{"id":301,"slug":"neerajcodz--aibatterylifecycle","name":"aiBatteryLifeCycle","author":"NeerajCodz","description":null,"tags":"[\"Tabular-Regression\",\"Keras\",\"Joblib\",\"Battery\",\"State-Of-Health\",\"Remaining-Useful-Life\"]","license":"mit","framework":"tabular-regression","parameters":null,"downloads":100,"likes":1,"verified":0,"created_at":"2026-04-20 22:04:11","updated_at":"2026-04-21 22:59:27","source_url":"https://huggingface.co/NeerajCodz/aiBatteryLifeCycle","source_platform":"huggingface","hf_repo_id":"NeerajCodz/aiBatteryLifeCycle","ollama_name":"","category":"model","latest_version":"v1.0.0","version_count":1,"signature_count":1,"risk_level":"MEDIUM","risk_score":50,"versions":[{"id":300,"model_id":301,"version":"v1.0.0","manifest_hash":"726fdacb59cea7680dec2488fa5fc9866d48515dd31e490a9dc85feb71dccdec","file_count":251,"total_size":1114473008,"r2_manifest_key":"manifests/neerajcodz--aibatterylifecycle/v1.0.0.json","created_at":"2026-04-20 22:04:11"}],"files":[{"id":8521,"version_id":300,"filename":".gitattributes","sha3_256_hash":"pending-verification","size":1732},{"id":8522,"version_id":300,"filename":"README.md","sha3_256_hash":"pending-verification","size":2719},{"id":8523,"version_id":300,"filename":"dataset.json","sha3_256_hash":"pending-verification","size":4196},{"id":8524,"version_id":300,"filename":"models/classical/rf_classifier.joblib","sha3_256_hash":"c3287f76f810707e16bb5657e082ab8031d8a87211b848e2389b6431328bec49","size":9097},{"id":8525,"version_id":300,"filename":"models/classical/ridge.joblib","sha3_256_hash":"0ea694de9cb528f8cf481e9611642375f6c39a0f2e55a8e2215e1745bb53a88d","size":561},{"id":8526,"version_id":300,"filename":"v1/datamap.json","sha3_256_hash":"pending-verification","size":6317},{"id":8527,"version_id":300,"filename":"v1/figures.json","sha3_256_hash":"pending-verification","size":6077},{"id":8528,"version_id":300,"filename":"v1/figures/best_ensemble_prediction.png","sha3_256_hash":"50796de89087cfdce1107659a3a7c2eb0afa64c27360db85954e8aec7cf9d626","size":82546},{"id":8529,"version_id":300,"filename":"v1/figures/capacity_and_rul.png","sha3_256_hash":"7f959be7175d1ec327791043e21b458e85704efdcd28b4367c85af8189f2464f","size":232099},{"id":8530,"version_id":300,"filename":"v1/figures/capacity_distribution_by_temp.png","sha3_256_hash":"330cef1f780e60781022b4de5df6c436a00cb273d34f468044d4e25dc0eafa14","size":99250},{"id":8531,"version_id":300,"filename":"v1/figures/capacity_fade_all_batteries.png","sha3_256_hash":"6648ac3c4fd69c353aff3193b2d033d8f2e4310e0294d373c05bfb887529c77c","size":458444},{"id":8532,"version_id":300,"filename":"v1/figures/capacity_fade_by_temperature.png","sha3_256_hash":"155954a71d58101924abe2d80bff60a56b4469643db016d0711176209be9b5b2","size":362906},{"id":8533,"version_id":300,"filename":"v1/figures/capacity_fade_interactive.html","sha3_256_hash":"pending-verification","size":4964994},{"id":8534,"version_id":300,"filename":"v1/figures/ced_curves.png","sha3_256_hash":"844eb2bb56fc9ff1cb1f83c16e7b26887b2877a7440ed557c866f6be0ebc2724","size":190362},{"id":8535,"version_id":300,"filename":"v1/figures/classical_best_actual_vs_pred.png","sha3_256_hash":"0cc3c98e2bdbedc59358f9279bb829e087fe617360c81b0f0bbccfec15372e47","size":79251},{"id":8536,"version_id":300,"filename":"v1/figures/classical_best_residuals.png","sha3_256_hash":"c870d1ad4bcb992de61934d6aa13c29a01bc2e878a499b21bf18d3ce73ade1e9","size":96587},{"id":8537,"version_id":300,"filename":"v1/figures/classical_soh_comparison.png","sha3_256_hash":"eb003dcfb2187f2f2b4b27150ec05ee5f5bf6c510c17b452001a2067bf57c8c8","size":76642},{"id":8538,"version_id":300,"filename":"v1/figures/classification_confusion_matrices.png","sha3_256_hash":"aa273d9a278bdd46776a8198771d089b813e441de0bcae5ca35d413e6cb9bd0b","size":77877},{"id":8539,"version_id":300,"filename":"v1/figures/degradation_state_distribution.png","sha3_256_hash":"cd56c91bee68ac8af3fae38fa3d66191fa1c12c41893792e0c0e7314026d95aa","size":76237},{"id":8540,"version_id":300,"filename":"v1/figures/dg_itransformer_predictions.png","sha3_256_hash":"2ed3c023d54631f410114715776e2aef1f4ef3596618b78417e24de87bd9314f","size":106928},{"id":8541,"version_id":300,"filename":"v1/figures/dg_itransformer_training.png","sha3_256_hash":"8493eb29923f7b90fd5e58076b628d53ae2ee97e004888b4bbd91534825c7843","size":86833},{"id":8542,"version_id":300,"filename":"v1/figures/ensemble_comparison.png","sha3_256_hash":"47848850e19011f3bcfefd812d241ad975da9adb70d920b178321e6eb545c0d4","size":70915},{"id":8543,"version_id":300,"filename":"v1/figures/ensemble_weights.png","sha3_256_hash":"a1b9e1be1855553f5f20b39ab97e0676859faea32140e8eec40af9346fe28ac1","size":29535},{"id":8544,"version_id":300,"filename":"v1/figures/feature_correlation_heatmap.png","sha3_256_hash":"4fca110021d7535da1c6d69853f2fd4e9ed3cdcc360cfb60917d28bfd4107fa2","size":234463},{"id":8545,"version_id":300,"filename":"v1/figures/impedance_evolution.png","sha3_256_hash":"b2589289d921fada36d10532fb1f91d3d1264142af4b21fb948f9823d7a584bf","size":392599},{"id":8546,"version_id":300,"filename":"v1/figures/lstm_actual_vs_predicted.png","sha3_256_hash":"54734cb01f1bd09160f86b3651b3a6880f5bd1d317baef0ad9301be6912d43fb","size":196258},{"id":8547,"version_id":300,"filename":"v1/figures/lstm_training_curves.png","sha3_256_hash":"66d0102d02409b59ec2c