Commit
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59c71e7
1
Parent(s):
e9f59fc
Update monitor/monitor_drift.py
Browse filesFixed the file paths to correctly point to `tmp` folder as the original paths are read-only
- monitor/monitor_drift.py +22 -5
monitor/monitor_drift.py
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@@ -6,12 +6,29 @@ from scipy.spatial.distance import jensenshannon
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import joblib
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from datetime import datetime
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# Paths
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SCRAPED_PATH = Path("data/scraped_real.csv")
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TRAIN_PATH = Path("data/combined_dataset.csv")
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VECTORIZER_PATH = Path("model/vectorizer.pkl")
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# LOG_PATH = Path("logs/monitoring_log.json")
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def compute_js_divergence(vec1, vec2):
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import joblib
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from datetime import datetime
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# # Paths
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# SCRAPED_PATH = Path("data/scraped_real.csv")
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# TRAIN_PATH = Path("data/combined_dataset.csv")
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# VECTORIZER_PATH = Path("model/vectorizer.pkl")
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# LOG_PATH = Path("logs/monitoring_log.json")
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# Base directory (writable in Hugging Face/Docker)
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BASE_DIR = Path("/tmp")
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# Define and create directories
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DATA_DIR = BASE_DIR / "data"
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MODEL_DIR = BASE_DIR / "model"
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LOGS_DIR = BASE_DIR / "logs"
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DATA_DIR.mkdir(parents=True, exist_ok=True)
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MODEL_DIR.mkdir(parents=True, exist_ok=True)
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LOGS_DIR.mkdir(parents=True, exist_ok=True)
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# Paths
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SCRAPED_PATH = DATA_DIR / "scraped_real.csv"
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TRAIN_PATH = DATA_DIR / "combined_dataset.csv"
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VECTORIZER_PATH = MODEL_DIR / "vectorizer.pkl"
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LOG_PATH = LOGS_DIR / "monitoring_log.json"
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def compute_js_divergence(vec1, vec2):
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