Upload folder using huggingface_hub

.gitattributes

@@ -93,3 +93,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 实验1/stic_m_v51_ks1d_exp1/sticm_v51_no_spectral/prediction_example.png filter=lfs diff=lfs merge=lfs -text
 实验1/stic_m_v51_ks1d_exp1/unet_lite/prediction_example.png filter=lfs diff=lfs merge=lfs -text
 实验1/stic_m_v51_moving_shapes_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text
+实验1/stic_m_v51_fixed_fourier2d_exp1/lead_rmse.png filter=lfs diff=lfs merge=lfs -text

实验1/stic_m_v51_fixed_fourier2d_exp1/config.json

@@ -0,0 +1,27 @@
+{
+  "cfg": {
+    "preset": "colab_quick",
+    "dataset": "fourier2d",
+    "n_seq": 72,
+    "total_steps": 64,
+    "height": 16,
+    "width": 32,
+    "hist_len": 4,
+    "horizon": 8,
+    "latent_dim": 32,
+    "hidden": 64,
+    "batch_size": 32,
+    "steps": 250,
+    "lr": 0.002,
+    "seed": 11,
+    "eval_every": 50,
+    "device": "auto",
+    "num_workers": 0
+  },
+  "meta": {
+    "channels": 1,
+    "port_channels": 1,
+    "height": 16,
+    "width": 32
+  }
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/fno_lite/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d80f50d989036c44af4745701ec5d0eca12ea92ca49c5869ed2f3b7a7f2cd5af
+size 4228149

实验1/stic_m_v51_fixed_fourier2d_exp1/fno_lite/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.05492145195603371,
+  "rmse_last": 0.07101304829120636,
+  "mae_mean": 0.04214664548635483,
+  "mae_last": 0.05411713570356369,
+  "spectral_error": 0.0008787709777243435,
+  "eval_seconds_per_batch": 0.004374704360961914,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.04206420108675957,
+  "lead_2_rmse": 0.04126909747719765,
+  "lead_3_rmse": 0.046419572085142136,
+  "lead_4_rmse": 0.052511777728796005,
+  "lead_5_rmse": 0.057207513600587845,
+  "lead_6_rmse": 0.06229761615395546,
+  "lead_7_rmse": 0.06658878177404404,
+  "lead_8_rmse": 0.07101304829120636,
+  "lead_1_mae": 0.03274917975068092,
+  "lead_2_mae": 0.032106466591358185,
+  "lead_3_mae": 0.03615865111351013,
+  "lead_4_mae": 0.040432218462228775,
+  "lead_5_mae": 0.044121116399765015,
+  "lead_6_mae": 0.047248724848032,
+  "lead_7_mae": 0.050239671021699905,
+  "lead_8_mae": 0.05411713570356369,
+  "model": "fno_lite",
+  "params": 530440,
+  "train_seconds": 3.324002742767334
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/fno_lite/train_log.json

@@ -0,0 +1,182 @@
+[
+  {
+    "step": 1,
+    "loss_total": 0.9817973971366882,
+    "loss_pred": 0.9817973971366882,
+    "rmse_mean": 1.0088173151016235,
+    "rmse_last": 1.0013164281845093,
+    "mae_mean": 0.8092424273490906,
+    "mae_last": 0.8033531308174133,
+    "spectral_error": 0.1134983990341425,
+    "eval_seconds_per_batch": 0.004346251487731934,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 1.0062718391418457,
+    "lead_2_rmse": 1.0194718837738037,
+    "lead_3_rmse": 1.0045381784439087,
+    "lead_4_rmse": 1.004493236541748,
+    "lead_5_rmse": 1.0145422220230103,
+    "lead_6_rmse": 1.0046436786651611,
+    "lead_7_rmse": 1.0152615308761597,
+    "lead_8_rmse": 1.0013164281845093,
+    "lead_1_mae": 0.8069941997528076,
+    "lead_2_mae": 0.8172968029975891,
+    "lead_3_mae": 0.8059961199760437,
+    "lead_4_mae": 0.8059930205345154,
+    "lead_5_mae": 0.8138590455055237,
+    "lead_6_mae": 0.8060853481292725,
+    "lead_7_mae": 0.8143620491027832,
+    "lead_8_mae": 0.8033531308174133
+  },
+  {
+    "step": 50,
+    "loss_total": 0.18879932165145874,
+    "loss_pred": 0.18879932165145874,
+    "rmse_mean": 0.4821442663669586,
+    "rmse_last": 0.6487094163894653,
+    "mae_mean": 0.3888188302516937,
+    "mae_last": 0.5218226313591003,
+    "spectral_error": 0.015810209966730326,
+    "eval_seconds_per_batch": 0.004445761442184448,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.5453233122825623,
+    "lead_2_rmse": 0.4380720257759094,
+    "lead_3_rmse": 0.36618572473526,
+    "lead_4_rmse": 0.3715019226074219,
+    "lead_5_rmse": 0.4177089333534241,
+    "lead_6_rmse": 0.4948206841945648,
+    "lead_7_rmse": 0.5748320817947388,
+    "lead_8_rmse": 0.6487094163894653,
+    "lead_1_mae": 0.4417923092842102,
+    "lead_2_mae": 0.3544021546840668,
+    "lead_3_mae": 0.2960771918296814,
+    "lead_4_mae": 0.2998059391975403,
+    "lead_5_mae": 0.33605819940567017,
+    "lead_6_mae": 0.39811280369758606,
+    "lead_7_mae": 0.46247944235801697,
+    "lead_8_mae": 0.5218226313591003
+  },
+  {
+    "step": 100,
+    "loss_total": 0.011529977433383465,
+    "loss_pred": 0.011529977433383465,
+    "rmse_mean": 0.13494834303855896,
+    "rmse_last": 0.1683625876903534,
+    "mae_mean": 0.10715469717979431,
+    "mae_last": 0.1336865872144699,
+    "spectral_error": 0.003387287441000808,
+    "eval_seconds_per_batch": 0.004344239830970764,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.16136856377124786,
+    "lead_2_rmse": 0.12364624440670013,
+    "lead_3_rmse": 0.11281568557024002,
+    "lead_4_rmse": 0.12003985792398453,
+    "lead_5_rmse": 0.12481417506933212,
+    "lead_6_rmse": 0.12684358656406403,
+    "lead_7_rmse": 0.14169608056545258,
+    "lead_8_rmse": 0.1683625876903534,
+    "lead_1_mae": 0.13085991144180298,
+    "lead_2_mae": 0.10007935017347336,
+    "lead_3_mae": 0.09075409173965454,
+    "lead_4_mae": 0.09432805329561234,
+    "lead_5_mae": 0.09791863709688187,
+    "lead_6_mae": 0.0985150933265686,
+    "lead_7_mae": 0.1110958456993103,
+    "lead_8_mae": 0.1336865872144699
+  },
+  {
+    "step": 150,
+    "loss_total": 0.003157935105264187,
+    "loss_pred": 0.003157935105264187,
+    "rmse_mean": 0.0840088427066803,
+    "rmse_last": 0.10807517915964127,
+    "mae_mean": 0.0650700032711029,
+    "mae_last": 0.08333686739206314,
+    "spectral_error": 0.001576517130160937,
+    "eval_seconds_per_batch": 0.005130097270011902,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.07784359157085419,
+    "lead_2_rmse": 0.06766840070486069,
+    "lead_3_rmse": 0.06869317591190338,
+    "lead_4_rmse": 0.0795716941356659,
+    "lead_5_rmse": 0.08571689575910568,
+    "lead_6_rmse": 0.08776362240314484,
+    "lead_7_rmse": 0.09673820436000824,
+    "lead_8_rmse": 0.10807517915964127,
+    "lead_1_mae": 0.06256639212369919,
+    "lead_2_mae": 0.05364638939499855,
+    "lead_3_mae": 0.05383977293968201,
+    "lead_4_mae": 0.06161149591207504,
+    "lead_5_mae": 0.06629152595996857,
+    "lead_6_mae": 0.06635380536317825,
+    "lead_7_mae": 0.0729137510061264,
+    "lead_8_mae": 0.08333686739206314
+  },
+  {
+    "step": 200,
+    "loss_total": 0.0021959859877824783,
+    "loss_pred": 0.0021959859877824783,
+    "rmse_mean": 0.06425945460796356,
+    "rmse_last": 0.07984373718500137,
+    "mae_mean": 0.04938023164868355,
+    "mae_last": 0.061068955808877945,
+    "spectral_error": 0.0012046453011862468,
+    "eval_seconds_per_batch": 0.004317760467529297,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.05243632197380066,
+    "lead_2_rmse": 0.05175632983446121,
+    "lead_3_rmse": 0.05580754205584526,
+    "lead_4_rmse": 0.06191255897283554,
+    "lead_5_rmse": 0.06635396927595139,
+    "lead_6_rmse": 0.07044371217489243,
+    "lead_7_rmse": 0.07552148401737213,
+    "lead_8_rmse": 0.07984373718500137,
+    "lead_1_mae": 0.04066523164510727,
+    "lead_2_mae": 0.040098074823617935,
+    "lead_3_mae": 0.043334539979696274,
+    "lead_4_mae": 0.04761618748307228,
+    "lead_5_mae": 0.05133075639605522,
+    "lead_6_mae": 0.05361508950591087,
+    "lead_7_mae": 0.057313013821840286,
+    "lead_8_mae": 0.061068955808877945
+  },
+  {
+    "step": 250,
+    "loss_total": 0.0017159779090434313,
+    "loss_pred": 0.0017159779090434313,
+    "rmse_mean": 0.056402985006570816,
+    "rmse_last": 0.07274407893419266,
+    "mae_mean": 0.04303412884473801,
+    "mae_last": 0.055240448564291,
+    "spectral_error": 0.000933727129449835,
+    "eval_seconds_per_batch": 0.004273355007171631,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.04371315613389015,
+    "lead_2_rmse": 0.04283541813492775,
+    "lead_3_rmse": 0.04749128594994545,
+    "lead_4_rmse": 0.05345754325389862,
+    "lead_5_rmse": 0.05835569649934769,
+    "lead_6_rmse": 0.06397886574268341,
+    "lead_7_rmse": 0.06864781677722931,
+    "lead_8_rmse": 0.07274407893419266,
+    "lead_1_mae": 0.03383829444646835,
+    "lead_2_mae": 0.03311619162559509,
+    "lead_3_mae": 0.03677557408809662,
+    "lead_4_mae": 0.04091186076402664,
+    "lead_5_mae": 0.04475797712802887,
+    "lead_6_mae": 0.048154719173908234,
+    "lead_7_mae": 0.05147796496748924,
+    "lead_8_mae": 0.055240448564291
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/persistence/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.8526968955993652,
+  "rmse_last": 1.418277382850647,
+  "mae_mean": 0.6894320249557495,
+  "mae_last": 1.1444883346557617,
+  "spectral_error": 0.0004859390303317923,
+  "eval_seconds_per_batch": 0.0152828311920166,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.20528657734394073,
+  "lead_2_rmse": 0.40774935483932495,
+  "lead_3_rmse": 0.6046169400215149,
+  "lead_4_rmse": 0.7932250499725342,
+  "lead_5_rmse": 0.9710681438446045,
+  "lead_6_rmse": 1.1358461380004883,
+  "lead_7_rmse": 1.2855055332183838,
+  "lead_8_rmse": 1.418277382850647,
+  "lead_1_mae": 0.16642609238624573,
+  "lead_2_mae": 0.3304644823074341,
+  "lead_3_mae": 0.4897997975349426,
+  "lead_4_mae": 0.642201840877533,
+  "lead_5_mae": 0.7856255173683167,
+  "lead_6_mae": 0.9181843400001526,
+  "lead_7_mae": 1.038265585899353,
+  "lead_8_mae": 1.1444883346557617,
+  "model": "persistence",
+  "params": 0,
+  "train_seconds": 0.0
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/results.csv

@@ -0,0 +1,11 @@
+rmse_mean,rmse_last,mae_mean,mae_last,spectral_error,eval_seconds_per_batch,mean_energy_drift,mean_reverse_error,mean_fold_dyn_error,lead_1_rmse,lead_2_rmse,lead_3_rmse,lead_4_rmse,lead_5_rmse,lead_6_rmse,lead_7_rmse,lead_8_rmse,lead_1_mae,lead_2_mae,lead_3_mae,lead_4_mae,lead_5_mae,lead_6_mae,lead_7_mae,lead_8_mae,model,params,train_seconds,dataset,gate_closed,gate_spectral,gate_ber,gate_fold,gate_null,mean_ber_budget_error,mean_ber_strength,mean_ber_smoothness
+0.8526968955993652,1.418277382850647,0.6894320249557495,1.1444883346557617,0.0004859390303317923,0.0152828311920166,nan,nan,nan,0.20528657734394073,0.40774935483932495,0.6046169400215149,0.7932250499725342,0.9710681438446045,1.1358461380004883,1.2855055332183838,1.418277382850647,0.16642609238624573,0.3304644823074341,0.4897997975349426,0.642201840877533,0.7856255173683167,0.9181843400001526,1.038265585899353,1.1444883346557617,persistence,0,0.0,fourier2d,,,,,,,,
+0.08909215033054352,0.12701304256916046,0.06785965710878372,0.10025796294212341,0.0023619537660852074,0.03192802429199219,0.001030862987972796,8.40637836517999e-06,0.00013000873470446096,0.09359924495220184,0.06728574633598328,0.07472474873065948,0.08150813728570938,0.08414070308208466,0.08743727952241898,0.09702830016613007,0.12701304256916046,0.07259035855531693,0.04936456307768822,0.056374549865722656,0.06178392469882965,0.06315641105175018,0.0653468668460846,0.07400260865688324,0.10025796294212341,sticm_v51_full,593483,30.149528741836548,fourier2d,1.0,1.0,0.0,0.0,0.0,0.0010305959230754525,3.5551437176764014e-05,0.0001745810208376497
+0.09691020846366882,0.1309734433889389,0.07388319075107574,0.10268183797597885,0.0028534130938351154,0.03291747093200684,0.001138090821914375,5.5657122720731425e-06,9.515406098216772e-05,0.08829863369464874,0.07460986822843552,0.0851825550198555,0.09350354224443436,0.09755080938339233,0.0996989756822586,0.10546384751796722,0.1309734433889389,0.06573738157749176,0.05486658215522766,0.064442478120327,0.0715256854891777,0.07472285628318787,0.0761837512254715,0.08090495318174362,0.10268183797597885,sticm_v51_no_gates,593483,29.589289903640747,fourier2d,1.0,1.0,1.0,0.0,0.0,0.0011053537845145912,0.00666563369333744,0.008310282044112683
+0.13655133545398712,0.19325029850006104,0.10049022734165192,0.14287705719470978,0.00662976554594934,0.033159799575805664,0.002011655541136861,1.9643895757326392e-06,1.6864379358594305e-05,0.14028173685073853,0.09099021553993225,0.10475152730941772,0.12756213545799255,0.13774381577968597,0.14204426109790802,0.15578670799732208,0.19325029850006104,0.10998464375734329,0.06637687981128693,0.0773683488368988,0.09561135619878769,0.10152782499790192,0.10086829960346222,0.10930739343166351,0.14287705719470978,sticm_v51_no_spectral,593483,31.1907217502594,fourier2d,1.0,0.0,0.0,0.0,0.8020141386985778,0.0019464499037712812,0.00017206287302542477,0.00033236796618439255
+0.10459773987531662,0.12860484421253204,0.08096683025360107,0.10167894512414932,0.002033083685673773,0.037094736099243165,0.0013015191350132227,7.225122426461894e-06,0.00012945889873662963,0.08699894696474075,0.08188561350107193,0.09814534336328506,0.10761911422014236,0.11114460974931717,0.11117897927761078,0.11120445281267166,0.12860484421253204,0.06576050072908401,0.062389880418777466,0.07607319951057434,0.08348827064037323,0.08597336709499359,0.08588367700576782,0.0864868238568306,0.10167894512414932,sticm_v51_no_ber,593483,30.95706558227539,fourier2d,1.0,1.0,0.0,0.0,0.0,0.0013449076469987632,0.002855488294735551,0.011697244942188262
+0.10161234438419342,0.13561572134494781,0.07819616794586182,0.10720343887805939,0.002499627307988703,0.03309636116027832,0.0016581013379618524,8.911976856325054e-06,0.002321996716782451,0.09460244327783585,0.07817157357931137,0.08799373358488083,0.09680135548114777,0.10229641944169998,0.1057516559958458,0.11166589707136154,0.13561572134494781,0.07283862680196762,0.05936338007450104,0.06717893481254578,0.07391000539064407,0.07804292440414429,0.08083602041006088,0.08619599044322968,0.10720343887805939,sticm_v51_no_folding,593483,31.279887437820435,fourier2d,1.0,1.0,0.0,0.0,0.0,0.0016577683354262263,4.7466777759836985e-05,0.0001573683277820237
+0.1075173020362854,0.16798946261405945,0.07624352723360062,0.11829645931720734,0.004860816663131118,0.020045995712280273,0.3218981850147247,0.02939115934073925,0.08921715557575226,0.07688839733600616,0.06974318623542786,0.07935059070587158,0.0930701345205307,0.10793624073266983,0.12324747443199158,0.14191296696662903,0.16798946261405945,0.05489988252520561,0.04953886568546295,0.056536220014095306,0.0666823461651802,0.07737217843532562,0.08728843927383423,0.09933382272720337,0.11829645931720734,sticm_v51_blackbox,593483,17.896502256393433,fourier2d,0.0,0.0,0.0,0.0,1.0,0.3218981850147247,0.0,0.0
+0.117431640625,0.17335592210292816,0.088738813996315,0.12590642273426056,0.006099714040756226,0.0048174095153808594,nan,nan,nan,0.06765715032815933,0.08024444431066513,0.09177277237176895,0.10748995095491409,0.1235189437866211,0.14068305492401123,0.154730886220932,0.17335592210292816,0.05281474068760872,0.06294044107198715,0.0711955651640892,0.08323503285646439,0.09424019604921341,0.10572413355112076,0.11385402083396912,0.12590642273426056,simvp_lite,309960,3.3041293621063232,fourier2d,,,,,,,,
+0.05492145195603371,0.07101304829120636,0.04214664548635483,0.05411713570356369,0.0008787709777243435,0.004374704360961914,nan,nan,nan,0.04206420108675957,0.04126909747719765,0.046419572085142136,0.052511777728796005,0.057207513600587845,0.06229761615395546,0.06658878177404404,0.07101304829120636,0.03274917975068092,0.032106466591358185,0.03615865111351013,0.040432218462228775,0.044121116399765015,0.047248724848032,0.050239671021699905,0.05411713570356369,fno_lite,530440,3.324002742767334,fourier2d,,,,,,,,
+0.1069994792342186,0.16091285645961761,0.07515424489974976,0.1078818067908287,0.005568310460075736,0.004532709121704102,nan,nan,nan,0.07102392613887787,0.07434584945440292,0.08098936080932617,0.09435850381851196,0.10876423865556717,0.12392579019069672,0.14167527854442596,0.16091285645961761,0.05328641086816788,0.055733487010002136,0.0596260130405426,0.06818395107984543,0.07634114474058151,0.0847720205783844,0.095409095287323,0.1078818067908287,unet_lite,200360,2.4311161041259766,fourier2d,,,,,,,,

