ajout evidently

Dockerfile

@@ -1,5 +1,5 @@
 # Image de base
-FROM python:3.11
+FROM python:3.10-slim
 
 # Définir le répertoire de travail
 WORKDIR /app

evidently_cloud.py

@@ -5,12 +5,8 @@ import boto3
 import datetime
 import json
 import joblib
-import evidently
-from evidently.ui.workspace import CloudWorkspace
-from evidently.report import Report
-from evidently.metric_preset import DataDriftPreset, DataQualityPreset
-from datetime import timedelta
-from sqlalchemy import create_engine
+import requests
+
 
 
 def run_evident_cloud():
@@ -25,28 +21,19 @@ def run_evident_cloud():
     key = f"evidently/data_drift-{pd.Timestamp.utcnow().date()}.json"
    
     content = s3.get_object(os.getenv("S3_BUCKET"),key)
-    report_dict = json.loads(content["Body"].read().decode('utf-8'))
+    report_dict = json.loads(content["Body"].read())
 
-    report = Report(metrics=[
-        DataDriftPreset(),
-        DataQualityPreset()
-    ])
+    headers = {
+        "Authorization": f"Bearer {os.environ['EVIDENTLY_TOKEN']}",
+        "Content-Type": "application/json",
+    }
 
-    report._load(report_dict)
+    url = f"https://app.evidently.cloud/api/v1/projects/{os.environ['PROJECT_ID']}/reports"
 
-        # Envoyer à Evidently Cloud
+    r = requests.post(url, json=report_dict, headers=headers)
 
-    ws = CloudWorkspace(
-        token=os.getenv('TOKEN_EVI'),
-        url="https://app.evidently.cloud",
-    )
+    if r.status_code != 200:
+        raise RuntimeError(f"Evidently error: {r.text}")
 
-    ws.add_report(
-        project_id=os.gentenv('PROJECT_ID'),
-        report=report_dict
-    )
+    return {"status": "ok", "message": "Report envoyé à Evidently Cloud"}
 
-    return {
-        "status": "success",
-        "message": "Report envoyé à Evidently Cloud"
-    }

requirements.txt

@@ -19,5 +19,3 @@ tqdm
 python-dotenv
 pyyaml
 psycopg2-binary
-evidently==0.7.4
-evidently-cloud