0bb8b9ad79fadc3860960278b75fa567905e6069ce74","size":211821},{"id":8548,"version_id":300,"filename":"v1/figures/mc_dropout_uncertainty_lstm.png","sha3_256_hash":"8ead85736e2ea8e8fa30d9463d4afd5c1dfefaa124c03f7e9b1ef603c5563e31","size":210684},{"id":8549,"version_id":300,"filename":"v1/figures/radar_top6.png","sha3_256_hash":"773072825ec89a283436abac3d49752702844ecd8c80b054584e74e52175c67f","size":137885},{"id":8550,"version_id":300,"filename":"v1/figures/re_vs_rct_scatter.png","sha3_256_hash":"3dd5a2c0ef78484a08fcc051236699106c148bdfb6a7d3aa0aac58d2ac3a6839","size":202116},{"id":8551,"version_id":300,"filename":"v1/figures/shap_xgboost_soh.png","sha3_256_hash":"46df87d18cfc5e95b939b18a779c446dc897a999f8ec58c3eb8b891796e66915","size":98844},{"id":8552,"version_id":300,"filename":"v1/figures/soc_coulomb_counting_demo.png","sha3_256_hash":"c63c6baca51effb37a89a7a84bf3faa81f52002ff032d1ec7cf0bcdf45bfd15e","size":95334},{"id":8553,"version_id":300,"filename":"v1/figures/soh_degradation_trends.png","sha3_256_hash":"56c131fbf98676e8f6611e30bf16a4f6065a311605235c442322a8f71d0fad8e","size":276516},{"id":8554,"version_id":300,"filename":"v1/figures/soh_distribution.png","sha3_256_hash":"7e3418411e17f22828d23127eb36f40fd19f633d9885950903c006f835db6003","size":169578},{"id":8555,"version_id":300,"filename":"v1/figures/transformer_pt_training_curves.png","sha3_256_hash":"57428057bf771dc5add14f335a018b206a383da5211a48b7423308c10880cae6","size":89921},{"id":8556,"version_id":300,"filename":"v1/figures/transformer_tf_training_curves.png","sha3_256_hash":"d210a17b965c2e013ab17dcb735c8ccc81c19db72aff11c2a0bce1189f471a3f","size":82294},{"id":8557,"version_id":300,"filename":"v1/figures/unified_model_comparison.png","sha3_256_hash":"d0aa5bc15e65da35fbdcc643478c8f3d813752407d77509951ad5a2ba13840e0","size":191781},{"id":8558,"version_id":300,"filename":"v1/figures/vae_anomaly_detection.png","sha3_256_hash":"7440d1088afd027ef81b7ef73f64b9d878b41a2369224ba27ed636a1906845f8","size":103210},{"id":8559,"version_id":300,"filename":"v1/figures/vae_latent_umap.png","sha3_256_hash":"5b5a86ba677705ac20aefa665bb78421a8201d8367fe5735946c1d33510a399b","size":207072},{"id":8560,"version_id":300,"filename":"v1/figures/vae_lstm_prediction.png","sha3_256_hash":"898b57fd9a7c57bd155056c3d6f72cce7a519b2550f8bd5c6e28675d0db36d14","size":133550},{"id":8561,"version_id":300,"filename":"v1/figures/voltage_surface_3d.png","sha3_256_hash":"2fc0d7449c0ab7dfa5599f96b3106100ef2c32c71230098d3fe101a133be94b3","size":517017},{"id":8562,"version_id":300,"filename":"v1/figures/voltage_surface_3d_interactive.html","sha3_256_hash":"pending-verification","size":4886645},{"id":8563,"version_id":300,"filename":"v1/models.json","sha3_256_hash":"pending-verification","size":13488},{"id":8564,"version_id":300,"filename":"v1/models/classical/elasticnet.joblib","sha3_256_hash":"24613abf048daf5a603abd6f10e7eb00929740e30846e191fd76edc47055bfc8","size":744},{"id":8565,"version_id":300,"filename":"v1/models/classical/knn_k10.joblib","sha3_256_hash":"f2e7b020bddac3139111abaf338a72e491c6522c8ae7b222866a80c8c3d7c5e1","size":479686},{"id":8566,"version_id":300,"filename":"v1/models/classical/knn_k20.joblib","sha3_256_hash":"4d1a2f797b1ab0f89e68898595ac3c5407e3afa84b8c56a107800da7ce7ee0d8","size":479686},{"id":8567,"version_id":300,"filename":"v1/models/classical/knn_k5.joblib","sha3_256_hash":"5225b27b7ee97fe2ddeb75d87cd6356680868eef48dd4ad6dc2c36774db9de8b","size":479686},{"id":8568,"version_id":300,"filename":"v1/models/classical/lasso.joblib","sha3_256_hash":"eb91ca21c6dad3cee731eb50aadbf133e99db0602b1a94c31550ffc6a33205d1","size":728},{"id":8569,"version_id":300,"filename":"v1/models/classical/lightgbm.joblib","sha3_256_hash":"7e292179a2c5e62cdacb21e754ade346342394c9adb1d76be3430c091068d252","size":552489},{"id":8570,"version_id":300,"filename":"v1/models/classical/lightgbm_best_params.joblib","sha3_256_hash":"95c4ce7b35f4c2e82dfbee7c915334438e7b5a599b301a0e9ce01f234af6a138","size":202},{"id":8571,"version_id":300,"filename":"v1/models/classical/random_forest.joblib","sha3_256_hash":"9b48c7892b77a9e32232b1358df71207277702afa2ffd4a34f90b41dccc270f4","size":98519665},{"id":8572,"version_id":300,"filename":"v1/models/classical/rf_classifier.joblib","sha3_256_hash":"387b0fd81f5492f3721b9ea234e59b54e0775365aa422a032a88beb829c3e7b2","size":11775033},{"id":8573,"version_id":300,"filename":"v1/models/classical/ridge.joblib","sha3_256_hash":"ad1bc4a9e856ef5e0ef27367dbb73d704a2a61a22b2f79543ea9528a14539930","size":649},{"id":8574,"version_id":300,"filename":"v1/models/classical/svr.joblib","sha3_256_hash":"698b977e9112e961e2421b7ce0161e7cad1c8a8f8e576c2a418ef0345086c6de","size":210644},{"id":8575,"version_id":300,"filename":"v1/models/classical/xgb_classifier.joblib","sha3_256_hash":"d42de5f5f491271ea8155cffa82c72cbd7eb17df154fdd4fdaeb413fa8fb9ee2","size":2260882},{"id":8576,"version_id":300,"filename":"v1/models/classical/xgboost.joblib","sha3_256_hash":"e17c175e213b7d92789f63c02a96a0d65aecc66ef07d1406a78aef5afbaf392d","size":1309971},{"id":8577,"version_id":300,"filename":"v1/models/classical/xgboost_best_params.joblib","sha3_256_hash":"140456f00362a7b88bb8fd4de8f68f1e5d52b844eb94aae6da13ddae6e38b601","size":186},{"id":8578,"version_id":300,"filename":"v1/models/deep/attention_lstm.pt","sha3_256_hash":"6f9