实验1/stic_m_v51_fixed_fourier2d_exp1/results.json

@@ -0,0 +1,360 @@
+[
+  {
+    "rmse_mean": 0.8526968955993652,
+    "rmse_last": 1.418277382850647,
+    "mae_mean": 0.6894320249557495,
+    "mae_last": 1.1444883346557617,
+    "spectral_error": 0.0004859390303317923,
+    "eval_seconds_per_batch": 0.0152828311920166,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.20528657734394073,
+    "lead_2_rmse": 0.40774935483932495,
+    "lead_3_rmse": 0.6046169400215149,
+    "lead_4_rmse": 0.7932250499725342,
+    "lead_5_rmse": 0.9710681438446045,
+    "lead_6_rmse": 1.1358461380004883,
+    "lead_7_rmse": 1.2855055332183838,
+    "lead_8_rmse": 1.418277382850647,
+    "lead_1_mae": 0.16642609238624573,
+    "lead_2_mae": 0.3304644823074341,
+    "lead_3_mae": 0.4897997975349426,
+    "lead_4_mae": 0.642201840877533,
+    "lead_5_mae": 0.7856255173683167,
+    "lead_6_mae": 0.9181843400001526,
+    "lead_7_mae": 1.038265585899353,
+    "lead_8_mae": 1.1444883346557617,
+    "model": "persistence",
+    "params": 0,
+    "train_seconds": 0.0,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.08909215033054352,
+    "rmse_last": 0.12701304256916046,
+    "mae_mean": 0.06785965710878372,
+    "mae_last": 0.10025796294212341,
+    "spectral_error": 0.0023619537660852074,
+    "eval_seconds_per_batch": 0.03192802429199219,
+    "mean_energy_drift": 0.001030862987972796,
+    "mean_reverse_error": 8.40637836517999e-06,
+    "mean_fold_dyn_error": 0.00013000873470446096,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0010305959230754525,
+    "mean_ber_strength": 3.5551437176764014e-05,
+    "mean_ber_smoothness": 0.0001745810208376497,
+    "lead_1_rmse": 0.09359924495220184,
+    "lead_2_rmse": 0.06728574633598328,
+    "lead_3_rmse": 0.07472474873065948,
+    "lead_4_rmse": 0.08150813728570938,
+    "lead_5_rmse": 0.08414070308208466,
+    "lead_6_rmse": 0.08743727952241898,
+    "lead_7_rmse": 0.09702830016613007,
+    "lead_8_rmse": 0.12701304256916046,
+    "lead_1_mae": 0.07259035855531693,
+    "lead_2_mae": 0.04936456307768822,
+    "lead_3_mae": 0.056374549865722656,
+    "lead_4_mae": 0.06178392469882965,
+    "lead_5_mae": 0.06315641105175018,
+    "lead_6_mae": 0.0653468668460846,
+    "lead_7_mae": 0.07400260865688324,
+    "lead_8_mae": 0.10025796294212341,
+    "model": "sticm_v51_full",
+    "params": 593483,
+    "train_seconds": 30.149528741836548,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.09691020846366882,
+    "rmse_last": 0.1309734433889389,
+    "mae_mean": 0.07388319075107574,
+    "mae_last": 0.10268183797597885,
+    "spectral_error": 0.0028534130938351154,
+    "eval_seconds_per_batch": 0.03291747093200684,
+    "mean_energy_drift": 0.001138090821914375,
+    "mean_reverse_error": 5.5657122720731425e-06,
+    "mean_fold_dyn_error": 9.515406098216772e-05,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 1.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0011053537845145912,
+    "mean_ber_strength": 0.00666563369333744,
+    "mean_ber_smoothness": 0.008310282044112683,
+    "lead_1_rmse": 0.08829863369464874,
+    "lead_2_rmse": 0.07460986822843552,
+    "lead_3_rmse": 0.0851825550198555,
+    "lead_4_rmse": 0.09350354224443436,
+    "lead_5_rmse": 0.09755080938339233,
+    "lead_6_rmse": 0.0996989756822586,
+    "lead_7_rmse": 0.10546384751796722,
+    "lead_8_rmse": 0.1309734433889389,
+    "lead_1_mae": 0.06573738157749176,
+    "lead_2_mae": 0.05486658215522766,
+    "lead_3_mae": 0.064442478120327,
+    "lead_4_mae": 0.0715256854891777,
+    "lead_5_mae": 0.07472285628318787,
+    "lead_6_mae": 0.0761837512254715,
+    "lead_7_mae": 0.08090495318174362,
+    "lead_8_mae": 0.10268183797597885,
+    "model": "sticm_v51_no_gates",
+    "params": 593483,
+    "train_seconds": 29.589289903640747,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.13655133545398712,
+    "rmse_last": 0.19325029850006104,
+    "mae_mean": 0.10049022734165192,
+    "mae_last": 0.14287705719470978,
+    "spectral_error": 0.00662976554594934,
+    "eval_seconds_per_batch": 0.033159799575805664,
+    "mean_energy_drift": 0.002011655541136861,
+    "mean_reverse_error": 1.9643895757326392e-06,
+    "mean_fold_dyn_error": 1.6864379358594305e-05,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.8020141386985778,
+    "mean_ber_budget_error": 0.0019464499037712812,
+    "mean_ber_strength": 0.00017206287302542477,
+    "mean_ber_smoothness": 0.00033236796618439255,
+    "lead_1_rmse": 0.14028173685073853,
+    "lead_2_rmse": 0.09099021553993225,
+    "lead_3_rmse": 0.10475152730941772,
+    "lead_4_rmse": 0.12756213545799255,
+    "lead_5_rmse": 0.13774381577968597,
+    "lead_6_rmse": 0.14204426109790802,
+    "lead_7_rmse": 0.15578670799732208,
+    "lead_8_rmse": 0.19325029850006104,
+    "lead_1_mae": 0.10998464375734329,
+    "lead_2_mae": 0.06637687981128693,
+    "lead_3_mae": 0.0773683488368988,
+    "lead_4_mae": 0.09561135619878769,
+    "lead_5_mae": 0.10152782499790192,
+    "lead_6_mae": 0.10086829960346222,
+    "lead_7_mae": 0.10930739343166351,
+    "lead_8_mae": 0.14287705719470978,
+    "model": "sticm_v51_no_spectral",
+    "params": 593483,
+    "train_seconds": 31.1907217502594,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.10459773987531662,
+    "rmse_last": 0.12860484421253204,
+    "mae_mean": 0.08096683025360107,
+    "mae_last": 0.10167894512414932,
+    "spectral_error": 0.002033083685673773,
+    "eval_seconds_per_batch": 0.037094736099243165,
+    "mean_energy_drift": 0.0013015191350132227,
+    "mean_reverse_error": 7.225122426461894e-06,
+    "mean_fold_dyn_error": 0.00012945889873662963,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0013449076469987632,
+    "mean_ber_strength": 0.002855488294735551,
+    "mean_ber_smoothness": 0.011697244942188262,
+    "lead_1_rmse": 0.08699894696474075,
+    "lead_2_rmse": 0.08188561350107193,
+    "lead_3_rmse": 0.09814534336328506,
+    "lead_4_rmse": 0.10761911422014236,
+    "lead_5_rmse": 0.11114460974931717,
+    "lead_6_rmse": 0.11117897927761078,
+    "lead_7_rmse": 0.11120445281267166,
+    "lead_8_rmse": 0.12860484421253204,
+    "lead_1_mae": 0.06576050072908401,
+    "lead_2_mae": 0.062389880418777466,
+    "lead_3_mae": 0.07607319951057434,
+    "lead_4_mae": 0.08348827064037323,
+    "lead_5_mae": 0.08597336709499359,
+    "lead_6_mae": 0.08588367700576782,
+    "lead_7_mae": 0.0864868238568306,
+    "lead_8_mae": 0.10167894512414932,
+    "model": "sticm_v51_no_ber",
+    "params": 593483,
+    "train_seconds": 30.95706558227539,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.10161234438419342,
+    "rmse_last": 0.13561572134494781,
+    "mae_mean": 0.07819616794586182,
+    "mae_last": 0.10720343887805939,
+    "spectral_error": 0.002499627307988703,
+    "eval_seconds_per_batch": 0.03309636116027832,
+    "mean_energy_drift": 0.0016581013379618524,
+    "mean_reverse_error": 8.911976856325054e-06,
+    "mean_fold_dyn_error": 0.002321996716782451,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0016577683354262263,
+    "mean_ber_strength": 4.7466777759836985e-05,
+    "mean_ber_smoothness": 0.0001573683277820237,
+    "lead_1_rmse": 0.09460244327783585,
+    "lead_2_rmse": 0.07817157357931137,
+    "lead_3_rmse": 0.08799373358488083,
+    "lead_4_rmse": 0.09680135548114777,
+    "lead_5_rmse": 0.10229641944169998,
+    "lead_6_rmse": 0.1057516559958458,
+    "lead_7_rmse": 0.11166589707136154,
+    "lead_8_rmse": 0.13561572134494781,
+    "lead_1_mae": 0.07283862680196762,
+    "lead_2_mae": 0.05936338007450104,
+    "lead_3_mae": 0.06717893481254578,
+    "lead_4_mae": 0.07391000539064407,
+    "lead_5_mae": 0.07804292440414429,
+    "lead_6_mae": 0.08083602041006088,
+    "lead_7_mae": 0.08619599044322968,
+    "lead_8_mae": 0.10720343887805939,
+    "model": "sticm_v51_no_folding",
+    "params": 593483,
+    "train_seconds": 31.279887437820435,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.1075173020362854,
+    "rmse_last": 0.16798946261405945,
+    "mae_mean": 0.07624352723360062,
+    "mae_last": 0.11829645931720734,
+    "spectral_error": 0.004860816663131118,
+    "eval_seconds_per_batch": 0.020045995712280273,
+    "mean_energy_drift": 0.3218981850147247,
+    "mean_reverse_error": 0.02939115934073925,
+    "mean_fold_dyn_error": 0.08921715557575226,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 1.0,
+    "mean_ber_budget_error": 0.3218981850147247,
+    "mean_ber_strength": 0.0,
+    "mean_ber_smoothness": 0.0,
+    "lead_1_rmse": 0.07688839733600616,
+    "lead_2_rmse": 0.06974318623542786,
+    "lead_3_rmse": 0.07935059070587158,
+    "lead_4_rmse": 0.0930701345205307,
+    "lead_5_rmse": 0.10793624073266983,
+    "lead_6_rmse": 0.12324747443199158,
+    "lead_7_rmse": 0.14191296696662903,
+    "lead_8_rmse": 0.16798946261405945,
+    "lead_1_mae": 0.05489988252520561,
+    "lead_2_mae": 0.04953886568546295,
+    "lead_3_mae": 0.056536220014095306,
+    "lead_4_mae": 0.0666823461651802,
+    "lead_5_mae": 0.07737217843532562,
+    "lead_6_mae": 0.08728843927383423,
+    "lead_7_mae": 0.09933382272720337,
+    "lead_8_mae": 0.11829645931720734,
+    "model": "sticm_v51_blackbox",
+    "params": 593483,
+    "train_seconds": 17.896502256393433,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.117431640625,
+    "rmse_last": 0.17335592210292816,
+    "mae_mean": 0.088738813996315,
+    "mae_last": 0.12590642273426056,
+    "spectral_error": 0.006099714040756226,
+    "eval_seconds_per_batch": 0.0048174095153808594,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.06765715032815933,
+    "lead_2_rmse": 0.08024444431066513,
+    "lead_3_rmse": 0.09177277237176895,
+    "lead_4_rmse": 0.10748995095491409,
+    "lead_5_rmse": 0.1235189437866211,
+    "lead_6_rmse": 0.14068305492401123,
+    "lead_7_rmse": 0.154730886220932,
+    "lead_8_rmse": 0.17335592210292816,
+    "lead_1_mae": 0.05281474068760872,
+    "lead_2_mae": 0.06294044107198715,
+    "lead_3_mae": 0.0711955651640892,
+    "lead_4_mae": 0.08323503285646439,
+    "lead_5_mae": 0.09424019604921341,
+    "lead_6_mae": 0.10572413355112076,
+    "lead_7_mae": 0.11385402083396912,
+    "lead_8_mae": 0.12590642273426056,
+    "model": "simvp_lite",
+    "params": 309960,
+    "train_seconds": 3.3041293621063232,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.05492145195603371,
+    "rmse_last": 0.07101304829120636,
+    "mae_mean": 0.04214664548635483,
+    "mae_last": 0.05411713570356369,
+    "spectral_error": 0.0008787709777243435,
+    "eval_seconds_per_batch": 0.004374704360961914,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.04206420108675957,
+    "lead_2_rmse": 0.04126909747719765,
+    "lead_3_rmse": 0.046419572085142136,
+    "lead_4_rmse": 0.052511777728796005,
+    "lead_5_rmse": 0.057207513600587845,
+    "lead_6_rmse": 0.06229761615395546,
+    "lead_7_rmse": 0.06658878177404404,
+    "lead_8_rmse": 0.07101304829120636,
+    "lead_1_mae": 0.03274917975068092,
+    "lead_2_mae": 0.032106466591358185,
+    "lead_3_mae": 0.03615865111351013,
+    "lead_4_mae": 0.040432218462228775,
+    "lead_5_mae": 0.044121116399765015,
+    "lead_6_mae": 0.047248724848032,
+    "lead_7_mae": 0.050239671021699905,
+    "lead_8_mae": 0.05411713570356369,
+    "model": "fno_lite",
+    "params": 530440,
+    "train_seconds": 3.324002742767334,
+    "dataset": "fourier2d"
+  },
+  {
+    "rmse_mean": 0.1069994792342186,
+    "rmse_last": 0.16091285645961761,
+    "mae_mean": 0.07515424489974976,
+    "mae_last": 0.1078818067908287,
+    "spectral_error": 0.005568310460075736,
+    "eval_seconds_per_batch": 0.004532709121704102,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.07102392613887787,
+    "lead_2_rmse": 0.07434584945440292,
+    "lead_3_rmse": 0.08098936080932617,
+    "lead_4_rmse": 0.09435850381851196,
+    "lead_5_rmse": 0.10876423865556717,
+    "lead_6_rmse": 0.12392579019069672,
+    "lead_7_rmse": 0.14167527854442596,
+    "lead_8_rmse": 0.16091285645961761,
+    "lead_1_mae": 0.05328641086816788,
+    "lead_2_mae": 0.055733487010002136,
+    "lead_3_mae": 0.0596260130405426,
+    "lead_4_mae": 0.06818395107984543,
+    "lead_5_mae": 0.07634114474058151,
+    "lead_6_mae": 0.0847720205783844,
+    "lead_7_mae": 0.095409095287323,
+    "lead_8_mae": 0.1078818067908287,
+    "model": "unet_lite",
+    "params": 200360,
+    "train_seconds": 2.4311161041259766,
+    "dataset": "fourier2d"
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/simvp_lite/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73601eea65631dbebb060b05b3a20b1d2f03c728dd0ad0074e1990eaa71b500a
+size 1252021

