feat: upload v1 model artifacts
Browse files- .gitattributes +3 -0
- artifacts/v1/models/classical/elasticnet.joblib +3 -0
- artifacts/v1/models/classical/knn_k10.joblib +3 -0
- artifacts/v1/models/classical/knn_k20.joblib +3 -0
- artifacts/v1/models/classical/knn_k5.joblib +3 -0
- artifacts/v1/models/classical/lasso.joblib +3 -0
- artifacts/v1/models/classical/lightgbm.joblib +3 -0
- artifacts/v1/models/classical/lightgbm_best_params.joblib +3 -0
- artifacts/v1/models/classical/random_forest.joblib +3 -0
- artifacts/v1/models/classical/rf_classifier.joblib +3 -0
- artifacts/v1/models/classical/ridge.joblib +3 -0
- artifacts/v1/models/classical/svr.joblib +3 -0
- artifacts/v1/models/classical/xgb_classifier.joblib +3 -0
- artifacts/v1/models/classical/xgboost.joblib +3 -0
- artifacts/v1/models/classical/xgboost_best_params.joblib +3 -0
- artifacts/v1/models/deep/attention_lstm.pt +3 -0
- artifacts/v1/models/deep/batterygpt.pt +3 -0
- artifacts/v1/models/deep/bidirectional_lstm.pt +3 -0
- artifacts/v1/models/deep/dynamic_graph_itransformer.keras +3 -0
- artifacts/v1/models/deep/gru.pt +3 -0
- artifacts/v1/models/deep/itransformer.keras +3 -0
- artifacts/v1/models/deep/physics_itransformer.keras +3 -0
- artifacts/v1/models/deep/tft.pt +3 -0
- artifacts/v1/models/deep/vae_lstm.pt +3 -0
- artifacts/v1/models/deep/vanilla_lstm.pt +3 -0
- artifacts/v1/results/classical_rul_results.csv +4 -0
- artifacts/v1/results/classical_soh_results.csv +11 -0
- artifacts/v1/results/dg_itransformer_results.json +9 -0
- artifacts/v1/results/ensemble_results.csv +9 -0
- artifacts/v1/results/final_rankings.csv +23 -0
- artifacts/v1/results/lstm_soh_results.csv +5 -0
- artifacts/v1/results/transformer_soh_results.csv +5 -0
- artifacts/v1/results/unified_results.csv +23 -0
- artifacts/v1/results/vae_lstm_results.json +8 -0
- artifacts/v1/scalers/features_minmax.joblib +3 -0
- artifacts/v1/scalers/features_standard.joblib +3 -0
- artifacts/v1/scalers/linear_scaler.joblib +3 -0
- artifacts/v1/scalers/sequence_scaler.joblib +3 -0
.gitattributes
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@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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artifacts/v1/models/deep/dynamic_graph_itransformer.keras filter=lfs diff=lfs merge=lfs -text
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artifacts/v1/models/deep/itransformer.keras filter=lfs diff=lfs merge=lfs -text
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artifacts/v1/models/deep/physics_itransformer.keras filter=lfs diff=lfs merge=lfs -text
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artifacts/v1/models/classical/elasticnet.joblib
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artifacts/v1/models/classical/knn_k10.joblib
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artifacts/v1/models/classical/lightgbm.joblib
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artifacts/v1/models/classical/lightgbm_best_params.joblib
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artifacts/v1/models/classical/random_forest.joblib
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artifacts/v1/models/classical/rf_classifier.joblib
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artifacts/v1/models/classical/ridge.joblib
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artifacts/v1/models/classical/svr.joblib
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artifacts/v1/models/classical/xgb_classifier.joblib
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artifacts/v1/models/classical/xgboost.joblib
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artifacts/v1/models/deep/attention_lstm.pt
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artifacts/v1/models/deep/batterygpt.pt
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artifacts/v1/models/deep/bidirectional_lstm.pt