f6b8e2b9d4794ad1a1452e33c5ec81a917472a6a98cb131d0523c22a82f8a","size":1451025},{"id":8579,"version_id":300,"filename":"v1/models/deep/batterygpt.pt","sha3_256_hash":"16dd869d04bf7ef126489dfa3dc386b65dcaa0dc7823051139d6df8ed1ca8343","size":430498},{"id":8580,"version_id":300,"filename":"v1/models/deep/bidirectional_lstm.pt","sha3_256_hash":"3466feebff37d8c671bdeb4d4cf248fdbc04e7a10648f0d847e987ceb459b57a","size":2167009},{"id":8581,"version_id":300,"filename":"v1/models/deep/dynamic_graph_itransformer.keras","sha3_256_hash":"6bbca626faeaa1472966659e9908be1ed4db0889c8668602be1fe2c4b143a338","size":1716519},{"id":8582,"version_id":300,"filename":"v1/models/deep/gru.pt","sha3_256_hash":"2733aa85767d37fe22eb88989cdddf51de204b131f8b3a7feee5aa7c5af42024","size":617208},{"id":8583,"version_id":300,"filename":"v1/models/deep/itransformer.keras","sha3_256_hash":"5d47f6d088b4a7f453863188a05d77a8e1cc88326b88180e3f5831ee2da0dee6","size":1703636},{"id":8584,"version_id":300,"filename":"v1/models/deep/physics_itransformer.keras","sha3_256_hash":"ebbeb7de88cec4bc8080ca03c76b0a0e74b0d9411f908bd58c4d924a044bb05c","size":1750974},{"id":8585,"version_id":300,"filename":"v1/models/deep/tft.pt","sha3_256_hash":"ba2f16c8096cf19a0b03aec877fa86d8e63d4b47a292cf46dac8427157f3175d","size":3743692},{"id":8586,"version_id":300,"filename":"v1/models/deep/vae_lstm.pt","sha3_256_hash":"01ca8499d57f012f5c903a52d780afacbe34195141cb752a6b77f64bf6c2dd55","size":3288250},{"id":8587,"version_id":300,"filename":"v1/models/deep/vanilla_lstm.pt","sha3_256_hash":"59fcd7ed8c3d67705e1915e2948c450a6f368fbec078b5c77b06047dc19763f8","size":822199},{"id":8588,"version_id":300,"filename":"v1/results/classical_rul_results.csv","sha3_256_hash":"pending-verification","size":417},{"id":8589,"version_id":300,"filename":"v1/results/classical_soh_results.csv","sha3_256_hash":"pending-verification","size":1244},{"id":8590,"version_id":300,"filename":"v1/results/dg_itransformer_results.json","sha3_256_hash":"pending-verification","size":217},{"id":8591,"version_id":300,"filename":"v1/results/ensemble_results.csv","sha3_256_hash":"pending-verification","size":1055},{"id":8592,"version_id":300,"filename":"v1/results/final_rankings.csv","sha3_256_hash":"pending-verification","size":2795},{"id":8593,"version_id":300,"filename":"v1/results/lstm_soh_results.csv","sha3_256_hash":"pending-verification","size":556},{"id":8594,"version_id":300,"filename":"v1/results/transformer_soh_results.csv","sha3_256_hash":"pending-verification","size":534},{"id":8595,"version_id":300,"filename":"v1/results/unified_results.csv","sha3_256_hash":"pending-verification","size":2795},{"id":8596,"version_id":300,"filename":"v1/results/vae_lstm_results.json","sha3_256_hash":"pending-verification","size":182},{"id":8597,"version_id":300,"filename":"v1/scalers/features_minmax.joblib","sha3_256_hash":"b3f81de4e3f3253eefc5779fbc49f0350f261c303a6a7af68ee3a426199cc406","size":1143},{"id":8598,"version_id":300,"filename":"v1/scalers/features_standard.joblib","sha3_256_hash":"c150d07ade0a82aa151f906dae135ff7f9d96055667cf471d7f767d17b8d4555","size":871},{"id":8599,"version_id":300,"filename":"v1/scalers/linear_scaler.joblib","sha3_256_hash":"070d6b4565d669c50aec414a8e37f38b85409e81c171f71fb23cb3a93de43378","size":871},{"id":8600,"version_id":300,"filename":"v1/scalers/sequence_scaler.joblib","sha3_256_hash":"1fb23b358b2ee1746ecaca97539be6282dcd9209d0265b886b9fb9a578455c1e","size":871},{"id":8601,"version_id":300,"filename":"v2/datamap.json","sha3_256_hash":"pending-verification","size":9019},{"id":8602,"version_id":300,"filename":"v2/figures.json","sha3_256_hash":"pending-verification","size":7855},{"id":8603,"version_id":300,"filename":"v2/figures/best_actual_vs_pred.png","sha3_256_hash":"532c0c65980696fc47414b6b97417d8ba10ba37ed71f3b115bcaa9076b9926cf","size":85409},{"id":8604,"version_id":300,"filename":"v2/figures/best_ensemble_prediction.png","sha3_256_hash":"50796de89087cfdce1107659a3a7c2eb0afa64c27360db85954e8aec7cf9d626","size":82546},{"id":8605,"version_id":300,"filename":"v2/figures/capacity_and_rul.png","sha3_256_hash":"7f959be7175d1ec327791043e21b458e85704efdcd28b4367c85af8189f2464f","size":232099},{"id":8606,"version_id":300,"filename":"v2/figures/capacity_distribution_by_temp.png","sha3_256_hash":"330cef1f780e60781022b4de5df6c436a00cb273d34f468044d4e25dc0eafa14","size":99250},{"id":8607,"version_id":300,"filename":"v2/figures/capacity_fade_all_batteries.png","sha3_256_hash":"6648ac3c4fd69c353aff3193b2d033d8f2e4310e0294d373c05bfb887529c77c","size":458444},{"id":8608,"version_id":300,"filename":"v2/figures/capacity_fade_by_temperature.png","sha3_256_hash":"155954a71d58101924abe2d80bff60a56b4469643db016d0711176209be9b5b2","size":362906},{"id":8609,"version_id":300,"filename":"v2/figures/capacity_fade_interactive.html","sha3_256_hash":"pending-verification","size":4964994},{"id":8610,"version_id":300,"filename":"v2/figures/ced_curves.png","sha3_256_hash":"844eb2bb56fc9ff1cb1f83c16e7b26887b2877a7440ed557c866f6be0ebc2724","size":190362},{"id":8611,"version_id":300,"filename":"v2/figures/classical_best_actual_vs_pred.png","sha3_256_hash":"0cc3c98e2bdbedc59358f9279bb829e087fe617360c81b0f0bbccfec15372e47","size":79251},{"id":8612,"version_id":300,"filename":"v2/figures/classical_best_actual_vs_pred_v2.png","sha3_256_hash