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oc_mlops_projet_2

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  1. api_log.jsonl +8 -63
api_log.jsonl CHANGED
@@ -1,63 +1,8 @@
1
- {"timestamp": "2026-05-06T11:45:46.056461+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": 253}
2
- {"timestamp": "2026-05-06T11:45:46.127026+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": 272}
3
- {"timestamp": "2026-05-06T11:45:46.133970+00:00", "level": "INFO", "message": "Nombre de colonnes chargées: 793", "module": "api", "function": "load_column_order", "line": 283}
4
- {"timestamp": "2026-05-06T11:45:46.135121+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": 297}
5
- {"timestamp": "2026-05-06T11:45:46.135389+00:00", "level": "INFO", "message": "Nombre de features importantes chargées: 10", "module": "api", "function": "load_important_features", "line": 299}
6
- {"timestamp": "2026-05-06T11:45:46.135494+00:00", "level": "INFO", "message": "API initialisée et prête", "module": "api", "function": "<module>", "line": 314}
7
- {"timestamp": "2026-05-06T11:45:46.137758+00:00", "level": "INFO", "message": "Thread keep-alive démarré – ping du dashboard toutes les 12h", "module": "api", "function": "_keep_alive_loop", "line": 193}
8
- {"timestamp": "2026-05-06T11:45:47.056377+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
9
- {"timestamp": "2026-05-06T11:45:47.734615+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
10
- {"timestamp": "2026-05-06T11:45:48.301330+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
11
- {"timestamp": "2026-05-06T11:45:48.836520+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
12
- {"timestamp": "2026-05-06T11:45:49.435090+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
13
- {"timestamp": "2026-05-06T11:45:50.059442+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
14
- {"timestamp": "2026-05-06T11:45:50.072693+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
15
- {"timestamp": "2026-05-06T11:45:50.141023+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_csv_logs", "line": 169}
16
- {"timestamp": "2026-05-06T11:45:50.692107+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
17
- {"timestamp": "2026-05-06T11:45:50.692327+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=0.6197s)", "module": "api", "function": "predict", "line": 447}
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- {"timestamp": "2026-05-06T11:45:51.301986+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
19
- {"timestamp": "2026-05-06T11:45:51.307690+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
20
- {"timestamp": "2026-05-06T11:45:51.357572+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_csv_logs", "line": 169}
21
- {"timestamp": "2026-05-06T11:45:52.000400+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
22
- {"timestamp": "2026-05-06T11:45:52.000663+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=0.6930s)", "module": "api", "function": "predict", "line": 447}
23
- {"timestamp": "2026-05-06T11:45:52.592294+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
24
- {"timestamp": "2026-05-06T11:45:52.600813+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
25
- {"timestamp": "2026-05-06T11:45:52.650110+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_csv_logs", "line": 169}
26
- {"timestamp": "2026-05-06T11:45:53.289042+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
27
- {"timestamp": "2026-05-06T11:45:53.289258+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=0.6885s)", "module": "api", "function": "predict", "line": 447}
28
- {"timestamp": "2026-05-06T11:45:53.925806+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
29
- {"timestamp": "2026-05-06T11:45:53.932874+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
30
- {"timestamp": "2026-05-06T11:45:53.990099+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_csv_logs", "line": 169}
31
- {"timestamp": "2026-05-06T11:45:54.875336+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
32
- {"timestamp": "2026-05-06T11:45:54.875567+00:00", "level": "INFO", "message": "Prédiction effectuée avec succès: 1 (proba=0.9127, seuil=0.474, temps=0.9427s)", "module": "api", "function": "predict", "line": 447}
33
- {"timestamp": "2026-05-06T11:45:55.466399+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
34
- {"timestamp": "2026-05-06T11:45:55.472336+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
35
- {"timestamp": "2026-05-06T11:45:55.472684+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": 381}
36
- {"timestamp": "2026-05-06T11:45:55.479310+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
37
- {"timestamp": "2026-05-06T11:45:55.479610+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": 390}
38
- {"timestamp": "2026-05-06T11:45:55.484007+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
39
- {"timestamp": "2026-05-06T11:45:55.484215+00:00", "level": "ERROR", "message": "Features importantes hors bornes: DAYS_EMPLOYED=-30000 (attendu: [-29200, 0])", "module": "api", "function": "predict", "line": 421}
40
- {"timestamp": "2026-05-06T11:45:55.488390+00:00", "level": "INFO", "message": "Requête de prédiction reçue", "module": "api", "function": "predict", "line": 362}
41
- {"timestamp": "2026-05-06T11:45:55.488571+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": 405}
42
