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Upload app.py
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app.py
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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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app = Flask(__name__)
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model = pipeline("sentiment-analysis")
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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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@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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if __name__ == "__main__":
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app.run(host="0.0.0.0", port=7860)
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