实验1/stic_m_v51_fixed_fourier2d_exp1/simvp_lite/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.117431640625,
+  "rmse_last": 0.17335592210292816,
+  "mae_mean": 0.088738813996315,
+  "mae_last": 0.12590642273426056,
+  "spectral_error": 0.006099714040756226,
+  "eval_seconds_per_batch": 0.0048174095153808594,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.06765715032815933,
+  "lead_2_rmse": 0.08024444431066513,
+  "lead_3_rmse": 0.09177277237176895,
+  "lead_4_rmse": 0.10748995095491409,
+  "lead_5_rmse": 0.1235189437866211,
+  "lead_6_rmse": 0.14068305492401123,
+  "lead_7_rmse": 0.154730886220932,
+  "lead_8_rmse": 0.17335592210292816,
+  "lead_1_mae": 0.05281474068760872,
+  "lead_2_mae": 0.06294044107198715,
+  "lead_3_mae": 0.0711955651640892,
+  "lead_4_mae": 0.08323503285646439,
+  "lead_5_mae": 0.09424019604921341,
+  "lead_6_mae": 0.10572413355112076,
+  "lead_7_mae": 0.11385402083396912,
+  "lead_8_mae": 0.12590642273426056,
+  "model": "simvp_lite",
+  "params": 309960,
+  "train_seconds": 3.3041293621063232
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/simvp_lite/train_log.json

@@ -0,0 +1,182 @@
+[
+  {
+    "step": 1,
+    "loss_total": 1.2087987661361694,
+    "loss_pred": 1.2087987661361694,
+    "rmse_mean": 1.0843424797058105,
+    "rmse_last": 1.3954359292984009,
+    "mae_mean": 0.8692488670349121,
+    "mae_last": 1.1178665161132812,
+    "spectral_error": 0.08617548178881407,
+    "eval_seconds_per_batch": 0.0048561543226242065,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.7973507642745972,
+    "lead_2_rmse": 0.7803071737289429,
+    "lead_3_rmse": 1.165215253829956,
+    "lead_4_rmse": 1.432665467262268,
+    "lead_5_rmse": 1.0310149192810059,
+    "lead_6_rmse": 1.045319676399231,
+    "lead_7_rmse": 1.0274301767349243,
+    "lead_8_rmse": 1.3954359292984009,
+    "lead_1_mae": 0.6364989876747131,
+    "lead_2_mae": 0.6283803582191467,
+    "lead_3_mae": 0.9403360486030579,
+    "lead_4_mae": 1.1381689310073853,
+    "lead_5_mae": 0.8310140371322632,
+    "lead_6_mae": 0.8384365439414978,
+    "lead_7_mae": 0.8232893943786621,
+    "lead_8_mae": 1.1178665161132812
+  },
+  {
+    "step": 50,
+    "loss_total": 0.045784495770931244,
+    "loss_pred": 0.045784495770931244,
+    "rmse_mean": 0.21165744960308075,
+    "rmse_last": 0.2730972468852997,
+    "mae_mean": 0.14663580060005188,
+    "mae_last": 0.1829502433538437,
+    "spectral_error": 0.018792765971738845,
+    "eval_seconds_per_batch": 0.005024582147598267,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.1540459394454956,
+    "lead_2_rmse": 0.16613838076591492,
+    "lead_3_rmse": 0.18422183394432068,
+    "lead_4_rmse": 0.19930598139762878,
+    "lead_5_rmse": 0.21797873079776764,
+    "lead_6_rmse": 0.2451280951499939,
+    "lead_7_rmse": 0.2533434331417084,
+    "lead_8_rmse": 0.2730972468852997,
+    "lead_1_mae": 0.10950048267841339,
+    "lead_2_mae": 0.11777080595493317,
+    "lead_3_mae": 0.12883321940898895,
+    "lead_4_mae": 0.13661524653434753,
+    "lead_5_mae": 0.15257200598716736,
+    "lead_6_mae": 0.17336829006671906,
+    "lead_7_mae": 0.1714760959148407,
+    "lead_8_mae": 0.1829502433538437
+  },
+  {
+    "step": 100,
+    "loss_total": 0.022413156926631927,
+    "loss_pred": 0.022413156926631927,
+    "rmse_mean": 0.15608076751232147,
+    "rmse_last": 0.2238381803035736,
+    "mae_mean": 0.10728735476732254,
+    "mae_last": 0.14759020507335663,
+    "spectral_error": 0.009973928943509236,
+    "eval_seconds_per_batch": 0.005054071545600891,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.09574571996927261,
+    "lead_2_rmse": 0.11061374843120575,
+    "lead_3_rmse": 0.1261385977268219,
+    "lead_4_rmse": 0.14336135983467102,
+    "lead_5_rmse": 0.16417400538921356,
+    "lead_6_rmse": 0.1827213168144226,
+    "lead_7_rmse": 0.2020532488822937,
+    "lead_8_rmse": 0.2238381803035736,
+    "lead_1_mae": 0.06908021867275238,
+    "lead_2_mae": 0.0796767994761467,
+    "lead_3_mae": 0.08768109977245331,
+    "lead_4_mae": 0.09993612766265869,
+    "lead_5_mae": 0.11415106058120728,
+    "lead_6_mae": 0.1244223341345787,
+    "lead_7_mae": 0.1357610523700714,
+    "lead_8_mae": 0.14759020507335663
+  },
+  {
+    "step": 150,
+    "loss_total": 0.01865982636809349,
+    "loss_pred": 0.01865982636809349,
+    "rmse_mean": 0.1296687126159668,
+    "rmse_last": 0.19770830869674683,
+    "mae_mean": 0.0889965146780014,
+    "mae_last": 0.12885549664497375,
+    "spectral_error": 0.008386821020394564,
+    "eval_seconds_per_batch": 0.005049213767051697,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.0741388127207756,
+    "lead_2_rmse": 0.0858617052435875,
+    "lead_3_rmse": 0.09986082464456558,
+    "lead_4_rmse": 0.1146821454167366,
+    "lead_5_rmse": 0.1354159712791443,
+    "lead_6_rmse": 0.1553494930267334,
+    "lead_7_rmse": 0.1743324100971222,
+    "lead_8_rmse": 0.19770830869674683,
+    "lead_1_mae": 0.05427973344922066,
+    "lead_2_mae": 0.06310439109802246,
+    "lead_3_mae": 0.07027306407690048,
+    "lead_4_mae": 0.08016486465930939,
+    "lead_5_mae": 0.09427307546138763,
+    "lead_6_mae": 0.10531852394342422,
+    "lead_7_mae": 0.11570297181606293,
+    "lead_8_mae": 0.12885549664497375
+  },
+  {
+    "step": 200,
+    "loss_total": 0.010952478274703026,
+    "loss_pred": 0.010952478274703026,
+    "rmse_mean": 0.10865052789449692,
+    "rmse_last": 0.1720656007528305,
+    "mae_mean": 0.07465413212776184,
+    "mae_last": 0.11307444423437119,
+    "spectral_error": 0.005149044591234997,
+    "eval_seconds_per_batch": 0.005083248019218445,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.05983727052807808,
+    "lead_2_rmse": 0.06764152646064758,
+    "lead_3_rmse": 0.08102283626794815,
+    "lead_4_rmse": 0.09357258677482605,
+    "lead_5_rmse": 0.11212127655744553,
+    "lead_6_rmse": 0.131802037358284,
+    "lead_7_rmse": 0.15114110708236694,
+    "lead_8_rmse": 0.1720656007528305,
+    "lead_1_mae": 0.04427390545606613,
+    "lead_2_mae": 0.050063710659742355,
+    "lead_3_mae": 0.05766376852989197,
+    "lead_4_mae": 0.06547336280345917,
+    "lead_5_mae": 0.07659538835287094,
+    "lead_6_mae": 0.08920140564441681,
+    "lead_7_mae": 0.10088708996772766,
+    "lead_8_mae": 0.11307444423437119
+  },
+  {
+    "step": 250,
+    "loss_total": 0.013811001554131508,
+    "loss_pred": 0.013811001554131508,
+    "rmse_mean": 0.11665619164705276,
+    "rmse_last": 0.16976965963840485,
+    "mae_mean": 0.08840431272983551,
+    "mae_last": 0.12352165579795837,
+    "spectral_error": 0.006045670772437006,
+    "eval_seconds_per_batch": 0.005143150687217712,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.06889727711677551,
+    "lead_2_rmse": 0.08125195652246475,
+    "lead_3_rmse": 0.09222521632909775,
+    "lead_4_rmse": 0.10728732496500015,
+    "lead_5_rmse": 0.1230580285191536,
+    "lead_6_rmse": 0.13888688385486603,
+    "lead_7_rmse": 0.1518731415271759,
+    "lead_8_rmse": 0.16976965963840485,
+    "lead_1_mae": 0.053982432931661606,
+    "lead_2_mae": 0.06386721879243851,
+    "lead_3_mae": 0.07173013687133789,
+    "lead_4_mae": 0.08316567540168762,
+    "lead_5_mae": 0.09406131505966187,
+    "lead_6_mae": 0.10478183627128601,
+    "lead_7_mae": 0.11212418973445892,
+    "lead_8_mae": 0.12352165579795837
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_blackbox/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:173f4996f28298fdcc6d21238aef877fa93738ce84aeec93a1e560a1df4090b4
+size 2932725

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_blackbox/metrics.json

@@ -0,0 +1,38 @@
+{
+  "rmse_mean": 0.1075173020362854,
+  "rmse_last": 0.16798946261405945,
+  "mae_mean": 0.07624352723360062,
+  "mae_last": 0.11829645931720734,
+  "spectral_error": 0.004860816663131118,
+  "eval_seconds_per_batch": 0.020045995712280273,
+  "mean_energy_drift": 0.3218981850147247,
+  "mean_reverse_error": 0.02939115934073925,
+  "mean_fold_dyn_error": 0.08921715557575226,
+  "gate_closed": 0.0,
+  "gate_spectral": 0.0,
+  "gate_ber": 0.0,
+  "gate_fold": 0.0,
+  "gate_null": 1.0,
+  "mean_ber_budget_error": 0.3218981850147247,
+  "mean_ber_strength": 0.0,
+  "mean_ber_smoothness": 0.0,
+  "lead_1_rmse": 0.07688839733600616,
+  "lead_2_rmse": 0.06974318623542786,
+  "lead_3_rmse": 0.07935059070587158,
+  "lead_4_rmse": 0.0930701345205307,
+  "lead_5_rmse": 0.10793624073266983,
+  "lead_6_rmse": 0.12324747443199158,
+  "lead_7_rmse": 0.14191296696662903,
+  "lead_8_rmse": 0.16798946261405945,
+  "lead_1_mae": 0.05489988252520561,
+  "lead_2_mae": 0.04953886568546295,
+  "lead_3_mae": 0.056536220014095306,
+  "lead_4_mae": 0.0666823461651802,
+  "lead_5_mae": 0.07737217843532562,
+  "lead_6_mae": 0.08728843927383423,
+  "lead_7_mae": 0.09933382272720337,
+  "lead_8_mae": 0.11829645931720734,
+  "model": "sticm_v51_blackbox",
+  "params": 593483,
+  "train_seconds": 17.896502256393433
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_blackbox/train_log.json

@@ -0,0 +1,296 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.0880824327468872,
+    "loss_total": 1.0880824327468872,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 1.02371346950531,
+    "rmse_last": 1.21873939037323,
+    "mae_mean": 0.820358157157898,
+    "mae_last": 0.9764036536216736,
+    "spectral_error": 0.07738441973924637,
+    "eval_seconds_per_batch": 0.0208921879529953,
+    "mean_energy_drift": 0.29213651455938816,
+    "mean_reverse_error": 0.0023689174850005656,
+    "mean_fold_dyn_error": 0.008950391318649054,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 1.0,
+    "mean_ber_budget_error": 0.29213651455938816,
+    "mean_ber_strength": 0.0,
+    "mean_ber_smoothness": 0.0,
+    "lead_1_rmse": 0.8183193802833557,
+    "lead_2_rmse": 0.8708820939064026,
+    "lead_3_rmse": 0.9323949813842773,
+    "lead_4_rmse": 0.9969142079353333,
+    "lead_5_rmse": 1.0602346658706665,
+    "lead_6_rmse": 1.119484305381775,
+    "lead_7_rmse": 1.1727386713027954,
+    "lead_8_rmse": 1.21873939037323,
+    "lead_1_mae": 0.6537191271781921,
+    "lead_2_mae": 0.6969130039215088,
+    "lead_3_mae": 0.7472056150436401,
+    "lead_4_mae": 0.7996550798416138,
+    "lead_5_mae": 0.8506442308425903,
+    "lead_6_mae": 0.8980597853660583,
+    "lead_7_mae": 0.9402644634246826,
+    "lead_8_mae": 0.9764036536216736
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.09872601926326752,
+    "loss_total": 0.09872601926326752,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.3074827194213867,
+    "rmse_last": 0.4053012728691101,
+    "mae_mean": 0.2257745862007141,
+    "mae_last": 0.31024041771888733,
+    "spectral_error": 0.025883306690957397,
+    "eval_seconds_per_batch": 0.02170047163963318,
+    "mean_energy_drift": 0.13080408703535795,
+    "mean_reverse_error": 0.023193747620098293,
+    "mean_fold_dyn_error": 0.07753216102719307,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 1.0,
+    "mean_ber_budget_error": 0.13080408703535795,
+    "mean_ber_strength": 0.0,
+    "mean_ber_smoothness": 0.0,
+    "lead_1_rmse": 0.31669482588768005,
+    "lead_2_rmse": 0.2745826542377472,
+    "lead_3_rmse": 0.26378560066223145,
+    "lead_4_rmse": 0.2700673043727875,
+    "lead_5_rmse": 0.2842067778110504,
+    "lead_6_rmse": 0.3048812747001648,
+    "lead_7_rmse": 0.3403419256210327,
+    "lead_8_rmse": 0.4053012728691101,
+    "lead_1_mae": 0.24174228310585022,
+    "lead_2_mae": 0.2016296684741974,
+    "lead_3_mae": 0.1893201619386673,
+    "lead_4_mae": 0.1920977234840393,
+    "lead_5_mae": 0.20213207602500916,
+    "lead_6_mae": 0.21856562793254852,
+    "lead_7_mae": 0.2504687011241913,
+    "lead_8_mae": 0.31024041771888733
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.03221511095762253,
+    "loss_total": 0.03221511095762253,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.1951439380645752,
+    "rmse_last": 0.26174914836883545,
+    "mae_mean": 0.14126430451869965,
+    "mae_last": 0.19261300563812256,
+    "spectral_error": 0.0148149931919761,
+    "eval_seconds_per_batch": 0.020970836281776428,
+    "mean_energy_drift": 0.18494315003044903,
+    "mean_reverse_error": 0.0256439644144848,
+    "mean_fold_dyn_error": 0.07915004249662161,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 1.0,
+    "mean_ber_budget_error": 0.18494315003044903,
+    "mean_ber_strength": 0.0,
+    "mean_ber_smoothness": 0.0,
+    "lead_1_rmse": 0.1902836710214615,
+    "lead_2_rmse": 0.15558692812919617,
+    "lead_3_rmse": 0.15851056575775146,
+    "lead_4_rmse": 0.17448218166828156,
+    "lead_5_rmse": 0.1929846704006195,
+    "lead_6_rmse": 0.20698365569114685,
+    "lead_7_rmse": 0.2205706685781479,
+    "lead_8_rmse": 0.26174914836883545,
+    "lead_1_mae": 0.14350411295890808,
+    "lead_2_mae": 0.11167144030332565,
+    "lead_3_mae": 0.11222413182258606,
+    "lead_4_mae": 0.12427712976932526,
+    "lead_5_mae": 0.1395925134420395,
+    "lead_6_mae": 0.14941224455833435,
+    "lead_7_mae": 0.15681986510753632,
+    "lead_8_mae": 0.19261300563812256
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.02725127711892128,
+    "loss_total": 0.02725127711892128,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.1664634644985199,
+    "rmse_last": 0.2383989691734314,
+    "mae_mean": 0.12107782810926437,
+    "mae_last": 0.17794790863990784,
+    "spectral_error": 0.01061099729849957,
+    "eval_seconds_per_batch": 0.02162870764732361,
+    "mean_energy_drift": 0.2750962944701314,
+    "mean_reverse_error": 0.025550628546625376,
+    "mean_fold_dyn_error": 0.07916947826743126,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 1.0,
+    "mean_ber_budget_error": 0.2750962944701314,
+    "mean_ber_strength": 0.0,
+    "mean_ber_smoothness": 0.0,
+    "lead_1_rmse": 0.14163410663604736,
+    "lead_2_rmse": 0.12552621960639954,
+    "lead_3_rmse": 0.13868597149848938,
+    "lead_4_rmse": 0.15178360044956207,
+    "lead_5_rmse": 0.1626424342393875,
+    "lead_6_rmse": 0.17572525143623352,
+    "lead_7_rmse": 0.19731108844280243,
+    "lead_8_rmse": 0.2383989691734314,
+    "lead_1_mae": 0.10322697460651398,
+    "lead_2_mae": 0.08976879715919495,
+    "lead_3_mae": 0.10110322386026382,
+    "lead_4_mae": 0.11016061156988144,
+    "lead_5_mae": 0.11718104779720306,
+    "lead_6_mae": 0.12632696330547333,
+    "lead_7_mae": 0.142907053232193,
+    "lead_8_mae": 0.17794790863990784
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.014389581978321075,
+    "loss_total": 0.014389581978321075,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.12616892158985138,
+    "rmse_last": 0.1859612762928009,
+    "mae_mean": 0.09114812314510345,
+    "mae_last": 0.133773535490036,
+    "spectral_error": 0.00540006130177062,
+    "eval_seconds_per_batch": 0.021238386631011963,
+    "mean_energy_drift": 0.2905504032969475,
+    "mean_reverse_error": 0.02801650983747095,
+    "mean_fold_dyn_error": 0.08427860215306282,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 1.0,
+    "mean_ber_budget_error": 0.2905504032969475,
+    "mean_ber_strength": 0.0,
+    "mean_ber_smoothness": 0.0,
+    "lead_1_rmse": 0.09759077429771423,
+    "lead_2_rmse": 0.09374809265136719,
+    "lead_3_rmse": 0.10351601988077164,
+    "lead_4_rmse": 0.11250438541173935,
+    "lead_5_rmse": 0.12294527143239975,
+    "lead_6_rmse": 0.1366952359676361,
+    "lead_7_rmse": 0.15639035403728485,
+    "lead_8_rmse": 0.1859612762928009,
+    "lead_1_mae": 0.07099296152591705,
+    "lead_2_mae": 0.06917508691549301,
+    "lead_3_mae": 0.07633000612258911,
+    "lead_4_mae": 0.08172957599163055,
+    "lead_5_mae": 0.08827512711286545,
+    "lead_6_mae": 0.09749609977006912,
+    "lead_7_mae": 0.11141257733106613,
+    "lead_8_mae": 0.133773535490036
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.01211432833224535,
+    "loss_total": 0.01211432833224535,
+    "loss_align": 0.0,
+    "loss_energy": 0.0,
+    "loss_reverse": 0.0,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.10864008963108063,
+    "rmse_last": 0.16942071914672852,
+    "mae_mean": 0.07719443738460541,
+    "mae_last": 0.11997177451848984,
+    "spectral_error": 0.004826844888157211,
+    "eval_seconds_per_batch": 0.021248310804367065,
+    "mean_energy_drift": 0.3183580357581377,
+    "mean_reverse_error": 0.02930686983745545,
+    "mean_fold_dyn_error": 0.08784503722563386,
+    "gate_closed": 0.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 1.0,
+    "mean_ber_budget_error": 0.3183580357581377,
+    "mean_ber_strength": 0.0,
+    "mean_ber_smoothness": 0.0,
+    "lead_1_rmse": 0.07921001315116882,
+    "lead_2_rmse": 0.07132677733898163,
+    "lead_3_rmse": 0.08094814419746399,
+    "lead_4_rmse": 0.09441214054822922,
+    "lead_5_rmse": 0.10853898525238037,
+    "lead_6_rmse": 0.12322798371315002,
+    "lead_7_rmse": 0.14203593134880066,
+    "lead_8_rmse": 0.16942071914672852,
+    "lead_1_mae": 0.05659470707178116,
+    "lead_2_mae": 0.05067439749836922,
+    "lead_3_mae": 0.05780009552836418,
+    "lead_4_mae": 0.06769479066133499,
+    "lead_5_mae": 0.0777801126241684,
+    "lead_6_mae": 0.08731173723936081,
+    "lead_7_mae": 0.09972788393497467,
+    "lead_8_mae": 0.11997177451848984
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_full/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfd63c046a7398e38b13ab293b171857631a3eec076394e3e732aa0e3bf9d77d
+size 2932725

