mirror of
https://github.com/meta-llama/llama-stack.git
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343 lines
10 KiB
Python
343 lines
10 KiB
Python
# Copyright (c) Meta Platforms, Inc. and affiliates.
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# All rights reserved.
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#
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# This source code is licensed under the terms described in the LICENSE file in
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# the root directory of this source tree.
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import asyncio
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import functools
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import inspect
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import json
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import signal
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import traceback
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from contextlib import asynccontextmanager
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from ssl import SSLError
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from typing import Any, Dict, Optional
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import fire
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import httpx
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import yaml
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from fastapi import Body, FastAPI, HTTPException, Request, Response
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from fastapi.exceptions import RequestValidationError
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from fastapi.responses import JSONResponse, StreamingResponse
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from pydantic import BaseModel, ValidationError
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from termcolor import cprint
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from typing_extensions import Annotated
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from llama_stack.distribution.distribution import builtin_automatically_routed_apis
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from llama_stack.providers.utils.telemetry.tracing import (
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end_trace,
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setup_logger,
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SpanStatus,
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start_trace,
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)
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from llama_stack.distribution.datatypes import * # noqa: F403
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from llama_stack.distribution.request_headers import set_request_provider_data
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from llama_stack.distribution.resolver import resolve_impls
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from .endpoints import get_all_api_endpoints
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def create_sse_event(data: Any) -> str:
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if isinstance(data, BaseModel):
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data = data.json()
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else:
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data = json.dumps(data)
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return f"data: {data}\n\n"
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async def global_exception_handler(request: Request, exc: Exception):
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traceback.print_exception(exc)
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http_exc = translate_exception(exc)
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return JSONResponse(
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status_code=http_exc.status_code, content={"error": {"detail": http_exc.detail}}
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)
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def translate_exception(exc: Exception) -> Union[HTTPException, RequestValidationError]:
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if isinstance(exc, ValidationError):
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exc = RequestValidationError(exc.raw_errors)
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if isinstance(exc, RequestValidationError):
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return HTTPException(
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status_code=400,
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detail={
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"errors": [
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{
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"loc": list(error["loc"]),
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"msg": error["msg"],
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"type": error["type"],
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}
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for error in exc.errors()
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]
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},
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)
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elif isinstance(exc, ValueError):
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return HTTPException(status_code=400, detail=f"Invalid value: {str(exc)}")
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elif isinstance(exc, PermissionError):
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return HTTPException(status_code=403, detail=f"Permission denied: {str(exc)}")
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elif isinstance(exc, TimeoutError):
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return HTTPException(status_code=504, detail=f"Operation timed out: {str(exc)}")
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elif isinstance(exc, NotImplementedError):
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return HTTPException(status_code=501, detail=f"Not implemented: {str(exc)}")
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else:
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return HTTPException(
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status_code=500,
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detail="Internal server error: An unexpected error occurred.",
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)
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async def passthrough(
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request: Request,
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downstream_url: str,
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downstream_headers: Optional[Dict[str, str]] = None,
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):
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await start_trace(request.path, {"downstream_url": downstream_url})
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headers = dict(request.headers)
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headers.pop("host", None)
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headers.update(downstream_headers or {})
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content = await request.body()
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client = httpx.AsyncClient()
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erred = False
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try:
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req = client.build_request(
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method=request.method,
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url=downstream_url,
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headers=headers,
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content=content,
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params=request.query_params,
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)
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response = await client.send(req, stream=True)
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async def stream_response():
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async for chunk in response.aiter_raw(chunk_size=64):
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yield chunk
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await response.aclose()
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await client.aclose()
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return StreamingResponse(
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stream_response(),
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status_code=response.status_code,
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headers=dict(response.headers),
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media_type=response.headers.get("content-type"),
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)
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except httpx.ReadTimeout:
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erred = True
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return Response(content="Downstream server timed out", status_code=504)
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except httpx.NetworkError as e:
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erred = True
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return Response(content=f"Network error: {str(e)}", status_code=502)
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except httpx.TooManyRedirects:
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erred = True
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return Response(content="Too many redirects", status_code=502)
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except SSLError as e:
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erred = True
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return Response(content=f"SSL error: {str(e)}", status_code=502)
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except httpx.HTTPStatusError as e:
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erred = True
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return Response(content=str(e), status_code=e.response.status_code)
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except Exception as e:
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erred = True
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return Response(content=f"Unexpected error: {str(e)}", status_code=500)
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finally:
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await end_trace(SpanStatus.OK if not erred else SpanStatus.ERROR)
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def handle_sigint(app, *args, **kwargs):
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print("SIGINT or CTRL-C detected. Exiting gracefully...")
