DeMaking commited on
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e12cd77
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1 Parent(s): 024aacf

Create app.py

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  1. app.py +31 -0
app.py ADDED
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+ from flask import Flask, request, jsonify
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+ from transformers import pipeline
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+ from langdetect import detect
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+
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+ app = Flask(__name__)
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+
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+ # load models
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+ hebrew_model = pipeline("text-generation", model="onlplab/alephbertgpt")
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+ english_model = pipeline("text-generation", model="mistralai/Mistral-7B-Instruct")
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+
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+ @app.route("/generate", methods=["POST"])
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+ def generate():
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+ data = request.json
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+ text = data.get("text", "")
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+
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+ # detect language
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+ language = detect(text)
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+
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+ if language == 'he':
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+ model = hebrew_model
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+ elif language == 'en':
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+ model = english_model
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+ else:
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+ print("Decision Making Helper BOT currently supports Hebrew and English Languages")
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+
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+ # create an answer from the model
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+ response = model(text, max_length=100, do_sample=True)
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+ return jsonify({"response": response[0]['generated_text']})
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+
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+ if __name__ == "__main__":
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+ app.run(host="0.0.0.0", port=7860)