03790937423706055,
|
| 148 |
+
"mean_energy_drift": 0.00796817259863019,
|
| 149 |
+
"mean_reverse_error": 0.0007146050047595054,
|
| 150 |
+
"mean_fold_dyn_error": 0.00048329381679650395,
|
| 151 |
+
"gate_closed": 0.0033101888839155436,
|
| 152 |
+
"gate_spectral": 0.21451954543590546,
|
| 153 |
+
"gate_port": 0.06111425906419754,
|
| 154 |
+
"gate_fold": 0.0027980259619653225,
|
| 155 |
+
"gate_dissipation": 0.0,
|
| 156 |
+
"lead_1_rmse": 0.09110331535339355,
|
| 157 |
+
"lead_2_rmse": 0.08734583854675293,
|
| 158 |
+
"lead_3_rmse": 0.09037868678569794,
|
| 159 |
+
"lead_4_rmse": 0.09757688641548157,
|
| 160 |
+
"lead_5_rmse": 0.10704990476369858,
|
| 161 |
+
"lead_6_rmse": 0.11784610897302628,
|
| 162 |
+
"lead_7_rmse": 0.1295349895954132,
|
| 163 |
+
"lead_8_rmse": 0.14190208911895752,
|
| 164 |
+
"lead_1_mae": 0.07017189264297485,
|
| 165 |
+
"lead_2_mae": 0.06724122166633606,
|
| 166 |
+
"lead_3_mae": 0.06923293322324753,
|
| 167 |
+
"lead_4_mae": 0.07368577271699905,
|
| 168 |
+
"lead_5_mae": 0.07945060729980469,
|
| 169 |
+
"lead_6_mae": 0.08611755073070526,
|
| 170 |
+
"lead_7_mae": 0.093507319688797,
|
| 171 |
+
"lead_8_mae": 0.10153760015964508,
|
| 172 |
+
"model": "sticm_v4_no_dissipation",
|
| 173 |
+
"params": 544808,
|
| 174 |
+
"train_seconds": 28.33652424812317,
|
| 175 |
+
"dataset": "reaction2d"
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"rmse_mean": 0.0880001112818718,
|
| 179 |
+
"rmse_last": 0.12122011184692383,
|
| 180 |
+
"mae_mean": 0.06842739880084991,
|
| 181 |
+
"mae_last": 0.08991590142250061,
|
| 182 |
+
"spectral_error": 0.0010269343701656908,
|
| 183 |
+
"eval_seconds_per_batch": 0.03227985382080078,
|
| 184 |
+
"mean_energy_drift": 0.009441208392381668,
|
| 185 |
+
"mean_reverse_error": 0.0011979744606651365,
|
| 186 |
+
"mean_fold_dyn_error": 0.005351044023409485,
|
| 187 |
+
"gate_closed": 0.01664615422487259,
|
| 188 |
+
"gate_spectral": 0.28867173194885254,
|
| 189 |
+
"gate_port": 0.056109458208084106,
|
| 190 |
+
"gate_fold": 0.0,
|
| 191 |
+
"gate_dissipation": 0.0038395447190850973,
|
| 192 |
+
"lead_1_rmse": 0.07979446649551392,
|
| 193 |
+
"lead_2_rmse": 0.07152777165174484,
|
| 194 |
+
"lead_3_rmse": 0.07044488191604614,
|
| 195 |
+
"lead_4_rmse": 0.07509409636259079,
|
| 196 |
+
"lead_5_rmse": 0.08367212116718292,
|
| 197 |
+
"lead_6_rmse": 0.09477010369300842,
|
| 198 |
+
"lead_7_rmse": 0.10747731477022171,
|
| 199 |
+
"lead_8_rmse": 0.12122011184692383,
|
| 200 |
+
"lead_1_mae": 0.0640287697315216,
|
| 201 |
+
"lead_2_mae": 0.057944588363170624,
|
| 202 |
+
"lead_3_mae": 0.05692164599895477,
|
| 203 |
+
"lead_4_mae": 0.05989149957895279,
|
| 204 |
+
"lead_5_mae": 0.06537514925003052,
|
| 205 |
+
"lead_6_mae": 0.07251822203397751,
|
| 206 |
+
"lead_7_mae": 0.0808233991265297,
|
| 207 |
+
"lead_8_mae": 0.08991590142250061,
|
| 208 |
+
"model": "sticm_v4_no_folding",
|
| 209 |
+
"params": 544808,
|
| 210 |
+
"train_seconds": 28.28432822227478,
|
| 211 |
+
"dataset": "reaction2d"
|
| 212 |
+
},
|
| 213 |
+
{
|
| 214 |
+
"rmse_mean": 0.08776574581861496,
|
| 215 |
+
"rmse_last": 0.1178504079580307,
|
| 216 |
+
"mae_mean": 0.06445237994194031,
|
| 217 |
+
"mae_last": 0.08635950833559036,
|
| 218 |
+
"spectral_error": 0.0013074289355427026,
|
| 219 |
+
"eval_seconds_per_batch": 0.022036209106445312,
|
| 220 |
+
"mean_energy_drift": 1.0053329408168792,
|
| 221 |
+
"mean_reverse_error": 0.024453393667936325,
|
| 222 |
+
"mean_fold_dyn_error": 0.09167317748069763,
|
| 223 |
+
"gate_closed": 0.0,
|
| 224 |
+
"gate_spectral": 0.0,
|
| 225 |
+
"gate_port": 0.0,
|
| 226 |
+
"gate_fold": 0.0,
|
| 227 |
+
"gate_dissipation": 0.0,
|
| 228 |
+
"lead_1_rmse": 0.07583792507648468,
|
| 229 |
+
"lead_2_rmse": 0.07156752794981003,
|
| 230 |
+
"lead_3_rmse": 0.07344040274620056,
|
| 231 |
+
"lead_4_rmse": 0.07863034307956696,
|
| 232 |
+
"lead_5_rmse": 0.08564260601997375,
|
| 233 |
+
"lead_6_rmse": 0.09428248554468155,
|
| 234 |
+
"lead_7_rmse": 0.10487426817417145,
|
| 235 |
+
"lead_8_rmse": 0.1178504079580307,
|
| 236 |
+
"lead_1_mae": 0.055526770651340485,
|
| 237 |
+
"lead_2_mae": 0.052865169942379,
|
| 238 |
+
"lead_3_mae": 0.054632797837257385,
|
| 239 |
+
"lead_4_mae": 0.0582130141556263,
|
| 240 |
+
"lead_5_mae": 0.06281628459692001,
|
| 241 |
+
"lead_6_mae": 0.06870554387569427,
|
| 242 |
+
"lead_7_mae": 0.07649994641542435,
|
| 243 |
+
"lead_8_mae": 0.08635950833559036,
|
| 244 |
+
"model": "sticm_v4_blackbox",
|
| 245 |
+
"params": 544808,
|
| 246 |
+
"train_seconds": 17.80335807800293,
|
| 247 |
+
"dataset": "reaction2d"
|
| 248 |
+
},
|
| 249 |
+
{
|
| 250 |
+
"rmse_mean": 0.09148090332746506,
|
| 251 |
+
"rmse_last": 0.10576548427343369,
|
| 252 |
+
"mae_mean": 0.07683083415031433,
|
| 253 |
+
"mae_last": 0.08170971274375916,
|
| 254 |
+
"spectral_error": 0.0012050473352428525,
|
| 255 |
+
"eval_seconds_per_batch": 0.005384511947631836,
|
| 256 |
+
"mean_energy_drift": NaN,
|
| 257 |
+
"mean_reverse_error": NaN,
|
| 258 |
+
"mean_fold_dyn_error": NaN,
|
| 259 |
+
"lead_1_rmse": 0.09102317690849304,
|
| 260 |
+
"lead_2_rmse": 0.08502152562141418,
|
| 261 |
+
"lead_3_rmse": 0.08513154834508896,
|
| 262 |
+
"lead_4_rmse": 0.08753886818885803,
|
| 263 |
+
"lead_5_rmse": 0.0866781547665596,
|
| 264 |
+
"lead_6_rmse": 0.09365055710077286,
|
| 265 |
+
"lead_7_rmse": 0.0970379039645195,
|
| 266 |
+
"lead_8_rmse": 0.10576548427343369,
|
| 267 |
+
"lead_1_mae": 0.08146151900291443,
|
| 268 |
+
"lead_2_mae": 0.07568974792957306,
|
| 269 |
+
"lead_3_mae": 0.07551480084657669,
|
| 270 |
+
"lead_4_mae": 0.07555682212114334,
|
| 271 |
+
"lead_5_mae": 0.072088822722435,
|
| 272 |
+
"lead_6_mae": 0.07687889039516449,
|
| 273 |
+
"lead_7_mae": 0.07574638724327087,
|
| 274 |
+
"lead_8_mae": 0.08170971274375916,
|
| 275 |
+
"model": "simvp_lite",
|
| 276 |
+
"params": 323792,
|
| 277 |
+
"train_seconds": 3.553736925125122,
|
| 278 |
+
"dataset": "reaction2d"
|
| 279 |
+
},
|
| 280 |
+
{
|
| 281 |
+
"rmse_mean": 0.09325810521841049,
|
| 282 |
+
"rmse_last": 0.12961706519126892,
|
| 283 |
+
"mae_mean": 0.0649738609790802,
|
| 284 |
+
"mae_last": 0.08710683882236481,
|
| 285 |
+
"spectral_error": 0.0011944805367966182,
|
| 286 |
+
"eval_seconds_per_batch": 0.005761651992797851,
|
| 287 |
+
"mean_energy_drift": NaN,
|
| 288 |
+
"mean_reverse_error": NaN,
|
| 289 |
+
"mean_fold_dyn_error": NaN,
|
| 290 |
+
"lead_1_rmse": 0.08486189693212509,
|
| 291 |
+
"lead_2_rmse": 0.07252145558595657,
|
| 292 |
+
"lead_3_rmse": 0.07347819209098816,
|
| 293 |
+
"lead_4_rmse": 0.08207078278064728,
|
| 294 |
+
"lead_5_rmse": 0.08919068425893784,
|
| 295 |
+
"lead_6_rmse": 0.10041294246912003,
|
| 296 |
+
"lead_7_rmse": 0.11391183733940125,
|
| 297 |
+
"lead_8_rmse": 0.12961706519126892,
|
| 298 |
+
"lead_1_mae": 0.06382208317518234,
|
| 299 |
+
"lead_2_mae": 0.05252640321850777,
|
| 300 |
+
"lead_3_mae": 0.053309887647628784,
|
| 301 |
+
"lead_4_mae": 0.057844504714012146,
|
| 302 |
+
"lead_5_mae": 0.06202583387494087,
|
| 303 |
+
"lead_6_mae": 0.06749041378498077,
|
| 304 |
+
"lead_7_mae": 0.0756649300456047,
|
| 305 |
+
"lead_8_mae": 0.08710683882236481,
|
| 306 |
+
"model": "fno_lite",
|
| 307 |
+
"params": 531216,
|
| 308 |
+
"train_seconds": 3.68270206451416,
|
| 309 |
+
"dataset": "reaction2d"
|
| 310 |
+
},
|
| 311 |
+
{
|
| 312 |
+
"rmse_mean": 0.05599217116832733,
|
| 313 |
+
"rmse_last": 0.08640345931053162,
|
| 314 |
+
"mae_mean": 0.041003018617630005,
|
| 315 |
+
"mae_last": 0.06251809000968933,
|
| 316 |
+
"spectral_error": 0.0008876782970037311,
|
| 317 |
+
"eval_seconds_per_batch": 0.004424600601196289,
|
| 318 |
+
"mean_energy_drift": NaN,
|
| 319 |
+
"mean_reverse_error": NaN,
|
| 320 |
+
"mean_fold_dyn_error": NaN,
|
| 321 |
+
"lead_1_rmse": 0.04508030787110329,
|
| 322 |
+
"lead_2_rmse": 0.04154079407453537,
|
| 323 |
+
"lead_3_rmse": 0.041756901890039444,
|
| 324 |
+
"lead_4_rmse": 0.04561717063188553,
|
| 325 |
+
"lead_5_rmse": 0.052017517387866974,
|
| 326 |
+
"lead_6_rmse": 0.06228693947196007,
|
| 327 |
+
"lead_7_rmse": 0.07323428243398666,
|
| 328 |
+
"lead_8_rmse": 0.08640345931053162,
|
| 329 |
+
"lead_1_mae": 0.034562621265649796,
|
| 330 |
+
"lead_2_mae": 0.031513262540102005,
|
| 331 |
+
"lead_3_mae": 0.030773019418120384,
|
| 332 |
+
"lead_4_mae": 0.032379187643527985,
|
| 333 |
+
"lead_5_mae": 0.03755687177181244,
|
| 334 |
+
"lead_6_mae": 0.04486886411905289,
|
| 335 |
+
"lead_7_mae": 0.053852252662181854,
|
| 336 |
+
"lead_8_mae": 0.06251809000968933,
|
| 337 |
+
"model": "unet_lite",
|
| 338 |
+
"params": 207280,
|
| 339 |
+
"train_seconds": 2.44870662689209,
|
| 340 |
+
"dataset": "reaction2d"
|
| 341 |
+
}
|
| 342 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/simvp_lite/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:de78f85cd97a95a9da6acc53c6dc9ab43627273cb9d8f94a1cbb7f59477522fc
|
| 3 |
+
size 1307445
|
实验1/stic_m_v4_reaction2d_exp1/simvp_lite/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.09148090332746506,
|
| 3 |
+
"rmse_last": 0.10576548427343369,
|
| 4 |
+
"mae_mean": 0.07683083415031433,
|
| 5 |
+
"mae_last": 0.08170971274375916,
|
| 6 |
+
"spectral_error": 0.0012050473352428525,
|
| 7 |
+
"eval_seconds_per_batch": 0.005384511947631836,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.09102317690849304,
|
| 12 |
+
"lead_2_rmse": 0.08502152562141418,
|
| 13 |
+
"lead_3_rmse": 0.08513154834508896,
|
| 14 |
+
"lead_4_rmse": 0.08753886818885803,
|
| 15 |
+
"lead_5_rmse": 0.0866781547665596,
|
| 16 |
+
"lead_6_rmse": 0.09365055710077286,
|
| 17 |
+
"lead_7_rmse": 0.0970379039645195,
|
| 18 |
+
"lead_8_rmse": 0.10576548427343369,
|
| 19 |
+
"lead_1_mae": 0.08146151900291443,
|
| 20 |
+
"lead_2_mae": 0.07568974792957306,
|
| 21 |
+
"lead_3_mae": 0.07551480084657669,
|
| 22 |
+
"lead_4_mae": 0.07555682212114334,
|
| 23 |
+
"lead_5_mae": 0.072088822722435,
|
| 24 |
+
"lead_6_mae": 0.07687889039516449,
|
| 25 |
+
"lead_7_mae": 0.07574638724327087,
|
| 26 |
+
"lead_8_mae": 0.08170971274375916,
|
| 27 |
+
"model": "simvp_lite",
|
| 28 |
+
"params": 323792,
|
| 29 |
+
"train_seconds": 3.553736925125122
|
| 30 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/simvp_lite/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/simvp_lite/train_log.json
ADDED
|
@@ -0,0 +1,182 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_total": 1.1507856845855713,
|
| 5 |
+
"loss_pred": 1.1507856845855713,
|
| 6 |
+
"rmse_mean": 0.5388140082359314,
|
| 7 |
+
"rmse_last": 0.5721211433410645,
|
| 8 |
+
"mae_mean": 0.42682501673698425,
|
| 9 |
+
"mae_last": 0.46421387791633606,
|
| 10 |
+
"spectral_error": 0.02619986527133733,
|
| 11 |
+
"eval_seconds_per_batch": 0.00654187798500061,
|
| 12 |
+
"mean_energy_drift": NaN,
|
| 13 |
+
"mean_reverse_error": NaN,
|
| 14 |
+
"mean_fold_dyn_error": NaN,
|
| 15 |
+
"lead_1_rmse": 0.6006635427474976,
|
| 16 |
+
"lead_2_rmse": 0.366970032453537,
|
| 17 |
+
"lead_3_rmse": 0.48717033863067627,
|
| 18 |
+
"lead_4_rmse": 0.7147818803787231,
|
| 19 |
+
"lead_5_rmse": 0.4176478981971741,
|
| 20 |
+
"lead_6_rmse": 0.5578949451446533,
|
| 21 |
+
"lead_7_rmse": 0.5932623147964478,
|
| 22 |
+
"lead_8_rmse": 0.5721211433410645,
|
| 23 |
+
"lead_1_mae": 0.47204169631004333,
|
| 24 |
+
"lead_2_mae": 0.29535260796546936,
|
| 25 |
+
"lead_3_mae": 0.3865288197994232,
|
| 26 |
+
"lead_4_mae": 0.523801863193512,
|
| 27 |
+
"lead_5_mae": 0.3123774230480194,
|
| 28 |
+
"lead_6_mae": 0.4772680997848511,
|
| 29 |
+
"lead_7_mae": 0.4830157160758972,
|
| 30 |
+
"lead_8_mae": 0.46421387791633606
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"step": 50,
|
| 34 |
+
"loss_total": 0.03647873178124428,
|
| 35 |
+
"loss_pred": 0.03647873178124428,
|
| 36 |
+
"rmse_mean": 0.15390045940876007,
|
| 37 |
+
"rmse_last": 0.21089588105678558,
|
| 38 |
+
"mae_mean": 0.11240831017494202,
|
| 39 |
+
"mae_last": 0.1506783664226532,
|
| 40 |
+
"spectral_error": 0.004940519371302798,
|
| 41 |
+
"eval_seconds_per_batch": 0.006802365183830261,
|
| 42 |
+
"mean_energy_drift": NaN,
|
| 43 |
+
"mean_reverse_error": NaN,
|
| 44 |
+
"mean_fold_dyn_error": NaN,
|
| 45 |
+
"lead_1_rmse": 0.11822353303432465,
|
| 46 |
+
"lead_2_rmse": 0.11854296177625656,
|
| 47 |
+
"lead_3_rmse": 0.1201157346367836,
|
| 48 |
+
"lead_4_rmse": 0.13894328474998474,
|
| 49 |
+
"lead_5_rmse": 0.1560368835926056,
|
| 50 |
+
"lead_6_rmse": 0.1736423820257187,
|
| 51 |
+
"lead_7_rmse": 0.19480301439762115,
|
| 52 |
+
"lead_8_rmse": 0.21089588105678558,
|
| 53 |
+
"lead_1_mae": 0.08717215061187744,
|
| 54 |
+
"lead_2_mae": 0.09216440469026566,
|
| 55 |
+
"lead_3_mae": 0.08737403899431229,
|
| 56 |
+
"lead_4_mae": 0.10328671336174011,
|
| 57 |
+
"lead_5_mae": 0.11258387565612793,
|
| 58 |
+
"lead_6_mae": 0.12275673449039459,
|
| 59 |
+
"lead_7_mae": 0.14325019717216492,
|
| 60 |
+
"lead_8_mae": 0.1506783664226532
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"step": 100,
|
| 64 |
+
"loss_total": 0.015727544203400612,
|
| 65 |
+
"loss_pred": 0.015727544203400612,
|
| 66 |
+
"rmse_mean": 0.10189469158649445,
|
| 67 |
+
"rmse_last": 0.14291714131832123,
|
| 68 |
+
"mae_mean": 0.07547548413276672,
