fix: correct Flask deployment with docker SDK
Browse files- .huggingface.yaml +2 -0
- Dockerfile +8 -0
- app.py +29 -0
- final_random_forest_model.pkl +3 -0
- requirements.txt +6 -0
.huggingface.yaml
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app_port: 7860
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sdk: docker
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Dockerfile
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FROM python:3.11-slim
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WORKDIR /app
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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COPY app.py .
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COPY final_random_forest_model.pkl .
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EXPOSE 7860
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CMD ["python", "app.py"]
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app.py
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from flask import Flask, request, jsonify
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from flask_cors import CORS
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import pandas as pd, joblib, os
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app = Flask(__name__)
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CORS(app)
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model = joblib.load("final_random_forest_model.pkl")
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FEATURE_COLUMNS = [
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"Product_Weight", "Product_Allocated_Area", "Product_MRP",
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"Store_Establishment_Year", "Store_Size", "Store_Location_City_Type",
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"Store_Type", "Product_Prefix", "Product_Num", "Store_Age"
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]
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@app.route("/", methods=["GET"])
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def home():
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return "✅ SuperKart Forecast API is running"
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@app.route("/predict", methods=["POST"])
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def predict():
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data = request.get_json(force=True)["data"]
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df = pd.DataFrame(data)[FEATURE_COLUMNS]
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preds = model.predict(df)
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return jsonify({"predictions": preds.tolist()})
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if __name__ == "__main__":
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port = int(os.environ.get("PORT", 7860))
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app.run(host="0.0.0.0", port=port)
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final_random_forest_model.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:7bbd80f25f24f85f9461b8ed48e52593e1916c60d892034781d145819376e721
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size 49995363
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requirements.txt
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flask==2.2.5
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flask-cors==3.0.10
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pandas==2.1.1
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scikit-learn==1.6.1
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joblib==1.3.2
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numpy==1.24.4
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