structure update

Dockerfile.hf

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+# HF Spaces–compatible

README.md

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+---
+title: Context-aware NLP classification platform with MCP
+emoji: 🧠
+colorFrom: yellow
+colorTo: red
+sdk: docker
+app_file: Dockerfile
+pinned: false
+license: mit
+---
+
+# Under Construction
+
+
+
+# Repo Structure
+
+ml-inference-drift-service/
+│
+├── app/
+│   ├── main.py                  # FastAPI entrypoint
+│   ├── api/
+│   │   ├── routes.py             # /predict, /health, /dashboard
+│   │   └── schemas.py            # Pydantic input/output schemas
+│   │
+│   ├── core/
+│   │   ├── config.py             # env vars, paths, thresholds
+│   │   ├── logging.py            # SQLite + file logging
+│   │   └── model_registry.py     # model loading/versioning
+│   │
+│   ├── inference/
+│   │   ├── predictor.py          # model.predict wrapper
+│   │   └── preprocessing.py      # feature handling
+│   │
+│   ├── monitoring/
+│   │   ├── drift.py              # Evidently logic
+│   │   ├── metrics.py            # feature stats extraction
+│   │   └── alerts.py             # threshold evaluation
+│   │
+│   ├── db/
+│   │   ├── session.py            # SQLite connection
+│   │   └── models.py             # ORM-style tables (optional)
+│   │
+│   ├── templates/
+│   │   └── dashboard.html        # Evidently embed + metrics
+│   │
+│   └── static/
+│       └── styles.css
+│
+├── models/
+│   ├── v1/
+│   │   ├── model.pkl
+│   │   └── reference_data.csv
+│   └── v2/
+│       └── ...
+│
+├── scripts/
+│   ├── train.py                  # offline training
+│   ├── evaluate.py               # offline evaluation
+│   └── run_drift_check.py        # batch drift job
+│
+├── reports/
+│   └── evidently/
+│       └── drift_report.html
+│
+├── tests/
+│   ├── test_api.py
+│   ├── test_drift.py
+│   └── test_schemas.py
+│
+├── Dockerfile
+├── Dockerfile.hf                 # HF Spaces–compatible
+├── requirements.txt
+├── requirements-dev.txt
+├── README.md
+└── .env.example

app/api/routes.py

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+# /predict, /health, /dashboard

app/api/schemas.py

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+# Pydantic input/output schemas

app/core/config.py

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+# env vars, paths, thresholds

app/core/logging.py

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+# SQLite + file logging

app/core/model_registry.py

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+# model loading/versioning

app/db/models.py

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+# ORM-style tables (optional)

app/db/session.py

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+# SQLite connection

app/inference/predictor.py

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+# model.predict wrapper

app/inference/preprocessing.py

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+# feature handling

app/main.py

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+# FastAPI entrypoint

app/monitoring/alerts.py

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+# threshold evaluation

app/monitoring/drift.py

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+# Evidently logic

app/monitoring/metrics.py

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+# feature stats extraction

app/templates/dashboard.html

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+# Evidently embed + metrics

scripts/evaluate.py

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+# offline evaluation

scripts/run_drift_check.py

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+# batch drift job

scripts/train.py

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+# offline training