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async def run_shutdown():
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for impl in app.__llama_stack_impls__.values():
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print(f"Shutting down {impl}")
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await impl.shutdown()
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asyncio.run(run_shutdown())
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loop = asyncio.get_event_loop()
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for task in asyncio.all_tasks(loop):
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task.cancel()
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loop.stop()
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@asynccontextmanager
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async def lifespan(app: FastAPI):
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print("Starting up")
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yield
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print("Shutting down")
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for impl in app.__llama_stack_impls__.values():
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await impl.shutdown()
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def create_dynamic_passthrough(
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downstream_url: str, downstream_headers: Optional[Dict[str, str]] = None
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):
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async def endpoint(request: Request):
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return await passthrough(request, downstream_url, downstream_headers)
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return endpoint
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def is_streaming_request(func_name: str, request: Request, **kwargs):
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# TODO: pass the api method and punt it to the Protocol definition directly
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return kwargs.get("stream", False)
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async def maybe_await(value):
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if inspect.iscoroutine(value):
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return await value
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return value
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async def sse_generator(event_gen):
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try:
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async for item in event_gen:
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yield create_sse_event(item)
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await asyncio.sleep(0.01)
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except asyncio.CancelledError:
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print("Generator cancelled")
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await event_gen.aclose()
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except Exception as e:
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traceback.print_exception(e)
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yield create_sse_event(
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{
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"error": {
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"message": str(translate_exception(e)),
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},
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}
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)
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finally:
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await end_trace()
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def create_dynamic_typed_route(func: Any, method: str):
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async def endpoint(request: Request, **kwargs):
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await start_trace(func.__name__)
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set_request_provider_data(request.headers)
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is_streaming = is_streaming_request(func.__name__, request, **kwargs)
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try:
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if is_streaming:
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return StreamingResponse(
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sse_generator(func(**kwargs)), media_type="text/event-stream"
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)
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else:
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value = func(**kwargs)
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return await maybe_await(value)
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except Exception as e:
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traceback.print_exception(e)
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raise translate_exception(e) from e
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finally:
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await end_trace()
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sig = inspect.signature(func)
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new_params = [
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inspect.Parameter(
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"request", inspect.Parameter.POSITIONAL_OR_KEYWORD, annotation=Request
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)
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]
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new_params.extend(sig.parameters.values())
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if method == "post":
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# make sure every parameter is annotated with Body() so FASTAPI doesn't
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# do anything too intelligent and ask for some parameters in the query
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# and some in the body
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new_params = [new_params[0]] + [
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param.replace(annotation=Annotated[param.annotation, Body(..., embed=True)])
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for param in new_params[1:]
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]
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endpoint.__signature__ = sig.replace(parameters=new_params)
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return endpoint
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def main(
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yaml_config: str = "llamastack-run.yaml",
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port: int = 5000,
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disable_ipv6: bool = False,
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):
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with open(yaml_config, "r") as fp:
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config = StackRunConfig(**yaml.safe_load(fp))
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app = FastAPI()
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impls = asyncio.run(resolve_impls(config))
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if Api.telemetry in impls:
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setup_logger(impls[Api.telemetry])
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all_endpoints = get_all_api_endpoints()
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if config.apis:
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apis_to_serve = set(config.apis)
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else:
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apis_to_serve = set(impls.keys())
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for inf in builtin_automatically_routed_apis():
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apis_to_serve.add(inf.routing_table_api.value)
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apis_to_serve.add("inspect")
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for api_str in apis_to_serve:
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api = Api(api_str)
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endpoints = all_endpoints[api]
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impl = impls[api]
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if is_passthrough(impl.__provider_spec__):
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for endpoint in endpoints:
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url = impl.__provider_config__.url.rstrip("/") + endpoint.route
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getattr(app, endpoint.method)(endpoint.route)(
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create_dynamic_passthrough(url)
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)
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else:
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for endpoint in endpoints:
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if not hasattr(impl, endpoint.name):
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# ideally this should be a typing violation already
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raise ValueError(
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f"Could not find method {endpoint.name} on {impl}!!"
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)
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impl_method = getattr(impl, endpoint.name)
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getattr(app, endpoint.method)(endpoint.route, response_model=None)(
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create_dynamic_typed_route(
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impl_method,
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endpoint.method,
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)
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)
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cprint(f"Serving API {api_str}", "white", attrs=["bold"])
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for endpoint in endpoints:
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cprint(f" {endpoint.method.upper()} {endpoint.route}", "white")
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print("")
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app.exception_handler(RequestValidationError)(global_exception_handler)
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app.exception_handler(Exception)(global_exception_handler)
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signal.signal(signal.SIGINT, functools.partial(handle_sigint, app))
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app.__llama_stack_impls__ = impls
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import uvicorn
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# FYI this does not do hot-reloads
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listen_host = "::" if not disable_ipv6 else "0.0.0.0"
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print(f"Listening on {listen_host}:{port}")
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uvicorn.run(app, host=listen_host, port=port)
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if __name__ == "__main__":
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fire.Fire(main)
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