import logging from pathlib import Path import uvicorn from fastapi import FastAPI, HTTPException from starlette.middleware.cors import CORSMiddleware from haystack import Pipeline from rest_api.config import PIPELINE_YAML_PATH, QUERY_PIPELINE_NAME from rest_api.controller.errors.http_error import http_error_handler from rest_api.config import ROOT_PATH logging.basicConfig(format="%(asctime)s %(message)s", datefmt="%m/%d/%Y %I:%M:%S %p") logger = logging.getLogger(__name__) logging.getLogger("elasticsearch").setLevel(logging.WARNING) logging.getLogger("haystack").setLevel(logging.INFO) PIPELINE = Pipeline.load_from_yaml(Path(PIPELINE_YAML_PATH), pipeline_name=QUERY_PIPELINE_NAME) # TODO make this generic for other pipelines with different naming RETRIEVER = PIPELINE.get_node(name="Retriever") DOCUMENT_STORE = RETRIEVER.document_store if RETRIEVER else None logging.info(f"Loaded pipeline nodes: {PIPELINE.graph.nodes.keys()}") from rest_api.controller.router import router as api_router def get_application() -> FastAPI: application = FastAPI(title="Haystack-API", debug=True, version="0.1", root_path=ROOT_PATH) # This middleware enables allow all cross-domain requests to the API from a browser. For production # deployments, it could be made more restrictive. application.add_middleware( CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"], ) application.add_exception_handler(HTTPException, http_error_handler) application.include_router(api_router) return application app = get_application() logger.info("Open http://127.0.0.1:8000/docs to see Swagger API Documentation.") logger.info( """ Or just try it out directly: curl --request POST --url 'http://127.0.0.1:8000/query' -H "Content-Type: application/json" --data '{"query": "Did Albus Dumbledore die?"}' """ ) if __name__ == "__main__": uvicorn.run(app, host="0.0.0.0", port=8000)