Create app.py
Browse files
app.py
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from flask import Flask, request, jsonify
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import torch
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from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
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app = Flask(__name__)
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# モデルロード(起動時1回)
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torch.random.manual_seed(0)
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model = AutoModelForCausalLM.from_pretrained(
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"microsoft/Phi-3-mini-4k-instruct",
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device_map="cuda",
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torch_dtype="auto",
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trust_remote_code=True
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)
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tokenizer = AutoTokenizer.from_pretrained(
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"microsoft/Phi-3-mini-4k-instruct"
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)
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pipe = pipeline(
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"text-generation",
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model=model,
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tokenizer=tokenizer
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)
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generation_args = {
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"max_new_tokens": 500,
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"return_full_text": False,
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"temperature": 0.0,
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"do_sample": False,
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}
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@app.route("/v1/chat/completions", methods=["POST"])
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def chat_completions():
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data = request.json
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messages = data.get("messages", [])
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result = pipe(messages, **generation_args)
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text = result[0]["generated_text"]
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response = {
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"id": "chatcmpl-local",
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"object": "chat.completion",
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"choices": [
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{
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"index": 0,
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"message": {
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"role": "assistant",
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"content": text
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},
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"finish_reason": "stop"
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}
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]
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}
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return jsonify(response)
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if __name__ == "__main__":
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app.run(host="0.0.0.0", port=7860)
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