":"8bdd0a9e70df7997338c86a5ab967b749f4b84df1f4f960726ced07554a33ffe","size":102074},{"id":8613,"version_id":300,"filename":"v2/figures/classical_best_residuals.png","sha3_256_hash":"c870d1ad4bcb992de61934d6aa13c29a01bc2e878a499b21bf18d3ce73ade1e9","size":96587},{"id":8614,"version_id":300,"filename":"v2/figures/classical_best_residuals_v2.png","sha3_256_hash":"2af3670aff7df066ba73e92a427165d89b113605fc30083d7858493431bdddf9","size":77949},{"id":8615,"version_id":300,"filename":"v2/figures/classical_soh_comparison.png","sha3_256_hash":"eb003dcfb2187f2f2b4b27150ec05ee5f5bf6c510c17b452001a2067bf57c8c8","size":76642},{"id":8616,"version_id":300,"filename":"v2/figures/classical_soh_comparison_v2.png","sha3_256_hash":"1e58922ab4265aa9156e1e7afd5c000a897c1b69d049c058a6d5fb75f54c7790","size":83189},{"id":8617,"version_id":300,"filename":"v2/figures/classical_top8.png","sha3_256_hash":"9bea4f378061b56f5c3a38ae31d01a66890986a1a80c9b0b68748e9093636b7d","size":47619},{"id":8618,"version_id":300,"filename":"v2/figures/classification_confusion_matrices.png","sha3_256_hash":"aa273d9a278bdd46776a8198771d089b813e441de0bcae5ca35d413e6cb9bd0b","size":77877},{"id":8619,"version_id":300,"filename":"v2/figures/classification_confusion_matrices_v2.png","sha3_256_hash":"21e23b236d6875878f1c6be37445c59db196cd45302727537638f00da95edf75","size":67326},{"id":8620,"version_id":300,"filename":"v2/figures/degradation_state_distribution.png","sha3_256_hash":"cd56c91bee68ac8af3fae38fa3d66191fa1c12c41893792e0c0e7314026d95aa","size":76237},{"id":8621,"version_id":300,"filename":"v2/figures/dg_itransformer_predictions.png","sha3_256_hash":"2ed3c023d54631f410114715776e2aef1f4ef3596618b78417e24de87bd9314f","size":106928},{"id":8622,"version_id":300,"filename":"v2/figures/dg_itransformer_training.png","sha3_256_hash":"8493eb29923f7b90fd5e58076b628d53ae2ee97e004888b4bbd91534825c7843","size":86833},{"id":8623,"version_id":300,"filename":"v2/figures/ensemble_comparison.png","sha3_256_hash":"47848850e19011f3bcfefd812d241ad975da9adb70d920b178321e6eb545c0d4","size":70915},{"id":8624,"version_id":300,"filename":"v2/figures/ensemble_weights.png","sha3_256_hash":"a1b9e1be1855553f5f20b39ab97e0676859faea32140e8eec40af9346fe28ac1","size":29535},{"id":8625,"version_id":300,"filename":"v2/figures/feature_correlation_heatmap.png","sha3_256_hash":"4fca110021d7535da1c6d69853f2fd4e9ed3cdcc360cfb60917d28bfd4107fa2","size":234463},{"id":8626,"version_id":300,"filename":"v2/figures/impedance_evolution.png","sha3_256_hash":"b2589289d921fada36d10532fb1f91d3d1264142af4b21fb948f9823d7a584bf","size":392599},{"id":8627,"version_id":300,"filename":"v2/figures/lstm_actual_vs_predicted.png","sha3_256_hash":"54734cb01f1bd09160f86b3651b3a6880f5bd1d317baef0ad9301be6912d43fb","size":196258},{"id":8628,"version_id":300,"filename":"v2/figures/lstm_training_curves.png","sha3_256_hash":"66d0102d02409b59ec2c0bb8b9ad79fadc3860960278b75fa567905e6069ce74","size":211821},{"id":8629,"version_id":300,"filename":"v2/figures/mc_dropout_uncertainty_lstm.png","sha3_256_hash":"8ead85736e2ea8e8fa30d9463d4afd5c1dfefaa124c03f7e9b1ef603c5563e31","size":210684},{"id":8630,"version_id":300,"filename":"v2/figures/per_battery_mae_heatmap_v2.png","sha3_256_hash":"77bee8b0a28c97149dec3dfc836d9467163b82320493e5902b9efb72aa962f6d","size":394916},{"id":8631,"version_id":300,"filename":"v2/figures/radar_top6.png","sha3_256_hash":"773072825ec89a283436abac3d49752702844ecd8c80b054584e74e52175c67f","size":137885},{"id":8632,"version_id":300,"filename":"v2/figures/re_vs_rct_scatter.png","sha3_256_hash":"3dd5a2c0ef78484a08fcc051236699106c148bdfb6a7d3aa0aac58d2ac3a6839","size":202116},{"id":8633,"version_id":300,"filename":"v2/figures/shap_rf_soh_v2.png","sha3_256_hash":"504a723d55722fb79f9234e7002cb91823da562ea8996afc24b673f49709d9fa","size":62157},{"id":8634,"version_id":300,"filename":"v2/figures/shap_xgboost_soh.png","sha3_256_hash":"46df87d18cfc5e95b939b18a779c446dc897a999f8ec58c3eb8b891796e66915","size":98844},{"id":8635,"version_id":300,"filename":"v2/figures/shap_xgboost_soh_v2.png","sha3_256_hash":"e2135a497b8c16daa6eef84f43ac27c03122cbc55da2c3f3e7810a86541257cc","size":104883},{"id":8636,"version_id":300,"filename":"v2/figures/soc_coulomb_counting_demo.png","sha3_256_hash":"c63c6baca51effb37a89a7a84bf3faa81f52002ff032d1ec7cf0bcdf45bfd15e","size":95334},{"id":8637,"version_id":300,"filename":"v2/figures/soh_degradation_trends.png","sha3_256_hash":"56c131fbf98676e8f6611e30bf16a4f6065a311605235c442322a8f71d0fad8e","size":276516},{"id":8638,"version_id":300,"filename":"v2/figures/soh_distribution.png","sha3_256_hash":"7e3418411e17f22828d23127eb36f40fd19f633d9885950903c006f835db6003","size":169578},{"id":8639,"version_id":300,"filename":"v2/figures/transformer_pt_training_curves.png","sha3_256_hash":"57428057bf771dc5add14f335a018b206a383da5211a48b7423308c10880cae6","size":89921},{"id":8640,"version_id":300,"filename":"v2/figures/transformer_tf_training_curves.png","sha3_256_hash":"d210a17b965c2e013ab17dcb735c8ccc81c19db72aff11c2a0bce1189f471a3f","size":82294},{"id":8641,"version_id":300,"filename":"v2/figures/unified_model_comparison.png","sha3_256_hash":"d0aa5bc15e65da35fbdcc643478c8f3d813752407d77509951ad5a2ba13840e0","size":191781},{"id":8642,"version_id":300,"filename":"v2/figures/vae_anomaly_detection.png","sha3_256_hash":"7440