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:gem: [Feature] New ChatAPIApp: Enable fastapi for openai format api call
Browse files- apis/__init__.py +0 -0
- apis/chat_api.py +82 -0
apis/__init__.py
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apis/chat_api.py
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import uvicorn
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from fastapi import FastAPI
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from pydantic import BaseModel, Field
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from sse_starlette.sse import EventSourceResponse
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from utils.logger import logger
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from networks.message_streamer import MessageStreamer
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from messagers.message_composer import MessageComposer
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class ChatAPIApp:
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def __init__(self):
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self.app = FastAPI(
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docs_url="/",
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title="HuggingFace LLM API",
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swagger_ui_parameters={"defaultModelsExpandDepth": -1},
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version="1.0",
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)
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self.setup_routes()
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def get_available_models(self):
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self.available_models = [
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{
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"id": "mixtral-8x7b",
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"description": "Mixtral-8x7B: https://huggingface.co/mistralai/Mixtral-8x7B-Instruct-v0.1",
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},
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]
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return self.available_models
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class ChatCompletionsPostItem(BaseModel):
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model: str = Field(
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default="mixtral-8x7b",
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description="(str) `mixtral-8x7b`",
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)
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messages: list = Field(
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default=[{"role": "user", "content": "Hello, who are you?"}],
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description="(list) Messages",
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)
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temperature: float = Field(
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default=0.01,
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description="(float) Temperature",
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)
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max_tokens: int = Field(
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default=32000,
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description="(int) Max tokens",
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)
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stream: bool = Field(
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default=True,
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description="(bool) Stream",
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)
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def chat_completions(self, item: ChatCompletionsPostItem):
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streamer = MessageStreamer(model=item.model)
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composer = MessageComposer(model=item.model)
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composer.merge(messages=item.messages)
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return EventSourceResponse(
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streamer.chat(
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prompt=composer.merged_str,
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temperature=item.temperature,
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max_new_tokens=item.max_tokens,
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stream=item.stream,
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yield_output=True,
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),
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media_type="text/event-stream",
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)
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def setup_routes(self):
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for prefix in ["", "/v1"]:
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self.app.get(
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prefix + "/models",
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summary="Get available models",
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)(self.get_available_models)
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self.app.post(
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prefix + "/chat/completions",
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summary="Chat completions in conversation session",
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)(self.chat_completions)
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app = ChatAPIApp().app
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if __name__ == "__main__":
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uvicorn.run("__main__:app", host="0.0.0.0", port=23333, reload=True)
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