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artifacts/v1/models/deep/dynamic_graph_itransformer.keras
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artifacts/v1/models/deep/gru.pt
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artifacts/v1/models/deep/physics_itransformer.keras
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artifacts/v1/models/deep/tft.pt
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artifacts/v1/models/deep/vae_lstm.pt
ADDED
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version https://git-lfs.github.com/spec/v1
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artifacts/v1/models/deep/vanilla_lstm.pt
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version https://git-lfs.github.com/spec/v1
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artifacts/v1/results/classical_rul_results.csv
ADDED
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@@ -0,0 +1,4 @@
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model,MAE,MSE,RMSE,R2,MAPE,tolerance_acc_5cyc
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RandomForest,8.942333980582523,137.23446964660195,11.714711675777682,-0.15748641443851108,120.88277153106779,0.4058252427184466
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| 3 |
+
XGBoost,6.7578043937683105,74.80780029296875,8.649150264214905,0.3690432906150818,90.60895087232073,0.429126213592233
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| 4 |
+
LightGBM,9.174716686966466,125.80377799208308,11.216228331845027,-0.06107572161612751,112.25501529299473,0.35145631067961164
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artifacts/v1/results/classical_soh_results.csv
ADDED
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model,MAE,MSE,RMSE,R2,MAPE,tolerance_acc_2pct
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| 2 |
+
RandomForest,4.78051739475878,41.771168089034525,6.463061819991708,0.956679157080545,28.807727531282236,0.29514563106796116
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| 3 |
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LightGBM,6.909989455704782,89.23030742727897,9.446179514876846,0.9074593240133356,56.94413475231037,0.24854368932038834
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| 4 |
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XGBoost,8.506303251021016,136.22476526016746,11.67153654238239,0.8587214117403497,72.81562821369698,0.22330097087378642
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| 5 |
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SVR,7.562130215902278,187.88576938734298,13.707143006014892,0.805143828272144,97.82839183781172,0.32233009708737864
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| 6 |
+
KNN-10,11.665738368704334,265.7682207905257,16.302399234177948,0.7243720041223407,89.92209971367193,0.26019417475728157
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| 7 |
+
KNN-5,11.751580021863887,270.3768092061512,16.44313866651228,0.7195924409938166,88.41470284019084,0.2757281553398058
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| 8 |
+
KNN-20,12.035078655061884,272.741740151536,16.514894494108525,0.71713977312056,101.98653839713165,0.2407766990291262
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| 9 |
+
ElasticNet,15.796038594619795,460.3763913475375,21.45638346384445,0.5225440358554927,144.4728811908027,0.06407766990291262
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| 10 |
+
Lasso,15.830927911593506,462.77574982037044,21.512223265398916,0.5200556632227833,145.46522399976544,0.05242718446601942
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| 11 |
+
Ridge,15.860549029501184,464.1921925903698,21.545119925179574,0.5185866716299998,145.65718178268125,0.05048543689320388
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artifacts/v1/results/dg_itransformer_results.json
ADDED