|
| 69 |
+
"mae_last": 0.10107451677322388,
|
| 70 |
+
"spectral_error": 0.002051439354545437,
|
| 71 |
+
"eval_seconds_per_batch": 0.00561581552028656,
|
| 72 |
+
"mean_energy_drift": NaN,
|
| 73 |
+
"mean_reverse_error": NaN,
|
| 74 |
+
"mean_fold_dyn_error": NaN,
|
| 75 |
+
"lead_1_rmse": 0.08510838449001312,
|
| 76 |
+
"lead_2_rmse": 0.07733984291553497,
|
| 77 |
+
"lead_3_rmse": 0.082499660551548,
|
| 78 |
+
"lead_4_rmse": 0.09163547307252884,
|
| 79 |
+
"lead_5_rmse": 0.0948697179555893,
|
| 80 |
+
"lead_6_rmse": 0.11381907761096954,
|
| 81 |
+
"lead_7_rmse": 0.12696819007396698,
|
| 82 |
+
"lead_8_rmse": 0.14291714131832123,
|
| 83 |
+
"lead_1_mae": 0.06959427893161774,
|
| 84 |
+
"lead_2_mae": 0.05857434123754501,
|
| 85 |
+
"lead_3_mae": 0.06216580420732498,
|
| 86 |
+
"lead_4_mae": 0.06885943561792374,
|
| 87 |
+
"lead_5_mae": 0.06797345727682114,
|
| 88 |
+
"lead_6_mae": 0.08268094062805176,
|
| 89 |
+
"lead_7_mae": 0.09288112074136734,
|
| 90 |
+
"lead_8_mae": 0.10107451677322388
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"step": 150,
|
| 94 |
+
"loss_total": 0.01404348574578762,
|
| 95 |
+
"loss_pred": 0.01404348574578762,
|
| 96 |
+
"rmse_mean": 0.09957750886678696,
|
| 97 |
+
"rmse_last": 0.14843185245990753,
|
| 98 |
+
"mae_mean": 0.07327958196401596,
|
| 99 |
+
"mae_last": 0.11080914735794067,
|
| 100 |
+
"spectral_error": 0.001832561491028173,
|
| 101 |
+
"eval_seconds_per_batch": 0.0056775957345962524,
|
| 102 |
+
"mean_energy_drift": NaN,
|
| 103 |
+
"mean_reverse_error": NaN,
|
| 104 |
+
"mean_fold_dyn_error": NaN,
|
| 105 |
+
"lead_1_rmse": 0.062130242586135864,
|
| 106 |
+
"lead_2_rmse": 0.06389665603637695,
|
| 107 |
+
"lead_3_rmse": 0.07746273279190063,
|
| 108 |
+
"lead_4_rmse": 0.08979679644107819,
|
| 109 |
+
"lead_5_rmse": 0.10373684018850327,
|
| 110 |
+
"lead_6_rmse": 0.11894074827432632,
|
| 111 |
+
"lead_7_rmse": 0.1322241872549057,
|
| 112 |
+
"lead_8_rmse": 0.14843185245990753,
|
| 113 |
+
"lead_1_mae": 0.04669920727610588,
|
| 114 |
+
"lead_2_mae": 0.04707189276814461,
|
| 115 |
+
"lead_3_mae": 0.05472239479422569,
|
| 116 |
+
"lead_4_mae": 0.06541620939970016,
|
| 117 |
+
"lead_5_mae": 0.075445756316185,
|
| 118 |
+
"lead_6_mae": 0.08870939165353775,
|
| 119 |
+
"lead_7_mae": 0.09736267477273941,
|
| 120 |
+
"lead_8_mae": 0.11080914735794067
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"step": 200,
|
| 124 |
+
"loss_total": 0.012957986444234848,
|
| 125 |
+
"loss_pred": 0.012957986444234848,
|
| 126 |
+
"rmse_mean": 0.10063442587852478,
|
| 127 |
+
"rmse_last": 0.1544024646282196,
|
| 128 |
+
"mae_mean": 0.07609325647354126,
|
| 129 |
+
"mae_last": 0.1200069710612297,
|
| 130 |
+
"spectral_error": 0.001346724162431201,
|
| 131 |
+
"eval_seconds_per_batch": 0.0057130008935928345,
|
| 132 |
+
"mean_energy_drift": NaN,
|
| 133 |
+
"mean_reverse_error": NaN,
|
| 134 |
+
"mean_fold_dyn_error": NaN,
|
| 135 |
+
"lead_1_rmse": 0.05789725482463837,
|
| 136 |
+
"lead_2_rmse": 0.06072873994708061,
|
| 137 |
+
"lead_3_rmse": 0.0788097158074379,
|
| 138 |
+
"lead_4_rmse": 0.0911281630396843,
|
| 139 |
+
"lead_5_rmse": 0.10215102881193161,
|
| 140 |
+
"lead_6_rmse": 0.12249848246574402,
|
| 141 |
+
"lead_7_rmse": 0.13745956122875214,
|
| 142 |
+
"lead_8_rmse": 0.1544024646282196,
|
| 143 |
+
"lead_1_mae": 0.0430263914167881,
|
| 144 |
+
"lead_2_mae": 0.04408535361289978,
|
| 145 |
+
"lead_3_mae": 0.057333461940288544,
|
| 146 |
+
"lead_4_mae": 0.06771638244390488,
|
| 147 |
+
"lead_5_mae": 0.07691176980733871,
|
| 148 |
+
"lead_6_mae": 0.09433530271053314,
|
| 149 |
+
"lead_7_mae": 0.1053304523229599,
|
| 150 |
+
"lead_8_mae": 0.1200069710612297
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"step": 250,
|
| 154 |
+
"loss_total": 0.006564985495060682,
|
| 155 |
+
"loss_pred": 0.006564985495060682,
|
| 156 |
+
"rmse_mean": 0.09087859094142914,
|
| 157 |
+
"rmse_last": 0.10364517569541931,
|
| 158 |
+
"mae_mean": 0.07644912600517273,
|
| 159 |
+
"mae_last": 0.07973212003707886,
|
| 160 |
+
"spectral_error": 0.0011268570106039988,
|
| 161 |
+
"eval_seconds_per_batch": 0.0057006776332855225,
|
| 162 |
+
"mean_energy_drift": NaN,
|
| 163 |
+
"mean_reverse_error": NaN,
|
| 164 |
+
"mean_fold_dyn_error": NaN,
|
| 165 |
+
"lead_1_rmse": 0.09360235929489136,
|
| 166 |
+
"lead_2_rmse": 0.08694116026163101,
|
| 167 |
+
"lead_3_rmse": 0.08586449921131134,
|
| 168 |
+
"lead_4_rmse": 0.08653704822063446,
|
| 169 |
+
"lead_5_rmse": 0.08485856652259827,
|
| 170 |
+
"lead_6_rmse": 0.09120720624923706,
|
| 171 |
+
"lead_7_rmse": 0.09437275677919388,
|
| 172 |
+
"lead_8_rmse": 0.10364517569541931,
|
| 173 |
+
"lead_1_mae": 0.08413668721914291,
|
| 174 |
+
"lead_2_mae": 0.07773174345493317,
|
| 175 |
+
"lead_3_mae": 0.07637684792280197,
|
| 176 |
+
"lead_4_mae": 0.07467880100011826,
|
| 177 |
+
"lead_5_mae": 0.07062797248363495,
|
| 178 |
+
"lead_6_mae": 0.07462757080793381,
|
| 179 |
+
"lead_7_mae": 0.0736812949180603,
|
| 180 |
+
"lead_8_mae": 0.07973212003707886
|
| 181 |
+
}
|
| 182 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a139fe861415b7fc05b8c1f2939e9e0b91de9ab35b488664c3ae4a001fa9b220
|
| 3 |
+
size 2736309
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/metrics.json
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.08776574581861496,
|
| 3 |
+
"rmse_last": 0.1178504079580307,
|
| 4 |
+
"mae_mean": 0.06445237994194031,
|
| 5 |
+
"mae_last": 0.08635950833559036,
|
| 6 |
+
"spectral_error": 0.0013074289355427026,
|
| 7 |
+
"eval_seconds_per_batch": 0.022036209106445312,
|
| 8 |
+
"mean_energy_drift": 1.0053329408168792,
|
| 9 |
+
"mean_reverse_error": 0.024453393667936325,
|
| 10 |
+
"mean_fold_dyn_error": 0.09167317748069763,
|
| 11 |
+
"gate_closed": 0.0,
|
| 12 |
+
"gate_spectral": 0.0,
|
| 13 |
+
"gate_port": 0.0,
|
| 14 |
+
"gate_fold": 0.0,
|
| 15 |
+
"gate_dissipation": 0.0,
|
| 16 |
+
"lead_1_rmse": 0.07583792507648468,
|
| 17 |
+
"lead_2_rmse": 0.07156752794981003,
|
| 18 |
+
"lead_3_rmse": 0.07344040274620056,
|
| 19 |
+
"lead_4_rmse": 0.07863034307956696,
|
| 20 |
+
"lead_5_rmse": 0.08564260601997375,
|
| 21 |
+
"lead_6_rmse": 0.09428248554468155,
|
| 22 |
+
"lead_7_rmse": 0.10487426817417145,
|
| 23 |
+
"lead_8_rmse": 0.1178504079580307,
|
| 24 |
+
"lead_1_mae": 0.055526770651340485,
|
| 25 |
+
"lead_2_mae": 0.052865169942379,
|
| 26 |
+
"lead_3_mae": 0.054632797837257385,
|
| 27 |
+
"lead_4_mae": 0.0582130141556263,
|
| 28 |
+
"lead_5_mae": 0.06281628459692001,
|
| 29 |
+
"lead_6_mae": 0.06870554387569427,
|
| 30 |
+
"lead_7_mae": 0.07649994641542435,
|
| 31 |
+
"lead_8_mae": 0.08635950833559036,
|
| 32 |
+
"model": "sticm_v4_blackbox",
|
| 33 |
+
"params": 544808,
|
| 34 |
+
"train_seconds": 17.80335807800293
|
| 35 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_blackbox/train_log.json
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.0027449131011963,
|
| 5 |
+
"loss_total": 1.0027449131011963,
|
| 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 |
+
"gate_cost": 0.0,
|
| 12 |
+
"rmse_mean": 0.5907686948776245,
|
| 13 |
+
"rmse_last": 0.6188566088676453,
|
| 14 |
+
"mae_mean": 0.47403639554977417,
|
| 15 |
+
"mae_last": 0.5051121115684509,
|
| 16 |
+
"spectral_error": 0.02835991478059441,
|
| 17 |
+
"eval_seconds_per_batch": 0.022039175033569336,
|
| 18 |
+
"mean_energy_drift": 0.5617542564868927,
|
| 19 |
+
"mean_reverse_error": 0.003674850071547553,
|
| 20 |
+
"mean_fold_dyn_error": 0.01440508896484971,
|
| 21 |
+
"gate_closed": 0.0,
|
| 22 |
+
"gate_spectral": 0.0,
|
| 23 |
+
"gate_port": 0.0,
|
| 24 |
+
"gate_fold": 0.0,
|
| 25 |
+
"gate_dissipation": 0.0,
|
| 26 |
+
"lead_1_rmse": 0.5639616847038269,
|
| 27 |
+
"lead_2_rmse": 0.5711312294006348,
|
| 28 |
+
"lead_3_rmse": 0.5786367058753967,
|
| 29 |
+
"lead_4_rmse": 0.5863761305809021,
|
| 30 |
+
"lead_5_rmse": 0.594291090965271,
|
| 31 |
+
"lead_6_rmse": 0.60235196352005,
|
| 32 |
+
"lead_7_rmse": 0.6105442643165588,
|
| 33 |
+
"lead_8_rmse": 0.6188566088676453,
|
| 34 |
+
"lead_1_mae": 0.4426119923591614,
|
| 35 |
+
"lead_2_mae": 0.45145177841186523,
|
| 36 |
+
"lead_3_mae": 0.4606483578681946,
|
| 37 |
+
"lead_4_mae": 0.46974751353263855,
|
| 38 |
+
"lead_5_mae": 0.4787234663963318,
|
| 39 |
+
"lead_6_mae": 0.48759955167770386,
|
| 40 |
+
"lead_7_mae": 0.4963965117931366,
|
| 41 |
+
"lead_8_mae": 0.5051121115684509
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"step": 50,
|
| 45 |
+
"loss_pred": 0.055948883295059204,
|
| 46 |
+
"loss_total": 0.055948883295059204,
|
| 47 |
+
"loss_align": 0.0,
|
| 48 |
+
"loss_energy": 0.0,
|
| 49 |
+
"loss_reverse": 0.0,
|
| 50 |
+
"loss_fold": 0.0,
|
| 51 |
+
"loss_spectral": 0.0,
|
| 52 |
+
"gate_cost": 0.0,
|
| 53 |
+
"rmse_mean": 0.19181464612483978,
|
| 54 |
+
"rmse_last": 0.2300024926662445,
|
| 55 |
+
"mae_mean": 0.1495872139930725,
|
| 56 |
+
"mae_last": 0.17929993569850922,
|
| 57 |
+
"spectral_error": 0.006895122700370848,
|
| 58 |
+
"eval_seconds_per_batch": 0.022115707397460938,
|
| 59 |
+
"mean_energy_drift": 0.5954447258263826,
|
| 60 |
+
"mean_reverse_error": 0.014448226836975664,
|
| 61 |
+
"mean_fold_dyn_error": 0.058521615574136376,
|
| 62 |
+
"gate_closed": 0.0,
|
| 63 |
+
"gate_spectral": 0.0,
|
| 64 |
+
"gate_port": 0.0,
|
| 65 |
+
"gate_fold": 0.0,
|
| 66 |
+
"gate_dissipation": 0.0,
|
| 67 |
+
"lead_1_rmse": 0.19635000824928284,
|
| 68 |
+
"lead_2_rmse": 0.18013545870780945,
|
| 69 |
+
"lead_3_rmse": 0.17227530479431152,
|
| 70 |
+
"lead_4_rmse": 0.1726979911327362,
|
| 71 |
+
"lead_5_rmse": 0.1801443099975586,
|
| 72 |
+
"lead_6_rmse": 0.19300618767738342,
|
| 73 |
+
"lead_7_rmse": 0.20990537106990814,
|
| 74 |
+
"lead_8_rmse": 0.2300024926662445,
|
| 75 |
+
"lead_1_mae": 0.15046314895153046,
|
| 76 |
+
"lead_2_mae": 0.1391419917345047,
|
| 77 |
+
"lead_3_mae": 0.13394133746623993,
|
| 78 |
+
"lead_4_mae": 0.13546667993068695,
|
| 79 |
+
"lead_5_mae": 0.1419999748468399,
|
| 80 |
+
"lead_6_mae": 0.15191501379013062,
|
| 81 |
+
"lead_7_mae": 0.16446968913078308,
|
| 82 |
+
"lead_8_mae": 0.17929993569850922
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"step": 100,
|
| 86 |
+
"loss_pred": 0.03558474779129028,
|
| 87 |
+
"loss_total": 0.03558474779129028,
|
| 88 |
+
"loss_align": 0.0,
|
| 89 |
+
"loss_energy": 0.0,
|
| 90 |
+
"loss_reverse": 0.0,
|
| 91 |
+
"loss_fold": 0.0,
|
| 92 |
+
"loss_spectral": 0.0,
|
| 93 |
+
"gate_cost": 0.0,
|
| 94 |
+
"rmse_mean": 0.13716953992843628,
|
| 95 |
+
"rmse_last": 0.16305790841579437,
|
| 96 |
+
"mae_mean": 0.10207849740982056,
|
| 97 |
+
"mae_last": 0.1193162202835083,
|
| 98 |
+
"spectral_error": 0.003107908742094878,
|
| 99 |
+
"eval_seconds_per_batch": 0.022886157035827637,
|
| 100 |
+
"mean_energy_drift": 0.7898969352245331,
|
| 101 |
+
"mean_reverse_error": 0.01684375834884122,
|
| 102 |
+
"mean_fold_dyn_error": 0.0667437338270247,
|
| 103 |
+
"gate_closed": 0.0,
|
| 104 |
+
"gate_spectral": 0.0,
|
| 105 |
+
"gate_port": 0.0,
|
| 106 |
+
"gate_fold": 0.0,
|
| 107 |
+
"gate_dissipation": 0.0,
|
| 108 |
+
"lead_1_rmse": 0.13701605796813965,
|
| 109 |
+
"lead_2_rmse": 0.12661363184452057,
|
| 110 |
+
"lead_3_rmse": 0.12275996059179306,
|
| 111 |
+
"lead_4_rmse": 0.12493836134672165,
|
| 112 |
+
"lead_5_rmse": 0.13134828209877014,
|
| 113 |
+
"lead_6_rmse": 0.1404300183057785,
|
| 114 |
+
"lead_7_rmse": 0.15119221806526184,
|
| 115 |
+
"lead_8_rmse": 0.16305790841579437,
|
| 116 |
+
"lead_1_mae": 0.10171190649271011,
|
| 117 |
+
"lead_2_mae": 0.09454536437988281,
|
| 118 |
+
"lead_3_mae": 0.09212276339530945,
|
| 119 |
+
"lead_4_mae": 0.09401988983154297,
|
| 120 |
+
"lead_5_mae": 0.0985424816608429,
|
| 121 |
+
"lead_6_mae": 0.10466483980417252,
|
| 122 |
+
"lead_7_mae": 0.11170449107885361,
|
| 123 |
+
"lead_8_mae": 0.1193162202835083
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"step": 150,
|
| 127 |
+
"loss_pred": 0.017056290060281754,
|
| 128 |
+
"loss_total": 0.017056290060281754,
|
| 129 |
+
"loss_align": 0.0,
|
| 130 |
+
"loss_energy": 0.0,
|
| 131 |
+
"loss_reverse": 0.0,
|
| 132 |
+
"loss_fold": 0.0,
|
| 133 |
+
"loss_spectral": 0.0,
|
| 134 |
+
"gate_cost": 0.0,
|
| 135 |
+
"rmse_mean": 0.11127680540084839,
|
| 136 |
+
"rmse_last": 0.14377982914447784,
|
| 137 |
+
"mae_mean": 0.08365757018327713,
|
| 138 |
+
"mae_last": 0.10667707026004791,
|
| 139 |
+
"spectral_error": 0.0021574932397925295,
|
| 140 |
+
"eval_seconds_per_batch": 0.02214944362640381,
|
| 141 |
+
"mean_energy_drift": 0.674529223702848,
|
| 142 |
+
"mean_reverse_error": 0.02332120097707957,
|
| 143 |
+
"mean_fold_dyn_error": 0.08824594668112695,
|
| 144 |
+
"gate_closed": 0.0,
|
| 145 |
+
"gate_spectral": 0.0,
|
| 146 |
+
"gate_port": 0.0,
|
| 147 |
+
"gate_fold": 0.0,
|
| 148 |
+
"gate_dissipation": 0.0,
|
| 149 |
+
"lead_1_rmse": 0.11157090961933136,
|
| 150 |
+
"lead_2_rmse": 0.10066486150026321,
|
| 151 |
+
"lead_3_rmse": 0.09582304209470749,
|
| 152 |
+
"lead_4_rmse": 0.09666230529546738,
|
| 153 |
+
"lead_5_rmse": 0.10244805365800858,
|
| 154 |
+
"lead_6_rmse": 0.11263850331306458,
|
| 155 |
+
"lead_7_rmse": 0.1266268938779831,
|
| 156 |
+
"lead_8_rmse": 0.14377982914447784,
