Haseeb javed
commited on
Commit
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9dc520a
1
Parent(s):
daa6ec2
updatded
Browse files- app.py +0 -49
- chat-bot +1 -0
- requirements.txt +0 -4
app.py
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from flask import Flask, request, jsonify
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from flask_cors import CORS
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import torch
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from transformers import AutoTokenizer, AutoModelForCausalLM
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import logging
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import os
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MIN_TRANSFORMERS_VERSION = '4.25.1'
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# Check transformers version
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import transformers
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assert transformers.__version__ >= MIN_TRANSFORMERS_VERSION, f'Please upgrade transformers to version {MIN_TRANSFORMERS_VERSION} or higher.'
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# Initialize tokenizer and model from local directory
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model_dir = "./"
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tokenizer = AutoTokenizer.from_pretrained(model_dir)
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model = AutoModelForCausalLM.from_pretrained(model_dir, torch_dtype=torch.bfloat16)
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app = Flask(__name__)
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CORS(app) # Enable CORS
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logging.basicConfig(level=logging.DEBUG)
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def generate_response(prompt):
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inputs = tokenizer(prompt, return_tensors='pt').to(model.device)
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input_length = inputs.input_ids.shape[1]
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outputs = model.generate(
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**inputs, max_new_tokens=128, do_sample=True, temperature=0.7, top_p=0.7, top_k=50, return_dict_in_generate=True
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)
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token = outputs.sequences[0, input_length:]
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output_str = tokenizer.decode(token, skip_special_tokens=True)
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return output_str
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@app.route('/chat', methods=['POST'])
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def chat():
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logging.debug("Received a POST request")
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data = request.json
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logging.debug(f"Request data: {data}")
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user_input = data.get("message", "")
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prompt = f"<human>: {user_input}\n<bot>:"
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response = generate_response(prompt)
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logging.debug(f"Generated response: {response}")
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return jsonify({"response": response})
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if __name__ == "__main__":
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# Get the port from environment variable or default to 5000
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port = int(os.getenv("PORT", 5000))
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logging.info(f"Starting Flask app on port {port}")
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app.run(debug=True, host="0.0.0.0", port=port)
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chat-bot
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Subproject commit 1f613fd4bb9a83fc7f0f03e34db07691642b77f0
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requirements.txt
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flask
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flask-cors
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torch
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transformers
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