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_full/metrics.json

@@ -0,0 +1,38 @@
+{
+  "rmse_mean": 0.08909215033054352,
+  "rmse_last": 0.12701304256916046,
+  "mae_mean": 0.06785965710878372,
+  "mae_last": 0.10025796294212341,
+  "spectral_error": 0.0023619537660852074,
+  "eval_seconds_per_batch": 0.03192802429199219,
+  "mean_energy_drift": 0.001030862987972796,
+  "mean_reverse_error": 8.40637836517999e-06,
+  "mean_fold_dyn_error": 0.00013000873470446096,
+  "gate_closed": 1.0,
+  "gate_spectral": 1.0,
+  "gate_ber": 0.0,
+  "gate_fold": 0.0,
+  "gate_null": 0.0,
+  "mean_ber_budget_error": 0.0010305959230754525,
+  "mean_ber_strength": 3.5551437176764014e-05,
+  "mean_ber_smoothness": 0.0001745810208376497,
+  "lead_1_rmse": 0.09359924495220184,
+  "lead_2_rmse": 0.06728574633598328,
+  "lead_3_rmse": 0.07472474873065948,
+  "lead_4_rmse": 0.08150813728570938,
+  "lead_5_rmse": 0.08414070308208466,
+  "lead_6_rmse": 0.08743727952241898,
+  "lead_7_rmse": 0.09702830016613007,
+  "lead_8_rmse": 0.12701304256916046,
+  "lead_1_mae": 0.07259035855531693,
+  "lead_2_mae": 0.04936456307768822,
+  "lead_3_mae": 0.056374549865722656,
+  "lead_4_mae": 0.06178392469882965,
+  "lead_5_mae": 0.06315641105175018,
+  "lead_6_mae": 0.0653468668460846,
+  "lead_7_mae": 0.07400260865688324,
+  "lead_8_mae": 0.10025796294212341,
+  "model": "sticm_v51_full",
+  "params": 593483,
+  "train_seconds": 30.149528741836548
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_full/train_log.json

@@ -0,0 +1,296 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.0747063159942627,
+    "loss_total": 1.0908890962600708,
+    "loss_align": 0.2909187972545624,
+    "loss_energy": 0.0002551719080656767,
+    "loss_reverse": 8.892447667108172e-09,
+    "loss_fold": 0.00019243822316639125,
+    "loss_spectral": 0.0809609442949295,
+    "loss_ber_budget": 0.00029889290453866124,
+    "loss_ber_sparse": 0.0026558157987892628,
+    "loss_ber_smooth": 0.009272436611354351,
+    "loss_ber_residual": 0.03771223500370979,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.20000001788139343,
+    "rmse_mean": 0.9799843430519104,
+    "rmse_last": 1.2397375106811523,
+    "mae_mean": 0.7870242595672607,
+    "mae_last": 0.9938110709190369,
+    "spectral_error": 0.07340244273655117,
+    "eval_seconds_per_batch": 0.03593696653842926,
+    "mean_energy_drift": 0.0030288106645457447,
+    "mean_reverse_error": 9.821528812459235e-09,
+    "mean_fold_dyn_error": 0.00019748044087464223,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.34999993443489075,
+    "gate_ber": 0.25,
+    "gate_fold": 0.0,
+    "gate_null": 0.4000000059604645,
+    "mean_ber_budget_error": 0.002055763603948435,
+    "mean_ber_strength": 0.003138205676805228,
+    "mean_ber_smoothness": 0.00915695127332583,
+    "lead_1_rmse": 0.7585349082946777,
+    "lead_2_rmse": 0.7972909212112427,
+    "lead_3_rmse": 0.8558715581893921,
+    "lead_4_rmse": 0.9277406930923462,
+    "lead_5_rmse": 1.006719946861267,
+    "lead_6_rmse": 1.0876262187957764,
+    "lead_7_rmse": 1.1663533449172974,
+    "lead_8_rmse": 1.2397375106811523,
+    "lead_1_mae": 0.6082836389541626,
+    "lead_2_mae": 0.6393899917602539,
+    "lead_3_mae": 0.6873401403427124,
+    "lead_4_mae": 0.7460929155349731,
+    "lead_5_mae": 0.8100258111953735,
+    "lead_6_mae": 0.874606192111969,
+    "lead_7_mae": 0.9366446733474731,
+    "lead_8_mae": 0.9938110709190369
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.2658853828907013,
+    "loss_total": 0.2805968225002289,
+    "loss_align": 0.2957994341850281,
+    "loss_energy": 0.007208384573459625,
+    "loss_reverse": 1.90724534832043e-07,
+    "loss_fold": 0.00028214033227413893,
+    "loss_spectral": 0.032800137996673584,
+    "loss_ber_budget": 0.00566665455698967,
+    "loss_ber_sparse": 0.005670292302966118,
+    "loss_ber_smooth": 0.00995443295687437,
+    "loss_ber_residual": 0.030777737498283386,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.22524809837341309,
+    "rmse_mean": 0.5086414217948914,
+    "rmse_last": 0.6382913589477539,
+    "mae_mean": 0.3991774320602417,
+    "mae_last": 0.5100694298744202,
+    "spectral_error": 0.026278526871465147,
+    "eval_seconds_per_batch": 0.030062392354011536,
+    "mean_energy_drift": 0.0076918089762330055,
+    "mean_reverse_error": 1.8611800456369565e-07,
+    "mean_fold_dyn_error": 0.0003023860308530857,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.2569742798805237,
+    "gate_ber": 0.23485562205314636,
+    "gate_fold": 0.1847440004348755,
+    "gate_null": 0.3234261032193899,
+    "mean_ber_budget_error": 0.00616167838597903,
+    "mean_ber_strength": 0.005827303190017119,
+    "mean_ber_smoothness": 0.009505352820269763,
+    "lead_1_rmse": 0.6565697193145752,
+    "lead_2_rmse": 0.5420279502868652,
+    "lead_3_rmse": 0.44936028122901917,
+    "lead_4_rmse": 0.39593276381492615,
+    "lead_5_rmse": 0.39770379662513733,
+    "lead_6_rmse": 0.4515727162361145,
+    "lead_7_rmse": 0.5376726984977722,
+    "lead_8_rmse": 0.6382913589477539,
+    "lead_1_mae": 0.528019905090332,
+    "lead_2_mae": 0.4318566620349884,
+    "lead_3_mae": 0.3500533998012543,
+    "lead_4_mae": 0.29927897453308105,
+    "lead_5_mae": 0.30005088448524475,
+    "lead_6_mae": 0.349322646856308,
+    "lead_7_mae": 0.42476752400398254,
+    "lead_8_mae": 0.5100694298744202
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.14034625887870789,
+    "loss_total": 0.14897601306438446,
+    "loss_align": 0.14758917689323425,
+    "loss_energy": 0.004990322515368462,
+    "loss_reverse": 3.1625711471860996e-06,
+    "loss_fold": 0.00019044519285671413,
+    "loss_spectral": 0.030394848436117172,
+    "loss_ber_budget": 0.0050256685353815556,
+    "loss_ber_sparse": 0.005292743444442749,
+    "loss_ber_smooth": 0.003869483480229974,
+    "loss_ber_residual": 0.028243480250239372,
+    "loss_gate_dead": 0.0,
+    "loss_gate_sparse": 0.2878152132034302,
+    "rmse_mean": 0.25384944677352905,
+    "rmse_last": 0.33090972900390625,
+    "mae_mean": 0.19714829325675964,
+    "mae_last": 0.26156944036483765,
+    "spectral_error": 0.019645147200208157,
+    "eval_seconds_per_batch": 0.0314544141292572,
+    "mean_energy_drift": 0.005748858849983662,
+    "mean_reverse_error": 3.4510716346858317e-06,
+    "mean_fold_dyn_error": 0.0002236377877125051,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.7058363556861877,
+    "gate_ber": 0.09343232959508896,
+    "gate_fold": 0.06993553787469864,
+    "gate_null": 0.13079575169831514,
+    "mean_ber_budget_error": 0.005949830039753579,
+    "mean_ber_strength": 0.005327321006916463,
+    "mean_ber_smoothness": 0.0038933597679715604,
+    "lead_1_rmse": 0.27192220091819763,
+    "lead_2_rmse": 0.21916818618774414,
+    "lead_3_rmse": 0.21080231666564941,
+    "lead_4_rmse": 0.22260133922100067,
+    "lead_5_rmse": 0.2374929040670395,
+    "lead_6_rmse": 0.25495314598083496,
+    "lead_7_rmse": 0.2829458713531494,
+    "lead_8_rmse": 0.33090972900390625,
+    "lead_1_mae": 0.2168968766927719,
+    "lead_2_mae": 0.17180733382701874,
+    "lead_3_mae": 0.16261504590511322,
+    "lead_4_mae": 0.17023710906505585,
+    "lead_5_mae": 0.1806442141532898,
+    "lead_6_mae": 0.19436489045619965,
+    "lead_7_mae": 0.2190515100955963,
+    "lead_8_mae": 0.26156944036483765
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.0253143310546875,
+    "loss_total": 0.030413951724767685,
+    "loss_align": 0.08806182444095612,
+    "loss_energy": 0.004706094972789288,
+    "loss_reverse": 6.711430614814162e-06,
+    "loss_fold": 0.0001790258684195578,
+    "loss_spectral": 0.007159254048019648,
+    "loss_ber_budget": 0.005184442736208439,
+    "loss_ber_sparse": 0.0021078581921756268,
+    "loss_ber_smooth": 0.002013653516769409,
+    "loss_ber_residual": 0.01786091737449169,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.15661683678627014,
+    "rmse_last": 0.19886434078216553,
+    "mae_mean": 0.11659766733646393,
+    "mae_last": 0.15299321711063385,
+    "spectral_error": 0.007646149781066924,
+    "eval_seconds_per_batch": 0.031558290123939514,
+    "mean_energy_drift": 0.00204387929989025,
+    "mean_reverse_error": 7.027865308373293e-06,
+    "mean_fold_dyn_error": 0.00021700255547330016,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0020188710841466673,
+    "mean_ber_strength": 0.0020373399238451384,
+    "mean_ber_smoothness": 0.001926985067257192,
+    "lead_1_rmse": 0.15379968285560608,
+    "lead_2_rmse": 0.11306353658437729,
+    "lead_3_rmse": 0.12964242696762085,
+    "lead_4_rmse": 0.15233495831489563,
+    "lead_5_rmse": 0.1635330766439438,
+    "lead_6_rmse": 0.16748589277267456,
+    "lead_7_rmse": 0.174210786819458,
+    "lead_8_rmse": 0.19886434078216553,
+    "lead_1_mae": 0.11877051740884781,
+    "lead_2_mae": 0.08069396018981934,
+    "lead_3_mae": 0.09470964223146439,
+    "lead_4_mae": 0.11332760006189346,
+    "lead_5_mae": 0.1208854466676712,
+    "lead_6_mae": 0.12256673723459244,
+    "lead_7_mae": 0.12883421778678894,
+    "lead_8_mae": 0.15299321711063385
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.014811813831329346,
+    "loss_total": 0.017859579995274544,
+    "loss_align": 0.050204306840896606,
+    "loss_energy": 0.001976372441276908,
+    "loss_reverse": 6.9766856540809385e-06,
+    "loss_fold": 0.0001416104641975835,
+    "loss_spectral": 0.0034059621393680573,
+    "loss_ber_budget": 0.001983296126127243,
+    "loss_ber_sparse": 0.00013804054469801486,
+    "loss_ber_smooth": 0.0005836618365719914,
+    "loss_ber_residual": 0.009976068511605263,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.131391704082489,
+    "rmse_last": 0.16820096969604492,
+    "mae_mean": 0.10029424726963043,
+    "mae_last": 0.13104428350925446,
+    "spectral_error": 0.006438367709051818,
+    "eval_seconds_per_batch": 0.033130839467048645,
+    "mean_energy_drift": 0.001965906281839125,
+    "mean_reverse_error": 7.650848601770122e-06,
+    "mean_fold_dyn_error": 0.0001506539201727719,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0019551512741600163,
+    "mean_ber_strength": 0.0001309644276261679,
+    "mean_ber_smoothness": 0.0005383855259424308,
+    "lead_1_rmse": 0.12662114202976227,
+    "lead_2_rmse": 0.10108619183301926,
+    "lead_3_rmse": 0.11311180889606476,
+    "lead_4_rmse": 0.1261366754770279,
+    "lead_5_rmse": 0.13357286155223846,
+    "lead_6_rmse": 0.13808806240558624,
+    "lead_7_rmse": 0.1443159431219101,
+    "lead_8_rmse": 0.16820096969604492,
+    "lead_1_mae": 0.09881515800952911,
+    "lead_2_mae": 0.07634851336479187,
+    "lead_3_mae": 0.08596842736005783,
+    "lead_4_mae": 0.09569866210222244,
+    "lead_5_mae": 0.10072837024927139,
+    "lead_6_mae": 0.10409452021121979,
+    "lead_7_mae": 0.10965602844953537,
+    "lead_8_mae": 0.13104428350925446
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.007300335913896561,
+    "loss_total": 0.009095359593629837,
+    "loss_align": 0.025571871548891068,
+    "loss_energy": 0.0008499890100210905,
+    "loss_reverse": 7.797584657964762e-06,
+    "loss_fold": 0.00010796463175211102,
+    "loss_spectral": 0.0019028278766199946,
+    "loss_ber_budget": 0.0008510277257300913,
+    "loss_ber_sparse": 3.278512303950265e-05,
+    "loss_ber_smooth": 0.00017048680456355214,
+    "loss_ber_residual": 0.005006726365536451,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.09287220984697342,
+    "rmse_last": 0.13466957211494446,
+    "mae_mean": 0.07047080248594284,
+    "mae_last": 0.10600385069847107,
+    "spectral_error": 0.0025243892159778625,
+    "eval_seconds_per_batch": 0.03219369053840637,
+    "mean_energy_drift": 0.00093209178885445,
+    "mean_reverse_error": 9.289530368050691e-06,
+    "mean_fold_dyn_error": 0.00012734684787574224,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0009317880194430472,
+    "mean_ber_strength": 3.568873239601089e-05,
+    "mean_ber_smoothness": 0.0001716394199320348,
+    "lead_1_rmse": 0.09577029943466187,
+    "lead_2_rmse": 0.06827487796545029,
+    "lead_3_rmse": 0.07786257565021515,
+    "lead_4_rmse": 0.0858919620513916,
+    "lead_5_rmse": 0.08841898292303085,
+    "lead_6_rmse": 0.09100823849439621,
+    "lead_7_rmse": 0.10108114778995514,
+    "lead_8_rmse": 0.13466957211494446,
+    "lead_1_mae": 0.0743984654545784,
+    "lead_2_mae": 0.049575306475162506,
+    "lead_3_mae": 0.058590151369571686,
+    "lead_4_mae": 0.0650242492556572,
+    "lead_5_mae": 0.06610028445720673,
+    "lead_6_mae": 0.06747055053710938,
+    "lead_7_mae": 0.07660357654094696,
+    "lead_8_mae": 0.10600385069847107
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_ber/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eb7450ef8394925dfcb0e4b38d025b5be367b069e6073f3198f4ccf002ba7cad
+size 2932725