d1088afd027ef81b7ef73f64b9d878b41a2369224ba27ed636a1906845f8","size":103210},{"id":8643,"version_id":300,"filename":"v2/figures/vae_latent_umap.png","sha3_256_hash":"5b5a86ba677705ac20aefa665bb78421a8201d8367fe5735946c1d33510a399b","size":207072},{"id":8644,"version_id":300,"filename":"v2/figures/vae_lstm_prediction.png","sha3_256_hash":"898b57fd9a7c57bd155056c3d6f72cce7a519b2550f8bd5c6e28675d0db36d14","size":133550},{"id":8645,"version_id":300,"filename":"v2/figures/voltage_surface_3d.png","sha3_256_hash":"2fc0d7449c0ab7dfa5599f96b3106100ef2c32c71230098d3fe101a133be94b3","size":517017},{"id":8646,"version_id":300,"filename":"v2/figures/voltage_surface_3d_interactive.html","sha3_256_hash":"pending-verification","size":4886645},{"id":8647,"version_id":300,"filename":"v2/models.json","sha3_256_hash":"pending-verification","size":19789},{"id":8648,"version_id":300,"filename":"v2/models/classical/best_rul_model.joblib","sha3_256_hash":"12ea21f09889fbdf1638a4eecbb789588cfdc81a4202f24708fa40c9ef90cba9","size":52675969},{"id":8649,"version_id":300,"filename":"v2/models/classical/elasticnet.joblib","sha3_256_hash":"394afde1b6ec00af22c37a917a22fe6a505d290f6a2ef91d35d2bdb8795ea83c","size":728},{"id":8650,"version_id":300,"filename":"v2/models/classical/extra_trees.joblib","sha3_256_hash":"26b9501df3d477d474a88fda3b742142f226b5d43069f2cc2c83f7d971127e48","size":129434065},{"id":8651,"version_id":300,"filename":"v2/models/classical/gradient_boosting.joblib","sha3_256_hash":"492e4b46dd31b485ce157182ecdec038c2c47520466831e8b8b1530d43f9b0cc","size":5329994},{"id":8652,"version_id":300,"filename":"v2/models/classical/knn_k10.joblib","sha3_256_hash":"bb5ac2f3e1ab77528731f03e0cb4485906be454d19e8f699090ae2487b37a56c","size":472806},{"id":8653,"version_id":300,"filename":"v2/models/classical/knn_k20.joblib","sha3_256_hash":"0c89537e6b72b228bf209b299069285f2d784d92554c3016c50075223ab41915","size":472806},{"id":8654,"version_id":300,"filename":"v2/models/classical/knn_k5.joblib","sha3_256_hash":"c0a40627460b696ae0d8d949fea6fcd20c3bcb3dc1b204b7fa36a6284eab7317","size":430772},{"id":8655,"version_id":300,"filename":"v2/models/classical/lasso.joblib","sha3_256_hash":"7514dce7a63ac41873fed2e7c09ff5a999845231b9fc354f5c38949cd74f9f38","size":728},{"id":8656,"version_id":300,"filename":"v2/models/classical/lightgbm.joblib","sha3_256_hash":"51d3cede8af476871036909ca69fed40d91558b25c2f7663386654d999ddb3ca","size":9016891},{"id":8657,"version_id":300,"filename":"v2/models/classical/lightgbm_best_params.joblib","sha3_256_hash":"95c4ce7b35f4c2e82dfbee7c915334438e7b5a599b301a0e9ce01f234af6a138","size":202},{"id":8658,"version_id":300,"filename":"v2/models/classical/random_forest.joblib","sha3_256_hash":"863dbf027cb78f88500ac9bd753d4148cba42e9e16b1d546a9c7858834cdfc5f","size":84496273},{"id":8659,"version_id":300,"filename":"v2/models/classical/rf_classifier.joblib","sha3_256_hash":"576f3e348aba1eeeab545be52cd41a371eb6c99cad2856f180712838557979c3","size":11774841},{"id":8660,"version_id":300,"filename":"v2/models/classical/ridge.joblib","sha3_256_hash":"3b2afc35f81469da28ec4620092dd955c5925689c865a57e81d2cf00fbf0f60a","size":348607297},{"id":8661,"version_id":300,"filename":"v2/models/classical/svr.joblib","sha3_256_hash":"fbeacb67245b695abf56c2f98716d4829018485869823d371bec136a6904f097","size":133966},{"id":8662,"version_id":300,"filename":"v2/models/classical/xgb_classifier.joblib","sha3_256_hash":"f8a4854d0dc4253490a317cf18f1253ab23111c343d91b7fa6fa2b9683d698dd","size":2311949},{"id":8663,"version_id":300,"filename":"v2/models/classical/xgboost.joblib","sha3_256_hash":"415e497fab79dad35648435d5d71b48eb2f0a3892c5ab32b54a33547a640e6de","size":11282160},{"id":8664,"version_id":300,"filename":"v2/models/classical/xgboost_best_params.joblib","sha3_256_hash":"140456f00362a7b88bb8fd4de8f68f1e5d52b844eb94aae6da13ddae6e38b601","size":186},{"id":8665,"version_id":300,"filename":"v2/models/deep/attention_lstm.pt","sha3_256_hash":"6f9f6b8e2b9d4794ad1a1452e33c5ec81a917472a6a98cb131d0523c22a82f8a","size":1451025},{"id":8666,"version_id":300,"filename":"v2/models/deep/batterygpt.pt","sha3_256_hash":"16dd869d04bf7ef126489dfa3dc386b65dcaa0dc7823051139d6df8ed1ca8343","size":430498},{"id":8667,"version_id":300,"filename":"v2/models/deep/bidirectional_lstm.pt","sha3_256_hash":"3466feebff37d8c671bdeb4d4cf248fdbc04e7a10648f0d847e987ceb459b57a","size":2167009},{"id":8668,"version_id":300,"filename":"v2/models/deep/dynamic_graph_itransformer.keras","sha3_256_hash":"6bbca626faeaa1472966659e9908be1ed4db0889c8668602be1fe2c4b143a338","size":1716519},{"id":8669,"version_id":300,"filename":"v2/models/deep/gru.pt","sha3_256_hash":"2733aa85767d37fe22eb88989cdddf51de204b131f8b3a7feee5aa7c5af42024","size":617208},{"id":8670,"version_id":300,"filename":"v2/models/deep/itransformer.keras","sha3_256_hash":"5d47f6d088b4a7f453863188a05d77a8e1cc88326b88180e3f5831ee2da0dee6","size":1703636},{"id":8671,"version_id":300,"filename":"v2/models/deep/physics_itransformer.keras","sha3_256_hash":"ebbeb7de88cec4bc8080ca03c76b0a0e74b0d9411f908bd58c4d924a044bb05c","size":1750974},{"id":8672,"version_id":300,"filename":"v2/models/deep/tft.pt","sha3_256_hash":"ba2f16c8096cf19a0b03aec877fa86d8e63d4b47a292cf46dac8427157f3175d","size":3743692},{"id":8673,"version_id":300,"filename":"v2/models/deep/vae_lstm.pt","sha3