|
| 157 |
+
"lead_1_mae": 0.08398859202861786,
|
| 158 |
+
"lead_2_mae": 0.07626186311244965,
|
| 159 |
+
"lead_3_mae": 0.07257422059774399,
|
| 160 |
+
"lead_4_mae": 0.07304737716913223,
|
| 161 |
+
"lead_5_mae": 0.07740595191717148,
|
| 162 |
+
"lead_6_mae": 0.0847519040107727,
|
| 163 |
+
"lead_7_mae": 0.09455356746912003,
|
| 164 |
+
"lead_8_mae": 0.10667707026004791
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"step": 200,
|
| 168 |
+
"loss_pred": 0.021875612437725067,
|
| 169 |
+
"loss_total": 0.021875612437725067,
|
| 170 |
+
"loss_align": 0.0,
|
| 171 |
+
"loss_energy": 0.0,
|
| 172 |
+
"loss_reverse": 0.0,
|
| 173 |
+
"loss_fold": 0.0,
|
| 174 |
+
"loss_spectral": 0.0,
|
| 175 |
+
"gate_cost": 0.0,
|
| 176 |
+
"rmse_mean": 0.10568184405565262,
|
| 177 |
+
"rmse_last": 0.13482186198234558,
|
| 178 |
+
"mae_mean": 0.08694396167993546,
|
| 179 |
+
"mae_last": 0.10696596652269363,
|
| 180 |
+
"spectral_error": 0.0016935571075009648,
|
| 181 |
+
"eval_seconds_per_batch": 0.02237541973590851,
|
| 182 |
+
"mean_energy_drift": 0.9910102244466543,
|
| 183 |
+
"mean_reverse_error": 0.024565496831201017,
|
| 184 |
+
"mean_fold_dyn_error": 0.09250347060151398,
|
| 185 |
+
"gate_closed": 0.0,
|
| 186 |
+
"gate_spectral": 0.0,
|
| 187 |
+
"gate_port": 0.0,
|
| 188 |
+
"gate_fold": 0.0,
|
| 189 |
+
"gate_dissipation": 0.0,
|
| 190 |
+
"lead_1_rmse": 0.09019383788108826,
|
| 191 |
+
"lead_2_rmse": 0.08803142607212067,
|
| 192 |
+
"lead_3_rmse": 0.0915970429778099,
|
| 193 |
+
"lead_4_rmse": 0.09802350401878357,
|
| 194 |
+
"lead_5_rmse": 0.1055181697010994,
|
| 195 |
+
"lead_6_rmse": 0.11383415013551712,
|
| 196 |
+
"lead_7_rmse": 0.12343475222587585,
|
| 197 |
+
"lead_8_rmse": 0.13482186198234558,
|
| 198 |
+
"lead_1_mae": 0.07309871166944504,
|
| 199 |
+
"lead_2_mae": 0.07376901060342789,
|
| 200 |
+
"lead_3_mae": 0.07749050855636597,
|
| 201 |
+
"lead_4_mae": 0.08251146227121353,
|
| 202 |
+
"lead_5_mae": 0.08787454664707184,
|
| 203 |
+
"lead_6_mae": 0.09377307444810867,
|
| 204 |
+
"lead_7_mae": 0.10006841272115707,
|
| 205 |
+
"lead_8_mae": 0.10696596652269363
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"step": 250,
|
| 209 |
+
"loss_pred": 0.01277463324368,
|
| 210 |
+
"loss_total": 0.01277463324368,
|
| 211 |
+
"loss_align": 0.0,
|
| 212 |
+
"loss_energy": 0.0,
|
| 213 |
+
"loss_reverse": 0.0,
|
| 214 |
+
"loss_fold": 0.0,
|
| 215 |
+
"loss_spectral": 0.0,
|
| 216 |
+
"gate_cost": 0.0,
|
| 217 |
+
"rmse_mean": 0.08550969511270523,
|
| 218 |
+
"rmse_last": 0.11146610975265503,
|
| 219 |
+
"mae_mean": 0.06281446665525436,
|
| 220 |
+
"mae_last": 0.08122888207435608,
|
| 221 |
+
"spectral_error": 0.001222852872160729,
|
| 222 |
+
"eval_seconds_per_batch": 0.022054851055145264,
|
| 223 |
+
"mean_energy_drift": 0.9781704265624285,
|
| 224 |
+
"mean_reverse_error": 0.02438943414017558,
|
| 225 |
+
"mean_fold_dyn_error": 0.09098372794687748,
|
| 226 |
+
"gate_closed": 0.0,
|
| 227 |
+
"gate_spectral": 0.0,
|
| 228 |
+
"gate_port": 0.0,
|
| 229 |
+
"gate_fold": 0.0,
|
| 230 |
+
"gate_dissipation": 0.0,
|
| 231 |
+
"lead_1_rmse": 0.07716678082942963,
|
| 232 |
+
"lead_2_rmse": 0.07261726260185242,
|
| 233 |
+
"lead_3_rmse": 0.07349579781293869,
|
| 234 |
+
"lead_4_rmse": 0.07727277278900146,
|
| 235 |
+
"lead_5_rmse": 0.08274652808904648,
|
| 236 |
+
"lead_6_rmse": 0.08995421975851059,
|
| 237 |
+
"lead_7_rmse": 0.09935811161994934,
|
| 238 |
+
"lead_8_rmse": 0.11146610975265503,
|
| 239 |
+
"lead_1_mae": 0.056819237768650055,
|
| 240 |
+
"lead_2_mae": 0.05390610918402672,
|
| 241 |
+
"lead_3_mae": 0.054824791848659515,
|
| 242 |
+
"lead_4_mae": 0.05732540413737297,
|
| 243 |
+
"lead_5_mae": 0.0607278011739254,
|
| 244 |
+
"lead_6_mae": 0.06544418632984161,
|
| 245 |
+
"lead_7_mae": 0.07223934680223465,
|
| 246 |
+
"lead_8_mae": 0.08122888207435608
|
| 247 |
+
}
|
| 248 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_full/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8fcb6627f74d1e2b793521db17908340ac5cfa5df89adb2f3e7be8ae47a3d5a9
|
| 3 |
+
size 2736309
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_full/metrics.json
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.07904457300901413,
|
| 3 |
+
"rmse_last": 0.11285971850156784,
|
| 4 |
+
"mae_mean": 0.06044749543070793,
|
| 5 |
+
"mae_last": 0.0836576297879219,
|
| 6 |
+
"spectral_error": 0.0009248921321704984,
|
| 7 |
+
"eval_seconds_per_batch": 0.03284669876098633,
|
| 8 |
+
"mean_energy_drift": 0.016722858212888242,
|
| 9 |
+
"mean_reverse_error": 0.001211890352424234,
|
| 10 |
+
"mean_fold_dyn_error": 0.0007421372178941965,
|
| 11 |
+
"gate_closed": 0.0029897179920226336,
|
| 12 |
+
"gate_spectral": 0.2952718436717987,
|
| 13 |
+
"gate_port": 0.0633668601512909,
|
| 14 |
+
"gate_fold": 0.0026579932309687138,
|
| 15 |
+
"gate_dissipation": 0.002230685204267502,
|
| 16 |
+
"lead_1_rmse": 0.07167200744152069,
|
| 17 |
+
"lead_2_rmse": 0.06215083599090576,
|
| 18 |
+
"lead_3_rmse": 0.06085000932216644,
|
| 19 |
+
"lead_4_rmse": 0.06571958214044571,
|
| 20 |
+
"lead_5_rmse": 0.07451338320970535,
|
| 21 |
+
"lead_6_rmse": 0.08581707626581192,
|
| 22 |
+
"lead_7_rmse": 0.09877399355173111,
|
| 23 |
+
"lead_8_rmse": 0.11285971850156784,
|
| 24 |
+
"lead_1_mae": 0.05553869903087616,
|
| 25 |
+
"lead_2_mae": 0.048590995371341705,
|
| 26 |
+
"lead_3_mae": 0.04765689745545387,
|
| 27 |
+
"lead_4_mae": 0.05129123851656914,
|
| 28 |
+
"lead_5_mae": 0.05752010643482208,
|
| 29 |
+
"lead_6_mae": 0.06528133153915405,
|
| 30 |
+
"lead_7_mae": 0.07404305785894394,
|
| 31 |
+
"lead_8_mae": 0.0836576297879219,
|
| 32 |
+
"model": "sticm_v4_full",
|
| 33 |
+
"params": 544808,
|
| 34 |
+
"train_seconds": 28.279550790786743
|
| 35 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_full/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_full/train_log.json
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 0.8602645397186279,
|
| 5 |
+
"loss_total": 0.8833146095275879,
|
| 6 |
+
"loss_align": 0.2432793825864792,
|
| 7 |
+
"loss_energy": 0.1831926703453064,
|
| 8 |
+
"loss_reverse": 0.0025336630642414093,
|
| 9 |
+
"loss_fold": 0.009823394939303398,
|
| 10 |
+
"loss_spectral": 0.03483593091368675,
|
| 11 |
+
"gate_cost": 0.51350998878479,
|
| 12 |
+
"rmse_mean": 0.559603750705719,
|
| 13 |
+
"rmse_last": 0.6038305163383484,
|
| 14 |
+
"mae_mean": 0.4191082715988159,
|
| 15 |
+
"mae_last": 0.4573908746242523,
|
| 16 |
+
"spectral_error": 0.026304443541448563,
|
| 17 |
+
"eval_seconds_per_batch": 0.03455197811126709,
|
| 18 |
+
"mean_energy_drift": 0.21851147152483463,
|
| 19 |
+
"mean_reverse_error": 0.002393108617980033,
|
| 20 |
+
"mean_fold_dyn_error": 0.008558517438359559,
|
| 21 |
+
"gate_closed": 0.5115588307380676,
|
| 22 |
+
"gate_spectral": 0.46681952476501465,
|
| 23 |
+
"gate_port": 0.542430579662323,
|
| 24 |
+
"gate_fold": 0.5064717531204224,
|
| 25 |
+
"gate_dissipation": 0.4909173548221588,
|
| 26 |
+
"lead_1_rmse": 0.5269440412521362,
|
| 27 |
+
"lead_2_rmse": 0.5319855213165283,
|
| 28 |
+
"lead_3_rmse": 0.5398218631744385,
|
| 29 |
+
"lead_4_rmse": 0.549791693687439,
|
| 30 |
+
"lead_5_rmse": 0.5614245533943176,
|
| 31 |
+
"lead_6_rmse": 0.574424684047699,
|
| 32 |
+
"lead_7_rmse": 0.588607132434845,
|
| 33 |
+
"lead_8_rmse": 0.6038305163383484,
|
| 34 |
+
"lead_1_mae": 0.4003162086009979,
|
| 35 |
+
"lead_2_mae": 0.3982645273208618,
|
| 36 |
+
"lead_3_mae": 0.40048515796661377,
|
| 37 |
+
"lead_4_mae": 0.4069523513317108,
|
| 38 |
+
"lead_5_mae": 0.4169529676437378,
|
| 39 |
+
"lead_6_mae": 0.4294049143791199,
|
| 40 |
+
"lead_7_mae": 0.4430989921092987,
|
| 41 |
+
"lead_8_mae": 0.4573908746242523
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"step": 50,
|
| 45 |
+
"loss_pred": 0.039612457156181335,
|
| 46 |
+
"loss_total": 0.04233067110180855,
|
| 47 |
+
"loss_align": 0.028951648622751236,
|
| 48 |
+
"loss_energy": 0.01919695734977722,
|
| 49 |
+
"loss_reverse": 0.0004049548297189176,
|
| 50 |
+
"loss_fold": 0.00041295180562883615,
|
| 51 |
+
"loss_spectral": 0.0065457141026854515,
|
| 52 |
+
"gate_cost": 0.05389181524515152,
|
| 53 |
+
"rmse_mean": 0.17638254165649414,
|
| 54 |
+
"rmse_last": 0.20458288490772247,
|
| 55 |
+
"mae_mean": 0.12637871503829956,
|
| 56 |
+
"mae_last": 0.14333845674991608,
|
| 57 |
+
"spectral_error": 0.00472259582602419,
|
| 58 |
+
"eval_seconds_per_batch": 0.034712567925453186,
|
| 59 |
+
"mean_energy_drift": 0.01697798678651452,
|
| 60 |
+
"mean_reverse_error": 0.0004062348270963412,
|
| 61 |
+
"mean_fold_dyn_error": 0.0003915642355423188,
|
| 62 |
+
"gate_closed": 0.010349503718316555,
|
| 63 |
+
"gate_spectral": 0.19332845509052277,
|
| 64 |
+
"gate_port": 0.040314674377441406,
|
| 65 |
+
"gate_fold": 0.009336086921393871,
|
| 66 |
+
"gate_dissipation": 0.00803782232105732,
|
| 67 |
+
"lead_1_rmse": 0.19528479874134064,
|
| 68 |
+
"lead_2_rmse": 0.17527440190315247,
|
| 69 |
+
"lead_3_rmse": 0.16191430389881134,
|
| 70 |
+
"lead_4_rmse": 0.15668021142482758,
|
| 71 |
+
"lead_5_rmse": 0.16009142994880676,
|
| 72 |
+
"lead_6_rmse": 0.17082653939723969,
|
| 73 |
+
"lead_7_rmse": 0.18640567362308502,
|
| 74 |
+
"lead_8_rmse": 0.20458288490772247,
|
| 75 |
+
"lead_1_mae": 0.14470554888248444,
|
| 76 |
+
"lead_2_mae": 0.12963828444480896,
|
| 77 |
+
"lead_3_mae": 0.11812363564968109,
|
| 78 |
+
"lead_4_mae": 0.1119735836982727,
|
| 79 |
+
"lead_5_mae": 0.1127641499042511,
|
| 80 |
+
"lead_6_mae": 0.11974810808897018,
|
| 81 |
+
"lead_7_mae": 0.1307380050420761,
|
| 82 |
+
"lead_8_mae": 0.14333845674991608
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"step": 100,
|
| 86 |
+
"loss_pred": 0.01973414607346058,
|
| 87 |
+
"loss_total": 0.022526968270540237,
|
| 88 |
+
"loss_align": 0.023606223985552788,
|
| 89 |
+
"loss_energy": 0.02346038818359375,
|
| 90 |
+
"loss_reverse": 0.0013334238901734352,
|
| 91 |
+
"loss_fold": 0.0016739722341299057,
|
| 92 |
+
"loss_spectral": 0.0030139645095914602,
|
| 93 |
+
"gate_cost": 0.09157165139913559,
|
| 94 |
+
"rmse_mean": 0.1483011543750763,
|
| 95 |
+
"rmse_last": 0.18203988671302795,
|
| 96 |
+
"mae_mean": 0.10517953336238861,
|
| 97 |
+
"mae_last": 0.13048216700553894,
|
| 98 |
+
"spectral_error": 0.0029836269532097504,
|
| 99 |
+
"eval_seconds_per_batch": 0.033413201570510864,
|
| 100 |
+
"mean_energy_drift": 0.023793367901816964,
|
| 101 |
+
"mean_reverse_error": 0.001202469447889598,
|
| 102 |
+
"mean_fold_dyn_error": 0.001168453563877847,
|
| 103 |
+
"gate_closed": 0.010838844813406467,
|
| 104 |
+
"gate_spectral": 0.32441872358322144,
|
| 105 |
+
"gate_port": 0.07073581218719482,
|
| 106 |
+
"gate_fold": 0.009114125743508339,
|
| 107 |
+
"gate_dissipation": 0.009055227041244507,
|
| 108 |
+
"lead_1_rmse": 0.14123870432376862,
|
| 109 |
+
"lead_2_rmse": 0.13335564732551575,
|
| 110 |
+
"lead_3_rmse": 0.13117413222789764,
|
| 111 |
+
"lead_4_rmse": 0.134465754032135,
|
| 112 |
+
"lead_5_rmse": 0.1425875425338745,
|
| 113 |
+
"lead_6_rmse": 0.15405090153217316,
|
| 114 |
+
"lead_7_rmse": 0.1674966812133789,
|
| 115 |
+
"lead_8_rmse": 0.18203988671302795,
|
| 116 |
+
"lead_1_mae": 0.09668859839439392,
|
| 117 |
+
"lead_2_mae": 0.09254927933216095,
|
| 118 |
+
"lead_3_mae": 0.09271549433469772,
|
| 119 |
+
"lead_4_mae": 0.09596317261457443,
|
| 120 |
+
"lead_5_mae": 0.10220283269882202,
|
| 121 |
+
"lead_6_mae": 0.1106104850769043,
|
| 122 |
+
"lead_7_mae": 0.12022425979375839,
|
| 123 |
+
"lead_8_mae": 0.13048216700553894
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"step": 150,
|
| 127 |
+
"loss_pred": 0.01458662562072277,
|
| 128 |
+
"loss_total": 0.016901593655347824,
|
| 129 |
+
"loss_align": 0.018948566168546677,
|
| 130 |
+
"loss_energy": 0.018047666177153587,
|
| 131 |
+
"loss_reverse": 0.0014456369681283832,
|
| 132 |
+
"loss_fold": 0.001010063337162137,
|
| 133 |
+
"loss_spectral": 0.0016519032651558518,
|
| 134 |
+
"gate_cost": 0.08647780865430832,
|
| 135 |
+
"rmse_mean": 0.1021471694111824,
|
| 136 |
+
"rmse_last": 0.13150647282600403,
|
| 137 |
+
"mae_mean": 0.0784316211938858,
|
| 138 |
+
"mae_last": 0.09672084450721741,
|
| 139 |
+
"spectral_error": 0.0013378263247432187,
|
| 140 |
+
"eval_seconds_per_batch": 0.03360213339328766,
|
| 141 |
+
"mean_energy_drift": 0.015507449861615896,
|
| 142 |
+
"mean_reverse_error": 0.0013176928732718807,
|
| 143 |
+
"mean_fold_dyn_error": 0.000990459568129154,
|
| 144 |
+
"gate_closed": 0.0073423986323177814,
|
| 145 |
+
"gate_spectral": 0.31956079602241516,
|
| 146 |
+
"gate_port": 0.0780186802148819,
|
| 147 |
+
"gate_fold": 0.006253257393836975,
|
| 148 |
+
"gate_dissipation": 0.005886703263968229,
|
| 149 |
+
"lead_1_rmse": 0.10131633281707764,
|
| 150 |
+
"lead_2_rmse": 0.09118522703647614,
|
| 151 |
+
"lead_3_rmse": 0.0872393399477005,
|
| 152 |
+
"lead_4_rmse": 0.08882982283830643,
|
| 153 |
+
"lead_5_rmse": 0.09504031389951706,
|
| 154 |
+
"lead_6_rmse": 0.10483135282993317,
|
| 155 |
+
"lead_7_rmse": 0.11722846329212189,
|
| 156 |
+
"lead_8_rmse": 0.13150647282600403,
|
| 157 |
+
"lead_1_mae": 0.0783039778470993,
|
| 158 |
+
"lead_2_mae": 0.07176816463470459,
|
