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# Copyright (c) Microsoft Corporation.
# Licensed under the MIT License.
import os
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import traceback
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from contextlib import asynccontextmanager
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import yaml
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from fastapi import (
Depends,
FastAPI,
Request,
status,
)
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import Response
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from kubernetes import (
client,
config,
)
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from src.api.common import verify_subscription_key_exist
from src.api.data import data_route
from src.api.experimental import experimental_route
from src.api.graph import graph_route
from src.api.index import index_route
from src.api.index_configuration import index_configuration_route
from src.api.query import query_route
from src.api.source import source_route
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from src.reporting import ReporterSingleton
async def catch_all_exceptions_middleware(request: Request, call_next):
"""a function to globally catch all exceptions and return a 500 response with the exception message"""
try:
return await call_next(request)
except Exception as e:
reporter = ReporterSingleton().get_instance()
reporter.on_error(
message="Unexpected internal server error",
cause=e,
stack=traceback.format_exc(),
)
return Response("Unexpected internal server error.", status_code=500)
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# deploy a cronjob to manage indexing jobs
@asynccontextmanager
async def lifespan(app: FastAPI):
# This function is called when the FastAPI application first starts up.
# To manage multiple graphrag indexing jobs, we deploy a k8s cronjob.
# This cronjob will act as a job manager that creates/manages the execution of graphrag indexing jobs as they are requested.
try:
# Check if the cronjob exists and create it if it does not exist
config.load_incluster_config()
# retrieve the running pod spec
core_v1 = client.CoreV1Api()
pod_name = os.environ["HOSTNAME"]
pod = core_v1.read_namespaced_pod(
name=pod_name, namespace=os.environ["AKS_NAMESPACE"]
)
# load the cronjob manifest template and update PLACEHOLDER values with correct values using the pod spec
with open("indexing-job-manager-template.yaml", "r") as f:
manifest = yaml.safe_load(f)
manifest["spec"]["jobTemplate"]["spec"]["template"]["spec"]["containers"][0][
"image"
] = pod.spec.containers[0].image
manifest["spec"]["jobTemplate"]["spec"]["template"]["spec"][
"serviceAccountName"
] = pod.spec.service_account_name
# retrieve list of existing cronjobs
batch_v1 = client.BatchV1Api()
namespace_cronjobs = batch_v1.list_namespaced_cron_job(namespace="graphrag")
cronjob_names = [cronjob.metadata.name for cronjob in namespace_cronjobs.items]
# create cronjob if it does not exist
if manifest["metadata"]["name"] not in cronjob_names:
batch_v1.create_namespaced_cron_job(namespace="graphrag", body=manifest)
except Exception as e:
print(f"Failed to create graphrag cronjob.\n{e}")
reporter = ReporterSingleton().get_instance()
reporter.on_error(
message="Failed to create graphrag cronjob",
cause=str(e),
stack=traceback.format_exc(),
)
yield # This is where the application starts up.
# shutdown/garbage collection code goes here
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app = FastAPI(
docs_url="/manpage/docs",
openapi_url="/manpage/openapi.json",
title="GraphRAG",
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version=os.getenv("GRAPHRAG_VERSION", "undefined_version"),
lifespan=lifespan,
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)
app.middleware("http")(catch_all_exceptions_middleware)
app.add_middleware(
CORSMiddleware,
allow_origins=["*"],
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
app.include_router(data_route)
app.include_router(index_route)
app.include_router(query_route)
app.include_router(index_configuration_route)
app.include_router(source_route)
app.include_router(graph_route)
app.include_router(experimental_route)
# health check endpoint
@app.get(
"/health",
summary="API health check",
dependencies=[Depends(verify_subscription_key_exist)]
if os.getenv("KUBERNETES_SERVICE_HOST")
else None,
)
def health_check():
"""Returns a 200 response to indicate the API is healthy."""
return Response(status_code=status.HTTP_200_OK)