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Update app.py
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app.py
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@@ -1,16 +1,28 @@
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from flask import Flask, request, jsonify
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from transformers import pipeline
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app = Flask(__name__)
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summarizer = pipeline("summarization", model="Falconsai/text_summarization")
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@app.route("/summarize", methods=["POST"])
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def summarize():
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try:
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data = request.get_json()
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text = data["text"]
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summary = summarizer(text, max_length=150, min_length=30, do_sample=False)
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return jsonify({"summary": summary[0]["summary_text"]})
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except Exception as e:
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return jsonify({"error": str(e)}), 400
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from flask import Flask, request, jsonify
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from transformers import pipeline
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import os, time
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app = Flask(__name__)
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# Ensure model is cached in persistent directory
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os.environ["TRANSFORMERS_CACHE"] = "/data/models"
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# Load model
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summarizer = pipeline("summarization", model="Falconsai/text_summarization")
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# Warm-up
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summarizer("This is a warm-up request.", max_length=30, min_length=5, do_sample=False)
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@app.route("/summarize", methods=["POST"])
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def summarize():
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try:
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start_time = time.time()
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data = request.get_json()
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text = data["text"]
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summary = summarizer(text, max_length=150, min_length=30, do_sample=False)
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end_time = time.time()
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print(f"Summary generated in {end_time - start_time:.2f} seconds")
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return jsonify({"summary": summary[0]["summary_text"]})
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except Exception as e:
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return jsonify({"error": str(e)}), 400
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