| 159 |
+
"lead_3_mae": 0.06936386227607727,
|
| 160 |
+
"lead_4_mae": 0.07024119049310684,
|
| 161 |
+
"lead_5_mae": 0.07380319386720657,
|
| 162 |
+
"lead_6_mae": 0.07973422110080719,
|
| 163 |
+
"lead_7_mae": 0.08751748502254486,
|
| 164 |
+
"lead_8_mae": 0.09672084450721741
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"step": 200,
|
| 168 |
+
"loss_pred": 0.015887334942817688,
|
| 169 |
+
"loss_total": 0.017819464206695557,
|
| 170 |
+
"loss_align": 0.014906497672200203,
|
| 171 |
+
"loss_energy": 0.011139780282974243,
|
| 172 |
+
"loss_reverse": 0.001487251021899283,
|
| 173 |
+
"loss_fold": 0.0009696470806375146,
|
| 174 |
+
"loss_spectral": 0.0013402501353994012,
|
| 175 |
+
"gate_cost": 0.08381649106740952,
|
| 176 |
+
"rmse_mean": 0.0795741155743599,
|
| 177 |
+
"rmse_last": 0.10676255077123642,
|
| 178 |
+
"mae_mean": 0.057647816836833954,
|
| 179 |
+
"mae_last": 0.07517284899950027,
|
| 180 |
+
"spectral_error": 0.0010514291352592409,
|
| 181 |
+
"eval_seconds_per_batch": 0.03401130437850952,
|
| 182 |
+
"mean_energy_drift": 0.0151945207035169,
|
| 183 |
+
"mean_reverse_error": 0.0013482102331181522,
|
| 184 |
+
"mean_fold_dyn_error": 0.0008695143624208868,
|
| 185 |
+
"gate_closed": 0.004529356025159359,
|
| 186 |
+
"gate_spectral": 0.320190966129303,
|
| 187 |
+
"gate_port": 0.07489542663097382,
|
| 188 |
+
"gate_fold": 0.003958009649068117,
|
| 189 |
+
"gate_dissipation": 0.0034998287446796894,
|
| 190 |
+
"lead_1_rmse": 0.08050777018070221,
|
| 191 |
+
"lead_2_rmse": 0.07030659914016724,
|
| 192 |
+
"lead_3_rmse": 0.0658646896481514,
|
| 193 |
+
"lead_4_rmse": 0.0667625218629837,
|
| 194 |
+
"lead_5_rmse": 0.07219365239143372,
|
| 195 |
+
"lead_6_rmse": 0.08122292906045914,
|
| 196 |
+
"lead_7_rmse": 0.09297218173742294,
|
| 197 |
+
"lead_8_rmse": 0.10676255077123642,
|
| 198 |
+
"lead_1_mae": 0.060200005769729614,
|
| 199 |
+
"lead_2_mae": 0.0528327114880085,
|
| 200 |
+
"lead_3_mae": 0.04905320331454277,
|
| 201 |
+
"lead_4_mae": 0.0487980991601944,
|
| 202 |
+
"lead_5_mae": 0.05178943648934364,
|
| 203 |
+
"lead_6_mae": 0.05767006427049637,
|
| 204 |
+
"lead_7_mae": 0.06566616147756577,
|
| 205 |
+
"lead_8_mae": 0.07517284899950027
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"step": 250,
|
| 209 |
+
"loss_pred": 0.009409595280885696,
|
| 210 |
+
"loss_total": 0.011418893933296204,
|
| 211 |
+
"loss_align": 0.017389364540576935,
|
| 212 |
+
"loss_energy": 0.011011146008968353,
|
| 213 |
+
"loss_reverse": 0.001493682386353612,
|
| 214 |
+
"loss_fold": 0.0008782409713603556,
|
| 215 |
+
"loss_spectral": 0.0011771050048992038,
|
| 216 |
+
"gate_cost": 0.08045309782028198,
|
| 217 |
+
"rmse_mean": 0.07931750267744064,
|
| 218 |
+
"rmse_last": 0.11313402652740479,
|
| 219 |
+
"mae_mean": 0.060195520520210266,
|
| 220 |
+
"mae_last": 0.08333154022693634,
|
| 221 |
+
"spectral_error": 0.0008895596056390787,
|
| 222 |
+
"eval_seconds_per_batch": 0.03418119251728058,
|
| 223 |
+
"mean_energy_drift": 0.016178184421733022,
|
| 224 |
+
"mean_reverse_error": 0.0011700203685904853,
|
| 225 |
+
"mean_fold_dyn_error": 0.0007283209670276847,
|
| 226 |
+
"gate_closed": 0.0030357267241925,
|
| 227 |
+
"gate_spectral": 0.2898225486278534,
|
| 228 |
+
"gate_port": 0.06798918545246124,
|
| 229 |
+
"gate_fold": 0.002710426691919565,
|
| 230 |
+
"gate_dissipation": 0.0023629763163626194,
|
| 231 |
+
"lead_1_rmse": 0.07166716456413269,
|
| 232 |
+
"lead_2_rmse": 0.06275255233049393,
|
| 233 |
+
"lead_3_rmse": 0.061429597437381744,
|
| 234 |
+
"lead_4_rmse": 0.06606698036193848,
|
| 235 |
+
"lead_5_rmse": 0.07468603551387787,
|
| 236 |
+
"lead_6_rmse": 0.08590962737798691,
|
| 237 |
+
"lead_7_rmse": 0.09889407455921173,
|
| 238 |
+
"lead_8_rmse": 0.11313402652740479,
|
| 239 |
+
"lead_1_mae": 0.05501288175582886,
|
| 240 |
+
"lead_2_mae": 0.04867507517337799,
|
| 241 |
+
"lead_3_mae": 0.04782801494002342,
|
| 242 |
+
"lead_4_mae": 0.05115795135498047,
|
| 243 |
+
"lead_5_mae": 0.05714786797761917,
|
| 244 |
+
"lead_6_mae": 0.06481031328439713,
|
| 245 |
+
"lead_7_mae": 0.07360055297613144,
|
| 246 |
+
"lead_8_mae": 0.08333154022693634
|
| 247 |
+
}
|
| 248 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:31b76d49c0e16d45835d0f9dbe8d9ec65aa34a75ea3050e54214774c37694d9f
|
| 3 |
+
size 2736309
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/metrics.json
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.10784222185611725,
|
| 3 |
+
"rmse_last": 0.14190208911895752,
|
| 4 |
+
"mae_mean": 0.08011811226606369,
|
| 5 |
+
"mae_last": 0.10153760015964508,
|
| 6 |
+
"spectral_error": 0.001539230956695974,
|
| 7 |
+
"eval_seconds_per_batch": 0.03790937423706055,
|
| 8 |
+
"mean_energy_drift": 0.00796817259863019,
|
| 9 |
+
"mean_reverse_error": 0.0007146050047595054,
|
| 10 |
+
"mean_fold_dyn_error": 0.00048329381679650395,
|
| 11 |
+
"gate_closed": 0.0033101888839155436,
|
| 12 |
+
"gate_spectral": 0.21451954543590546,
|
| 13 |
+
"gate_port": 0.06111425906419754,
|
| 14 |
+
"gate_fold": 0.0027980259619653225,
|
| 15 |
+
"gate_dissipation": 0.0,
|
| 16 |
+
"lead_1_rmse": 0.09110331535339355,
|
| 17 |
+
"lead_2_rmse": 0.08734583854675293,
|
| 18 |
+
"lead_3_rmse": 0.09037868678569794,
|
| 19 |
+
"lead_4_rmse": 0.09757688641548157,
|
| 20 |
+
"lead_5_rmse": 0.10704990476369858,
|
| 21 |
+
"lead_6_rmse": 0.11784610897302628,
|
| 22 |
+
"lead_7_rmse": 0.1295349895954132,
|
| 23 |
+
"lead_8_rmse": 0.14190208911895752,
|
| 24 |
+
"lead_1_mae": 0.07017189264297485,
|
| 25 |
+
"lead_2_mae": 0.06724122166633606,
|
| 26 |
+
"lead_3_mae": 0.06923293322324753,
|
| 27 |
+
"lead_4_mae": 0.07368577271699905,
|
| 28 |
+
"lead_5_mae": 0.07945060729980469,
|
| 29 |
+
"lead_6_mae": 0.08611755073070526,
|
| 30 |
+
"lead_7_mae": 0.093507319688797,
|
| 31 |
+
"lead_8_mae": 0.10153760015964508,
|
| 32 |
+
"model": "sticm_v4_no_dissipation",
|
| 33 |
+
"params": 544808,
|
| 34 |
+
"train_seconds": 28.33652424812317
|
| 35 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_dissipation/train_log.json
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 0.7706965208053589,
|
| 5 |
+
"loss_total": 0.7911692261695862,
|
| 6 |
+
"loss_align": 0.23552575707435608,
|
| 7 |
+
"loss_energy": 0.14412295818328857,
|
| 8 |
+
"loss_reverse": 0.002279199892655015,
|
| 9 |
+
"loss_fold": 0.009054974652826786,
|
| 10 |
+
"loss_spectral": 0.032848063856363297,
|
| 11 |
+
"gate_cost": 0.3854297697544098,
|
| 12 |
+
"rmse_mean": 1.0046495199203491,
|
| 13 |
+
"rmse_last": 1.0562613010406494,
|
| 14 |
+
"mae_mean": 0.7608515024185181,
|
| 15 |
+
"mae_last": 0.8141244649887085,
|
| 16 |
+
"spectral_error": 0.03965711349155754,
|
| 17 |
+
"eval_seconds_per_batch": 0.033624425530433655,
|
| 18 |
+
"mean_energy_drift": 0.43889269046485424,
|
| 19 |
+
"mean_reverse_error": 0.0029178376717027277,
|
| 20 |
+
"mean_fold_dyn_error": 0.010702622996177524,
|
| 21 |
+
"gate_closed": 0.48063260316848755,
|
| 22 |
+
"gate_spectral": 0.5355984568595886,
|
| 23 |
+
"gate_port": 0.4777202308177948,
|
| 24 |
+
"gate_fold": 0.48918890953063965,
|
| 25 |
+
"gate_dissipation": 0.0,
|
| 26 |
+
"lead_1_rmse": 0.9359379410743713,
|
| 27 |
+
"lead_2_rmse": 0.9612826704978943,
|
| 28 |
+
"lead_3_rmse": 0.9833526015281677,
|
| 29 |
+
"lead_4_rmse": 1.0024785995483398,
|
| 30 |
+
"lead_5_rmse": 1.0190074443817139,
|
| 31 |
+
"lead_6_rmse": 1.0332762002944946,
|
| 32 |
+
"lead_7_rmse": 1.0455994606018066,
|
| 33 |
+
"lead_8_rmse": 1.0562613010406494,
|
| 34 |
+
"lead_1_mae": 0.6955508589744568,
|
| 35 |
+
"lead_2_mae": 0.7178230881690979,
|
| 36 |
+
"lead_3_mae": 0.7382572889328003,
|
| 37 |
+
"lead_4_mae": 0.756833016872406,
|
| 38 |
+
"lead_5_mae": 0.7735848426818848,
|
| 39 |
+
"lead_6_mae": 0.788592517375946,
|
| 40 |
+
"lead_7_mae": 0.8020456433296204,
|
| 41 |
+
"lead_8_mae": 0.8141244649887085
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"step": 50,
|
| 45 |
+
"loss_pred": 0.04300103709101677,
|
| 46 |
+
"loss_total": 0.04546739161014557,
|
| 47 |
+
"loss_align": 0.02754800021648407,
|
| 48 |
+
"loss_energy": 0.009450579062104225,
|
| 49 |
+
"loss_reverse": 0.00020696291176136583,
|
| 50 |
+
"loss_fold": 0.00023254046391230077,
|
| 51 |
+
"loss_spectral": 0.008150376379489899,
|
| 52 |
+
"gate_cost": 0.04813074320554733,
|
| 53 |
+
"rmse_mean": 0.2171964943408966,
|
| 54 |
+
"rmse_last": 0.23767945170402527,
|
| 55 |
+
"mae_mean": 0.17108333110809326,
|
| 56 |
+
"mae_last": 0.18253424763679504,
|
| 57 |
+
"spectral_error": 0.006899009415064938,
|
| 58 |
+
"eval_seconds_per_batch": 0.03363017737865448,
|
| 59 |
+
"mean_energy_drift": 0.010331936064176261,
|
| 60 |
+
"mean_reverse_error": 0.00019756957135541597,
|
| 61 |
+
"mean_fold_dyn_error": 0.00021561025687333313,
|
| 62 |
+
"gate_closed": 0.02460814081132412,
|
| 63 |
+
"gate_spectral": 0.12707257270812988,
|
| 64 |
+
"gate_port": 0.06570586562156677,
|
| 65 |
+
"gate_fold": 0.02264663763344288,
|
| 66 |
+
"gate_dissipation": 0.0,
|
| 67 |
+
"lead_1_rmse": 0.24046142399311066,
|
| 68 |
+
"lead_2_rmse": 0.22011612355709076,
|
| 69 |
+
"lead_3_rmse": 0.2064376175403595,
|
| 70 |
+
"lead_4_rmse": 0.2002570778131485,
|
| 71 |
+
"lead_5_rmse": 0.20151881873607635,
|
| 72 |
+
"lead_6_rmse": 0.2092558741569519,
|
| 73 |
+
"lead_7_rmse": 0.2218455821275711,
|
| 74 |
+
"lead_8_rmse": 0.23767945170402527,
|
| 75 |
+
"lead_1_mae": 0.19015291333198547,
|
| 76 |
+
"lead_2_mae": 0.17617617547512054,
|
| 77 |
+
"lead_3_mae": 0.16549573838710785,
|
| 78 |
+
"lead_4_mae": 0.15936140716075897,
|
| 79 |
+
"lead_5_mae": 0.1589709222316742,
|
| 80 |
+
"lead_6_mae": 0.16382724046707153,
|
| 81 |
+
"lead_7_mae": 0.17214807868003845,
|
| 82 |
+
"lead_8_mae": 0.18253424763679504
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"step": 100,
|
| 86 |
+
"loss_pred": 0.02313387393951416,
|
| 87 |
+
"loss_total": 0.02547220140695572,
|
| 88 |
+
"loss_align": 0.01719474047422409,
|
| 89 |
+
"loss_energy": 0.0218573659658432,
|
| 90 |
+
"loss_reverse": 0.0012847896432504058,
|
| 91 |
+
"loss_fold": 0.0014936483930796385,
|
| 92 |
+
"loss_spectral": 0.003004045458510518,
|
| 93 |
+
"gate_cost": 0.08207354694604874,
|
| 94 |
+
"rmse_mean": 0.12883973121643066,
|
| 95 |
+
"rmse_last": 0.14816901087760925,
|
| 96 |
+
"mae_mean": 0.09495013952255249,
|
| 97 |
+
"mae_last": 0.10801854729652405,
|
| 98 |
+
"spectral_error": 0.0025458512536715716,
|
| 99 |
+
"eval_seconds_per_batch": 0.03363332152366638,
|
| 100 |
+
"mean_energy_drift": 0.020989011332858354,
|
| 101 |
+
"mean_reverse_error": 0.0010705618806241546,
|
| 102 |
+
"mean_fold_dyn_error": 0.0010272515901306178,
|
| 103 |
+
"gate_closed": 0.01589752547442913,
|
| 104 |
+
"gate_spectral": 0.2818242311477661,
|
| 105 |
+
"gate_port": 0.08070506900548935,
|
| 106 |
+
"gate_fold": 0.012741079553961754,
|
| 107 |
+
"gate_dissipation": 0.0,
|
| 108 |
+
"lead_1_rmse": 0.14179478585720062,
|
| 109 |
+
"lead_2_rmse": 0.1273147314786911,
|
| 110 |
+
"lead_3_rmse": 0.11875379085540771,
|
| 111 |
+
"lead_4_rmse": 0.11595694720745087,
|
| 112 |
+
"lead_5_rmse": 0.11832771450281143,
|
| 113 |
+
"lead_6_rmse": 0.12508141994476318,
|
| 114 |
+
"lead_7_rmse": 0.1353195458650589,
|
| 115 |
+
"lead_8_rmse": 0.14816901087760925,
|
| 116 |
+
"lead_1_mae": 0.10162487626075745,
|
| 117 |
+
"lead_2_mae": 0.09324557334184647,
|
| 118 |
+
"lead_3_mae": 0.08839935064315796,
|
| 119 |
+
"lead_4_mae": 0.0870145857334137,
|
| 120 |
+
"lead_5_mae": 0.08870251476764679,
|
| 121 |
+
"lead_6_mae": 0.09302171319723129,
|
| 122 |
+
"lead_7_mae": 0.09957397729158401,
|
| 123 |
+
"lead_8_mae": 0.10801854729652405
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"step": 150,
|
| 127 |
+
"loss_pred": 0.022175803780555725,
|
| 128 |
+
"loss_total": 0.024509387090802193,
|
| 129 |
+
"loss_align": 0.016816074028611183,
|
| 130 |
+
"loss_energy": 0.016202129423618317,
|
| 131 |
+
"loss_reverse": 0.0018986673094332218,
|
| 132 |
+
"loss_fold": 0.0013671526685357094,
|
| 133 |
+
"loss_spectral": 0.002378720324486494,
|
| 134 |
+
"gate_cost": 0.0970812663435936,
|
| 135 |
+
"rmse_mean": 0.10066458582878113,
|
| 136 |
+
"rmse_last": 0.13334070146083832,
|
| 137 |
+
"mae_mean": 0.07396528124809265,
|
| 138 |
+
"mae_last": 0.0956241637468338,
|
| 139 |
+
"spectral_error": 0.0015276207268470898,
|
| 140 |
+
"eval_seconds_per_batch": 0.03647862374782562,
|
| 141 |
+
"mean_energy_drift": 0.029458723845891654,
|
| 142 |
+
"mean_reverse_error": 0.0011297085329715628,
|
| 143 |
+
"mean_fold_dyn_error": 0.0008190415010176366,
|
| 144 |
+
"gate_closed": 0.010512108914554119,
|
| 145 |
+
"gate_spectral": 0.2806507349014282,
|
| 146 |
+
"gate_port": 0.07603641599416733,
|
| 147 |
+
"gate_fold": 0.008472654968500137,
|
| 148 |
+
"gate_dissipation": 0.0,
|
| 149 |
+
"lead_1_rmse": 0.09318390488624573,
|
| 150 |
+
"lead_2_rmse": 0.08602255582809448,
|
| 151 |
+
"lead_3_rmse": 0.08448340743780136,
|
| 152 |
+
"lead_4_rmse": 0.08785516023635864,
|
| 153 |
+
"lead_5_rmse": 0.09539570659399033,
|
| 154 |
+
"lead_6_rmse": 0.10608762502670288,
|
| 155 |
+
"lead_7_rmse": 0.11894762516021729,
|
| 156 |
+
"lead_8_rmse": 0.13334070146083832,
|
| 157 |