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{
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"MAE": 12.886456320718098,
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| 3 |
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"MSE": 323.38418900793243,
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| 4 |
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"RMSE": 17.982886003306934,
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| 5 |
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"R2": 0.12310012848141882,
|
| 6 |
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"MAPE": 69.98234771512423,
|
| 7 |
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"tol_2pct": 0.04827586206896552,
|
| 8 |
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"tol_5pct": 0.2896551724137931
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+
}
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artifacts/v1/results/ensemble_results.csv
ADDED
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@@ -0,0 +1,9 @@
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model,MAE,MSE,RMSE,R2,MAPE,tol_2pct
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+
Weighted Avg Ensemble,3.737822790616429,37.739016006374186,6.1432089339671805,0.8976655649469139,5.478476687258817,0.3482758620689655
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| 3 |
+
tft,4.732738753085752,46.68825874782447,6.832880706394959,0.8733984854887593,7.499287950788588,0.21379310344827587
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| 4 |
+
Stacking Ensemble,5.76908337148985,60.03540223313905,7.7482515597481125,0.8372059046352616,10.924057540803656,0.12413793103448276
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| 5 |
+
vae_lstm,8.494939970437716,100.78674732190278,10.039260297546965,0.7267031327397879,14.250142040133243,0.09310344827586207
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| 6 |
+
batterygpt,8.020673063309337,129.06954589210812,11.360877866261397,0.6500105074494692,12.874349389916773,0.28620689655172415
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| 7 |
+
vanilla_lstm,10.561354979478219,155.95773910638056,12.488304092485118,0.5770995427937917,14.375050332959946,0.15862068965517243
|
| 8 |
+
bidirectional_lstm,11.134867385317946,167.3343794115467,12.935779041540046,0.5462502472468515,17.124593156141298,0.10689655172413794
|
| 9 |
+
attention_lstm,14.181327172488002,288.23989200564256,16.977629163273726,0.21839863277892768,24.827876450140888,0.15862068965517243
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artifacts/v1/results/final_rankings.csv
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model,MAE,MSE,RMSE,R2,MAPE,tolerance_acc_2pct,tol_2pct,tol_5pct
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| 2 |
+
RandomForest,4.78051739475878,41.771168089034525,6.463061819991708,0.956679157080545,28.80772753128224,0.2951456310679611,,
|
| 3 |
+
LightGBM,6.909989455704782,89.23030742727897,9.446179514876846,0.9074593240133356,56.94413475231037,0.2485436893203883,,
|
| 4 |
+
Weighted Avg Ensemble,3.737822790616429,37.739016006374186,6.1432089339671805,0.8976655649469139,5.478476687258817,,0.3482758620689655,
|
| 5 |
+
TFT,4.732738753085752,46.68825874782447,6.832880706394959,0.8733984854887593,7.499287950788588,,0.2137931034482758,
|
| 6 |
+
XGBoost,8.506303251021016,136.22476526016746,11.67153654238239,0.8587214117403497,72.81562821369698,0.2233009708737864,,
|
| 7 |
+
Stacking Ensemble,5.76908337148985,60.03540223313905,7.748251559748112,0.8372059046352616,10.924057540803656,,0.1241379310344827,
|
| 8 |
+
SVR,7.562130215902278,187.88576938734295,13.707143006014892,0.805143828272144,97.82839183781172,0.3223300970873786,,
|
| 9 |
+
VAE-LSTM,8.494939970437716,100.78674732190278,10.039260297546965,0.7267031327397879,14.250142040133243,,0.09310344827586207,
