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