+
"lead_1_mae": 0.06778202205896378,
|
| 158 |
+
"lead_2_mae": 0.06411489099264145,
|
| 159 |
+
"lead_3_mae": 0.06368199735879898,
|
| 160 |
+
"lead_4_mae": 0.0659990981221199,
|
| 161 |
+
"lead_5_mae": 0.07078172266483307,
|
| 162 |
+
"lead_6_mae": 0.0776565670967102,
|
| 163 |
+
"lead_7_mae": 0.08608176559209824,
|
| 164 |
+
"lead_8_mae": 0.0956241637468338
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"step": 200,
|
| 168 |
+
"loss_pred": 0.010247851721942425,
|
| 169 |
+
"loss_total": 0.011933228932321072,
|
| 170 |
+
"loss_align": 0.009488370269536972,
|
| 171 |
+
"loss_energy": 0.017064308747649193,
|
| 172 |
+
"loss_reverse": 0.0012954416451975703,
|
| 173 |
+
"loss_fold": 0.0007542554521933198,
|
| 174 |
+
"loss_spectral": 0.0014170140493661165,
|
| 175 |
+
"gate_cost": 0.07502865046262741,
|
| 176 |
+
"rmse_mean": 0.08126836270093918,
|
| 177 |
+
"rmse_last": 0.11546922475099564,
|
| 178 |
+
"mae_mean": 0.06017410755157471,
|
| 179 |
+
"mae_last": 0.08305690437555313,
|
| 180 |
+
"spectral_error": 0.0011525829049787717,
|
| 181 |
+
"eval_seconds_per_batch": 0.033619239926338196,
|
| 182 |
+
"mean_energy_drift": 0.01019164058379829,
|
| 183 |
+
"mean_reverse_error": 0.0008973533676908119,
|
| 184 |
+
"mean_fold_dyn_error": 0.000566214082937222,
|
| 185 |
+
"gate_closed": 0.006494094617664814,
|
| 186 |
+
"gate_spectral": 0.24552911520004272,
|
| 187 |
+
"gate_port": 0.0683438703417778,
|
| 188 |
+
"gate_fold": 0.005472481716424227,
|
| 189 |
+
"gate_dissipation": 0.0,
|
| 190 |
+
"lead_1_rmse": 0.07243338972330093,
|
| 191 |
+
"lead_2_rmse": 0.06457962840795517,
|
| 192 |
+
"lead_3_rmse": 0.06359657645225525,
|
| 193 |
+
"lead_4_rmse": 0.06815904378890991,
|
| 194 |
+
"lead_5_rmse": 0.07675668597221375,
|
| 195 |
+
"lead_6_rmse": 0.0880352184176445,
|
| 196 |
+
"lead_7_rmse": 0.10111711919307709,
|
| 197 |
+
"lead_8_rmse": 0.11546922475099564,
|
| 198 |
+
"lead_1_mae": 0.05379614979028702,
|
| 199 |
+
"lead_2_mae": 0.04896577447652817,
|
| 200 |
+
"lead_3_mae": 0.048388827592134476,
|
| 201 |
+
"lead_4_mae": 0.051455236971378326,
|
| 202 |
+
"lead_5_mae": 0.057274993509054184,
|
| 203 |
+
"lead_6_mae": 0.0648680329322815,
|
| 204 |
+
"lead_7_mae": 0.07358693331480026,
|
| 205 |
+
"lead_8_mae": 0.08305690437555313
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"step": 250,
|
| 209 |
+
"loss_pred": 0.017361484467983246,
|
| 210 |
+
"loss_total": 0.018900372087955475,
|
| 211 |
+
"loss_align": 0.013839066959917545,
|
| 212 |
+
"loss_energy": 0.007087516598403454,
|
| 213 |
+
"loss_reverse": 0.000790066085755825,
|
| 214 |
+
"loss_fold": 0.0005409786244854331,
|
| 215 |
+
"loss_spectral": 0.0017392068402841687,
|
| 216 |
+
"gate_cost": 0.05861935764551163,
|
| 217 |
+
"rmse_mean": 0.10428458452224731,
|
| 218 |
+
"rmse_last": 0.13351598381996155,
|
| 219 |
+
"mae_mean": 0.07621459662914276,
|
| 220 |
+
"mae_last": 0.0921570435166359,
|
| 221 |
+
"spectral_error": 0.0014594667954952456,
|
| 222 |
+
"eval_seconds_per_batch": 0.03337791562080383,
|
| 223 |
+
"mean_energy_drift": 0.008122703526169062,
|
| 224 |
+
"mean_reverse_error": 0.0007064279670885298,
|
| 225 |
+
"mean_fold_dyn_error": 0.00048432206131110433,
|
| 226 |
+
"gate_closed": 0.0033096992410719395,
|
| 227 |
+
"gate_spectral": 0.21383993327617645,
|
| 228 |
+
"gate_port": 0.06592629104852676,
|
| 229 |
+
"gate_fold": 0.002777546877041459,
|
| 230 |
+
"gate_dissipation": 0.0,
|
| 231 |
+
"lead_1_rmse": 0.09293244779109955,
|
| 232 |
+
"lead_2_rmse": 0.08815387636423111,
|
| 233 |
+
"lead_3_rmse": 0.08933756500482559,
|
| 234 |
+
"lead_4_rmse": 0.0945214107632637,
|
| 235 |
+
"lead_5_rmse": 0.10221966356039047,
|
| 236 |
+
"lead_6_rmse": 0.11154498159885406,
|
| 237 |
+
"lead_7_rmse": 0.12205072492361069,
|
| 238 |
+
"lead_8_rmse": 0.13351598381996155,
|
| 239 |
+
"lead_1_mae": 0.07200602442026138,
|
| 240 |
+
"lead_2_mae": 0.06781663000583649,
|
| 241 |
+
"lead_3_mae": 0.06798028945922852,
|
| 242 |
+
"lead_4_mae": 0.07050105929374695,
|
| 243 |
+
"lead_5_mae": 0.07444774359464645,
|
| 244 |
+
"lead_6_mae": 0.07944994419813156,
|
| 245 |
+
"lead_7_mae": 0.08535805344581604,
|
| 246 |
+
"lead_8_mae": 0.0921570435166359
|
| 247 |
+
}
|
| 248 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:0aae1f363eee85dd7d2cdd1baa73ed151bf44aefaef79bf674089f0484d8b01c
|
| 3 |
+
size 2736309
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/metrics.json
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.0880001112818718,
|
| 3 |
+
"rmse_last": 0.12122011184692383,
|
| 4 |
+
"mae_mean": 0.06842739880084991,
|
| 5 |
+
"mae_last": 0.08991590142250061,
|
| 6 |
+
"spectral_error": 0.0010269343701656908,
|
| 7 |
+
"eval_seconds_per_batch": 0.03227985382080078,
|
| 8 |
+
"mean_energy_drift": 0.009441208392381668,
|
| 9 |
+
"mean_reverse_error": 0.0011979744606651365,
|
| 10 |
+
"mean_fold_dyn_error": 0.005351044023409485,
|
| 11 |
+
"gate_closed": 0.01664615422487259,
|
| 12 |
+
"gate_spectral": 0.28867173194885254,
|
| 13 |
+
"gate_port": 0.056109458208084106,
|
| 14 |
+
"gate_fold": 0.0,
|
| 15 |
+
"gate_dissipation": 0.0038395447190850973,
|
| 16 |
+
"lead_1_rmse": 0.07979446649551392,
|
| 17 |
+
"lead_2_rmse": 0.07152777165174484,
|
| 18 |
+
"lead_3_rmse": 0.07044488191604614,
|
| 19 |
+
"lead_4_rmse": 0.07509409636259079,
|
| 20 |
+
"lead_5_rmse": 0.08367212116718292,
|
| 21 |
+
"lead_6_rmse": 0.09477010369300842,
|
| 22 |
+
"lead_7_rmse": 0.10747731477022171,
|
| 23 |
+
"lead_8_rmse": 0.12122011184692383,
|
| 24 |
+
"lead_1_mae": 0.0640287697315216,
|
| 25 |
+
"lead_2_mae": 0.057944588363170624,
|
| 26 |
+
"lead_3_mae": 0.05692164599895477,
|
| 27 |
+
"lead_4_mae": 0.05989149957895279,
|
| 28 |
+
"lead_5_mae": 0.06537514925003052,
|
| 29 |
+
"lead_6_mae": 0.07251822203397751,
|
| 30 |
+
"lead_7_mae": 0.0808233991265297,
|
| 31 |
+
"lead_8_mae": 0.08991590142250061,
|
| 32 |
+
"model": "sticm_v4_no_folding",
|
| 33 |
+
"params": 544808,
|
| 34 |
+
"train_seconds": 28.28432822227478
|
| 35 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_folding/train_log.json
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.014005422592163,
|
| 5 |
+
"loss_total": 1.0380820035934448,
|
| 6 |
+
"loss_align": 0.2794915735721588,
|
| 7 |
+
"loss_energy": 0.1826932579278946,
|
| 8 |
+
"loss_reverse": 0.0024821115657687187,
|
| 9 |
+
"loss_fold": 0.0,
|
| 10 |
+
"loss_spectral": 0.047256212681531906,
|
| 11 |
+
"gate_cost": 0.4035704731941223,
|
| 12 |
+
"rmse_mean": 0.6875693798065186,
|
| 13 |
+
"rmse_last": 0.7370179295539856,
|
| 14 |
+
"mae_mean": 0.5555718541145325,
|
| 15 |
+
"mae_last": 0.5954177379608154,
|
| 16 |
+
"spectral_error": 0.02818217861931771,
|
| 17 |
+
"eval_seconds_per_batch": 0.03370028734207153,
|
| 18 |
+
"mean_energy_drift": 0.1344999517314136,
|
| 19 |
+
"mean_reverse_error": 0.0023849753924878314,
|
| 20 |
+
"mean_fold_dyn_error": 0.009458167594857514,
|
| 21 |
+
"gate_closed": 0.48569223284721375,
|
| 22 |
+
"gate_spectral": 0.4766972064971924,
|
| 23 |
+
"gate_port": 0.5092869997024536,
|
| 24 |
+
"gate_fold": 0.0,
|
| 25 |
+
"gate_dissipation": 0.5128111839294434,
|
| 26 |
+
"lead_1_rmse": 0.6410205960273743,
|
| 27 |
+
"lead_2_rmse": 0.6521372199058533,
|
| 28 |
+
"lead_3_rmse": 0.6651620864868164,
|
| 29 |
+
"lead_4_rmse": 0.6793293952941895,
|
| 30 |
+
"lead_5_rmse": 0.6940115094184875,
|
| 31 |
+
"lead_6_rmse": 0.7087312936782837,
|
| 32 |
+
"lead_7_rmse": 0.7231453061103821,
|
| 33 |
+
"lead_8_rmse": 0.7370179295539856,
|
| 34 |
+
"lead_1_mae": 0.5196330547332764,
|
| 35 |
+
"lead_2_mae": 0.5277596712112427,
|
| 36 |
+
"lead_3_mae": 0.5375940203666687,
|
| 37 |
+
"lead_4_mae": 0.5484615564346313,
|
| 38 |
+
"lead_5_mae": 0.5600308179855347,
|
| 39 |
+
"lead_6_mae": 0.5719106197357178,
|
| 40 |
+
"lead_7_mae": 0.5837676525115967,
|
| 41 |
+
"lead_8_mae": 0.5954177379608154
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"step": 50,
|
| 45 |
+
"loss_pred": 0.06802736222743988,
|
| 46 |
+
"loss_total": 0.07113509625196457,
|
| 47 |
+
"loss_align": 0.03065645880997181,
|
| 48 |
+
"loss_energy": 0.01566212996840477,
|
| 49 |
+
"loss_reverse": 0.0003504269407130778,
|
| 50 |
+
"loss_fold": 0.0,
|
| 51 |
+
"loss_spectral": 0.009532851167023182,
|
| 52 |
+
"gate_cost": 0.07780148833990097,
|
| 53 |
+
"rmse_mean": 0.1921972781419754,
|
| 54 |
+
"rmse_last": 0.23333880305290222,
|
| 55 |
+
"mae_mean": 0.14612320065498352,
|
| 56 |
+
"mae_last": 0.17134001851081848,
|
| 57 |
+
"spectral_error": 0.007462513793143444,
|
| 58 |
+
"eval_seconds_per_batch": 0.03384813666343689,
|
| 59 |
+
"mean_energy_drift": 0.0131821574177593,
|
| 60 |
+
"mean_reverse_error": 0.0003051130543099134,
|
| 61 |
+
"mean_fold_dyn_error": 0.002697789968806319,
|
| 62 |
+
"gate_closed": 0.04248796030879021,
|
| 63 |
+
"gate_spectral": 0.1503971964120865,
|
| 64 |
+
"gate_port": 0.07427917420864105,
|
| 65 |
+
"gate_fold": 0.0,
|
| 66 |
+
"gate_dissipation": 0.057335130870342255,
|
| 67 |
+
"lead_1_rmse": 0.1974446177482605,
|
| 68 |
+
"lead_2_rmse": 0.17870688438415527,
|
| 69 |
+
"lead_3_rmse": 0.1695381999015808,
|
| 70 |
+
"lead_4_rmse": 0.17054221034049988,
|
| 71 |
+
"lead_5_rmse": 0.17991727590560913,
|
| 72 |
+
"lead_6_rmse": 0.19489291310310364,
|
| 73 |
+
"lead_7_rmse": 0.213197261095047,
|
| 74 |
+
"lead_8_rmse": 0.23333880305290222,
|
| 75 |
+
"lead_1_mae": 0.15117760002613068,
|
| 76 |
+
"lead_2_mae": 0.13850153982639313,
|
| 77 |
+
"lead_3_mae": 0.13216330111026764,
|
| 78 |
+
"lead_4_mae": 0.13237588107585907,
|
| 79 |
+
"lead_5_mae": 0.13787786662578583,
|
| 80 |
+
"lead_6_mae": 0.14704681932926178,
|
| 81 |
+
"lead_7_mae": 0.15850254893302917,
|
| 82 |
+
"lead_8_mae": 0.17134001851081848
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"step": 100,
|
| 86 |
+
"loss_pred": 0.02661992982029915,
|
| 87 |
+
"loss_total": 0.02967233397066593,
|
| 88 |
+
"loss_align": 0.026155643165111542,
|
| 89 |
+
"loss_energy": 0.015458472073078156,
|
| 90 |
+
"loss_reverse": 0.0017478166846558452,
|
| 91 |
+
"loss_fold": 0.0,
|
| 92 |
+
"loss_spectral": 0.0033943227026611567,
|
| 93 |
+
"gate_cost": 0.12307796627283096,
|
| 94 |
+
"rmse_mean": 0.1385461390018463,
|
| 95 |
+
"rmse_last": 0.16423554718494415,
|
| 96 |
+
"mae_mean": 0.10750642418861389,
|
| 97 |
+
"mae_last": 0.1240738183259964,
|
| 98 |
+
"spectral_error": 0.0026603030928527005,
|
| 99 |
+
"eval_seconds_per_batch": 0.035933807492256165,
|
| 100 |
+
"mean_energy_drift": 0.011959070106968284,
|
| 101 |
+
"mean_reverse_error": 0.0013355231349123642,
|
| 102 |
+
"mean_fold_dyn_error": 0.0062878826865926385,
|
| 103 |
+
"gate_closed": 0.06149117648601532,
|
| 104 |
+
"gate_spectral": 0.3162294626235962,
|
| 105 |
+
"gate_port": 0.08319178968667984,
|
| 106 |
+
"gate_fold": 0.0,
|
| 107 |
+
"gate_dissipation": 0.02935609221458435,
|
| 108 |
+
"lead_1_rmse": 0.1407373994588852,
|
| 109 |
+
"lead_2_rmse": 0.13038402795791626,
|
| 110 |
+
"lead_3_rmse": 0.12569664418697357,
|
| 111 |
+
"lead_4_rmse": 0.12619616091251373,
|
| 112 |
+
"lead_5_rmse": 0.13104042410850525,
|
| 113 |
+
"lead_6_rmse": 0.1394193321466446,
|
| 114 |
+
"lead_7_rmse": 0.15065956115722656,
|
| 115 |
+
"lead_8_rmse": 0.16423554718494415,
|
| 116 |
+
"lead_1_mae": 0.10908102244138718,
|
| 117 |
+
"lead_2_mae": 0.10216724872589111,
|
| 118 |
+
"lead_3_mae": 0.09904064983129501,
|
| 119 |
+
"lead_4_mae": 0.09953486919403076,
|
| 120 |
+
"lead_5_mae": 0.1027655228972435,
|
| 121 |
+
"lead_6_mae": 0.10811643302440643,
|
| 122 |
+
"lead_7_mae": 0.11527185887098312,
|
| 123 |
+
"lead_8_mae": 0.1240738183259964
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"step": 150,
|
| 127 |
+
"loss_pred": 0.017065100371837616,
|
| 128 |
+
"loss_total": 0.01947151869535446,
|
| 129 |
+
"loss_align": 0.018507495522499084,
|
| 130 |
+
"loss_energy": 0.01396743580698967,
|
| 131 |
+
"loss_reverse": 0.0018528864020481706,
|
| 132 |
+
"loss_fold": 0.0,
|
| 133 |
+
"loss_spectral": 0.0025220857933163643,
|
| 134 |
+
"gate_cost": 0.10385320335626602,
|
| 135 |
+
"rmse_mean": 0.1024806946516037,
|
| 136 |
+
"rmse_last": 0.1336326003074646,
|
| 137 |
+
"mae_mean": 0.07802142202854156,
|
| 138 |
+
"mae_last": 0.09862441569566727,
|
| 139 |
+
"spectral_error": 0.001639200942008756,
|
| 140 |
+
"eval_seconds_per_batch": 0.033250778913497925,
|
| 141 |
+
"mean_energy_drift": 0.01721852971240878,
|
| 142 |
+
"mean_reverse_error": 0.0012930283519381192,
|
| 143 |
+
"mean_fold_dyn_error": 0.005817218217998743,
|
| 144 |
+
"gate_closed": 0.040277574211359024,
|
| 145 |
+
"gate_spectral": 0.3144088685512543,
|
| 146 |
+
"gate_port": 0.05756174027919769,
|
| 147 |
+
"gate_fold": 0.0,
|
| 148 |
+
"gate_dissipation": 0.007967940531671047,
|
| 149 |
+
"lead_1_rmse": 0.0962330773472786,
|
| 150 |
+
"lead_2_rmse": 0.08826766163110733,
|
| 151 |
+
"lead_3_rmse": 0.08656875044107437,
|
| 152 |
+
"lead_4_rmse": 0.09002064168453217,
|
| 153 |
+
"lead_5_rmse": 0.09744121879339218,
|
| 154 |
+
"lead_6_rmse": 0.10771260410547256,
|
| 155 |
+
"lead_7_rmse": 0.11996898055076599,
|
| 156 |
+
"lead_8_rmse": 0.1336326003074646,
|
| 157 |
+
"lead_1_mae": 0.07242313027381897,