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_ber/metrics.json

@@ -0,0 +1,38 @@
+{
+  "rmse_mean": 0.10459773987531662,
+  "rmse_last": 0.12860484421253204,
+  "mae_mean": 0.08096683025360107,
+  "mae_last": 0.10167894512414932,
+  "spectral_error": 0.002033083685673773,
+  "eval_seconds_per_batch": 0.037094736099243165,
+  "mean_energy_drift": 0.0013015191350132227,
+  "mean_reverse_error": 7.225122426461894e-06,
+  "mean_fold_dyn_error": 0.00012945889873662963,
+  "gate_closed": 1.0,
+  "gate_spectral": 1.0,
+  "gate_ber": 0.0,
+  "gate_fold": 0.0,
+  "gate_null": 0.0,
+  "mean_ber_budget_error": 0.0013449076469987632,
+  "mean_ber_strength": 0.002855488294735551,
+  "mean_ber_smoothness": 0.011697244942188262,
+  "lead_1_rmse": 0.08699894696474075,
+  "lead_2_rmse": 0.08188561350107193,
+  "lead_3_rmse": 0.09814534336328506,
+  "lead_4_rmse": 0.10761911422014236,
+  "lead_5_rmse": 0.11114460974931717,
+  "lead_6_rmse": 0.11117897927761078,
+  "lead_7_rmse": 0.11120445281267166,
+  "lead_8_rmse": 0.12860484421253204,
+  "lead_1_mae": 0.06576050072908401,
+  "lead_2_mae": 0.062389880418777466,
+  "lead_3_mae": 0.07607319951057434,
+  "lead_4_mae": 0.08348827064037323,
+  "lead_5_mae": 0.08597336709499359,
+  "lead_6_mae": 0.08588367700576782,
+  "lead_7_mae": 0.0864868238568306,
+  "lead_8_mae": 0.10167894512414932,
+  "model": "sticm_v51_no_ber",
+  "params": 593483,
+  "train_seconds": 30.95706558227539
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_ber/train_log.json

@@ -0,0 +1,296 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.0446966886520386,
+    "loss_total": 1.0560044050216675,
+    "loss_align": 0.212625652551651,
+    "loss_energy": 0.001339176669716835,
+    "loss_reverse": 2.9840110382650664e-09,
+    "loss_fold": 0.0001375376887153834,
+    "loss_spectral": 0.07474806904792786,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.11666666716337204,
+    "rmse_mean": 1.4075701236724854,
+    "rmse_last": 1.6740567684173584,
+    "mae_mean": 1.1461436748504639,
+    "mae_last": 1.3236292600631714,
+    "spectral_error": 0.11029947083443403,
+    "eval_seconds_per_batch": 0.03314827382564545,
+    "mean_energy_drift": 0.003882619523210451,
+    "mean_reverse_error": 1.9131480150091917e-09,
+    "mean_fold_dyn_error": 0.0002457568116369657,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.34999993443489075,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.4000000059604645,
+    "mean_ber_budget_error": 0.003748744449694641,
+    "mean_ber_strength": 0.002575047081336379,
+    "mean_ber_smoothness": 0.011682201351504773,
+    "lead_1_rmse": 1.179425597190857,
+    "lead_2_rmse": 1.2221441268920898,
+    "lead_3_rmse": 1.282207727432251,
+    "lead_4_rmse": 1.3545788526535034,
+    "lead_5_rmse": 1.4341946840286255,
+    "lead_6_rmse": 1.5164672136306763,
+    "lead_7_rmse": 1.5974868535995483,
+    "lead_8_rmse": 1.6740567684173584,
+    "lead_1_mae": 1.0133910179138184,
+    "lead_2_mae": 1.0313200950622559,
+    "lead_3_mae": 1.061689019203186,
+    "lead_4_mae": 1.1040284633636475,
+    "lead_5_mae": 1.1552332639694214,
+    "lead_6_mae": 1.211348056793213,
+    "lead_7_mae": 1.2685092687606812,
+    "lead_8_mae": 1.3236292600631714
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.252961128950119,
+    "loss_total": 0.2604018449783325,
+    "loss_align": 0.15081122517585754,
+    "loss_energy": 0.0024531763046979904,
+    "loss_reverse": 1.8407206425763434e-07,
+    "loss_fold": 0.00023427626001648605,
+    "loss_spectral": 0.03336324542760849,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.14676211774349213,
+    "rmse_mean": 0.49810531735420227,
+    "rmse_last": 0.7436950206756592,
+    "mae_mean": 0.39806509017944336,
+    "mae_last": 0.5983077883720398,
+    "spectral_error": 0.02991804201155901,
+    "eval_seconds_per_batch": 0.0341167151927948,
+    "mean_energy_drift": 0.002764005330391228,
+    "mean_reverse_error": 2.1340182332352242e-07,
+    "mean_fold_dyn_error": 0.0002837705897036358,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.2567104995250702,
+    "gate_ber": 0.0,
+    "gate_fold": 0.1848096251487732,
+    "gate_null": 0.3235408943146467,
+    "mean_ber_budget_error": 0.00286928423520294,
+    "mean_ber_strength": 0.002790928352624178,
+    "mean_ber_smoothness": 0.011832680902443826,
+    "lead_1_rmse": 0.4568098485469818,
+    "lead_2_rmse": 0.3713569641113281,
+    "lead_3_rmse": 0.3487284183502197,
+    "lead_4_rmse": 0.38871508836746216,
+    "lead_5_rmse": 0.4659539461135864,
+    "lead_6_rmse": 0.5576745271682739,
+    "lead_7_rmse": 0.6519086360931396,
+    "lead_8_rmse": 0.7436950206756592,
+    "lead_1_mae": 0.3691408634185791,
+    "lead_2_mae": 0.29752036929130554,
+    "lead_3_mae": 0.2742789387702942,
+    "lead_4_mae": 0.30537307262420654,
+    "lead_5_mae": 0.3700534999370575,
+    "lead_6_mae": 0.4462772011756897,
+    "lead_7_mae": 0.5235688090324402,
+    "lead_8_mae": 0.5983077883720398
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.057161763310432434,
+    "loss_total": 0.06444954127073288,
+    "loss_align": 0.15659469366073608,
+    "loss_energy": 0.006221136078238487,
+    "loss_reverse": 3.5350419693713775e-06,
+    "loss_fold": 0.00021802376431878656,
+    "loss_spectral": 0.015052366070449352,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.29774463176727295,
+    "rmse_mean": 0.22286126017570496,
+    "rmse_last": 0.2655884921550751,
+    "mae_mean": 0.17093554139137268,
+    "mae_last": 0.2057182639837265,
+    "spectral_error": 0.016310792416334152,
+    "eval_seconds_per_batch": 0.03320270776748657,
+    "mean_energy_drift": 0.007112569699529558,
+    "mean_reverse_error": 3.688579141680748e-06,
+    "mean_fold_dyn_error": 0.00022525980784848798,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.872578501701355,
+    "gate_ber": 0.0,
+    "gate_fold": 0.030338982120156288,
+    "gate_null": 0.05624082149006426,
+    "mean_ber_budget_error": 0.007185665308497846,
+    "mean_ber_strength": 0.0027622313209576532,
+    "mean_ber_smoothness": 0.011824844405055046,
+    "lead_1_rmse": 0.23879915475845337,
+    "lead_2_rmse": 0.19372527301311493,
+    "lead_3_rmse": 0.1952081173658371,
+    "lead_4_rmse": 0.21028538048267365,
+    "lead_5_rmse": 0.21989871561527252,
+    "lead_6_rmse": 0.2244866043329239,
+    "lead_7_rmse": 0.23489831387996674,
+    "lead_8_rmse": 0.2655884921550751,
+    "lead_1_mae": 0.1876203715801239,
+    "lead_2_mae": 0.1475723385810852,
+    "lead_3_mae": 0.1493344008922577,
+    "lead_4_mae": 0.16117510199546814,
+    "lead_5_mae": 0.16759762167930603,
+    "lead_6_mae": 0.16996675729751587,
+    "lead_7_mae": 0.17849938571453094,
+    "lead_8_mae": 0.2057182639837265
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.024300269782543182,
+    "loss_total": 0.028042562305927277,
+    "loss_align": 0.0735933929681778,
+    "loss_energy": 0.003364205826073885,
+    "loss_reverse": 4.451038421393605e-06,
+    "loss_fold": 0.00015617991448380053,
+    "loss_spectral": 0.007733686827123165,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.15141049027442932,
+    "rmse_last": 0.18977923691272736,
+    "mae_mean": 0.11587353050708771,
+    "mae_last": 0.14779213070869446,
+    "spectral_error": 0.008396827266551554,
+    "eval_seconds_per_batch": 0.03433041274547577,
+    "mean_energy_drift": 0.0026628850027918816,
+    "mean_reverse_error": 5.068847656275466e-06,
+    "mean_fold_dyn_error": 0.00016228746517299442,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0027176763032912277,
+    "mean_ber_strength": 0.00281462847488001,
+    "mean_ber_smoothness": 0.011728497629519552,
+    "lead_1_rmse": 0.1623627245426178,
+    "lead_2_rmse": 0.12003453820943832,
+    "lead_3_rmse": 0.12567591667175293,
+    "lead_4_rmse": 0.14107966423034668,
+    "lead_5_rmse": 0.15164285898208618,
+    "lead_6_rmse": 0.1571800261735916,
+    "lead_7_rmse": 0.16352896392345428,
+    "lead_8_rmse": 0.18977923691272736,
+    "lead_1_mae": 0.12800955772399902,
+    "lead_2_mae": 0.09105999767780304,
+    "lead_3_mae": 0.09539499878883362,
+    "lead_4_mae": 0.10763289034366608,
+    "lead_5_mae": 0.11524122208356857,
+    "lead_6_mae": 0.11848177015781403,
+    "lead_7_mae": 0.12337572127580643,
+    "lead_8_mae": 0.14779213070869446
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.01073759887367487,
+    "loss_total": 0.012557956390082836,
+    "loss_align": 0.030620386824011803,
+    "loss_energy": 0.0018731311429291964,
+    "loss_reverse": 4.8094761950778775e-06,
+    "loss_fold": 0.00013323008897714317,
+    "loss_spectral": 0.0022753363009542227,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.11533507704734802,
+    "rmse_last": 0.15336976945400238,
+    "mae_mean": 0.08982490003108978,
+    "mae_last": 0.12124475091695786,
+    "spectral_error": 0.0041158009407809,
+    "eval_seconds_per_batch": 0.03393547236919403,
+    "mean_energy_drift": 0.0014018533111084253,
+    "mean_reverse_error": 5.962507117374116e-06,
+    "mean_fold_dyn_error": 0.00013853502241545357,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0014417766251426656,
+    "mean_ber_strength": 0.0028583622042788193,
+    "mean_ber_smoothness": 0.011698423768393695,
+    "lead_1_rmse": 0.11173646152019501,
+    "lead_2_rmse": 0.09030783921480179,
+    "lead_3_rmse": 0.10665175318717957,
+    "lead_4_rmse": 0.11670145392417908,
+    "lead_5_rmse": 0.11595817655324936,
+    "lead_6_rmse": 0.11158725619316101,
+    "lead_7_rmse": 0.1163678765296936,
+    "lead_8_rmse": 0.15336976945400238,
+    "lead_1_mae": 0.08711133897304535,
+    "lead_2_mae": 0.06938600540161133,
+    "lead_3_mae": 0.08379459381103516,
+    "lead_4_mae": 0.09182319790124893,
+    "lead_5_mae": 0.09026985615491867,
+    "lead_6_mae": 0.08547608554363251,
+    "lead_7_mae": 0.08949337899684906,
+    "lead_8_mae": 0.12124475091695786
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.008821163326501846,
+    "loss_total": 0.010420248843729496,
+    "loss_align": 0.025324275717139244,
+    "loss_energy": 0.0019748432096093893,
+    "loss_reverse": 6.898227184137795e-06,
+    "loss_fold": 0.0001234913943335414,
+    "loss_spectral": 0.001982944319024682,
+    "loss_ber_budget": 0.0,
+    "loss_ber_sparse": 0.0,
+    "loss_ber_smooth": 0.0,
+    "loss_ber_residual": 0.0,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.10912060737609863,
+    "rmse_last": 0.1347084939479828,
+    "mae_mean": 0.08450040966272354,
+    "mae_last": 0.10618189722299576,
+    "spectral_error": 0.0021567583389696665,
+    "eval_seconds_per_batch": 0.032741859555244446,
+    "mean_energy_drift": 0.0012222252989886329,
+    "mean_reverse_error": 7.817304208401765e-06,
+    "mean_fold_dyn_error": 0.0001298991896874213,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.001275127306143986,
+    "mean_ber_strength": 0.0028548147529363632,
+    "mean_ber_smoothness": 0.011696305649820715,
+    "lead_1_rmse": 0.08807151764631271,
+    "lead_2_rmse": 0.08512036502361298,
+    "lead_3_rmse": 0.10377607494592667,
+    "lead_4_rmse": 0.11378572881221771,
+    "lead_5_rmse": 0.1166127622127533,
+    "lead_6_rmse": 0.11558827012777328,
+    "lead_7_rmse": 0.11530165374279022,
+    "lead_8_rmse": 0.1347084939479828,
+    "lead_1_mae": 0.06666145473718643,
+    "lead_2_mae": 0.0650520771741867,
+    "lead_3_mae": 0.0806703045964241,
+    "lead_4_mae": 0.0884813517332077,
+    "lead_5_mae": 0.09029115736484528,
+    "lead_6_mae": 0.08919505029916763,
+    "lead_7_mae": 0.08946996927261353,
+    "lead_8_mae": 0.10618189722299576
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_folding/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27e2592210342e9542ef6e72a6ef218665cbafb19b24f064b125c3c2057c8ea8
+size 2932725

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_folding/metrics.json

@@ -0,0 +1,38 @@
+{
+  "rmse_mean": 0.10161234438419342,
+  "rmse_last": 0.13561572134494781,
+  "mae_mean": 0.07819616794586182,
+  "mae_last": 0.10720343887805939,
+  "spectral_error": 0.002499627307988703,
+  "eval_seconds_per_batch": 0.03309636116027832,
+  "mean_energy_drift": 0.0016581013379618524,
+  "mean_reverse_error": 8.911976856325054e-06,
+  "mean_fold_dyn_error": 0.002321996716782451,
+  "gate_closed": 1.0,
+  "gate_spectral": 1.0,
+  "gate_ber": 0.0,
+  "gate_fold": 0.0,
+  "gate_null": 0.0,
+  "mean_ber_budget_error": 0.0016577683354262263,
+  "mean_ber_strength": 4.7466777759836985e-05,
+  "mean_ber_smoothness": 0.0001573683277820237,
+  "lead_1_rmse": 0.09460244327783585,
+  "lead_2_rmse": 0.07817157357931137,
+  "lead_3_rmse": 0.08799373358488083,
+  "lead_4_rmse": 0.09680135548114777,
+  "lead_5_rmse": 0.10229641944169998,
+  "lead_6_rmse": 0.1057516559958458,
+  "lead_7_rmse": 0.11166589707136154,
+  "lead_8_rmse": 0.13561572134494781,
+  "lead_1_mae": 0.07283862680196762,
+  "lead_2_mae": 0.05936338007450104,
+  "lead_3_mae": 0.06717893481254578,
+  "lead_4_mae": 0.07391000539064407,
+  "lead_5_mae": 0.07804292440414429,
+  "lead_6_mae": 0.08083602041006088,
+  "lead_7_mae": 0.08619599044322968,
+  "lead_8_mae": 0.10720343887805939,
+  "model": "sticm_v51_no_folding",
+  "params": 593483,
+  "train_seconds": 31.279887437820435
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_folding/train_log.json