|
| 10 |
+
KNN-10,11.665738368704334,265.7682207905257,16.302399234177948,0.7243720041223407,89.92209971367193,0.2601941747572815,,
|
| 11 |
+
KNN-5,11.751580021863887,270.3768092061512,16.44313866651228,0.7195924409938166,88.41470284019084,0.2757281553398058,,
|
| 12 |
+
KNN-20,12.035078655061884,272.741740151536,16.514894494108525,0.71713977312056,101.98653839713164,0.2407766990291262,,
|
| 13 |
+
BatteryGPT,8.020673063309337,129.06954589210812,11.360877866261395,0.6500105074494692,12.874349389916771,,0.2862068965517241,
|
| 14 |
+
GRU,9.275809104339835,134.65458890701777,11.604076391812397,0.6348659095727935,15.248492181524448,0.193103448275862,,
|
| 15 |
+
Vanilla LSTM,10.56135497947822,155.95773910638056,12.488304092485118,0.5770995427937917,14.375050332959946,0.1586206896551724,,
|
| 16 |
+
Bidirectional LSTM,11.134867385317946,167.3343794115467,12.935779041540046,0.5462502472468515,17.124593156141298,0.1068965517241379,,
|
| 17 |
+
ElasticNet,15.796038594619796,460.3763913475375,21.45638346384445,0.5225440358554927,144.4728811908027,0.0640776699029126,,
|
| 18 |
+
Lasso,15.830927911593506,462.7757498203704,21.51222326539892,0.5200556632227833,145.46522399976544,0.0524271844660194,,
|
| 19 |
+
Ridge,15.860549029501184,464.1921925903698,21.545119925179574,0.5185866716299998,145.65718178268125,0.0504854368932038,,
|
| 20 |
+
iTransformer,14.544141949115827,275.09890344946007,16.58610573490535,0.2540321967199925,73.33406651321724,,0.0172413793103448,
|
| 21 |
+
Attention LSTM,14.181327172488002,288.23989200564256,16.977629163273726,0.2183986327789276,24.827876450140888,0.1586206896551724,,
|
| 22 |
+
DG-iTransformer,14.183794754173379,313.5635374005159,17.707725359303375,0.1497301506825386,94.26231665878274,,0.1103448275862069,0.2
|
| 23 |
+
Physics iTransformer,16.41156271618159,379.65023683665015,19.48461538847124,-0.0294728537142276,97.60205959509742,,0.0,
|
artifacts/v1/results/lstm_soh_results.csv
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model,MAE,MSE,RMSE,R2,MAPE,tolerance_acc_2pct
|
| 2 |
+
GRU,9.275809104339837,134.65458890701777,11.604076391812395,0.6348659095727935,15.248492181524448,0.19310344827586207
|
| 3 |
+
Vanilla LSTM,10.561354979478219,155.95773910638056,12.488304092485118,0.5770995427937917,14.375050332959946,0.15862068965517243
|
| 4 |
+
Bidirectional LSTM,11.134867385317946,167.3343794115467,12.935779041540046,0.5462502472468515,17.124593156141298,0.10689655172413794
|
| 5 |
+
Attention LSTM,14.181327172488002,288.23989200564256,16.977629163273726,0.21839863277892768,24.827876450140888,0.15862068965517243
|
artifacts/v1/results/transformer_soh_results.csv
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model,MAE,MSE,RMSE,R2,MAPE,tol_2pct
|
| 2 |
+
TFT,9.538144323660262,127.31655440584875,11.283463759229644,0.6547639804432781,18.98017853690174,0.05517241379310345
|
| 3 |
+
BatteryGPT,9.614953606189902,135.34729964687295,11.633885836076997,0.6329875309153767,15.44417472623618,0.1793103448275862
|
| 4 |
+
iTransformer,9.356759048993766,150.35062176683638,12.261754432659153,0.5923039981808029,14.4907916127095,0.1310344827586207
|
| 5 |
+
Physics iTransformer,12.1375468649355,214.65431642999653,14.651085844741901,0.4179358518552816,24.985288391381786,0.07931034482758621
|
artifacts/v1/results/unified_results.csv
ADDED
|
@@ -0,0 +1,23 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
model,MAE,MSE,RMSE,R2,MAPE,tolerance_acc_2pct,tol_2pct,tol_5pct
|
| 2 |
+
RandomForest,4.78051739475878,41.771168089034525,6.463061819991708,0.956679157080545,28.80772753128224,0.2951456310679611,,
|
| 3 |
+
LightGBM,6.909989455704782,89.23030742727897,9.446179514876846,0.9074593240133356,56.94413475231037,0.2485436893203883,,
|
| 4 |
+
Weighted Avg Ensemble,3.737822790616429,37.739016006374186,6.1432089339671805,0.8976655649469139,5.478476687258817,,0.3482758620689655,
|
| 5 |
+
