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631856f
1
Parent(s):
86ffda0
Create app.py
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app.py
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# Import the necessary modules
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from flask import Flask, request, render_template
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from transformers import pipeline
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# Create a Flask app
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app = Flask(__name__)
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# Create a text classification pipeline using a pretrained model
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classifier = pipeline("text-classification", model="KoalaAI/Text-Moderation")
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# Define a route for the home page
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@app.route("/")
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def home():
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# Render a template with a web form
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return render_template("index.html")
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# Define a route for the classification result
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@app.route("/classify", methods=["POST"])
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def classify():
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# Get the text from the web form
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text = request.form.get("text")
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# Perform the text classification
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result = classifier(text)[0]
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# Extract the label and the score
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label = result["label"]
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score = result["score"]
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# Render a template with the classification result
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return render_template("result.html", text=text, label=label, score=score)
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# Run the app in debug mode
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if __name__ == "__main__":
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app.run(debug=True)
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