imseldrith commited on
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d4399fb
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1 Parent(s): cf030dd

Create app.py

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  1. app.py +26 -0
app.py ADDED
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+ from flask import Flask, request
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+ from transformers import GPT2Tokenizer, GPT2LMHeadModel
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+
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+ app = Flask(__name__)
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+
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+ # Load the GPT-2 model and tokenizer
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+ tokenizer = GPT2Tokenizer.from_pretrained('gpt2')
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+ model = GPT2LMHeadModel.from_pretrained('gpt2')
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+
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+ @app.route('/paraphrase', methods=['POST'])
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+ def paraphrase():
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+ # Get the input text from the request
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+ input_text = request.form.get('input_text')
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+
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+ # Encode the input text using the tokenizer
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+ input_ids = tokenizer.encode(input_text, return_tensors='pt')
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+
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+ # Generate the paraphrased text using the model
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+ output = model.generate(input_ids, max_length=1024, top_k=5, top_p=0.95, num_return_sequences=1)
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+ output_text = tokenizer.decode(output[0], skip_special_tokens=True)
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+
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+ # Return the paraphrased text
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+ return output_text
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+
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+ if __name__ == '__main__':
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+ app.run()