|
| 158 |
+
"lead_2_mae": 0.06809775531291962,
|
| 159 |
+
"lead_3_mae": 0.06757627427577972,
|
| 160 |
+
"lead_4_mae": 0.07023441046476364,
|
| 161 |
+
"lead_5_mae": 0.07529663294553757,
|
| 162 |
+
"lead_6_mae": 0.08202454447746277,
|
| 163 |
+
"lead_7_mae": 0.08989421278238297,
|
| 164 |
+
"lead_8_mae": 0.09862441569566727
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"step": 200,
|
| 168 |
+
"loss_pred": 0.013563522137701511,
|
| 169 |
+
"loss_total": 0.015614010393619537,
|
| 170 |
+
"loss_align": 0.015631387010216713,
|
| 171 |
+
"loss_energy": 0.01433207094669342,
|
| 172 |
+
"loss_reverse": 0.0015722101088613272,
|
| 173 |
+
"loss_fold": 0.0,
|
| 174 |
+
"loss_spectral": 0.0016448748065158725,
|
| 175 |
+
"gate_cost": 0.08685888350009918,
|
| 176 |
+
"rmse_mean": 0.08777060359716415,
|
| 177 |
+
"rmse_last": 0.11835017055273056,
|
| 178 |
+
"mae_mean": 0.06682318449020386,
|
| 179 |
+
"mae_last": 0.08705160021781921,
|
| 180 |
+
"spectral_error": 0.0013379269257711712,
|
| 181 |
+
"eval_seconds_per_batch": 0.033378392457962036,
|
| 182 |
+
"mean_energy_drift": 0.017039938014931977,
|
| 183 |
+
"mean_reverse_error": 0.0012036584485031199,
|
| 184 |
+
"mean_fold_dyn_error": 0.005185296089621261,
|
| 185 |
+
"gate_closed": 0.02408461645245552,
|
| 186 |
+
"gate_spectral": 0.300667941570282,
|
| 187 |
+
"gate_port": 0.057636480778455734,
|
| 188 |
+
"gate_fold": 0.0,
|
| 189 |
+
"gate_dissipation": 0.0049877651035785675,
|
| 190 |
+
"lead_1_rmse": 0.08334339410066605,
|
| 191 |
+
"lead_2_rmse": 0.07452931255102158,
|
| 192 |
+
"lead_3_rmse": 0.0720631405711174,
|
| 193 |
+
"lead_4_rmse": 0.07494385540485382,
|
| 194 |
+
"lead_5_rmse": 0.08207344263792038,
|
| 195 |
+
"lead_6_rmse": 0.09227649122476578,
|
| 196 |
+
"lead_7_rmse": 0.10458503663539886,
|
| 197 |
+
"lead_8_rmse": 0.11835017055273056,
|
| 198 |
+
"lead_1_mae": 0.06280989199876785,
|
| 199 |
+
"lead_2_mae": 0.05759074166417122,
|
| 200 |
+
"lead_3_mae": 0.05638359859585762,
|
| 201 |
+
"lead_4_mae": 0.0586019828915596,
|
| 202 |
+
"lead_5_mae": 0.06351128965616226,
|
| 203 |
+
"lead_6_mae": 0.07032937556505203,
|
| 204 |
+
"lead_7_mae": 0.07830698043107986,
|
| 205 |
+
"lead_8_mae": 0.08705160021781921
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"step": 250,
|
| 209 |
+
"loss_pred": 0.01088264025747776,
|
| 210 |
+
"loss_total": 0.012858686037361622,
|
| 211 |
+
"loss_align": 0.016415920108556747,
|
| 212 |
+
"loss_energy": 0.009080115705728531,
|
| 213 |
+
"loss_reverse": 0.0017838920466601849,
|
| 214 |
+
"loss_fold": 0.0,
|
| 215 |
+
"loss_spectral": 0.0013901798520237207,
|
| 216 |
+
"gate_cost": 0.0868459939956665,
|
| 217 |
+
"rmse_mean": 0.08705618977546692,
|
| 218 |
+
"rmse_last": 0.11706521362066269,
|
| 219 |
+
"mae_mean": 0.0671556293964386,
|
| 220 |
+
"mae_last": 0.08555321395397186,
|
| 221 |
+
"spectral_error": 0.0009593778577254852,
|
| 222 |
+
"eval_seconds_per_batch": 0.033759310841560364,
|
| 223 |
+
"mean_energy_drift": 0.008755588671192527,
|
| 224 |
+
"mean_reverse_error": 0.0011864202169817872,
|
| 225 |
+
"mean_fold_dyn_error": 0.0052375366212800145,
|
| 226 |
+
"gate_closed": 0.01741214469075203,
|
| 227 |
+
"gate_spectral": 0.2857653498649597,
|
| 228 |
+
"gate_port": 0.060030534863471985,
|
| 229 |
+
"gate_fold": 0.0,
|
| 230 |
+
"gate_dissipation": 0.0042030466720461845,
|
| 231 |
+
"lead_1_rmse": 0.08060349524021149,
|
| 232 |
+
"lead_2_rmse": 0.07300104945898056,
|
| 233 |
+
"lead_3_rmse": 0.07150401175022125,
|
| 234 |
+
"lead_4_rmse": 0.07513201981782913,
|
| 235 |
+
"lead_5_rmse": 0.08251456171274185,
|
| 236 |
+
"lead_6_rmse": 0.09246595203876495,
|
| 237 |
+
"lead_7_rmse": 0.10416316986083984,
|
| 238 |
+
"lead_8_rmse": 0.11706521362066269,
|
| 239 |
+
"lead_1_mae": 0.06461554765701294,
|
| 240 |
+
"lead_2_mae": 0.059233322739601135,
|
| 241 |
+
"lead_3_mae": 0.05759690701961517,
|
| 242 |
+
"lead_4_mae": 0.05939940735697746,
|
| 243 |
+
"lead_5_mae": 0.0637483298778534,
|
| 244 |
+
"lead_6_mae": 0.0698622316122055,
|
| 245 |
+
"lead_7_mae": 0.07723604887723923,
|
| 246 |
+
"lead_8_mae": 0.08555321395397186
|
| 247 |
+
}
|
| 248 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7b1bcdad060387ad86bdcb14623e7cbf8a564c43f5d6e68e9e82eb2838f49b31
|
| 3 |
+
size 2736309
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/metrics.json
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.08886395394802094,
|
| 3 |
+
"rmse_last": 0.11759182065725327,
|
| 4 |
+
"mae_mean": 0.06950939446687698,
|
| 5 |
+
"mae_last": 0.08832823485136032,
|
| 6 |
+
"spectral_error": 0.0011066322168335318,
|
| 7 |
+
"eval_seconds_per_batch": 0.031909456253051756,
|
| 8 |
+
"mean_energy_drift": 0.1050091302394867,
|
| 9 |
+
"mean_reverse_error": 0.011962141543626785,
|
| 10 |
+
"mean_fold_dyn_error": 0.0072994898445904255,
|
| 11 |
+
"gate_closed": 1.0,
|
| 12 |
+
"gate_spectral": 1.0,
|
| 13 |
+
"gate_port": 1.0,
|
| 14 |
+
"gate_fold": 1.0,
|
| 15 |
+
"gate_dissipation": 1.0,
|
| 16 |
+
"lead_1_rmse": 0.08085451275110245,
|
| 17 |
+
"lead_2_rmse": 0.07497809082269669,
|
| 18 |
+
"lead_3_rmse": 0.07478561997413635,
|
| 19 |
+
"lead_4_rmse": 0.07845201343297958,
|
| 20 |
+
"lead_5_rmse": 0.08508056402206421,
|
| 21 |
+
"lead_6_rmse": 0.09410121291875839,
|
| 22 |
+
"lead_7_rmse": 0.10506781935691833,
|
| 23 |
+
"lead_8_rmse": 0.11759182065725327,
|
| 24 |
+
"lead_1_mae": 0.06334331631660461,
|
| 25 |
+
"lead_2_mae": 0.060078490525484085,
|
| 26 |
+
"lead_3_mae": 0.06030004471540451,
|
| 27 |
+
"lead_4_mae": 0.06293735653162003,
|
| 28 |
+
"lead_5_mae": 0.06740423291921616,
|
| 29 |
+
"lead_6_mae": 0.07331790775060654,
|
| 30 |
+
"lead_7_mae": 0.08036555349826813,
|
| 31 |
+
"lead_8_mae": 0.08832823485136032,
|
| 32 |
+
"model": "sticm_v4_no_gates",
|
| 33 |
+
"params": 544808,
|
| 34 |
+
"train_seconds": 27.988461017608643
|
| 35 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_gates/train_log.json
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.3270295858383179,
|
| 5 |
+
"loss_total": 1.363465428352356,
|
| 6 |
+
"loss_align": 0.25429558753967285,
|
| 7 |
+
"loss_energy": 0.5082085132598877,
|
| 8 |
+
"loss_reverse": 0.00998423807322979,
|
| 9 |
+
"loss_fold": 0.03725145757198334,
|
| 10 |
+
"loss_spectral": 0.04479393735527992,
|
| 11 |
+
"gate_cost": 1.0,
|
| 12 |
+
"rmse_mean": 0.656337320804596,
|
| 13 |
+
"rmse_last": 0.7151674032211304,
|
| 14 |
+
"mae_mean": 0.5624276399612427,
|
| 15 |
+
"mae_last": 0.6291254758834839,
|
| 16 |
+
"spectral_error": 0.021946287248283625,
|
| 17 |
+
"eval_seconds_per_batch": 0.037777334451675415,
|
| 18 |
+
"mean_energy_drift": 1.093061726540327,
|
| 19 |
+
"mean_reverse_error": 0.010692423791624606,
|
| 20 |
+
"mean_fold_dyn_error": 0.04226300329901278,
|
| 21 |
+
"gate_closed": 1.0,
|
| 22 |
+
"gate_spectral": 1.0,
|
| 23 |
+
"gate_port": 1.0,
|
| 24 |
+
"gate_fold": 1.0,
|
| 25 |
+
"gate_dissipation": 1.0,
|
| 26 |
+
"lead_1_rmse": 0.6084091067314148,
|
| 27 |
+
"lead_2_rmse": 0.618176281452179,
|
| 28 |
+
"lead_3_rmse": 0.6303178668022156,
|
| 29 |
+
"lead_4_rmse": 0.6445091366767883,
|
| 30 |
+
"lead_5_rmse": 0.6604061126708984,
|
| 31 |
+
"lead_6_rmse": 0.6776816844940186,
|
| 32 |
+
"lead_7_rmse": 0.696030855178833,
|
| 33 |
+
"lead_8_rmse": 0.7151674032211304,
|
| 34 |
+
"lead_1_mae": 0.507250964641571,
|
| 35 |
+
"lead_2_mae": 0.5186219811439514,
|
| 36 |
+
"lead_3_mae": 0.532728910446167,
|
| 37 |
+
"lead_4_mae": 0.5491416454315186,
|
| 38 |
+
"lead_5_mae": 0.5674558281898499,
|
| 39 |
+
"lead_6_mae": 0.5871962904930115,
|
| 40 |
+
"lead_7_mae": 0.6079002618789673,
|
| 41 |
+
"lead_8_mae": 0.6291254758834839
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"step": 50,
|
| 45 |
+
"loss_pred": 0.04637209698557854,
|
| 46 |
+
"loss_total": 0.059743329882621765,
|
| 47 |
+
"loss_align": 0.019045546650886536,
|
| 48 |
+
"loss_energy": 0.0807742327451706,
|
| 49 |
+
"loss_reverse": 0.01191979181021452,
|
| 50 |
+
"loss_fold": 0.008381246589124203,
|
| 51 |
+
"loss_spectral": 0.006272805389016867,
|
| 52 |
+
"gate_cost": 1.0,
|
| 53 |
+
"rmse_mean": 0.15913864970207214,
|
| 54 |
+
"rmse_last": 0.18983103334903717,
|
| 55 |
+
"mae_mean": 0.12158143520355225,
|
| 56 |
+
"mae_last": 0.14185158908367157,
|
| 57 |
+
"spectral_error": 0.004815386433620006,
|
| 58 |
+
"eval_seconds_per_batch": 0.03372146189212799,
|
| 59 |
+
"mean_energy_drift": 0.09455832233652472,
|
| 60 |
+
"mean_reverse_error": 0.011764061579015106,
|
| 61 |
+
"mean_fold_dyn_error": 0.0066341493802610785,
|
| 62 |
+
"gate_closed": 1.0,
|
| 63 |
+
"gate_spectral": 1.0,
|
| 64 |
+
"gate_port": 1.0,
|
| 65 |
+
"gate_fold": 1.0,
|
| 66 |
+
"gate_dissipation": 1.0,
|
| 67 |
+
"lead_1_rmse": 0.16685926914215088,
|
| 68 |
+
"lead_2_rmse": 0.1506919413805008,
|
| 69 |
+
"lead_3_rmse": 0.1424769163131714,
|
| 70 |
+
"lead_4_rmse": 0.14208605885505676,
|
| 71 |
+
"lead_5_rmse": 0.14829857647418976,
|
| 72 |
+
"lead_6_rmse": 0.15932989120483398,
|
| 73 |
+
"lead_7_rmse": 0.1735355257987976,
|
| 74 |
+
"lead_8_rmse": 0.18983103334903717,
|
| 75 |
+
"lead_1_mae": 0.12478557229042053,
|
| 76 |
+
"lead_2_mae": 0.11483544111251831,
|
| 77 |
+
"lead_3_mae": 0.11048293858766556,
|
| 78 |
+
"lead_4_mae": 0.11111857742071152,
|
| 79 |
+
"lead_5_mae": 0.11546462774276733,
|
| 80 |
+
"lead_6_mae": 0.12256334722042084,
|
| 81 |
+
"lead_7_mae": 0.13154935836791992,
|
| 82 |
+
"lead_8_mae": 0.14185158908367157
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"step": 100,
|
| 86 |
+
"loss_pred": 0.022607488557696342,
|
| 87 |
+
"loss_total": 0.035032741725444794,
|
| 88 |
+
"loss_align": 0.018888287246227264,
|
| 89 |
+
"loss_energy": 0.04512059688568115,
|
| 90 |
+
"loss_reverse": 0.011842039413750172,
|
| 91 |
+
"loss_fold": 0.0069794380106031895,
|
| 92 |
+
"loss_spectral": 0.0026439945213496685,
|
| 93 |
+
"gate_cost": 1.0,
|
| 94 |
+
"rmse_mean": 0.10427365452051163,
|
| 95 |
+
"rmse_last": 0.13097098469734192,
|
| 96 |
+
"mae_mean": 0.07685606181621552,
|
| 97 |
+
"mae_last": 0.09109898656606674,
|
| 98 |
+
"spectral_error": 0.0017378806478518527,
|
| 99 |
+
"eval_seconds_per_batch": 0.03346934914588928,
|
| 100 |
+
"mean_energy_drift": 0.026824303902685642,
|
| 101 |
+
"mean_reverse_error": 0.011484289716463536,
|
| 102 |
+
"mean_fold_dyn_error": 0.006868439551908523,
|
| 103 |
+
"gate_closed": 1.0,
|
| 104 |
+
"gate_spectral": 1.0,
|
| 105 |
+
"gate_port": 1.0,
|
| 106 |
+
"gate_fold": 1.0,
|
| 107 |
+
"gate_dissipation": 1.0,
|
| 108 |
+
"lead_1_rmse": 0.10507485270500183,
|
| 109 |
+
"lead_2_rmse": 0.0954011008143425,
|
| 110 |
+
"lead_3_rmse": 0.09123865514993668,
|
| 111 |
+
"lead_4_rmse": 0.09185709059238434,
|
| 112 |
+
"lead_5_rmse": 0.09684951603412628,
|
| 113 |
+
"lead_6_rmse": 0.10558523237705231,
|
| 114 |
+
"lead_7_rmse": 0.11721178889274597,
|
| 115 |
+
"lead_8_rmse": 0.13097098469734192,
|
| 116 |
+
"lead_1_mae": 0.08028899133205414,
|
| 117 |
+
"lead_2_mae": 0.07366064190864563,
|
| 118 |
+
"lead_3_mae": 0.0703362226486206,
|
| 119 |
+
"lead_4_mae": 0.06956689059734344,
|
| 120 |
+
"lead_5_mae": 0.07142467796802521,
|
| 121 |
+
"lead_6_mae": 0.0758860632777214,
|
| 122 |
+
"lead_7_mae": 0.08258600533008575,
|
| 123 |
+
"lead_8_mae": 0.09109898656606674
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"step": 150,
|
| 127 |
+
"loss_pred": 0.011224480345845222,
|
| 128 |
+
"loss_total": 0.023467253893613815,
|
| 129 |
+
"loss_align": 0.01819799840450287,
|
| 130 |
+
"loss_energy": 0.039903879165649414,
|
| 131 |
+
"loss_reverse": 0.011965060606598854,
|
| 132 |
+
"loss_fold": 0.007236558012664318,
|
| 133 |
+
"loss_spectral": 0.0015679766656830907,
|
| 134 |
+
"gate_cost": 1.0,
|
| 135 |
+
"rmse_mean": 0.10275484621524811,
|
| 136 |
+
"rmse_last": 0.13270053267478943,
|
| 137 |
+
"mae_mean": 0.07376289367675781,
|
| 138 |
+
"mae_last": 0.0921582356095314,
|
| 139 |
+
"spectral_error": 0.0016164433436642867,
|
| 140 |
+
"eval_seconds_per_batch": 0.03355887532234192,
|
| 141 |
+
"mean_energy_drift": 0.03226391226053238,
|
| 142 |
+
"mean_reverse_error": 0.01164407393662259,
|
| 143 |
+
"mean_fold_dyn_error": 0.006644082837738097,
|
| 144 |
+
"gate_closed": 1.0,
|
| 145 |
+
"gate_spectral": 1.0,
|
| 146 |
+
"gate_port": 1.0,
|
| 147 |
+
"gate_fold": 1.0,
|
| 148 |
+
"gate_dissipation": 1.0,
|
| 149 |
+
"lead_1_rmse": 0.09756939113140106,
|
| 150 |
+
"lead_2_rmse": 0.09038285166025162,
|
| 151 |
+
"lead_3_rmse": 0.08850455284118652,
|
| 152 |
+
"lead_4_rmse": 0.09090466797351837,
|
| 153 |
+
"lead_5_rmse": 0.09705090522766113,
|
| 154 |
+
"lead_6_rmse": 0.10643031448125839,
|
| 155 |
+
"lead_7_rmse": 0.11849549412727356,
|
| 156 |
+
"lead_8_rmse": 0.13270053267478943,
|
| 157 |
+
"lead_1_mae": 0.07121767848730087,
|
| 158 |
+
"lead_2_mae": 0.06671036034822464,
|
| 159 |
+
"lead_3_mae": 0.06542913615703583,
|
| 160 |
+
"lead_4_mae": 0.06656402349472046,
|
| 161 |
+
"lead_5_mae": 0.06982163339853287,
|
| 162 |
+
"lead_6_mae": 0.07530654966831207,
|
| 163 |
+
"lead_7_mae": 0.08289557695388794,
|
| 164 |
+
"lead_8_mae": 0.0921582356095314
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"step": 200,