- {"timestamp": "2026-05-06T11:45:55.496478+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.txt", "module": "api", "function": "predict_from_file", "line": 479}
43
- {"timestamp": "2026-05-06T11:45:55.496641+00:00", "level": "WARNING", "message": "Format de fichier invalide: test.txt", "module": "api", "function": "predict_from_file", "line": 493}
44
- {"timestamp": "2026-05-06T11:45:55.500718+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.csv", "module": "api", "function": "predict_from_file", "line": 479}
45
- {"timestamp": "2026-05-06T11:45:55.524769+00:00", "level": "INFO", "message": "Fichier CSV lu avec succès: 1 lignes", "module": "api", "function": "predict_from_file", "line": 501}
46
- {"timestamp": "2026-05-06T11:45:55.581186+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_csv_logs", "line": 169}
47
- {"timestamp": "2026-05-06T11:45:56.390744+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
48
- {"timestamp": "2026-05-06T11:45:56.390971+00:00", "level": "INFO", "message": "Prédictions effectuées avec succès: 1 résultats (temps d'exécution: 0.8903s)", "module": "api", "function": "predict_from_file", "line": 529}
49
- {"timestamp": "2026-05-06T11:45:57.163488+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
50
- {"timestamp": "2026-05-06T11:45:57.172030+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.csv", "module": "api", "function": "predict_from_file", "line": 479}
51
- {"timestamp": "2026-05-06T11:45:57.195416+00:00", "level": "INFO", "message": "Fichier CSV lu avec succès: 1 lignes", "module": "api", "function": "predict_from_file", "line": 501}
52
- {"timestamp": "2026-05-06T11:45:57.305780+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 1 lignes", "module": "api", "function": "save_and_upload_csv_logs", "line": 169}
53
- {"timestamp": "2026-05-06T11:45:58.065985+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
54
- {"timestamp": "2026-05-06T11:45:58.066246+00:00", "level": "INFO", "message": "Prédictions effectuées avec succès: 1 résultats (temps d'exécution: 0.8942s)", "module": "api", "function": "predict_from_file", "line": 529}
55
- {"timestamp": "2026-05-06T11:45:58.772353+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
56
- {"timestamp": "2026-05-06T11:45:58.779661+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.csv", "module": "api", "function": "predict_from_file", "line": 479}
57
- {"timestamp": "2026-05-06T11:45:58.780153+00:00", "level": "ERROR", "message": "Erreur lors du traitement du fichier: Index SK_ID_CURR invalid (temps d'exécution: 0.0005s)", "module": "api", "function": "predict_from_file", "line": 547}
58
- {"timestamp": "2026-05-06T11:45:59.470626+00:00", "level": "INFO", "message": "Fichier api_log.jsonl uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
59
- {"timestamp": "2026-05-06T11:45:59.479361+00:00", "level": "INFO", "message": "Fichier reçu pour prédiction: test.csv", "module": "api", "function": "predict_from_file", "line": 479}
60
- {"timestamp": "2026-05-06T11:45:59.503003+00:00", "level": "INFO", "message": "Fichier CSV lu avec succès: 3 lignes", "module": "api", "function": "predict_from_file", "line": 501}
61
- {"timestamp": "2026-05-06T11:45:59.561676+00:00", "level": "INFO", "message": "Données enregistrées pour drift detection: 3 lignes", "module": "api", "function": "save_and_upload_csv_logs", "line": 169}
62
- {"timestamp": "2026-05-06T11:46:00.269610+00:00", "level": "INFO", "message": "Fichier data_io.csv uploadé vers HF", "module": "api", "function": "upload_to_hf", "line": 128}
63
- {"timestamp": "2026-05-06T11:46:00.269829+00:00", "level": "INFO", "message": "Prédictions effectuées avec succès: 3 résultats (temps d'exécution: 0.7906s)", "module": "api", "function": "predict_from_file", "line": 529}
 
1
+ {"timestamp": "2026-05-06T11:39:46.114253+00:00", "level": "INFO", "message": "Modèle chargé avec succès depuis /app/3_Results/best_gradient_boosting_model.pkl", "module": "api", "function": "load_model", "line": 253}
2
+ {"timestamp": "2026-05-06T11:39:46.142624+00:00", "level": "INFO", "message": "Nombre et ordre des colonnes chargé depuis /app/2_Data_transformed/train_data_sp2_subsample_1.csv", "module": "api", "function": "load_column_order", "line": 272}
3
+ {"timestamp": "2026-05-06T11:39:46.147483+00:00", "level": "INFO", "message": "Nombre de colonnes chargées: 793", "module": "api", "function": "load_column_order", "line": 283}
4
+ {"timestamp": "2026-05-06T11:39:46.148816+00:00", "level": "INFO", "message": "Fichier d'importance des features chargé depuis /app/2_Data_transformed/shap_feature_importance.csv", "module": "api", "function": "load_important_features", "line": 297}
5
+ {"timestamp": "2026-05-06T11:39:46.149047+00:00", "level": "INFO", "message": "Nombre de features importantes chargées: 10", "module": "api", "function": "load_important_features", "line": 299}
6
+ {"timestamp": "2026-05-06T11:39:46.149138+00:00", "level": "INFO", "message": "API initialisée et prête", "module": "api", "function": "<module>", "line": 314}
7
+ {"timestamp": "2026-05-06T11:39:46.150605+00:00", "level": "INFO", "message": "Thread keep-alive démarré – ping du dashboard toutes les 12h", "module": "api", "function": "_keep_alive_loop", "line": 193}
8
+ {"timestamp": "2026-05-06T23:39:46.404161+00:00", "level": "INFO", "message": "Keep-alive dashboard → HTTP 200 (https://cedm-oc-mlops-projet-2-dashboard.hf.space)", "module": "api", "function": "_keep_alive_loop", "line": 199}