@@ -0,0 +1,296 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.1271946430206299,
+    "loss_total": 1.1419224739074707,
+    "loss_align": 0.2456560730934143,
+    "loss_energy": 0.0017688465304672718,
+    "loss_reverse": 8.978501497836078e-09,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.09561752527952194,
+    "loss_ber_budget": 0.0017678510630503297,
+    "loss_ber_sparse": 0.0024195341393351555,
+    "loss_ber_smooth": 0.009233922697603703,
+    "loss_ber_residual": 0.03190239146351814,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.20000001788139343,
+    "rmse_mean": 1.1576311588287354,
+    "rmse_last": 1.215478539466858,
+    "mae_mean": 0.9306249618530273,
+    "mae_last": 0.971953809261322,
+    "spectral_error": 0.08048708690330386,
+    "eval_seconds_per_batch": 0.04183730483055115,
+    "mean_energy_drift": 0.0026919208467006683,
+    "mean_reverse_error": 1.2462359089138175e-08,
+    "mean_fold_dyn_error": 0.0002406461817372474,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.34999993443489075,
+    "gate_ber": 0.25,
+    "gate_fold": 0.0,
+    "gate_null": 0.4000000059604645,
+    "mean_ber_budget_error": 0.0016788394495961256,
+    "mean_ber_strength": 0.003202468011295423,
+    "mean_ber_smoothness": 0.009240669838618487,
+    "lead_1_rmse": 1.1008734703063965,
+    "lead_2_rmse": 1.1137131452560425,
+    "lead_3_rmse": 1.1297897100448608,
+    "lead_4_rmse": 1.1478838920593262,
+    "lead_5_rmse": 1.166709303855896,
+    "lead_6_rmse": 1.1850028038024902,
+    "lead_7_rmse": 1.2015973329544067,
+    "lead_8_rmse": 1.215478539466858,
+    "lead_1_mae": 0.8891810774803162,
+    "lead_2_mae": 0.8988444209098816,
+    "lead_3_mae": 0.9107417464256287,
+    "lead_4_mae": 0.923953652381897,
+    "lead_5_mae": 0.9375286102294922,
+    "lead_6_mae": 0.950557291507721,
+    "lead_7_mae": 0.9622396230697632,
+    "lead_8_mae": 0.971953809261322
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.2630067765712738,
+    "loss_total": 0.27270451188087463,
+    "loss_align": 0.17579182982444763,
+    "loss_energy": 0.004044468514621258,
+    "loss_reverse": 4.00080637064093e-07,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.035500429570674896,
+    "loss_ber_budget": 0.003724067471921444,
+    "loss_ber_sparse": 0.00978008471429348,
+    "loss_ber_smooth": 0.010365868918597698,
+    "loss_ber_residual": 0.025500129908323288,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.16350886225700378,
+    "rmse_mean": 0.4434789717197418,
+    "rmse_last": 0.6112958192825317,
+    "mae_mean": 0.3450901508331299,
+    "mae_last": 0.48434025049209595,
+    "spectral_error": 0.026804697117768228,
+    "eval_seconds_per_batch": 0.033565178513526917,
+    "mean_energy_drift": 0.0038766374927945435,
+    "mean_reverse_error": 4.281070005163201e-07,
+    "mean_fold_dyn_error": 0.0018647708566277288,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.2568507790565491,
+    "gate_ber": 0.23489469289779663,
+    "gate_fold": 0.0,
+    "gate_null": 0.32347983308136463,
+    "mean_ber_budget_error": 0.0036249994809622876,
+    "mean_ber_strength": 0.009924278419930488,
+    "mean_ber_smoothness": 0.010577175358776003,
+    "lead_1_rmse": 0.5144190192222595,
+    "lead_2_rmse": 0.4158421754837036,
+    "lead_3_rmse": 0.3509824573993683,
+    "lead_4_rmse": 0.3339458107948303,
+    "lead_5_rmse": 0.3670063614845276,
+    "lead_6_rmse": 0.43476739525794983,
+    "lead_7_rmse": 0.5195725560188293,
+    "lead_8_rmse": 0.6112958192825317,
+    "lead_1_mae": 0.4135010540485382,
+    "lead_2_mae": 0.3282260596752167,
+    "lead_3_mae": 0.2673090100288391,
+    "lead_4_mae": 0.24793097376823425,
+    "lead_5_mae": 0.27611830830574036,
+    "lead_6_mae": 0.33543357253074646,
+    "lead_7_mae": 0.4078619182109833,
+    "lead_8_mae": 0.48434025049209595
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.06171421706676483,
+    "loss_total": 0.06968854367733002,
+    "loss_align": 0.1455334573984146,
+    "loss_energy": 0.0028946883976459503,
+    "loss_reverse": 3.6046553759661037e-06,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.01730422116816044,
+    "loss_ber_budget": 0.002891702111810446,
+    "loss_ber_sparse": 0.009740620851516724,
+    "loss_ber_smooth": 0.009501563385128975,
+    "loss_ber_residual": 0.027085360139608383,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.23276177048683167,
+    "rmse_mean": 0.2526405155658722,
+    "rmse_last": 0.282284677028656,
+    "mae_mean": 0.19025000929832458,
+    "mae_last": 0.21600182354450226,
+    "spectral_error": 0.01643475121818483,
+    "eval_seconds_per_batch": 0.045497581362724304,
+    "mean_energy_drift": 0.006968860805500299,
+    "mean_reverse_error": 3.824547746944518e-06,
+    "mean_fold_dyn_error": 0.004671310220146552,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.5701864361763,
+    "gate_ber": 0.1373169869184494,
+    "gate_fold": 0.0,
+    "gate_null": 0.1861561480909586,
+    "mean_ber_budget_error": 0.006304364636889659,
+    "mean_ber_strength": 0.009647463564760983,
+    "mean_ber_smoothness": 0.009488720796070993,
+    "lead_1_rmse": 0.2595486044883728,
+    "lead_2_rmse": 0.2181662619113922,
+    "lead_3_rmse": 0.2234576791524887,
+    "lead_4_rmse": 0.24440763890743256,
+    "lead_5_rmse": 0.26000359654426575,
+    "lead_6_rmse": 0.2655740976333618,
+    "lead_7_rmse": 0.2676814794540405,
+    "lead_8_rmse": 0.282284677028656,
+    "lead_1_mae": 0.20318982005119324,
+    "lead_2_mae": 0.16337017714977264,
+    "lead_3_mae": 0.16440467536449432,
+    "lead_4_mae": 0.1811022311449051,
+    "lead_5_mae": 0.1937212496995926,
+    "lead_6_mae": 0.19862106442451477,
+    "lead_7_mae": 0.20158901810646057,
+    "lead_8_mae": 0.21600182354450226
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.030018357560038567,
+    "loss_total": 0.034621138125658035,
+    "loss_align": 0.07617417722940445,
+    "loss_energy": 0.0037090429104864597,
+    "loss_reverse": 6.212742391653592e-06,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.009435907937586308,
+    "loss_ber_budget": 0.0037358885165303946,
+    "loss_ber_sparse": 0.003244009567424655,
+    "loss_ber_smooth": 0.005289523862302303,
+    "loss_ber_residual": 0.015361279249191284,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.18082936108112335,
+    "rmse_last": 0.2203991711139679,
+    "mae_mean": 0.14095301926136017,
+    "mae_last": 0.1734999269247055,
+    "spectral_error": 0.009221318090567365,
+    "eval_seconds_per_batch": 0.03292468190193176,
+    "mean_energy_drift": 0.005058597860625014,
+    "mean_reverse_error": 7.1457442203382016e-06,
+    "mean_fold_dyn_error": 0.003565035338397138,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.005007254934753291,
+    "mean_ber_strength": 0.0031231393077177927,
+    "mean_ber_smoothness": 0.005109919875394553,
+    "lead_1_rmse": 0.1477271169424057,
+    "lead_2_rmse": 0.12790293991565704,
+    "lead_3_rmse": 0.15836623311042786,
+    "lead_4_rmse": 0.1866185963153839,
+    "lead_5_rmse": 0.19967487454414368,
+    "lead_6_rmse": 0.20222023129463196,
+    "lead_7_rmse": 0.20372572541236877,
+    "lead_8_rmse": 0.2203991711139679,
+    "lead_1_mae": 0.11509589850902557,
+    "lead_2_mae": 0.09735549241304398,
+    "lead_3_mae": 0.12335944920778275,
+    "lead_4_mae": 0.14661720395088196,
+    "lead_5_mae": 0.15627704560756683,
+    "lead_6_mae": 0.15715207159519196,
+    "lead_7_mae": 0.1582670509815216,
+    "lead_8_mae": 0.1734999269247055
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.010576787404716015,
+    "loss_total": 0.013061952777206898,
+    "loss_align": 0.03953016921877861,
+    "loss_energy": 0.0010240587871521711,
+    "loss_reverse": 5.7806219047051854e-06,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.002902139211073518,
+    "loss_ber_budget": 0.0010264723096042871,
+    "loss_ber_sparse": 0.0001470950955990702,
+    "loss_ber_smooth": 0.000513110717292875,
+    "loss_ber_residual": 0.007523437030613422,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.1196138858795166,
+    "rmse_last": 0.15992309153079987,
+    "mae_mean": 0.09097041189670563,
+    "mae_last": 0.12558217346668243,
+    "spectral_error": 0.0036459477996686473,
+    "eval_seconds_per_batch": 0.043746963143348694,
+    "mean_energy_drift": 0.0015031378425192088,
+    "mean_reverse_error": 7.675578757471158e-06,
+    "mean_fold_dyn_error": 0.0027784138947026804,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0015028384386823745,
+    "mean_ber_strength": 0.00013334590948943514,
+    "mean_ber_smoothness": 0.00043838124111061916,
+    "lead_1_rmse": 0.11422242969274521,
+    "lead_2_rmse": 0.0897747278213501,
+    "lead_3_rmse": 0.10226597636938095,
+    "lead_4_rmse": 0.11444572359323502,
+    "lead_5_rmse": 0.12095583975315094,
+    "lead_6_rmse": 0.12429016828536987,
+    "lead_7_rmse": 0.13103315234184265,
+    "lead_8_rmse": 0.15992309153079987,
+    "lead_1_mae": 0.08782415837049484,
+    "lead_2_mae": 0.06658453494310379,
+    "lead_3_mae": 0.07677086442708969,
+    "lead_4_mae": 0.08639364689588547,
+    "lead_5_mae": 0.09124074131250381,
+    "lead_6_mae": 0.09368031471967697,
+    "lead_7_mae": 0.09968686103820801,
+    "lead_8_mae": 0.12558217346668243
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.007423559203743935,
+    "loss_total": 0.00939252506941557,
+    "loss_align": 0.029165130108594894,
+    "loss_energy": 0.0011575911194086075,
+    "loss_reverse": 7.418081167998025e-06,
+    "loss_fold": 0.0,
+    "loss_spectral": 0.002134810434654355,
+    "loss_ber_budget": 0.0011573482770472765,
+    "loss_ber_sparse": 4.965947664459236e-05,
+    "loss_ber_smooth": 0.00019150495063513517,
+    "loss_ber_residual": 0.005346646532416344,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.3333333432674408,
+    "rmse_mean": 0.10223367065191269,
+    "rmse_last": 0.13908064365386963,
+    "mae_mean": 0.07817468047142029,
+    "mae_last": 0.10950808972120285,
+    "spectral_error": 0.0026357948954682797,
+    "eval_seconds_per_batch": 0.03372211754322052,
+    "mean_energy_drift": 0.001581313947099261,
+    "mean_reverse_error": 9.939652215962269e-06,
+    "mean_fold_dyn_error": 0.0023598937696078792,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.001580921054483042,
+    "mean_ber_strength": 4.7087200755413505e-05,
+    "mean_ber_smoothness": 0.00015264847161233774,
+    "lead_1_rmse": 0.09490765631198883,
+    "lead_2_rmse": 0.0775502547621727,
+    "lead_3_rmse": 0.08924107998609543,
+    "lead_4_rmse": 0.09861759841442108,
+    "lead_5_rmse": 0.10295023024082184,
+    "lead_6_rmse": 0.10471667349338531,
+    "lead_7_rmse": 0.11080525815486908,
+    "lead_8_rmse": 0.13908064365386963,
+    "lead_1_mae": 0.07289785891771317,
+    "lead_2_mae": 0.05837484076619148,
+    "lead_3_mae": 0.06779015809297562,
+    "lead_4_mae": 0.07498601078987122,
+    "lead_5_mae": 0.07799921184778214,
+    "lead_6_mae": 0.07915733754634857,
+    "lead_7_mae": 0.08468391746282578,
+    "lead_8_mae": 0.10950808972120285
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_gates/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61729934f62fbbab94eb3ce006371d7ff1ef1b6b5cf970b13aec96fffb12b400
+size 2932725

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_gates/metrics.json

@@ -0,0 +1,38 @@
+{
+  "rmse_mean": 0.09691020846366882,
+  "rmse_last": 0.1309734433889389,
+  "mae_mean": 0.07388319075107574,
+  "mae_last": 0.10268183797597885,
+  "spectral_error": 0.0028534130938351154,
+  "eval_seconds_per_batch": 0.03291747093200684,
+  "mean_energy_drift": 0.001138090821914375,
+  "mean_reverse_error": 5.5657122720731425e-06,
+  "mean_fold_dyn_error": 9.515406098216772e-05,
+  "gate_closed": 1.0,
+  "gate_spectral": 1.0,
+  "gate_ber": 1.0,
+  "gate_fold": 0.0,
+  "gate_null": 0.0,
+  "mean_ber_budget_error": 0.0011053537845145912,
+  "mean_ber_strength": 0.00666563369333744,
+  "mean_ber_smoothness": 0.008310282044112683,
+  "lead_1_rmse": 0.08829863369464874,
+  "lead_2_rmse": 0.07460986822843552,
+  "lead_3_rmse": 0.0851825550198555,
+  "lead_4_rmse": 0.09350354224443436,
+  "lead_5_rmse": 0.09755080938339233,
+  "lead_6_rmse": 0.0996989756822586,
+  "lead_7_rmse": 0.10546384751796722,
+  "lead_8_rmse": 0.1309734433889389,
+  "lead_1_mae": 0.06573738157749176,
+  "lead_2_mae": 0.05486658215522766,
+  "lead_3_mae": 0.064442478120327,
+  "lead_4_mae": 0.0715256854891777,
+  "lead_5_mae": 0.07472285628318787,
+  "lead_6_mae": 0.0761837512254715,
+  "lead_7_mae": 0.08090495318174362,
+  "lead_8_mae": 0.10268183797597885,
+  "model": "sticm_v51_no_gates",
+  "params": 593483,
+  "train_seconds": 29.589289903640747
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_gates/train_log.json

