llama-stack/llama_toolchain/inference/client.py
2024-07-23 08:32:33 -07:00

85 lines
2.4 KiB
Python

# Copyright (c) Meta Platforms, Inc. and affiliates.
# All rights reserved.
#
# This source code is licensed under the terms described in the LICENSE file in
# the root directory of this source tree.
import asyncio
import json
from typing import AsyncGenerator
import fire
import httpx
from termcolor import cprint
from .api import (
ChatCompletionRequest,
ChatCompletionResponseStreamChunk,
CompletionRequest,
Inference,
InstructModel,
UserMessage,
)
from .event_logger import EventLogger
class InferenceClient(Inference):
def __init__(self, base_url: str):
print(f"Initializing client for {base_url}")
self.base_url = base_url
async def initialize(self) -> None:
pass
async def shutdown(self) -> None:
pass
async def completion(self, request: CompletionRequest) -> AsyncGenerator:
raise NotImplementedError()
async def chat_completion(self, request: ChatCompletionRequest) -> AsyncGenerator:
async with httpx.AsyncClient() as client:
async with client.stream(
"POST",
f"{self.base_url}/inference/chat_completion",
data=request.json(),
headers={"Content-Type": "application/json"},
timeout=20,
) as response:
async for line in response.aiter_lines():
if line.startswith("data:"):
data = line[len("data: ") :]
try:
yield ChatCompletionResponseStreamChunk(**json.loads(data))
except Exception as e:
print(data)
print(f"Error with parsing or validation: {e}")
async def run_main(host: str, port: int):
client = InferenceClient(f"http://{host}:{port}")
message = UserMessage(content="hello world, help me out here")
cprint(f"User>{message.content}", "green")
req = ChatCompletionRequest(
model=InstructModel.llama3_70b_chat,
messages=[message],
stream=True,
)
iterator = client.chat_completion(
ChatCompletionRequest(
model=InstructModel.llama3_8b_chat,
messages=[message],
stream=True,
)
)
async for log in EventLogger().log(iterator):
log.print()
def main(host: str, port: int):
asyncio.run(run_main(host, port))
if __name__ == "__main__":
fire.Fire(main)