SaurabhBagchi commited on
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06f3c86
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Upload app.py

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  1. app.py +28 -0
app.py ADDED
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+ from flask import Flask, request, jsonify
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+ import pandas as pd
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+ from transformers import pipeline
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+ import io
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+
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+ app = Flask(__name__)
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+ model = pipeline("sentiment-analysis")
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+
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+ @app.route("/predict", methods=["POST"])
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+ def predict():
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+ data = request.json
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+ text = data.get("text")
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+ if not text:
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+ return jsonify({"error": "No text provided"}), 400
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+ result = model(text)
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+ return jsonify(result)
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+
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+ @app.route("/predict_csv", methods=["POST"])
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+ def predict_csv():
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+ file = request.files.get("file")
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+ if not file:
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+ return jsonify({"error": "No CSV uploaded"}), 400
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+ df = pd.read_csv(file)
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+ df["prediction"] = df["text"].apply(lambda x: model(x)[0]['label'])
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+ return df.to_json(orient="records")
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+
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+ if __name__ == "__main__":
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+ app.run(host="0.0.0.0", port=7860)