@@ -0,0 +1,296 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 1.2732501029968262,
+    "loss_total": 1.2882214784622192,
+    "loss_align": 0.22884264588356018,
+    "loss_energy": 0.009515505284070969,
+    "loss_reverse": 2.40030459508489e-07,
+    "loss_fold": 0.00047797136357985437,
+    "loss_spectral": 0.09572619199752808,
+    "loss_ber_budget": 0.00965082086622715,
+    "loss_ber_sparse": 0.0025306905154138803,
+    "loss_ber_smooth": 0.011995457112789154,
+    "loss_ber_residual": 0.030034426599740982,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.6666666865348816,
+    "rmse_mean": 1.0256435871124268,
+    "rmse_last": 1.296790361404419,
+    "mae_mean": 0.827376127243042,
+    "mae_last": 1.0401231050491333,
+    "spectral_error": 0.0665954570285976,
+    "eval_seconds_per_batch": 0.03186817467212677,
+    "mean_energy_drift": 0.01109551076660864,
+    "mean_reverse_error": 2.5454774466027175e-07,
+    "mean_fold_dyn_error": 0.0005902019838686101,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 1.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.010189377499045804,
+    "mean_ber_strength": 0.003106905991444364,
+    "mean_ber_smoothness": 0.012229499989189208,
+    "lead_1_rmse": 0.7902724742889404,
+    "lead_2_rmse": 0.8335832357406616,
+    "lead_3_rmse": 0.8965350985527039,
+    "lead_4_rmse": 0.9724619388580322,
+    "lead_5_rmse": 1.0551437139511108,
+    "lead_6_rmse": 1.1393698453903198,
+    "lead_7_rmse": 1.220992088317871,
+    "lead_8_rmse": 1.296790361404419,
+    "lead_1_mae": 0.6461209654808044,
+    "lead_2_mae": 0.6776297092437744,
+    "lead_3_mae": 0.7253897190093994,
+    "lead_4_mae": 0.7844424843788147,
+    "lead_5_mae": 0.8493584394454956,
+    "lead_6_mae": 0.9157370328903198,
+    "lead_7_mae": 0.980207622051239,
+    "lead_8_mae": 1.0401231050491333
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.21422424912452698,
+    "loss_total": 0.22577787935733795,
+    "loss_align": 0.1985076516866684,
+    "loss_energy": 0.012382728978991508,
+    "loss_reverse": 1.3303709920364781e-06,
+    "loss_fold": 0.0004143177648074925,
+    "loss_spectral": 0.028158346191048622,
+    "loss_ber_budget": 0.011779453605413437,
+    "loss_ber_sparse": 0.00924159400165081,
+    "loss_ber_smooth": 0.024288568645715714,
+    "loss_ber_residual": 0.028425894677639008,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.6666666865348816,
+    "rmse_mean": 0.4696410894393921,
+    "rmse_last": 0.6488848924636841,
+    "mae_mean": 0.3636530935764313,
+    "mae_last": 0.5164877772331238,
+    "spectral_error": 0.022999221459031105,
+    "eval_seconds_per_batch": 0.032372817397117615,
+    "mean_energy_drift": 0.01010703359497711,
+    "mean_reverse_error": 1.3287661673189177e-06,
+    "mean_fold_dyn_error": 0.0004567866417346522,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 1.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.00961458109668456,
+    "mean_ber_strength": 0.009443637216463685,
+    "mean_ber_smoothness": 0.024878791999071836,
+    "lead_1_rmse": 0.4801267683506012,
+    "lead_2_rmse": 0.4003748893737793,
+    "lead_3_rmse": 0.36310428380966187,
+    "lead_4_rmse": 0.3746100664138794,
+    "lead_5_rmse": 0.42428094148635864,
+    "lead_6_rmse": 0.49427780508995056,
+    "lead_7_rmse": 0.5714688897132874,
+    "lead_8_rmse": 0.6488848924636841,
+    "lead_1_mae": 0.3805558383464813,
+    "lead_2_mae": 0.3074043393135071,
+    "lead_3_mae": 0.26837337017059326,
+    "lead_4_mae": 0.27670684456825256,
+    "lead_5_mae": 0.32280248403549194,
+    "lead_6_mae": 0.38530659675598145,
+    "lead_7_mae": 0.4515874683856964,
+    "lead_8_mae": 0.5164877772331238
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.04174197465181351,
+    "loss_total": 0.048523690551519394,
+    "loss_align": 0.10598694533109665,
+    "loss_energy": 0.0022756787948310375,
+    "loss_reverse": 4.123278358747484e-06,
+    "loss_fold": 0.00015179254114627838,
+    "loss_spectral": 0.01448823045939207,
+    "loss_ber_budget": 0.0023619607090950012,
+    "loss_ber_sparse": 0.013645387254655361,
+    "loss_ber_smooth": 0.02568832039833069,
+    "loss_ber_residual": 0.019047832116484642,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.6666666865348816,
+    "rmse_mean": 0.20552170276641846,
+    "rmse_last": 0.24984580278396606,
+    "mae_mean": 0.15273204445838928,
+    "mae_last": 0.18914532661437988,
+    "spectral_error": 0.011070737527916208,
+    "eval_seconds_per_batch": 0.032942742109298706,
+    "mean_energy_drift": 0.002670874207979068,
+    "mean_reverse_error": 4.04810744214501e-06,
+    "mean_fold_dyn_error": 0.00017567683516972465,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 1.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0025071591917367186,
+    "mean_ber_strength": 0.013491096149664372,
+    "mean_ber_smoothness": 0.025881791952997446,
+    "lead_1_rmse": 0.18425284326076508,
+    "lead_2_rmse": 0.15925922989845276,
+    "lead_3_rmse": 0.17971208691596985,
+    "lead_4_rmse": 0.20524780452251434,
+    "lead_5_rmse": 0.2188490331172943,
+    "lead_6_rmse": 0.22157607972621918,
+    "lead_7_rmse": 0.22543081641197205,
+    "lead_8_rmse": 0.24984580278396606,
+    "lead_1_mae": 0.1386633664369583,
+    "lead_2_mae": 0.11309849470853806,
+    "lead_3_mae": 0.13143591582775116,
+    "lead_4_mae": 0.15330354869365692,
+    "lead_5_mae": 0.16395173966884613,
+    "lead_6_mae": 0.16501006484031677,
+    "lead_7_mae": 0.1672479510307312,
+    "lead_8_mae": 0.18914532661437988
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.015221163630485535,
+    "loss_total": 0.018812725320458412,
+    "loss_align": 0.04822862148284912,
+    "loss_energy": 0.0018980614840984344,
+    "loss_reverse": 3.383200237294659e-06,
+    "loss_fold": 9.902727470034733e-05,
+    "loss_spectral": 0.004256243351846933,
+    "loss_ber_budget": 0.0020222063176333904,
+    "loss_ber_sparse": 0.008803166449069977,
+    "loss_ber_smooth": 0.010503625497221947,
+    "loss_ber_residual": 0.00846058689057827,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.6666666865348816,
+    "rmse_mean": 0.14095841348171234,
+    "rmse_last": 0.19018056988716125,
+    "mae_mean": 0.10683627426624298,
+    "mae_last": 0.14853385090827942,
+    "spectral_error": 0.005793776625068858,
+    "eval_seconds_per_batch": 0.031203538179397583,
+    "mean_energy_drift": 0.0006112819392001256,
+    "mean_reverse_error": 3.7724213939327456e-06,
+    "mean_fold_dyn_error": 0.00010853311732716975,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 1.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0007143635916690982,
+    "mean_ber_strength": 0.008941839914768934,
+    "mean_ber_smoothness": 0.010632632242050022,
+    "lead_1_rmse": 0.14287282526493073,
+    "lead_2_rmse": 0.10499260574579239,
+    "lead_3_rmse": 0.11035224795341492,
+    "lead_4_rmse": 0.12710227072238922,
+    "lead_5_rmse": 0.1411525160074234,
+    "lead_6_rmse": 0.15038615465164185,
+    "lead_7_rmse": 0.16062813997268677,
+    "lead_8_rmse": 0.19018056988716125,
+    "lead_1_mae": 0.11180202662944794,
+    "lead_2_mae": 0.07737944275140762,
+    "lead_3_mae": 0.08094125986099243,
+    "lead_4_mae": 0.09490452706813812,
+    "lead_5_mae": 0.10623768717050552,
+    "lead_6_mae": 0.11324054002761841,
+    "lead_7_mae": 0.12165090441703796,
+    "lead_8_mae": 0.14853385090827942
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.012438939884305,
+    "loss_total": 0.015184219926595688,
+    "loss_align": 0.03205493092536926,
+    "loss_energy": 0.0007349445950239897,
+    "loss_reverse": 4.1247467379434966e-06,
+    "loss_fold": 9.20423335628584e-05,
+    "loss_spectral": 0.003162608714774251,
+    "loss_ber_budget": 0.0006924222689121962,
+    "loss_ber_sparse": 0.00707089202478528,
+    "loss_ber_smooth": 0.009326675906777382,
+    "loss_ber_residual": 0.00577170867472887,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.6666666865348816,
+    "rmse_mean": 0.11067377030849457,
+    "rmse_last": 0.14561791718006134,
+    "mae_mean": 0.08422773331403732,
+    "mae_last": 0.11354555189609528,
+    "spectral_error": 0.0038294750556815416,
+    "eval_seconds_per_batch": 0.03329141438007355,
+    "mean_energy_drift": 0.0008017559302970767,
+    "mean_reverse_error": 4.362709617566907e-06,
+    "mean_fold_dyn_error": 9.487594570600777e-05,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 1.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.0008283987735921983,
+    "mean_ber_strength": 0.007175681530497968,
+    "mean_ber_smoothness": 0.009383957542013377,
+    "lead_1_rmse": 0.10777121782302856,
+    "lead_2_rmse": 0.08149083703756332,
+    "lead_3_rmse": 0.09288449585437775,
+    "lead_4_rmse": 0.10618672519922256,
+    "lead_5_rmse": 0.11407570540904999,
+    "lead_6_rmse": 0.11685075610876083,
+    "lead_7_rmse": 0.12051252275705338,
+    "lead_8_rmse": 0.14561791718006134,
+    "lead_1_mae": 0.08208245038986206,
+    "lead_2_mae": 0.05889827385544777,
+    "lead_3_mae": 0.06972166895866394,
+    "lead_4_mae": 0.0812542736530304,
+    "lead_5_mae": 0.0874428004026413,
+    "lead_6_mae": 0.0890444815158844,
+    "lead_7_mae": 0.09183234721422195,
+    "lead_8_mae": 0.11354555189609528
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.007514311000704765,
+    "loss_total": 0.009666100144386292,
+    "loss_align": 0.019860543310642242,
+    "loss_energy": 0.0014298686292022467,
+    "loss_reverse": 4.7674739107606e-06,
+    "loss_fold": 8.601776789873838e-05,
+    "loss_spectral": 0.0019169322913512588,
+    "loss_ber_budget": 0.00134896335657686,
+    "loss_ber_sparse": 0.006522070616483688,
+    "loss_ber_smooth": 0.008246570825576782,
+    "loss_ber_residual": 0.003711366094648838,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.6666666865348816,
+    "rmse_mean": 0.10075221210718155,
+    "rmse_last": 0.13983899354934692,
+    "mae_mean": 0.0767444521188736,
+    "mae_last": 0.10943883657455444,
+    "spectral_error": 0.0030428955506067723,
+    "eval_seconds_per_batch": 0.03322760760784149,
+    "mean_energy_drift": 0.0011374198220437393,
+    "mean_reverse_error": 5.881701440557663e-06,
+    "mean_fold_dyn_error": 9.255554959963774e-05,
+    "gate_closed": 1.0,
+    "gate_spectral": 1.0,
+    "gate_ber": 1.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.0,
+    "mean_ber_budget_error": 0.001094317371098441,
+    "mean_ber_strength": 0.006721101002767682,
+    "mean_ber_smoothness": 0.008366585825569928,
+    "lead_1_rmse": 0.08999597281217575,
+    "lead_2_rmse": 0.07497316598892212,
+    "lead_3_rmse": 0.0874524712562561,
+    "lead_4_rmse": 0.09727652370929718,
+    "lead_5_rmse": 0.10171744972467422,
+    "lead_6_rmse": 0.10386878997087479,
+    "lead_7_rmse": 0.1108943298459053,
+    "lead_8_rmse": 0.13983899354934692,
+    "lead_1_mae": 0.0673920288681984,
+    "lead_2_mae": 0.05499732494354248,
+    "lead_3_mae": 0.06592197716236115,
+    "lead_4_mae": 0.074219711124897,
+    "lead_5_mae": 0.07775640487670898,
+    "lead_6_mae": 0.07922240346670151,
+    "lead_7_mae": 0.08500690758228302,
+    "lead_8_mae": 0.10943883657455444
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_spectral/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82730e2d37b3f9a82fa9dcd2a18d41c6834f9e86766ef9916232814020dd6da3
+size 2932725

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_spectral/metrics.json

@@ -0,0 +1,38 @@
+{
+  "rmse_mean": 0.13655133545398712,
+  "rmse_last": 0.19325029850006104,
+  "mae_mean": 0.10049022734165192,
+  "mae_last": 0.14287705719470978,
+  "spectral_error": 0.00662976554594934,
+  "eval_seconds_per_batch": 0.033159799575805664,
+  "mean_energy_drift": 0.002011655541136861,
+  "mean_reverse_error": 1.9643895757326392e-06,
+  "mean_fold_dyn_error": 1.6864379358594305e-05,
+  "gate_closed": 1.0,
+  "gate_spectral": 0.0,
+  "gate_ber": 0.0,
+  "gate_fold": 0.0,
+  "gate_null": 0.8020141386985778,
+  "mean_ber_budget_error": 0.0019464499037712812,
+  "mean_ber_strength": 0.00017206287302542477,
+  "mean_ber_smoothness": 0.00033236796618439255,
+  "lead_1_rmse": 0.14028173685073853,
+  "lead_2_rmse": 0.09099021553993225,
+  "lead_3_rmse": 0.10475152730941772,
+  "lead_4_rmse": 0.12756213545799255,
+  "lead_5_rmse": 0.13774381577968597,
+  "lead_6_rmse": 0.14204426109790802,
+  "lead_7_rmse": 0.15578670799732208,
+  "lead_8_rmse": 0.19325029850006104,
+  "lead_1_mae": 0.10998464375734329,
+  "lead_2_mae": 0.06637687981128693,
+  "lead_3_mae": 0.0773683488368988,
+  "lead_4_mae": 0.09561135619878769,
+  "lead_5_mae": 0.10152782499790192,
+  "lead_6_mae": 0.10086829960346222,
+  "lead_7_mae": 0.10930739343166351,
+  "lead_8_mae": 0.14287705719470978,
+  "model": "sticm_v51_no_spectral",
+  "params": 593483,
+  "train_seconds": 31.1907217502594
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/sticm_v51_no_spectral/train_log.json

