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oc_mlops_projet_2
File size: 9,097 Bytes
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{"timestamp": "2026-02-27T10:52:15.707750+00:00", "level": "INFO", "message": "Modèle chargé avec succès depuis /builds/dapa/oc_mlops_projet_2/3_Results/best_gradient_boosting_model.pkl", "module": "api", "function": "load_model", "line": 177}
{"timestamp": "2026-02-27T10:52:15.736753+00:00", "level": "INFO", "message": "Nombre et ordre des colonnes chargé depuis /builds/dapa/oc_mlops_projet_2/2_Data_transformed/train_data_sp2_subsample_1.csv", "module": "api", "function": "load_column_order", "line": 196}
{"timestamp": "2026-02-27T10:52:15.741524+00:00", "level": "INFO", "message": "Nombre de colonnes chargées: 793", "module": "api", "function": "load_column_order", "line": 207}
{"timestamp": "2026-02-27T10:52:15.742617+00:00", "level": "INFO", "message": "Fichier d'importance des features chargé depuis /builds/dapa/oc_mlops_projet_2/2_Data_transformed/shap_feature_importance.csv", "module": "api", "function": "load_important_features", "line": 221}
{"timestamp": "2026-02-27T10:52:15.742827+00:00", "level": "INFO", "message": "Nombre de features importantes chargées: 10", "module": "api", "function": "load_important_features", "line": 223}
{"timestamp": "2026-02-27T10:52:15.742888+00:00", "level": "INFO", "message": "API initialisée et prête", "module": "api", "function": "<module>", "line": 238}
{"timestamp": "2026-02-27T10:52:15.790919+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:15.835679+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_logs", "line": 123}
{"timestamp": "2026-02-27T10:52:17.159355+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:19.137455+00:00", "level": "INFO", "message": "Fichier api_log.json uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:19.137703+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=3.3468s)", "module": "api", "function": "predict", "line": 368}
{"timestamp": "2026-02-27T10:52:19.142584+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:19.186577+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_logs", "line": 123}
{"timestamp": "2026-02-27T10:52:20.115938+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:21.353225+00:00", "level": "INFO", "message": "Fichier api_log.json uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:21.353457+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=2.2109s)", "module": "api", "function": "predict", "line": 368}
{"timestamp": "2026-02-27T10:52:21.357945+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:21.390181+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_logs", "line": 123}
{"timestamp": "2026-02-27T10:52:22.466290+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:23.253772+00:00", "level": "INFO", "message": "Fichier api_log.json uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:23.254003+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=1.8961s)", "module": "api", "function": "predict", "line": 368}
{"timestamp": "2026-02-27T10:52:23.258319+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:23.293929+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_logs", "line": 123}
{"timestamp": "2026-02-27T10:52:24.067687+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:25.422163+00:00", "level": "INFO", "message": "Fichier api_log.json uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:25.422390+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=2.1641s)", "module": "api", "function": "predict", "line": 368}
{"timestamp": "2026-02-27T10:52:25.425751+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:25.425837+00:00", "level": "ERROR", "message": "Features importantes manquantes: EXT_SOURCE_3, EXT_SOURCE_2, EXT_SOURCE_1, DAYS_EMPLOYED, PAYMENT_RATE, INSTAL_DPD_MEAN, PREV_CNT_PAYMENT_MEAN, AMT_ANNUITY, PREV_NAME_PRODUCT_TYPE_walk-in_MEAN", "module": "api", "function": "predict", "line": 302}
{"timestamp": "2026-02-27T10:52:25.428371+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:25.428456+00:00", "level": "ERROR", "message": "Features importantes vides: EXT_SOURCE_3, EXT_SOURCE_2, EXT_SOURCE_1, DAYS_EMPLOYED, PAYMENT_RATE, INSTAL_DPD_MEAN, PREV_CNT_PAYMENT_MEAN, AMT_ANNUITY, CODE_GENDER, PREV_NAME_PRODUCT_TYPE_walk-in_MEAN", "module": "api", "function": "predict", "line": 311}
{"timestamp": "2026-02-27T10:52:25.431310+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:25.431403+00:00", "level": "ERROR", "message": "Features importantes hors bornes: DAYS_EMPLOYED=-30000 (attendu: [-29200, 0])", "module": "api", "function": "predict", "line": 342}
{"timestamp": "2026-02-27T10:52:25.434558+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 283}
{"timestamp": "2026-02-27T10:52:25.434732+00:00", "level": "ERROR", "message": "Features importantes avec type invalide: EXT_SOURCE_2=invalid_string (type reçu: str, attendu: numérique)", "module": "api", "function": "predict", "line": 326}
{"timestamp": "2026-02-27T10:52:25.438493+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.txt", "module": "api", "function": "predict_from_file", "line": 397}
{"timestamp": "2026-02-27T10:52:25.438602+00:00", "level": "WARNING", "message": "Format de fichier invalide: test.txt", "module": "api", "function": "predict_from_file", "line": 411}
{"timestamp": "2026-02-27T10:52:25.441127+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.csv", "module": "api", "function": "predict_from_file", "line": 397}
{"timestamp": "2026-02-27T10:52:25.455889+00:00", "level": "INFO", "message": "Fichier CSV lu avec succès: 1 lignes", "module": "api", "function": "predict_from_file", "line": 419}
{"timestamp": "2026-02-27T10:52:25.493261+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_logs", "line": 123}
{"timestamp": "2026-02-27T10:52:26.223593+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:26.813002+00:00", "level": "INFO", "message": "Fichier api_log.json uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}
{"timestamp": "2026-02-27T10:52:26.813138+00:00", "level": "INFO", "message": "Prédictions effectuées avec succès: 1 résultats (temps d'exécution: 1.3720s)", "module": "api", "function": "predict_from_file", "line": 447}
{"timestamp": "2026-02-27T10:52:26.817929+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.csv", "module": "api", "function": "predict_from_file", "line": 397}
{"timestamp": "2026-02-27T10:52:26.829070+00:00", "level": "INFO", "message": "Fichier CSV lu avec succès: 1 lignes", "module": "api", "function": "predict_from_file", "line": 419}
{"timestamp": "2026-02-27T10:52:26.866304+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_logs", "line": 123}
{"timestamp": "2026-02-27T10:52:27.760911+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 91}