TFT,4.732738753085752,46.68825874782447,6.832880706394959,0.8733984854887593,7.499287950788588,,0.2137931034482758,
|
| 6 |
+
XGBoost,8.506303251021016,136.22476526016746,11.67153654238239,0.8587214117403497,72.81562821369698,0.2233009708737864,,
|
| 7 |
+
Stacking Ensemble,5.76908337148985,60.03540223313905,7.748251559748112,0.8372059046352616,10.924057540803656,,0.1241379310344827,
|
| 8 |
+
SVR,7.562130215902278,187.88576938734295,13.707143006014892,0.805143828272144,97.82839183781172,0.3223300970873786,,
|
| 9 |
+
VAE-LSTM,8.494939970437716,100.78674732190278,10.039260297546965,0.7267031327397879,14.250142040133243,,0.09310344827586207,
|
| 10 |
+
KNN-10,11.665738368704334,265.7682207905257,16.302399234177948,0.7243720041223407,89.92209971367193,0.2601941747572815,,
|
| 11 |
+
KNN-5,11.751580021863887,270.3768092061512,16.44313866651228,0.7195924409938166,88.41470284019084,0.2757281553398058,,
|
| 12 |
+
KNN-20,12.035078655061884,272.741740151536,16.514894494108525,0.71713977312056,101.98653839713164,0.2407766990291262,,
|
| 13 |
+
BatteryGPT,8.020673063309337,129.06954589210812,11.360877866261395,0.6500105074494692,12.874349389916771,,0.2862068965517241,
|
| 14 |
+
GRU,9.275809104339835,134.65458890701777,11.604076391812397,0.6348659095727935,15.248492181524448,0.193103448275862,,
|
| 15 |
+
Vanilla LSTM,10.56135497947822,155.95773910638056,12.488304092485118,0.5770995427937917,14.375050332959946,0.1586206896551724,,
|
| 16 |
+
Bidirectional LSTM,11.134867385317946,167.3343794115467,12.935779041540046,0.5462502472468515,17.124593156141298,0.1068965517241379,,
|
| 17 |
+
ElasticNet,15.796038594619796,460.3763913475375,21.45638346384445,0.5225440358554927,144.4728811908027,0.0640776699029126,,
|
| 18 |
+
Lasso,15.830927911593506,462.7757498203704,21.51222326539892,0.5200556632227833,145.46522399976544,0.0524271844660194,,
|
| 19 |
+
Ridge,15.860549029501184,464.1921925903698,21.545119925179574,0.5185866716299998,145.65718178268125,0.0504854368932038,,
|
| 20 |
+
iTransformer,14.544141949115827,275.09890344946007,16.58610573490535,0.2540321967199925,73.33406651321724,,0.0172413793103448,
|
| 21 |
+
Attention LSTM,14.181327172488002,288.23989200564256,16.977629163273726,0.2183986327789276,24.827876450140888,0.1586206896551724,,
|
| 22 |
+
DG-iTransformer,14.183794754173379,313.5635374005159,17.707725359303375,0.1497301506825386,94.26231665878274,,0.1103448275862069,0.2
|
| 23 |
+
Physics iTransformer,16.41156271618159,379.65023683665015,19.48461538847124,-0.0294728537142276,97.60205959509742,,0.0,
|
artifacts/v1/results/vae_lstm_results.json
ADDED
|
@@ -0,0 +1,8 @@
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|
|
|
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|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"MAE": 8.494939970437716,
|
| 3 |
+
"MSE": 100.78674732190278,
|
| 4 |
+
"RMSE": 10.039260297546965,
|
| 5 |
+
"R2": 0.7267031327397879,
|
| 6 |
+
"MAPE": 14.250142040133243,
|
| 7 |
+
"tol_2pct": 0.09310344827586207
|
| 8 |
+
}
|
artifacts/v1/scalers/features_minmax.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:b3f81de4e3f3253eefc5779fbc49f0350f261c303a6a7af68ee3a426199cc406
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| 3 |
+
size 1143
|
artifacts/v1/scalers/features_standard.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:c150d07ade0a82aa151f906dae135ff7f9d96055667cf471d7f767d17b8d4555
|
| 3 |
+
size 871
|
artifacts/v1/scalers/linear_scaler.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:070d6b4565d669c50aec414a8e37f38b85409e81c171f71fb23cb3a93de43378
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| 3 |
+
size 871
|
artifacts/v1/scalers/sequence_scaler.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:1fb23b358b2ee1746ecaca97539be6282dcd9209d0265b886b9fb9a578455c1e
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| 3 |
+
size 871
|