@@ -0,0 +1,296 @@
+[
+  {
+    "step": 1,
+    "loss_pred": 0.9971268177032471,
+    "loss_total": 1.0073909759521484,
+    "loss_align": 0.22578328847885132,
+    "loss_energy": 6.487383507192135e-05,
+    "loss_reverse": 5.4802837823331174e-09,
+    "loss_fold": 8.6016341811046e-05,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 6.210541323525831e-05,
+    "loss_ber_sparse": 0.002307475544512272,
+    "loss_ber_smooth": 0.00845657754689455,
+    "loss_ber_residual": 0.02946178801357746,
+    "loss_gate_dead": 0.000416666705859825,
+    "loss_gate_sparse": 0.0833333358168602,
+    "rmse_mean": 1.1699626445770264,
+    "rmse_last": 1.5109976530075073,
+    "mae_mean": 0.9370369911193848,
+    "mae_last": 1.2076029777526855,
+    "spectral_error": 0.08358682366088033,
+    "eval_seconds_per_batch": 0.032487958669662476,
+    "mean_energy_drift": 0.0010268940386595204,
+    "mean_reverse_error": 7.639015531246685e-09,
+    "mean_fold_dyn_error": 0.0001403911705892824,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.25,
+    "gate_fold": 0.0,
+    "gate_null": 0.4000000059604645,
+    "mean_ber_budget_error": 0.0001391382322708523,
+    "mean_ber_strength": 0.0027008519537048414,
+    "mean_ber_smoothness": 0.008529401384294033,
+    "lead_1_rmse": 0.8778502941131592,
+    "lead_2_rmse": 0.9314101338386536,
+    "lead_3_rmse": 1.0090601444244385,
+    "lead_4_rmse": 1.1026431322097778,
+    "lead_5_rmse": 1.2048614025115967,
+    "lead_6_rmse": 1.3098399639129639,
+    "lead_7_rmse": 1.4130390882492065,
+    "lead_8_rmse": 1.5109976530075073,
+    "lead_1_mae": 0.7026516199111938,
+    "lead_2_mae": 0.746730387210846,
+    "lead_3_mae": 0.809520423412323,
+    "lead_4_mae": 0.8845546245574951,
+    "lead_5_mae": 0.965844988822937,
+    "lead_6_mae": 1.0489766597747803,
+    "lead_7_mae": 1.1304140090942383,
+    "lead_8_mae": 1.2076029777526855
+  },
+  {
+    "step": 50,
+    "loss_pred": 0.24561652541160583,
+    "loss_total": 0.25239062309265137,
+    "loss_align": 0.1462157815694809,
+    "loss_energy": 0.002164918929338455,
+    "loss_reverse": 2.7513209488461143e-08,
+    "loss_fold": 0.00015044136671349406,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0013315710239112377,
+    "loss_ber_sparse": 0.0023458730429410934,
+    "loss_ber_smooth": 0.005120014771819115,
+    "loss_ber_residual": 0.017421260476112366,
+    "loss_gate_dead": 0.0002083333529299125,
+    "loss_gate_sparse": 0.14022526144981384,
+    "rmse_mean": 0.4704599380493164,
+    "rmse_last": 0.621952474117279,
+    "mae_mean": 0.36762723326683044,
+    "mae_last": 0.4979085326194763,
+    "spectral_error": 0.02080997114535421,
+    "eval_seconds_per_batch": 0.032843708992004395,
+    "mean_energy_drift": 0.001930801896378398,
+    "mean_reverse_error": 3.847119733890736e-08,
+    "mean_fold_dyn_error": 0.00018564556830824586,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.23729106783866882,
+    "gate_fold": 0.18476930260658264,
+    "gate_null": 0.32347855903208256,
+    "mean_ber_budget_error": 0.002236114421975799,
+    "mean_ber_strength": 0.0026270755915902555,
+    "mean_ber_smoothness": 0.006198811635840684,
+    "lead_1_rmse": 0.6362200975418091,
+    "lead_2_rmse": 0.5075432062149048,
+    "lead_3_rmse": 0.40033581852912903,
+    "lead_4_rmse": 0.33694401383399963,
+    "lead_5_rmse": 0.34182509779930115,
+    "lead_6_rmse": 0.40923938155174255,
+    "lead_7_rmse": 0.509619414806366,
+    "lead_8_rmse": 0.621952474117279,
+    "lead_1_mae": 0.5125170946121216,
+    "lead_2_mae": 0.4053601324558258,
+    "lead_3_mae": 0.31130653619766235,
+    "lead_4_mae": 0.24812671542167664,
+    "lead_5_mae": 0.2491985410451889,
+    "lead_6_mae": 0.3136933743953705,
+    "lead_7_mae": 0.4029070734977722,
+    "lead_8_mae": 0.4979085326194763
+  },
+  {
+    "step": 100,
+    "loss_pred": 0.0560312420129776,
+    "loss_total": 0.06316708773374557,
+    "loss_align": 0.14432275295257568,
+    "loss_energy": 0.0029541468247771263,
+    "loss_reverse": 1.6999676972773159e-06,
+    "loss_fold": 0.0001239439006894827,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0030660973861813545,
+    "loss_ber_sparse": 0.0046881441958248615,
+    "loss_ber_smooth": 0.0032468463759869337,
+    "loss_ber_residual": 0.033772192895412445,
+    "loss_gate_dead": 0.00041090790182352066,
+    "loss_gate_sparse": 0.00892170425504446,
+    "rmse_mean": 0.3309555947780609,
+    "rmse_last": 0.37687501311302185,
+    "mae_mean": 0.2700483798980713,
+    "mae_last": 0.2982421815395355,
+    "spectral_error": 0.02847506629768759,
+    "eval_seconds_per_batch": 0.032782912254333496,
+    "mean_energy_drift": 0.004250066005624831,
+    "mean_reverse_error": 1.9525451335766775e-06,
+    "mean_fold_dyn_error": 0.00015493696128032752,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.023858413100242615,
+    "gate_fold": 0.00029056132188998163,
+    "gate_null": 0.5464072786271572,
+    "mean_ber_budget_error": 0.004246749362209812,
+    "mean_ber_strength": 0.004549403936835006,
+    "mean_ber_smoothness": 0.0032366186496801674,
+    "lead_1_rmse": 0.3329961895942688,
+    "lead_2_rmse": 0.29381272196769714,
+    "lead_3_rmse": 0.29867225885391235,
+    "lead_4_rmse": 0.31907549500465393,
+    "lead_5_rmse": 0.33452239632606506,
+    "lead_6_rmse": 0.3415234684944153,
+    "lead_7_rmse": 0.3501672148704529,
+    "lead_8_rmse": 0.37687501311302185,
+    "lead_1_mae": 0.2677161693572998,
+    "lead_2_mae": 0.23861576616764069,
+    "lead_3_mae": 0.2464391440153122,
+    "lead_4_mae": 0.26446643471717834,
+    "lead_5_mae": 0.2778497636318207,
+    "lead_6_mae": 0.2829200327396393,
+    "lead_7_mae": 0.284137487411499,
+    "lead_8_mae": 0.2982421815395355
+  },
+  {
+    "step": 150,
+    "loss_pred": 0.06433944404125214,
+    "loss_total": 0.0709337666630745,
+    "loss_align": 0.13560831546783447,
+    "loss_energy": 0.002987992949783802,
+    "loss_reverse": 2.818386747094337e-06,
+    "loss_fold": 6.062040847609751e-05,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0030471463687717915,
+    "loss_ber_sparse": 0.001282318728044629,
+    "loss_ber_smooth": 0.0014203013852238655,
+    "loss_ber_residual": 0.029928091913461685,
+    "loss_gate_dead": 0.0006250000442378223,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.20306305587291718,
+    "rmse_last": 0.2912117838859558,
+    "mae_mean": 0.15069714188575745,
+    "mae_last": 0.2262095808982849,
+    "spectral_error": 0.01087034260854125,
+    "eval_seconds_per_batch": 0.03320029377937317,
+    "mean_energy_drift": 0.004805924429092556,
+    "mean_reverse_error": 3.215072766238336e-06,
+    "mean_fold_dyn_error": 7.93260510363325e-05,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.8020332343876362,
+    "mean_ber_budget_error": 0.00486897699374822,
+    "mean_ber_strength": 0.001249436623766087,
+    "mean_ber_smoothness": 0.0014211549860192463,
+    "lead_1_rmse": 0.20740541815757751,
+    "lead_2_rmse": 0.15180547535419464,
+    "lead_3_rmse": 0.14906197786331177,
+    "lead_4_rmse": 0.16844679415225983,
+    "lead_5_rmse": 0.19088006019592285,
+    "lead_6_rmse": 0.21675290167331696,
+    "lead_7_rmse": 0.24894005060195923,
+    "lead_8_rmse": 0.2912117838859558,
+    "lead_1_mae": 0.1620333194732666,
+    "lead_2_mae": 0.11037424206733704,
+    "lead_3_mae": 0.10367105901241302,
+    "lead_4_mae": 0.11852319538593292,
+    "lead_5_mae": 0.13695412874221802,
+    "lead_6_mae": 0.15953540802001953,
+    "lead_7_mae": 0.18827614188194275,
+    "lead_8_mae": 0.2262095808982849
+  },
+  {
+    "step": 200,
+    "loss_pred": 0.04102567583322525,
+    "loss_total": 0.04466379061341286,
+    "loss_align": 0.07622604072093964,
+    "loss_energy": 0.0020858068019151688,
+    "loss_reverse": 2.3287147996597923e-06,
+    "loss_fold": 2.5607125280657783e-05,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.00202292762696743,
+    "loss_ber_sparse": 0.00040914007695391774,
+    "loss_ber_smooth": 0.0005216817371547222,
+    "loss_ber_residual": 0.01467388216406107,
+    "loss_gate_dead": 0.0006250000442378223,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.16356542706489563,
+    "rmse_last": 0.22570447623729706,
+    "mae_mean": 0.12014290690422058,
+    "mae_last": 0.16791459918022156,
+    "spectral_error": 0.010058907035272568,
+    "eval_seconds_per_batch": 0.03366415202617645,
+    "mean_energy_drift": 0.0019418360316194594,
+    "mean_reverse_error": 2.768862415791773e-06,
+    "mean_fold_dyn_error": 3.374480058937479e-05,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.8020969778299332,
+    "mean_ber_budget_error": 0.0019044837845285656,
+    "mean_ber_strength": 0.0003958191773563158,
+    "mean_ber_smoothness": 0.0005151048080733744,
+    "lead_1_rmse": 0.16782625019550323,
+    "lead_2_rmse": 0.11924216896295547,
+    "lead_3_rmse": 0.13149219751358032,
+    "lead_4_rmse": 0.15299521386623383,
+    "lead_5_rmse": 0.16225382685661316,
+    "lead_6_rmse": 0.16638095676898956,
+    "lead_7_rmse": 0.18262827396392822,
+    "lead_8_rmse": 0.22570447623729706,
+    "lead_1_mae": 0.1321314573287964,
+    "lead_2_mae": 0.08858437091112137,
+    "lead_3_mae": 0.09762232005596161,
+    "lead_4_mae": 0.11392524838447571,
+    "lead_5_mae": 0.11793625354766846,
+    "lead_6_mae": 0.1158331036567688,
+    "lead_7_mae": 0.12719595432281494,
+    "lead_8_mae": 0.16791459918022156
+  },
+  {
+    "step": 250,
+    "loss_pred": 0.016717758029699326,
+    "loss_total": 0.019099175930023193,
+    "loss_align": 0.050718314945697784,
+    "loss_energy": 0.0014440463855862617,
+    "loss_reverse": 1.8302112039236818e-06,
+    "loss_fold": 1.4687266229884699e-05,
+    "loss_spectral": 0.0,
+    "loss_ber_budget": 0.0013963768724352121,
+    "loss_ber_sparse": 0.00016991826123557985,
+    "loss_ber_smooth": 0.00033946166513487697,
+    "loss_ber_residual": 0.008614562451839447,
+    "loss_gate_dead": 0.0006250000442378223,
+    "loss_gate_sparse": 0.0,
+    "rmse_mean": 0.13799220323562622,
+    "rmse_last": 0.19492079317569733,
+    "mae_mean": 0.1012619212269783,
+    "mae_last": 0.1435452103614807,
+    "spectral_error": 0.006916724887560122,
+    "eval_seconds_per_batch": 0.03494952619075775,
+    "mean_energy_drift": 0.0019193655753042549,
+    "mean_reverse_error": 2.15196067188117e-06,
+    "mean_fold_dyn_error": 1.8760769080472528e-05,
+    "gate_closed": 1.0,
+    "gate_spectral": 0.0,
+    "gate_ber": 0.0,
+    "gate_fold": 0.0,
+    "gate_null": 0.8020178787410259,
+    "mean_ber_budget_error": 0.001853922505688388,
+    "mean_ber_strength": 0.00017052472503564786,
+    "mean_ber_smoothness": 0.00032297768848366104,
+    "lead_1_rmse": 0.14401116967201233,
+    "lead_2_rmse": 0.09125731885433197,
+    "lead_3_rmse": 0.10574816912412643,
+    "lead_4_rmse": 0.12926094233989716,
+    "lead_5_rmse": 0.1392122209072113,
+    "lead_6_rmse": 0.1430324912071228,
+    "lead_7_rmse": 0.15649451315402985,
+    "lead_8_rmse": 0.19492079317569733,
+    "lead_1_mae": 0.11292582750320435,
+    "lead_2_mae": 0.06594203412532806,
+    "lead_3_mae": 0.07805443555116653,
+    "lead_4_mae": 0.0971243754029274,
+    "lead_5_mae": 0.10265890508890152,
+    "lead_6_mae": 0.10102413594722748,
+    "lead_7_mae": 0.10882045328617096,
+    "lead_8_mae": 0.1435452103614807
+  }
+]

实验1/stic_m_v51_fixed_fourier2d_exp1/unet_lite/checkpoint.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c852522da2185b80189b3173448bea1dfb3adec891406b09b2ef59354b47e58
+size 812789

实验1/stic_m_v51_fixed_fourier2d_exp1/unet_lite/metrics.json

@@ -0,0 +1,30 @@
+{
+  "rmse_mean": 0.1069994792342186,
+  "rmse_last": 0.16091285645961761,
+  "mae_mean": 0.07515424489974976,
+  "mae_last": 0.1078818067908287,
+  "spectral_error": 0.005568310460075736,
+  "eval_seconds_per_batch": 0.004532709121704102,
+  "mean_energy_drift": NaN,
+  "mean_reverse_error": NaN,
+  "mean_fold_dyn_error": NaN,
+  "lead_1_rmse": 0.07102392613887787,
+  "lead_2_rmse": 0.07434584945440292,
+  "lead_3_rmse": 0.08098936080932617,
+  "lead_4_rmse": 0.09435850381851196,
+  "lead_5_rmse": 0.10876423865556717,
+  "lead_6_rmse": 0.12392579019069672,
+  "lead_7_rmse": 0.14167527854442596,
+  "lead_8_rmse": 0.16091285645961761,
+  "lead_1_mae": 0.05328641086816788,
+  "lead_2_mae": 0.055733487010002136,
+  "lead_3_mae": 0.0596260130405426,
+  "lead_4_mae": 0.06818395107984543,
+  "lead_5_mae": 0.07634114474058151,
+  "lead_6_mae": 0.0847720205783844,
+  "lead_7_mae": 0.095409095287323,
+  "lead_8_mae": 0.1078818067908287,
+  "model": "unet_lite",
+  "params": 200360,
+  "train_seconds": 2.4311161041259766
+}

实验1/stic_m_v51_fixed_fourier2d_exp1/unet_lite/train_log.json

@@ -0,0 +1,182 @@
+[
+  {
+    "step": 1,
+    "loss_total": 1.134596824645996,
+    "loss_pred": 1.134596824645996,
+    "rmse_mean": 1.0036566257476807,
+    "rmse_last": 1.0065419673919678,
+    "mae_mean": 0.8049018383026123,
+    "mae_last": 0.8066713213920593,
+    "spectral_error": 0.0884796823374927,
+    "eval_seconds_per_batch": 0.004208683967590332,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.9791830778121948,
+    "lead_2_rmse": 0.9275202751159668,
+    "lead_3_rmse": 0.9963242411613464,
+    "lead_4_rmse": 0.979951798915863,
+    "lead_5_rmse": 1.0798639059066772,
+    "lead_6_rmse": 1.0274022817611694,
+    "lead_7_rmse": 1.0324649810791016,
+    "lead_8_rmse": 1.0065419673919678,
+    "lead_1_mae": 0.7835350036621094,
+    "lead_2_mae": 0.7422232627868652,
+    "lead_3_mae": 0.7991675138473511,
+    "lead_4_mae": 0.786661684513092,
+    "lead_5_mae": 0.868086040019989,
+    "lead_6_mae": 0.8249638080596924,
+    "lead_7_mae": 0.8279056549072266,
+    "lead_8_mae": 0.8066713213920593
+  },
+  {
+    "step": 50,
+    "loss_total": 0.04616500437259674,
+    "loss_pred": 0.04616500437259674,
+    "rmse_mean": 0.21903958916664124,
+    "rmse_last": 0.2842518389225006,
+    "mae_mean": 0.15522277355194092,
+    "mae_last": 0.1999984234571457,
+    "spectral_error": 0.018329911050386727,
+    "eval_seconds_per_batch": 0.003787785768508911,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.185211181640625,
+    "lead_2_rmse": 0.18197935819625854,
+    "lead_3_rmse": 0.18406528234481812,
+    "lead_4_rmse": 0.2030162364244461,
+    "lead_5_rmse": 0.22247180342674255,
+    "lead_6_rmse": 0.23585249483585358,
+    "lead_7_rmse": 0.25546860694885254,
+    "lead_8_rmse": 0.2842518389225006,
+    "lead_1_mae": 0.1366548240184784,
+    "lead_2_mae": 0.13443537056446075,
+    "lead_3_mae": 0.13345137238502502,
+    "lead_4_mae": 0.14444442093372345,
+    "lead_5_mae": 0.1557711511850357,
+    "lead_6_mae": 0.16189686954021454,
+    "lead_7_mae": 0.17512978613376617,
+    "lead_8_mae": 0.1999984234571457
+  },
+  {
+    "step": 100,
+    "loss_total": 0.023592442274093628,
+    "loss_pred": 0.023592442274093628,
+    "rmse_mean": 0.16245606541633606,
+    "rmse_last": 0.2277635931968689,
+    "mae_mean": 0.11404342204332352,
+    "mae_last": 0.1553061455488205,
+    "spectral_error": 0.011562906409380957,
+    "eval_seconds_per_batch": 0.004179954528808594,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.12026483565568924,
+    "lead_2_rmse": 0.12312754988670349,
+    "lead_3_rmse": 0.13015057146549225,
+    "lead_4_rmse": 0.1464296281337738,
+    "lead_5_rmse": 0.16389814019203186,
+    "lead_6_rmse": 0.18476074934005737,
+    "lead_7_rmse": 0.20325344800949097,
+    "lead_8_rmse": 0.2277635931968689,
+    "lead_1_mae": 0.08746011555194855,
+    "lead_2_mae": 0.09034860879182816,
+    "lead_3_mae": 0.0942651778459549,
+    "lead_4_mae": 0.1038978174328804,
+    "lead_5_mae": 0.11561015248298645,
+    "lead_6_mae": 0.12755054235458374,
+    "lead_7_mae": 0.13790881633758545,
+    "lead_8_mae": 0.1553061455488205
+  },
+  {
+    "step": 150,
+    "loss_total": 0.01597443036735058,
+    "loss_pred": 0.01597443036735058,
+    "rmse_mean": 0.13359913229942322,
+    "rmse_last": 0.19083362817764282,
+    "mae_mean": 0.09331294894218445,
+    "mae_last": 0.12870369851589203,
+    "spectral_error": 0.008223558572353795,
+    "eval_seconds_per_batch": 0.004511713981628418,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.09571833908557892,
+    "lead_2_rmse": 0.09814507514238358,
+    "lead_3_rmse": 0.10598859935998917,
+    "lead_4_rmse": 0.12064987421035767,
+    "lead_5_rmse": 0.13478030264377594,
+    "lead_6_rmse": 0.15301872789859772,
+    "lead_7_rmse": 0.16965852677822113,
+    "lead_8_rmse": 0.19083362817764282,
+    "lead_1_mae": 0.07077142596244812,
+    "lead_2_mae": 0.07193295657634735,
+    "lead_3_mae": 0.07639560848474503,
+    "lead_4_mae": 0.08567435294389725,
+    "lead_5_mae": 0.09434065222740173,
+    "lead_6_mae": 0.1045968234539032,
+    "lead_7_mae": 0.1140880435705185,
+    "lead_8_mae": 0.12870369851589203
+  },
+  {
+    "step": 200,
+    "loss_total": 0.012604406103491783,
+    "loss_pred": 0.012604406103491783,
+    "rmse_mean": 0.1273530125617981,
+    "rmse_last": 0.18548543751239777,
+    "mae_mean": 0.09214096516370773,
+    "mae_last": 0.1309317946434021,
+    "spectral_error": 0.008211227919673547,
+    "eval_seconds_per_batch": 0.002959698438644409,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.08359000086784363,
+    "lead_2_rmse": 0.08915938436985016,
+    "lead_3_rmse": 0.09959104657173157,
+    "lead_4_rmse": 0.1156681701540947,
+    "lead_5_rmse": 0.1302451491355896,
+    "lead_6_rmse": 0.14785610139369965,
+    "lead_7_rmse": 0.16722874343395233,
+    "lead_8_rmse": 0.18548543751239777,
+    "lead_1_mae": 0.06227640062570572,
+    "lead_2_mae": 0.06634942442178726,
+    "lead_3_mae": 0.07370565086603165,
+    "lead_4_mae": 0.08470647037029266,
+    "lead_5_mae": 0.09420527517795563,
+    "lead_6_mae": 0.10552582889795303,
+    "lead_7_mae": 0.11942686140537262,
+    "lead_8_mae": 0.1309317946434021
+  },
+  {
+    "step": 250,
+    "loss_total": 0.009646404534578323,
+    "loss_pred": 0.009646404534578323,
+    "rmse_mean": 0.10990452766418457,
+    "rmse_last": 0.16293087601661682,
+    "mae_mean": 0.0771975964307785,
+    "mae_last": 0.10884696245193481,
+    "spectral_error": 0.005679723064531572,
+    "eval_seconds_per_batch": 0.002926647663116455,
+    "mean_energy_drift": NaN,
+    "mean_reverse_error": NaN,
+    "mean_fold_dyn_error": NaN,
+    "lead_1_rmse": 0.07394827157258987,
+    "lead_2_rmse": 0.07742973417043686,
+    "lead_3_rmse": 0.08434566110372543,
+    "lead_4_rmse": 0.09808122366666794,
+    "lead_5_rmse": 0.11165430396795273,
+    "lead_6_rmse": 0.12720957398414612,
+    "lead_7_rmse": 0.143636554479599,
+    "lead_8_rmse": 0.16293087601661682,
+    "lead_1_mae": 0.055545784533023834,
+    "lead_2_mae": 0.05796557292342186,
+    "lead_3_mae": 0.06204480305314064,
+    "lead_4_mae": 0.07091912627220154,
+    "lead_5_mae": 0.07844994962215424,
+    "lead_6_mae": 0.08715873211622238,
+    "lead_7_mae": 0.09664983302354813,
+    "lead_8_mae": 0.10884696245193481
+  }
+]