|
| 168 |
+
"loss_pred": 0.014320772141218185,
|
| 169 |
+
"loss_total": 0.026409093290567398,
|
| 170 |
+
"loss_align": 0.010224223136901855,
|
| 171 |
+
"loss_energy": 0.05082017183303833,
|
| 172 |
+
"loss_reverse": 0.012853016145527363,
|
| 173 |
+
"loss_fold": 0.007225902285426855,
|
| 174 |
+
"loss_spectral": 0.0017374181188642979,
|
| 175 |
+
"gate_cost": 1.0,
|
| 176 |
+
"rmse_mean": 0.07956751435995102,
|
| 177 |
+
"rmse_last": 0.11220590025186539,
|
| 178 |
+
"mae_mean": 0.05683639273047447,
|
| 179 |
+
"mae_last": 0.07897283881902695,
|
| 180 |
+
"spectral_error": 0.0010634317968651885,
|
| 181 |
+
"eval_seconds_per_batch": 0.03311750292778015,
|
| 182 |
+
"mean_energy_drift": 0.024994815234094858,
|
| 183 |
+
"mean_reverse_error": 0.011805180984083563,
|
| 184 |
+
"mean_fold_dyn_error": 0.0066090908367186785,
|
| 185 |
+
"gate_closed": 1.0,
|
| 186 |
+
"gate_spectral": 1.0,
|
| 187 |
+
"gate_port": 1.0,
|
| 188 |
+
"gate_fold": 1.0,
|
| 189 |
+
"gate_dissipation": 1.0,
|
| 190 |
+
"lead_1_rmse": 0.0704106017947197,
|
| 191 |
+
"lead_2_rmse": 0.06349600106477737,
|
| 192 |
+
"lead_3_rmse": 0.06297624856233597,
|
| 193 |
+
"lead_4_rmse": 0.06744265556335449,
|
| 194 |
+
"lead_5_rmse": 0.07549521327018738,
|
| 195 |
+
"lead_6_rmse": 0.08606119453907013,
|
| 196 |
+
"lead_7_rmse": 0.09845228493213654,
|
| 197 |
+
"lead_8_rmse": 0.11220590025186539,
|
| 198 |
+
"lead_1_mae": 0.04959406703710556,
|
| 199 |
+
"lead_2_mae": 0.04541167616844177,
|
| 200 |
+
"lead_3_mae": 0.0456559993326664,
|
| 201 |
+
"lead_4_mae": 0.049052294343709946,
|
| 202 |
+
"lead_5_mae": 0.05457111820578575,
|
| 203 |
+
"lead_6_mae": 0.061611030250787735,
|
| 204 |
+
"lead_7_mae": 0.06982210278511047,
|
| 205 |
+
"lead_8_mae": 0.07897283881902695
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"step": 250,
|
| 209 |
+
"loss_pred": 0.01577272266149521,
|
| 210 |
+
"loss_total": 0.027714716270565987,
|
| 211 |
+
"loss_align": 0.006450559012591839,
|
| 212 |
+
"loss_energy": 0.0533188134431839,
|
| 213 |
+
"loss_reverse": 0.012902051210403442,
|
| 214 |
+
"loss_fold": 0.007477284409105778,
|
| 215 |
+
"loss_spectral": 0.0014146160101518035,
|
| 216 |
+
"gate_cost": 1.0,
|
| 217 |
+
"rmse_mean": 0.09014341980218887,
|
| 218 |
+
"rmse_last": 0.12048786878585815,
|
| 219 |
+
"mae_mean": 0.07053239643573761,
|
| 220 |
+
"mae_last": 0.0917876586318016,
|
| 221 |
+
"spectral_error": 0.0011179767388966866,
|
| 222 |
+
"eval_seconds_per_batch": 0.03360605239868164,
|
| 223 |
+
"mean_energy_drift": 0.10882625915110111,
|
| 224 |
+
"mean_reverse_error": 0.011962567456066608,
|
| 225 |
+
"mean_fold_dyn_error": 0.007214487239252776,
|
| 226 |
+
"gate_closed": 1.0,
|
| 227 |
+
"gate_spectral": 1.0,
|
| 228 |
+
"gate_port": 1.0,
|
| 229 |
+
"gate_fold": 1.0,
|
| 230 |
+
"gate_dissipation": 1.0,
|
| 231 |
+
"lead_1_rmse": 0.07852489501237869,
|
| 232 |
+
"lead_2_rmse": 0.07429564744234085,
|
| 233 |
+
"lead_3_rmse": 0.07553817331790924,
|
| 234 |
+
"lead_4_rmse": 0.08021650463342667,
|
| 235 |
+
"lead_5_rmse": 0.08744128048419952,
|
| 236 |
+
"lead_6_rmse": 0.09676476567983627,
|
| 237 |
+
"lead_7_rmse": 0.10787822306156158,
|
| 238 |
+
"lead_8_rmse": 0.12048786878585815,
|
| 239 |
+
"lead_1_mae": 0.06028570234775543,
|
| 240 |
+
"lead_2_mae": 0.05869423598051071,
|
| 241 |
+
"lead_3_mae": 0.06044010445475578,
|
| 242 |
+
"lead_4_mae": 0.06420832872390747,
|
| 243 |
+
"lead_5_mae": 0.06944537162780762,
|
| 244 |
+
"lead_6_mae": 0.07594557106494904,
|
| 245 |
+
"lead_7_mae": 0.08345220983028412,
|
| 246 |
+
"lead_8_mae": 0.0917876586318016
|
| 247 |
+
}
|
| 248 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:18ade2b14bc8d4a7eb44ffe839100a772dd76386428598b6f3b926e40bf833ba
|
| 3 |
+
size 2736309
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/metrics.json
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.1260121464729309,
|
| 3 |
+
"rmse_last": 0.15118810534477234,
|
| 4 |
+
"mae_mean": 0.09658071398735046,
|
| 5 |
+
"mae_last": 0.11125446110963821,
|
| 6 |
+
"spectral_error": 0.002186559083638713,
|
| 7 |
+
"eval_seconds_per_batch": 0.03199054718017578,
|
| 8 |
+
"mean_energy_drift": 0.0,
|
| 9 |
+
"mean_reverse_error": 1.172796515800437e-22,
|
| 10 |
+
"mean_fold_dyn_error": 4.4869229668620394e-07,
|
| 11 |
+
"gate_closed": 8.78310224550205e-09,
|
| 12 |
+
"gate_spectral": 0.0,
|
| 13 |
+
"gate_port": 1.7169409227690835e-09,
|
| 14 |
+
"gate_fold": 1.5964278787805597e-08,
|
| 15 |
+
"gate_dissipation": 2.3321920394892004e-08,
|
| 16 |
+
"lead_1_rmse": 0.1764352023601532,
|
| 17 |
+
"lead_2_rmse": 0.14222903549671173,
|
| 18 |
+
"lead_3_rmse": 0.11401820927858353,
|
| 19 |
+
"lead_4_rmse": 0.09600431472063065,
|
| 20 |
+
"lead_5_rmse": 0.09395762532949448,
|
| 21 |
+
"lead_6_rmse": 0.10688509792089462,
|
| 22 |
+
"lead_7_rmse": 0.12737949192523956,
|
| 23 |
+
"lead_8_rmse": 0.15118810534477234,
|
| 24 |
+
"lead_1_mae": 0.1352320909500122,
|
| 25 |
+
"lead_2_mae": 0.11073281615972519,
|
| 26 |
+
"lead_3_mae": 0.08986350893974304,
|
| 27 |
+
"lead_4_mae": 0.07550349086523056,
|
| 28 |
+
"lead_5_mae": 0.07302195578813553,
|
| 29 |
+
"lead_6_mae": 0.08165068924427032,
|
| 30 |
+
"lead_7_mae": 0.09538665413856506,
|
| 31 |
+
"lead_8_mae": 0.11125446110963821,
|
| 32 |
+
"model": "sticm_v4_no_spectral",
|
| 33 |
+
"params": 544808,
|
| 34 |
+
"train_seconds": 28.039956092834473
|
| 35 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/sticm_v4_no_spectral/train_log.json
ADDED
|
@@ -0,0 +1,248 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_pred": 1.0307819843292236,
|
| 5 |
+
"loss_total": 1.0493896007537842,
|
| 6 |
+
"loss_align": 0.2904379367828369,
|
| 7 |
+
"loss_energy": 0.0055688777938485146,
|
| 8 |
+
"loss_reverse": 4.4015941966790706e-05,
|
| 9 |
+
"loss_fold": 0.000266805465798825,
|
| 10 |
+
"loss_spectral": 0.0,
|
| 11 |
+
"gate_cost": 0.3965628743171692,
|
| 12 |
+
"rmse_mean": 0.6565341949462891,
|
| 13 |
+
"rmse_last": 0.695466160774231,
|
| 14 |
+
"mae_mean": 0.5787646174430847,
|
| 15 |
+
"mae_last": 0.6124995350837708,
|
| 16 |
+
"spectral_error": 0.02623651677276939,
|
| 17 |
+
"eval_seconds_per_batch": 0.03319792449474335,
|
| 18 |
+
"mean_energy_drift": 0.008896961546270177,
|
| 19 |
+
"mean_reverse_error": 3.1041841793921776e-05,
|
| 20 |
+
"mean_fold_dyn_error": 0.0004196772806608351,
|
| 21 |
+
"gate_closed": 0.48112621903419495,
|
| 22 |
+
"gate_spectral": 0.0,
|
| 23 |
+
"gate_port": 0.4546103775501251,
|
| 24 |
+
"gate_fold": 0.5169058442115784,
|
| 25 |
+
"gate_dissipation": 0.5088189244270325,
|
| 26 |
+
"lead_1_rmse": 0.6254150867462158,
|
| 27 |
+
"lead_2_rmse": 0.6313081979751587,
|
| 28 |
+
"lead_3_rmse": 0.6391298770904541,
|
| 29 |
+
"lead_4_rmse": 0.6485005617141724,
|
| 30 |
+
"lead_5_rmse": 0.6590818166732788,
|
| 31 |
+
"lead_6_rmse": 0.670588493347168,
|
| 32 |
+
"lead_7_rmse": 0.6827831268310547,
|
| 33 |
+
"lead_8_rmse": 0.695466160774231,
|
| 34 |
+
"lead_1_mae": 0.5521388053894043,
|
| 35 |
+
"lead_2_mae": 0.5566941499710083,
|
| 36 |
+
"lead_3_mae": 0.5634002089500427,
|
| 37 |
+
"lead_4_mae": 0.5716527104377747,
|
| 38 |
+
"lead_5_mae": 0.5809975266456604,
|
| 39 |
+
"lead_6_mae": 0.5910824537277222,
|
| 40 |
+
"lead_7_mae": 0.6016513705253601,
|
| 41 |
+
"lead_8_mae": 0.6124995350837708
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"step": 50,
|
| 45 |
+
"loss_pred": 0.06385527551174164,
|
| 46 |
+
"loss_total": 0.06559807062149048,
|
| 47 |
+
"loss_align": 0.03485243022441864,
|
| 48 |
+
"loss_energy": 0.0,
|
| 49 |
+
"loss_reverse": 6.624140751787737e-23,
|
| 50 |
+
"loss_fold": 5.715047336707357e-06,
|
| 51 |
+
"loss_spectral": 0.0,
|
| 52 |
+
"gate_cost": 1.2896085088698328e-08,
|
| 53 |
+
"rmse_mean": 0.19749930500984192,
|
| 54 |
+
"rmse_last": 0.2400996834039688,
|
| 55 |
+
"mae_mean": 0.1507369726896286,
|
| 56 |
+
"mae_last": 0.17923863232135773,
|
| 57 |
+
"spectral_error": 0.0072714098350843415,
|
| 58 |
+
"eval_seconds_per_batch": 0.03351601958274841,
|
| 59 |
+
"mean_energy_drift": 0.0,
|
| 60 |
+
"mean_reverse_error": 6.711882368034339e-23,
|
| 61 |
+
"mean_fold_dyn_error": 5.518227339962323e-06,
|
| 62 |
+
"gate_closed": 1.095613910706561e-08,
|
| 63 |
+
"gate_spectral": 0.0,
|
| 64 |
+
"gate_port": 1.7434247379100043e-09,
|
| 65 |
+
"gate_fold": 2.109673680195101e-08,
|
| 66 |
+
"gate_dissipation": 2.9120002409399603e-08,
|
| 67 |
+
"lead_1_rmse": 0.20697635412216187,
|
| 68 |
+
"lead_2_rmse": 0.18599820137023926,
|
| 69 |
+
"lead_3_rmse": 0.17459219694137573,
|
| 70 |
+
"lead_4_rmse": 0.17377738654613495,
|
| 71 |
+
"lead_5_rmse": 0.18250341713428497,
|
| 72 |
+
"lead_6_rmse": 0.19811484217643738,
|
| 73 |
+
"lead_7_rmse": 0.2179323434829712,
|
| 74 |
+
"lead_8_rmse": 0.2400996834039688,
|
| 75 |
+
"lead_1_mae": 0.1596321165561676,
|
| 76 |
+
"lead_2_mae": 0.14414718747138977,
|
| 77 |
+
"lead_3_mae": 0.13534437119960785,
|
| 78 |
+
"lead_4_mae": 0.13391295075416565,
|
| 79 |
+
"lead_5_mae": 0.13940508663654327,
|
| 80 |
+
"lead_6_mae": 0.15024420619010925,
|
| 81 |
+
"lead_7_mae": 0.1639712154865265,
|
| 82 |
+
"lead_8_mae": 0.17923863232135773
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"step": 100,
|
| 86 |
+
"loss_pred": 0.02884640172123909,
|
| 87 |
+
"loss_total": 0.03027624450623989,
|
| 88 |
+
"loss_align": 0.028596151620149612,
|
| 89 |
+
"loss_energy": 0.0,
|
| 90 |
+
"loss_reverse": 2.674499108342315e-23,
|
| 91 |
+
"loss_fold": 1.1992237887170631e-06,
|
| 92 |
+
"loss_spectral": 0.0,
|
| 93 |
+
"gate_cost": 7.926667322522007e-09,
|
| 94 |
+
"rmse_mean": 0.13994932174682617,
|
| 95 |
+
"rmse_last": 0.1865609586238861,
|
| 96 |
+
"mae_mean": 0.10103906691074371,
|
| 97 |
+
"mae_last": 0.12949462234973907,
|
| 98 |
+
"spectral_error": 0.0032320906975655816,
|
| 99 |
+
"eval_seconds_per_batch": 0.03349737823009491,
|
| 100 |
+
"mean_energy_drift": 0.0,
|
| 101 |
+
"mean_reverse_error": 2.5945877106497948e-23,
|
| 102 |
+
"mean_fold_dyn_error": 1.148470808232105e-06,
|
| 103 |
+
"gate_closed": 6.469778490725275e-09,
|
| 104 |
+
"gate_spectral": 0.0,
|
| 105 |
+
"gate_port": 1.2033795071531017e-09,
|
| 106 |
+
"gate_fold": 1.1985608061593211e-08,
|
| 107 |
+
"gate_dissipation": 1.8047749961169757e-08,
|
| 108 |
+
"lead_1_rmse": 0.15739361941814423,
|
| 109 |
+
"lead_2_rmse": 0.1311807483434677,
|
| 110 |
+
"lead_3_rmse": 0.11472322791814804,
|
| 111 |
+
"lead_4_rmse": 0.11103664338588715,
|
| 112 |
+
"lead_5_rmse": 0.1197332963347435,
|
| 113 |
+
"lead_6_rmse": 0.13785770535469055,
|
| 114 |
+
"lead_7_rmse": 0.16110846400260925,
|
| 115 |
+
"lead_8_rmse": 0.1865609586238861,
|
| 116 |
+
"lead_1_mae": 0.11642616242170334,
|
| 117 |
+
"lead_2_mae": 0.09772991389036179,
|
| 118 |
+
"lead_3_mae": 0.08502958714962006,
|
| 119 |
+
"lead_4_mae": 0.08188223838806152,
|
| 120 |
+
"lead_5_mae": 0.08667490631341934,
|
| 121 |
+
"lead_6_mae": 0.09802033752202988,
|
| 122 |
+
"lead_7_mae": 0.11305474489927292,
|
| 123 |
+
"lead_8_mae": 0.12949462234973907
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"step": 150,
|
| 127 |
+
"loss_pred": 0.03308118134737015,
|
| 128 |
+
"loss_total": 0.034005604684352875,
|
| 129 |
+
"loss_align": 0.018487928435206413,
|
| 130 |
+
"loss_energy": 0.0,
|
| 131 |
+
"loss_reverse": 4.076279377826724e-23,
|
| 132 |
+
"loss_fold": 8.487798481837672e-07,
|
| 133 |
+
"loss_spectral": 0.0,
|
| 134 |
+
"gate_cost": 8.38612912446024e-09,
|
| 135 |
+
"rmse_mean": 0.12686270475387573,
|
| 136 |
+
"rmse_last": 0.17219677567481995,
|
| 137 |
+
"mae_mean": 0.09267739951610565,
|
| 138 |
+
"mae_last": 0.1228019967675209,
|
| 139 |
+
"spectral_error": 0.0026115270047739614,
|
| 140 |
+
"eval_seconds_per_batch": 0.034112170338630676,
|
| 141 |
+
"mean_energy_drift": 0.0,
|
| 142 |
+
"mean_reverse_error": 5.80342511073279e-23,
|
| 143 |
+
"mean_fold_dyn_error": 8.19669242702048e-07,
|
| 144 |
+
"gate_closed": 8.06402766784231e-09,
|
| 145 |
+
"gate_spectral": 0.0,
|
| 146 |
+
"gate_port": 1.5258251329086647e-09,
|
| 147 |
+
"gate_fold": 1.4600439968148748e-08,
|
| 148 |
+
"gate_dissipation": 2.1525778493014514e-08,
|
| 149 |
+
"lead_1_rmse": 0.15455231070518494,
|
| 150 |
+
"lead_2_rmse": 0.12415724992752075,
|
| 151 |
+
"lead_3_rmse": 0.10171940922737122,
|
| 152 |
+
"lead_4_rmse": 0.09305985271930695,
|
| 153 |
+
"lead_5_rmse": 0.10178670287132263,
|
| 154 |
+
"lead_6_rmse": 0.12149104475975037,
|
| 155 |
+
"lead_7_rmse": 0.14593835175037384,
|
| 156 |
+
"lead_8_rmse": 0.17219677567481995,
|
| 157 |
+
"lead_1_mae": 0.11401475220918655,
|
| 158 |
+
"lead_2_mae": 0.09282544255256653,
|
| 159 |
+
"lead_3_mae": 0.07597307860851288,
|
| 160 |
+
"lead_4_mae": 0.0677797943353653,
|
| 161 |
+
"lead_5_mae": 0.07417172938585281,
|
| 162 |
+
"lead_6_mae": 0.08854745328426361,
|
| 163 |
+
"lead_7_mae": 0.10530494153499603,
|
| 164 |
+
"lead_8_mae": 0.1228019967675209
|
| 165 |
+
},
|
| 166 |
+
{
|
| 167 |
+
"step": 200,
|
| 168 |
+
"loss_pred": 0.019903909415006638,
|
| 169 |
+
"loss_total": 0.02086104452610016,
|
| 170 |
+
"loss_align": 0.01914229989051819,
|
| 171 |
+
"loss_energy": 0.0,
|
| 172 |
+
"loss_reverse": 7.942158192633969e-23,