_256_hash":"01ca8499d57f012f5c903a52d780afacbe34195141cb752a6b77f64bf6c2dd55","size":3288250},{"id":8674,"version_id":300,"filename":"v2/models/deep/vanilla_lstm.pt","sha3_256_hash":"59fcd7ed8c3d67705e1915e2948c450a6f368fbec078b5c77b06047dc19763f8","size":822199},{"id":8675,"version_id":300,"filename":"v2/reports/best_model_analysis.png","sha3_256_hash":"52123fa65024249ef6744b751f60e0c7d16c89c905dbdd75ec9667fd93f6c271","size":125589},{"id":8676,"version_id":300,"filename":"v2/reports/model_validation.csv","sha3_256_hash":"pending-verification","size":1343},{"id":8677,"version_id":300,"filename":"v2/reports/per_battery_accuracy.png","sha3_256_hash":"ad284cca09c0fd0f1e24d8c6b5272157bae789932b0ba9749f884448d1a24758","size":78343},{"id":8678,"version_id":300,"filename":"v2/reports/r2_vs_accuracy.png","sha3_256_hash":"07c037841a10d17ad0328b1ee48519130982bcbf5a763ed86e0108db031f057e","size":60668},{"id":8679,"version_id":300,"filename":"v2/reports/validation_accuracy_bars.png","sha3_256_hash":"788f03895660bcb6bbaa2eecb15ccb43c11789ea8a08e67aeb8704c48c3838f2","size":79762},{"id":8680,"version_id":300,"filename":"v2/reports/validation_report.html","sha3_256_hash":"pending-verification","size":0},{"id":8681,"version_id":300,"filename":"v2/reports/validation_summary.json","sha3_256_hash":"pending-verification","size":302},{"id":8682,"version_id":300,"filename":"v2/results/battery_features.csv","sha3_256_hash":"pending-verification","size":676786},{"id":8683,"version_id":300,"filename":"v2/results/battery_sequences.npz","sha3_256_hash":"678993299c19a38ecc682c9d74d35eeae7b8678e6bbe4dad8a831ab160cb3b0b","size":271181},{"id":8684,"version_id":300,"filename":"v2/results/best_model_analysis.png","sha3_256_hash":"82226ec881c24c7b9a4e203860179adba2e7b1147fd2d111423ac1a26d458146","size":112639},{"id":8685,"version_id":300,"filename":"v2/results/classical_results.csv","sha3_256_hash":"pending-verification","size":546},{"id":8686,"version_id":300,"filename":"v2/results/classical_rul_results.csv","sha3_256_hash":"pending-verification","size":417},{"id":8687,"version_id":300,"filename":"v2/results/classical_soh_results.csv","sha3_256_hash":"pending-verification","size":1244},{"id":8688,"version_id":300,"filename":"v2/results/dg_itransformer_results.json","sha3_256_hash":"pending-verification","size":217},{"id":8689,"version_id":300,"filename":"v2/results/ensemble_results.csv","sha3_256_hash":"pending-verification","size":1055},{"id":8690,"version_id":300,"filename":"v2/results/final_rankings.csv","sha3_256_hash":"pending-verification","size":2795},{"id":8691,"version_id":300,"filename":"v2/results/intra_battery.json","sha3_256_hash":"pending-verification","size":279},{"id":8692,"version_id":300,"filename":"v2/results/lstm_soh_results.csv","sha3_256_hash":"pending-verification","size":556},{"id":8693,"version_id":300,"filename":"v2/results/model_validation.csv","sha3_256_hash":"pending-verification","size":1770},{"id":8694,"version_id":300,"filename":"v2/results/per_battery_accuracy.png","sha3_256_hash":"bdaf8a7e305790081be928da97af30e506aa277a51d8342051d1630c2e20a99d","size":80454},{"id":8695,"version_id":300,"filename":"v2/results/r2_vs_accuracy.png","sha3_256_hash":"d24044551405226692fe75f7fe2af0daaee9186d42a0a6aa0dbca56af89724b4","size":71259},{"id":8696,"version_id":300,"filename":"v2/results/training_summary.json","sha3_256_hash":"pending-verification","size":363},{"id":8697,"version_id":300,"filename":"v2/results/transformer_soh_results.csv","sha3_256_hash":"pending-verification","size":534},{"id":8698,"version_id":300,"filename":"v2/results/unified_results.csv","sha3_256_hash":"pending-verification","size":2795},{"id":8699,"version_id":300,"filename":"v2/results/vae_lstm_results.json","sha3_256_hash":"pending-verification","size":182},{"id":8700,"version_id":300,"filename":"v2/results/validation_accuracy_bars.png","sha3_256_hash":"5ee67a1ed3b8c3a4c6c34a2b035c0c85b1b4802f44910f83841a113a44bcab5e","size":94297},{"id":8701,"version_id":300,"filename":"v2/results/validation_report.html","sha3_256_hash":"pending-verification","size":0},{"id":8702,"version_id":300,"filename":"v2/results/validation_summary.json","sha3_256_hash":"pending-verification","size":300},{"id":8703,"version_id":300,"filename":"v2/scalers/features_minmax.joblib","sha3_256_hash":"b3f81de4e3f3253eefc5779fbc49f0350f261c303a6a7af68ee3a426199cc406","size":1143},{"id":8704,"version_id":300,"filename":"v2/scalers/features_standard.joblib","sha3_256_hash":"c150d07ade0a82aa151f906dae135ff7f9d96055667cf471d7f767d17b8d4555","size":871},{"id":8705,"version_id":300,"filename":"v2/scalers/linear_scaler.joblib","sha3_256_hash":"f1cf42692e735612a9afe241b2623dd46f28c04fccb3945a6082cae22eb8847c","size":871},{"id":8706,"version_id":300,"filename":"v2/scalers/sequence_scaler.joblib","sha3_256_hash":"1fb23b358b2ee1746ecaca97539be6282dcd9209d0265b886b9fb9a578455c1e","size":871},{"id":8707,"version_id":300,"filename":"v2/scalers/standard_scaler.joblib","sha3_256_hash":"f1cf42692e735612a9afe241b2623dd46f28c04fccb3945a6082cae22eb8847c","size":871},{"id":8708,"version_id":300,"filename":"v3/datamap.json","sha3_256_hash":"pending-verification","size":5325},{"id":8709,"version_id":300,"filename":"v3/features/battery_features.csv","sha3_256_hash":"pending-verification","size":965929},{"id":8710,"version_id":