Fix typing and minor issues

This commit is contained in:
Andras Schmelczer 2022-07-07 14:12:44 +02:00
parent 2db2253578
commit 72ab627a34
54 changed files with 635 additions and 589 deletions

View file

@ -0,0 +1,51 @@
import inspect
from typing import Any, Awaitable, Callable, Type, Union, cast
from fastapi import APIRouter, FastAPI, HTTPException, status
from pydantic import BaseModel, create_model
from ...helper import get_function_metadata_store
from ...views import Trace
def bootstrap_prediction_endpoint(
app: FastAPI, func: Callable[..., Union[Trace, Awaitable[Trace]]]
) -> None:
router = APIRouter(
tags=["predictions"],
)
schema = _get_schema(func)
@router.post("/predict", status_code=status.HTTP_200_OK, response_model=Trace)
async def predict(input_value: schema) -> Trace: # type: ignore
try:
if inspect.iscoroutinefunction(func):
return await cast(Callable[..., Awaitable[Trace]], func)(
**cast(BaseModel, input_value).dict()
)
return cast(Callable[..., Trace], func)(
**cast(BaseModel, input_value).dict()
)
except Exception as e:
raise HTTPException(
status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
detail=f"The following exception has occurred: {type(e).__name__}: {e}",
)
app.include_router(router)
def _get_schema(func: Callable) -> Type[BaseModel]:
signature = inspect.signature(func)
parameters = {
p.name: (
p.annotation if p.annotation != inspect._empty else Any,
p.default if p.default != inspect._empty else ...,
)
for p in signature.parameters.values()
if p.name in get_function_metadata_store(func).input_parameter_names
}
schema: Type[BaseModel] = create_model("InputModel", **parameters) # type: ignore
return schema