|
| 173 |
+
"loss_fold": 6.744000415892515e-07,
|
| 174 |
+
"loss_spectral": 0.0,
|
| 175 |
+
"gate_cost": 9.654843147188785e-09,
|
| 176 |
+
"rmse_mean": 0.11510105431079865,
|
| 177 |
+
"rmse_last": 0.16481126844882965,
|
| 178 |
+
"mae_mean": 0.08125626295804977,
|
| 179 |
+
"mae_last": 0.11313463747501373,
|
| 180 |
+
"spectral_error": 0.0022173070938151795,
|
| 181 |
+
"eval_seconds_per_batch": 0.041401877999305725,
|
| 182 |
+
"mean_energy_drift": 0.0,
|
| 183 |
+
"mean_reverse_error": 1.0619212352422965e-22,
|
| 184 |
+
"mean_fold_dyn_error": 6.615366423545765e-07,
|
| 185 |
+
"gate_closed": 9.113600540899824e-09,
|
| 186 |
+
"gate_spectral": 0.0,
|
| 187 |
+
"gate_port": 1.766707335981721e-09,
|
| 188 |
+
"gate_fold": 1.6523863166639785e-08,
|
| 189 |
+
"gate_dissipation": 2.4132516429631323e-08,
|
| 190 |
+
"lead_1_rmse": 0.14417554438114166,
|
| 191 |
+
"lead_2_rmse": 0.11193271726369858,
|
| 192 |
+
"lead_3_rmse": 0.08748223632574081,
|
| 193 |
+
"lead_4_rmse": 0.07742443680763245,
|
| 194 |
+
"lead_5_rmse": 0.08787813037633896,
|
| 195 |
+
"lead_6_rmse": 0.11022976040840149,
|
| 196 |
+
"lead_7_rmse": 0.13687436282634735,
|
| 197 |
+
"lead_8_rmse": 0.16481126844882965,
|
| 198 |
+
"lead_1_mae": 0.10274320840835571,
|
| 199 |
+
"lead_2_mae": 0.08069892972707748,
|
| 200 |
+
"lead_3_mae": 0.06295473873615265,
|
| 201 |
+
"lead_4_mae": 0.054726894944906235,
|
| 202 |
+
"lead_5_mae": 0.0625339150428772,
|
| 203 |
+
"lead_6_mae": 0.07796522229909897,
|
| 204 |
+
"lead_7_mae": 0.09529252350330353,
|
| 205 |
+
"lead_8_mae": 0.11313463747501373
|
| 206 |
+
},
|
| 207 |
+
{
|
| 208 |
+
"step": 250,
|
| 209 |
+
"loss_pred": 0.020742863416671753,
|
| 210 |
+
"loss_total": 0.021514004096388817,
|
| 211 |
+
"loss_align": 0.015422523021697998,
|
| 212 |
+
"loss_energy": 0.0,
|
| 213 |
+
"loss_reverse": 8.042972723055041e-23,
|
| 214 |
+
"loss_fold": 5.056184022578236e-07,
|
| 215 |
+
"loss_spectral": 0.0,
|
| 216 |
+
"gate_cost": 1.0507714698348991e-08,
|
| 217 |
+
"rmse_mean": 0.1286194920539856,
|
| 218 |
+
"rmse_last": 0.15671494603157043,
|
| 219 |
+
"mae_mean": 0.09702761471271515,
|
| 220 |
+
"mae_last": 0.11417105048894882,
|
| 221 |
+
"spectral_error": 0.0023055770816426957,
|
| 222 |
+
"eval_seconds_per_batch": 0.0329812616109848,
|
| 223 |
+
"mean_energy_drift": 0.0,
|
| 224 |
+
"mean_reverse_error": 1.236266473756923e-22,
|
| 225 |
+
"mean_fold_dyn_error": 4.476321748825285e-07,
|
| 226 |
+
"gate_closed": 9.030114433983272e-09,
|
| 227 |
+
"gate_spectral": 0.0,
|
| 228 |
+
"gate_port": 1.7828805098929479e-09,
|
| 229 |
+
"gate_fold": 1.6473993724730462e-08,
|
| 230 |
+
"gate_dissipation": 2.3909938917654472e-08,
|
| 231 |
+
"lead_1_rmse": 0.17452430725097656,
|
| 232 |
+
"lead_2_rmse": 0.14208157360553741,
|
| 233 |
+
"lead_3_rmse": 0.1156606450676918,
|
| 234 |
+
"lead_4_rmse": 0.09913479536771774,
|
| 235 |
+
"lead_5_rmse": 0.09771261364221573,
|
| 236 |
+
"lead_6_rmse": 0.11098482459783554,
|
| 237 |
+
"lead_7_rmse": 0.13214224576950073,
|
| 238 |
+
"lead_8_rmse": 0.15671494603157043,
|
| 239 |
+
"lead_1_mae": 0.12993483245372772,
|
| 240 |
+
"lead_2_mae": 0.10781697183847427,
|
| 241 |
+
"lead_3_mae": 0.08931838721036911,
|
| 242 |
+
"lead_4_mae": 0.0769873857498169,
|
| 243 |
+
"lead_5_mae": 0.07530452311038971,
|
| 244 |
+
"lead_6_mae": 0.08437284082174301,
|
| 245 |
+
"lead_7_mae": 0.09831496328115463,
|
| 246 |
+
"lead_8_mae": 0.11417105048894882
|
| 247 |
+
}
|
| 248 |
+
]
|
实验1/stic_m_v4_reaction2d_exp1/unet_lite/checkpoint.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:96420168f80ee485f97cd68b37d9a39b49345d3d93c9fcf7ce9f7a83d47a2479
|
| 3 |
+
size 840501
|
实验1/stic_m_v4_reaction2d_exp1/unet_lite/metrics.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"rmse_mean": 0.05599217116832733,
|
| 3 |
+
"rmse_last": 0.08640345931053162,
|
| 4 |
+
"mae_mean": 0.041003018617630005,
|
| 5 |
+
"mae_last": 0.06251809000968933,
|
| 6 |
+
"spectral_error": 0.0008876782970037311,
|
| 7 |
+
"eval_seconds_per_batch": 0.004424600601196289,
|
| 8 |
+
"mean_energy_drift": NaN,
|
| 9 |
+
"mean_reverse_error": NaN,
|
| 10 |
+
"mean_fold_dyn_error": NaN,
|
| 11 |
+
"lead_1_rmse": 0.04508030787110329,
|
| 12 |
+
"lead_2_rmse": 0.04154079407453537,
|
| 13 |
+
"lead_3_rmse": 0.041756901890039444,
|
| 14 |
+
"lead_4_rmse": 0.04561717063188553,
|
| 15 |
+
"lead_5_rmse": 0.052017517387866974,
|
| 16 |
+
"lead_6_rmse": 0.06228693947196007,
|
| 17 |
+
"lead_7_rmse": 0.07323428243398666,
|
| 18 |
+
"lead_8_rmse": 0.08640345931053162,
|
| 19 |
+
"lead_1_mae": 0.034562621265649796,
|
| 20 |
+
"lead_2_mae": 0.031513262540102005,
|
| 21 |
+
"lead_3_mae": 0.030773019418120384,
|
| 22 |
+
"lead_4_mae": 0.032379187643527985,
|
| 23 |
+
"lead_5_mae": 0.03755687177181244,
|
| 24 |
+
"lead_6_mae": 0.04486886411905289,
|
| 25 |
+
"lead_7_mae": 0.053852252662181854,
|
| 26 |
+
"lead_8_mae": 0.06251809000968933,
|
| 27 |
+
"model": "unet_lite",
|
| 28 |
+
"params": 207280,
|
| 29 |
+
"train_seconds": 2.44870662689209
|
| 30 |
+
}
|
/345/256/236/351/252/2141/stic_m_v4_reaction2d_exp1/unet_lite/prediction_example.png
ADDED
|
实验1/stic_m_v4_reaction2d_exp1/unet_lite/train_log.json
ADDED
|
@@ -0,0 +1,182 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"step": 1,
|
| 4 |
+
"loss_total": 1.06850266456604,
|
| 5 |
+
"loss_pred": 1.06850266456604,
|
| 6 |
+
"rmse_mean": 0.6024093627929688,
|
| 7 |
+
"rmse_last": 0.6597423553466797,
|
| 8 |
+
"mae_mean": 0.4965144395828247,
|
| 9 |
+
"mae_last": 0.5473425984382629,
|
| 10 |
+
"spectral_error": 0.03131551167462021,
|
| 11 |
+
"eval_seconds_per_batch": 0.0038516372442245483,
|
| 12 |
+
"mean_energy_drift": NaN,
|
| 13 |
+
"mean_reverse_error": NaN,
|
| 14 |
+
"mean_fold_dyn_error": NaN,
|
| 15 |
+
"lead_1_rmse": 0.5783758163452148,
|
| 16 |
+
"lead_2_rmse": 0.5976740121841431,
|
| 17 |
+
"lead_3_rmse": 0.5649071931838989,
|
| 18 |
+
"lead_4_rmse": 0.6606520414352417,
|
| 19 |
+
"lead_5_rmse": 0.524964451789856,
|
| 20 |
+
"lead_6_rmse": 0.6978760957717896,
|
| 21 |
+
"lead_7_rmse": 0.5350831747055054,
|
| 22 |
+
"lead_8_rmse": 0.6597423553466797,
|
| 23 |
+
"lead_1_mae": 0.47320324182510376,
|
| 24 |
+
"lead_2_mae": 0.5118333697319031,
|
| 25 |
+
"lead_3_mae": 0.489938348531723,
|
| 26 |
+
"lead_4_mae": 0.5574209094047546,
|
| 27 |
+
"lead_5_mae": 0.3973352313041687,
|
| 28 |
+
"lead_6_mae": 0.5361112952232361,
|
| 29 |
+
"lead_7_mae": 0.45893049240112305,
|
| 30 |
+
"lead_8_mae": 0.5473425984382629
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"step": 50,
|
| 34 |
+
"loss_total": 0.03688877448439598,
|
| 35 |
+
"loss_pred": 0.03688877448439598,
|
| 36 |
+
"rmse_mean": 0.1348697990179062,
|
| 37 |
+
"rmse_last": 0.17320261895656586,
|
| 38 |
+
"mae_mean": 0.09930926561355591,
|
| 39 |
+
"mae_last": 0.12554997205734253,
|
| 40 |
+
"spectral_error": 0.004640663581085391,
|
| 41 |
+
"eval_seconds_per_batch": 0.003648117184638977,
|
| 42 |
+
"mean_energy_drift": NaN,
|
| 43 |
+
"mean_reverse_error": NaN,
|
| 44 |
+
"mean_fold_dyn_error": NaN,
|
| 45 |
+
"lead_1_rmse": 0.11474084109067917,
|
| 46 |
+
"lead_2_rmse": 0.12169279158115387,
|
| 47 |
+
"lead_3_rmse": 0.12006597220897675,
|
| 48 |
+
"lead_4_rmse": 0.12634840607643127,
|
| 49 |
+
"lead_5_rmse": 0.1260106861591339,
|
| 50 |
+
"lead_6_rmse": 0.1436803787946701,
|
| 51 |
+
"lead_7_rmse": 0.15321674942970276,
|
| 52 |
+
"lead_8_rmse": 0.17320261895656586,
|
| 53 |
+
"lead_1_mae": 0.08647597581148148,
|
| 54 |
+
"lead_2_mae": 0.09178104251623154,
|
| 55 |
+
"lead_3_mae": 0.08940916508436203,
|
| 56 |
+
"lead_4_mae": 0.09421684592962265,
|
| 57 |
+
"lead_5_mae": 0.09388522803783417,
|
| 58 |
+
"lead_6_mae": 0.10373853892087936,
|
| 59 |
+
"lead_7_mae": 0.1094173789024353,
|
| 60 |
+
"lead_8_mae": 0.12554997205734253
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"step": 100,
|
| 64 |
+
"loss_total": 0.015339971520006657,
|
| 65 |
+
"loss_pred": 0.015339971520006657,
|
| 66 |
+
"rmse_mean": 0.09693004190921783,
|
| 67 |
+
"rmse_last": 0.13249483704566956,
|
| 68 |
+
"mae_mean": 0.07342091202735901,
|
| 69 |
+
"mae_last": 0.09681203216314316,
|
| 70 |
+
"spectral_error": 0.0021527026656258386,
|
| 71 |
+
"eval_seconds_per_batch": 0.003530532121658325,
|
| 72 |
+
"mean_energy_drift": NaN,
|
| 73 |
+
"mean_reverse_error": NaN,
|
| 74 |
+
"mean_fold_dyn_error": NaN,
|
| 75 |
+
"lead_1_rmse": 0.0887446254491806,
|
| 76 |
+
"lead_2_rmse": 0.08267561346292496,
|
| 77 |
+
"lead_3_rmse": 0.07680743932723999,
|
| 78 |
+
"lead_4_rmse": 0.08888810127973557,
|
| 79 |
+
"lead_5_rmse": 0.09534101188182831,
|
| 80 |
+
"lead_6_rmse": 0.10033734887838364,
|
| 81 |
+
"lead_7_rmse": 0.11015138030052185,
|
| 82 |
+
"lead_8_rmse": 0.13249483704566956,
|
| 83 |
+
"lead_1_mae": 0.06940234452486038,
|
| 84 |
+
"lead_2_mae": 0.06433738768100739,
|
| 85 |
+
"lead_3_mae": 0.058297861367464066,
|
| 86 |
+
"lead_4_mae": 0.06973282992839813,
|
| 87 |
+
"lead_5_mae": 0.07370515912771225,
|
| 88 |
+
"lead_6_mae": 0.07501858472824097,
|
| 89 |
+
"lead_7_mae": 0.08006107807159424,
|
| 90 |
+
"lead_8_mae": 0.09681203216314316
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"step": 150,
|
| 94 |
+
"loss_total": 0.008780058473348618,
|
| 95 |
+
"loss_pred": 0.008780058473348618,
|
| 96 |
+
"rmse_mean": 0.07962506264448166,
|
| 97 |
+
"rmse_last": 0.11776188015937805,
|
| 98 |
+
"mae_mean": 0.05986986309289932,
|
| 99 |
+
"mae_last": 0.08651962876319885,
|
| 100 |
+
"spectral_error": 0.0015405341291625518,
|
| 101 |
+
"eval_seconds_per_batch": 0.003485366702079773,
|
| 102 |
+
"mean_energy_drift": NaN,
|
| 103 |
+
"mean_reverse_error": NaN,
|
| 104 |
+
"mean_fold_dyn_error": NaN,
|
| 105 |
+
"lead_1_rmse": 0.060909517109394073,
|
| 106 |
+
"lead_2_rmse": 0.05711859092116356,
|
| 107 |
+
"lead_3_rmse": 0.06261619180440903,
|
| 108 |
+
"lead_4_rmse": 0.07028350234031677,
|
| 109 |
+
"lead_5_rmse": 0.08153615891933441,
|
| 110 |
+
"lead_6_rmse": 0.08583744615316391,
|
| 111 |
+
"lead_7_rmse": 0.10093721747398376,
|
| 112 |
+
"lead_8_rmse": 0.11776188015937805,
|
| 113 |
+
"lead_1_mae": 0.045315757393836975,
|
| 114 |
+
"lead_2_mae": 0.0424635224044323,
|
| 115 |
+
"lead_3_mae": 0.048545122146606445,
|
| 116 |
+
"lead_4_mae": 0.0548640675842762,
|
| 117 |
+
"lead_5_mae": 0.0637989491224289,
|
| 118 |
+
"lead_6_mae": 0.06216612458229065,
|
| 119 |
+
"lead_7_mae": 0.07528573274612427,
|
| 120 |
+
"lead_8_mae": 0.08651962876319885
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"step": 200,
|
| 124 |
+
"loss_total": 0.010172681882977486,
|
| 125 |
+
"loss_pred": 0.010172681882977486,
|
| 126 |
+
"rmse_mean": 0.06869678944349289,
|
| 127 |
+
"rmse_last": 0.10177703201770782,
|
| 128 |
+
"mae_mean": 0.04949435219168663,
|
| 129 |
+
"mae_last": 0.07079111784696579,
|
| 130 |
+
"spectral_error": 0.0011159938658238389,
|
| 131 |
+
"eval_seconds_per_batch": 0.00529402494430542,
|
| 132 |
+
"mean_energy_drift": NaN,
|
| 133 |
+
"mean_reverse_error": NaN,
|
| 134 |
+
"mean_fold_dyn_error": NaN,
|
| 135 |
+
"lead_1_rmse": 0.05558158829808235,
|
| 136 |
+
"lead_2_rmse": 0.05236591026186943,
|
| 137 |
+
"lead_3_rmse": 0.052393484860658646,
|
| 138 |
+
"lead_4_rmse": 0.05897664278745651,
|
| 139 |
+
"lead_5_rmse": 0.06500018388032913,
|
| 140 |
+
"lead_6_rmse": 0.07606121897697449,
|
| 141 |
+
"lead_7_rmse": 0.08741824328899384,
|
| 142 |
+
"lead_8_rmse": 0.10177703201770782,
|
| 143 |
+
"lead_1_mae": 0.04238882660865784,
|
| 144 |
+
"lead_2_mae": 0.039670348167419434,
|
| 145 |
+
"lead_3_mae": 0.03862671181559563,
|
| 146 |
+
"lead_4_mae": 0.042855434119701385,
|
| 147 |
+
"lead_5_mae": 0.04616125673055649,
|
| 148 |
+
"lead_6_mae": 0.053826987743377686,
|
| 149 |
+
"lead_7_mae": 0.06163414567708969,
|
| 150 |
+
"lead_8_mae": 0.07079111784696579
|
| 151 |
+
},
|
| 152 |
+
{
|
| 153 |
+
"step": 250,
|
| 154 |
+
"loss_total": 0.005488561000674963,
|
| 155 |
+
"loss_pred": 0.005488561000674963,
|
| 156 |
+
"rmse_mean": 0.05303042754530907,
|
| 157 |
+
"rmse_last": 0.08159206807613373,
|
| 158 |
+
"mae_mean": 0.0384909026324749,
|
| 159 |
+
"mae_last": 0.05851848050951958,
|
| 160 |
+
"spectral_error": 0.0008330393811775139,
|
| 161 |
+
"eval_seconds_per_batch": 0.004666268825531006,
|
| 162 |
+
"mean_energy_drift": NaN,
|
| 163 |
+
"mean_reverse_error": NaN,
|
| 164 |
+
"mean_fold_dyn_error": NaN,
|
| 165 |
+
"lead_1_rmse": 0.04225780814886093,
|
| 166 |
+
"lead_2_rmse": 0.03918810188770294,
|
| 167 |
+
"lead_3_rmse": 0.03968723118305206,
|
| 168 |
+
"lead_4_rmse": 0.04344478249549866,
|
| 169 |
+
"lead_5_rmse": 0.04956725239753723,
|
| 170 |
+
"lead_6_rmse": 0.059173595160245895,
|
| 171 |
+
"lead_7_rmse": 0.0693325623869896,
|
| 172 |
+
"lead_8_rmse": 0.08159206807613373,
|
| 173 |
+
"lead_1_mae": 0.031932931393384933,
|
| 174 |
+
"lead_2_mae": 0.029319392517209053,
|
| 175 |
+
"lead_3_mae": 0.028909830376505852,
|
| 176 |
+
"lead_4_mae": 0.03039317950606346,
|
| 177 |
+
"lead_5_mae": 0.035669222474098206,
|
| 178 |
+
"lead_6_mae": 0.04242359474301338,
|
| 179 |
+
"lead_7_mae": 0.05076059326529503,
|
| 180 |
+
"lead_8_mae": 0.05851848050951958
|
| 181 |
+
}
|
| 182 |
+
]
|