300,"filename":"v3/features/battery_sequences.npz","sha3_256_hash":"55362061ef7f307431695f22e99a046169e2cd5d7b7323cb6d785d1333e43efd","size":406742},{"id":8711,"version_id":300,"filename":"v3/features/test_split.csv","sha3_256_hash":"pending-verification","size":184192},{"id":8712,"version_id":300,"filename":"v3/features/train_split.csv","sha3_256_hash":"pending-verification","size":782036},{"id":8713,"version_id":300,"filename":"v3/figures.json","sha3_256_hash":"pending-verification","size":3881},{"id":8714,"version_id":300,"filename":"v3/figures/best_ensemble_prediction.png","sha3_256_hash":"061067ebfa0047b8e211120e740646bd34e077105f90f4cbe57201db8ea85682","size":80640},{"id":8715,"version_id":300,"filename":"v3/figures/capacity_and_rul.png","sha3_256_hash":"7f959be7175d1ec327791043e21b458e85704efdcd28b4367c85af8189f2464f","size":232099},{"id":8716,"version_id":300,"filename":"v3/figures/ced_curves.png","sha3_256_hash":"8a229e96f4c6603b6aef36e9d93da9e5ab69d6a0d37e15307eb588702a7b07ec","size":252253},{"id":8717,"version_id":300,"filename":"v3/figures/degradation_state_distribution.png","sha3_256_hash":"cd56c91bee68ac8af3fae38fa3d66191fa1c12c41893792e0c0e7314026d95aa","size":76237},{"id":8718,"version_id":300,"filename":"v3/figures/dg_itransformer_predictions.png","sha3_256_hash":"cf429b99f6a04a9e2782dc99605cb55400f8722fcdc3fec8141ed0e9cdc6d230","size":108425},{"id":8719,"version_id":300,"filename":"v3/figures/dg_itransformer_training.png","sha3_256_hash":"de1ef81c12b9a66fe40e01ff45cd119e95f70cbf74de868058a4d57610c473af","size":94450},{"id":8720,"version_id":300,"filename":"v3/figures/ensemble_comparison.png","sha3_256_hash":"688dc5db69eb58143bddfc69a6b8d5c4b7f0edef2c82af8d9f47f5c77bbca5e9","size":62973},{"id":8721,"version_id":300,"filename":"v3/figures/ensemble_confusion_matrix.png","sha3_256_hash":"32cba94422cb6a035c4b14e9a00796e0f28080249df9310f4c92eb71ca6ec81e","size":35394},{"id":8722,"version_id":300,"filename":"v3/figures/ensemble_weights.png","sha3_256_hash":"bc4e7bb2f3f28603cc0c87e822705350678bef74e648adebea4fea3a867d9ad3","size":24841},{"id":8723,"version_id":300,"filename":"v3/figures/feature_correlation_heatmap.png","sha3_256_hash":"a5ec607126b313e66a70688fa7a56227f4f8360c890479a51033fa226ff77ddf","size":271298},{"id":8724,"version_id":300,"filename":"v3/figures/lstm_actual_vs_predicted.png","sha3_256_hash":"da2f66430f05bc90bb3c6196d627a7ab8e5122f5e3b825b584ad58acd7050e2e","size":193940},{"id":8725,"version_id":300,"filename":"v3/figures/lstm_training_curves.png","sha3_256_hash":"2449a96970013a4eb356dbb185122a7a1e94339e3f41d75b8e4fc9c560adf10d","size":215420},{"id":8726,"version_id":300,"filename":"v3/figures/mc_dropout_uncertainty_lstm.png","sha3_256_hash":"dad1598483196fa7686b77ba89dcd44413f8a3c0ec19c10f09b8aabf61fd6542","size":161849},{"id":8727,"version_id":300,"filename":"v3/figures/soc_coulomb_counting_demo.png","sha3_256_hash":"c63c6baca51effb37a89a7a84bf3faa81f52002ff032d1ec7cf0bcdf45bfd15e","size":95334},{"id":8728,"version_id":300,"filename":"v3/figures/soh_degradation_trends.png","sha3_256_hash":"56c131fbf98676e8f6611e30bf16a4f6065a311605235c442322a8f71d0fad8e","size":276516},{"id":8729,"version_id":300,"filename":"v3/figures/transformer_pt_training_curves.png","sha3_256_hash":"20c4ea6e1802b7557cbf01c439ec51dc4fda230a79a081016fcda4bec8065040","size":88673},{"id":8730,"version_id":300,"filename":"v3/figures/transformer_tf_training_curves.png","sha3_256_hash":"a278a36ef3150dfb7fdeb2f89559ac18ccfafd4a4b6ae80d047c0de926e8a9ac","size":88217},{"id":8731,"version_id":300,"filename":"v3/figures/unified_model_comparison.png","sha3_256_hash":"5a9de76ea1a4c49327875db1a894afb7c30ea65f4235700726e447c24fdeaa37","size":142342},{"id":8732,"version_id":300,"filename":"v3/figures/vae_anomaly_detection.png","sha3_256_hash":"00ae9cb490875ba5ee79dab824619bf4faf1dd6d0a1a113502164d3ba024f412","size":102658},{"id":8733,"version_id":300,"filename":"v3/figures/vae_latent_umap.png","sha3_256_hash":"cf17f7a90a0abc9c851b05d5cdbab3f7e34bda0a805fad665a3d1259f3ca7eec","size":217568},{"id":8734,"version_id":300,"filename":"v3/figures/vae_lstm_prediction.png","sha3_256_hash":"b41dd8dbe3647a226fb6fb8256b6d528e2a944d64e80ff7d56cc2ae8c875f6cd","size":138302},{"id":8735,"version_id":300,"filename":"v3/models.json","sha3_256_hash":"pending-verification","size":19327},{"id":8736,"version_id":300,"filename":"v3/models/classical/extra_trees.joblib","sha3_256_hash":"9a69db604e6a7e008a063309b3760ab7b949f234a220821bb12e6cf56b37da77","size":133683937},{"id":8737,"version_id":300,"filename":"v3/models/classical/gradient_boosting.joblib","sha3_256_hash":"17ae16a3244e10d860ed152d16eaa491d75fce5543b3ac9cf60e2a689a45f404","size":5380250},{"id":8738,"version_id":300,"filename":"v3/models/classical/knn_k5.joblib","sha3_256_hash":"7786c46318c8c5d9c41ad5ab37722289088cacbfda57534cf8450c000a588e8d","size":329444},{"id":8739,"version_id":300,"filename":"v3/models/classical/lightgbm.joblib","sha3_256_hash":"2654a3fa80438261bda6b49cb47f7c41c80756810ae6bad3c0e91617ff286fc7","size":9270258},{"id":8740,"version_id":300,"filename":"v3/models/classical/random_forest.joblib","sha3_256_hash":"dd1535f732486f70ddc881f1a5d48d2ed43735e2bf932cd3d985a1c72b73cc0d","size":86125777},{"id":8741,"version_id":300,"filename":"v3/models/classical/re_rct_progression.joblib","sha3_256_hash":"663cb2d1f7ed9db174ed6ff7a9e1c915cc345b6d1119898913cba538fb0ab216","size":782},{"id":8742,"version_id":300,"filename":"v3/models/classical/ridge.joblib","sha3_256_hash":"6241bd2746d8fdbb611401f079949491fdb1cfef35c9fa29bae021cecb71090b","size":697},{"id":8743,"version_id":300,"filename":"v3/models/classical/svr.joblib","sha3_256_hash":"8b94d7f86b8adb067870435097bb87e541aeda9baefc35bb8332f1c29d3cc709","size":225246},{"id":8744,"version_id":300,"filename":"v3/models/classical/xgboost.joblib","sha3_256_hash":"879f93f0d4dcc126b996c76466907add4edcea0c3c5506566fb364d1fa1ea858","size":10991665},{"id":8745,"version_id":300,"filename":"v3/models/deep/attention_lstm.pt","sha3_256_hash":"d08b1e02e0328925f0c105398226bacbf1efcf2ccf850a23dab6fd176fc3a9cc","size":1463313},{"id":8746,"version_id":300,"filename":"v3/models/deep/batterygpt.pt","sha3_256_hash":"f4bcca951f4d32c48a1f731359f999e83f22ae3ac95480d7ef2a084844122587","size":432034},{"id":8747,"version_id":300,"filename":"v3/models/deep/bidirectional_lstm.pt","sha3_256_hash":"60aabaf65ebaa709e97e29d7c72e189b7f2157d1a4607d05d461b053cebe5352","size":2191585},{"id":8748,"version_id":300,"filename":"v3/models/deep/dynamic_graph_itransformer.keras","sha3_256_hash":"a38fa4831fb1c4c840b04d8b1e2372bb54cb9640696ef207dfc59a1165207272","size":1723503},{"id":8749,"version_id":300,"filename":"v3/models/deep/gru.pt","sha3_256_hash":"38b5af307d2d53cd6c9ca385b8a3f9350d558613fb9f236429902f00a67e012e","size":626424},{"id":8750,"version_id":300,"filename":"v3/models/deep/itransformer.keras","sha3_256_hash":"4812ea0ce7757d9f737c8487162f0097d9574ac0d22cc6d032da174fc14d5d8d","size":1708244},{"id":8751,"version_id":300,"filename":"v3/models/deep/physics_itransformer.keras","sha3_256_hash":"ea915e5091e1f8e7150adddc76ec036c3ff73d56fd1250fb422f42a34c33cba0","size":1755582},{"id":8752,"version_id":300,"filename":"v3/models/deep/tft.pt","sha3_256_hash":"0c9aa7246ce7974c11d1e441e28b954df0ffd5a189f3692a14ccd24559294abc","size":7265508},{"id":8753,"version_id":300,"filename":"v3/models/deep/vae_lstm.pt","sha3_256_hash":"a0f0023c697c94bc49e11666e0e0cdcdd92256b6c6d234043834ce27080683dd","size":3315962},{"id":8754,"version_id":300,"filename":"v3/models/deep/vanilla_lstm.pt","sha3_256_hash":"ffb4717050bebb7c3f2a16528dcf8f909d02f4bc33726abbae6c842ccf66bc4f","size":834487},{"id":8755,"version_id":300,"filename":"v3/models/ensemble/ensemble_stacking.joblib","sha3_256_hash":"bf0fcea2a6195f58738c465b3ff278614f438071c1ddac2f0da29f98b67ad901","size":585},{"id":8756,"version_id":300,"filename":"v3/models/ensemble/ensemble_weights.json","sha3_256_hash":"pending-verification","size":126},{"id":8757,"version_id":300,"filename":"v3/results/classical_soh_results.csv","sha3_256_hash":"pending-verification","size":862},{"id":8758,"version_id":300,"filename":"v3/results/dg_itransformer_results.json","sha3_256_hash":"pending-verification","size":213},{"id":8759,"version_id":300,"filename":"v3/results/dg_predictions.npz","sha3_256_hash":"f07d344d0c636449723f1ecf7ee74eb49afe2abfb58f8c9210cafd5420f068c1","size":3632},{"id":8760,"version_id":300,"filename":"v3/results/ensemble_predictions.npz","sha3_256_hash":"5a1c22492f7a730eb5376d6b02f5bcac58cc6d0253629b611ef144ef66986866","size":21435},{"id":8761,"version_id":300,"filename":"v3/results/ensemble_results.csv","sha3_256_hash":"pending-verification","size":1031},{"id":8762,"version_id":300,"filename":"v3/results/final_rankings.csv","sha3_256_hash":"pending-verification","size":2655},{"id":8763,"version_id":300,"filename":"v3/results/lstm_predictions.npz","sha3_256_hash":"ae74c989ae87e942f560d27f357d754875647603795eefcc293a701a91cb6283","size":6803},{"id":8764,"version_id":300,"filename":"v3/results/lstm_soh_results.csv","sha3_256_hash":"pending-verification","size":543},{"id":8765,"version_id":300,"filename":"v3/results/transformer_predictions.npz","sha3_256_hash":"7b73656ba5aebd1714f01f8fe589745de7611ca453746d3b1a6dc2491473c23e","size":6810},{"id":8766,"version_id":300,"filename":"v3/results/transformer_soh_results.csv","sha3_256_hash":"pending-verification","size":539},{"id":8767,"version_id":300,"filename":"v3/results/unified_results.csv","sha3_256_hash":"pending-verification","size":2655},{"id":8768,"version_id":300,"filename":"v3/results/vae_lstm_results.json","sha3_256_hash":"pending-verification","size":180},{"id":8769,"version_id":300,"filename":"v3/results/vae_predictions.npz","sha3_256_hash":"144a664a10431cd6c7991204643b101714fa8c6ee8303765b216800049492837","size":28864},{"id":8770,"version_id":300,"filename":"v3/scalers/features_minmax.joblib","sha3_256_hash":"6b73bca8cd53ab63215fffcdd8a9abc7071e34076ed63cad5a4d67be9bc8786b","size":1383},{"id":8771,"version_id":300,"filename":"v3/scalers/features_standard.joblib","sha3_256_hash":"210c6d337aecb114a837e32bc56f4453a3486aad6b6dabb77b7b4ff583eeea3e","size":1015}],"signatures":[{"id":757,"version_id":300,"signer_did":"did:quantamrkt:registry:shield-v1","algorithm":"ML-DSA-65","signature_hex":"7f91aa55ee16fe8f217e9c5cb96bc6ffe1bac65a522f596f1daa688e994b3d49","attestation_type":"registry","signed_at":"2026-04-20 22:04:12"}],"hndl":{"id":249,"model_id":301,"risk_level":"MEDIUM","risk_score":50,"shelf_life_years":7,"sensitivity":"tabular-regression","recommendation":"Monitor and prepare migration plan.","assessed_at":"2026-04-20 22:04:12"}}