samgis / src /main.py
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[feat] use temp files on SamGeo prediction
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import json
import uuid
from fastapi import FastAPI, HTTPException, Request, status
from fastapi.exceptions import RequestValidationError
from fastapi.responses import FileResponse, JSONResponse
from fastapi.staticfiles import StaticFiles
from pydantic import BaseModel
from src import app_logger
from src.utilities.type_hints import input_floatlist, input_floatlist2
app = FastAPI()
@app.middleware("http")
async def request_middleware(request, call_next):
request_id = str(uuid.uuid4())
with app_logger.contextualize(request_id=request_id):
app_logger.info("Request started")
try:
response = await call_next(request)
except Exception as ex:
app_logger.error(f"Request failed: {ex}")
response = JSONResponse(content={"success": False}, status_code=500)
finally:
response.headers["X-Request-ID"] = request_id
app_logger.info(f"Request ended")
return response
class Input(BaseModel):
x1: float
y1: float
x2: float
y2: float
x: float
y: float
class BBoxWithPoint(BaseModel):
bbox: input_floatlist
point: input_floatlist2
def get_parsed_bbox_points(request_input: Input) -> BBoxWithPoint:
return {
"bbox": [
request_input.x1, request_input.x2,
request_input.y1, request_input.y2
],
"point": [[request_input.x, request_input.y]]
}
@app.post("/post_test")
async def post_test(request_input: Input) -> JSONResponse:
request_body = get_parsed_bbox_points(request_input)
app_logger.info(f"request_body:{request_body}.")
return JSONResponse(
status_code=200,
content=get_parsed_bbox_points(request_input)
)
@app.get("/hello")
async def hello() -> JSONResponse:
app_logger.info(f"hello")
return JSONResponse(status_code=200, content={"msg": "hello"})
@app.post("/infer_samgeo")
def samgeo(request_input: Input):
import subprocess
from src.prediction_api.predictor import base_predict
app_logger.info("starting inference request...")
try:
import time
time_start_run = time.time()
request_body = get_parsed_bbox_points(request_input)
app_logger.info(f"request_body:{request_body}.")
try:
output = base_predict(
bbox=request_body["bbox"],
point_coords=request_body["point"]
)
duration_run = time.time() - time_start_run
app_logger.info(f"duration_run:{duration_run}.")
body = {
"duration_run": duration_run,
"output": output
}
return JSONResponse(status_code=200, content={"body": json.dumps(body)})
except Exception as inference_exception:
home_content = subprocess.run("ls -l /home/user", shell=True, universal_newlines=True, stdout=subprocess.PIPE)
app_logger.error(f"/home/user ls -l: {home_content.stdout}.")
app_logger.error(f"inference error:{inference_exception}.")
return HTTPException(status_code=500, detail="Internal server error on inference")
except Exception as generic_exception:
app_logger.error(f"generic error:{generic_exception}.")
return HTTPException(status_code=500, detail="Generic internal server error")
@app.exception_handler(RequestValidationError)
async def request_validation_exception_handler(request: Request, exc: RequestValidationError) -> JSONResponse:
app_logger.error(f"exception errors: {exc.errors()}.")
app_logger.error(f"exception body: {exc.body}.")
headers = request.headers.items()
app_logger.error(f'request header: {dict(headers)}.' )
params = request.query_params.items()
app_logger.error(f'request query params: {dict(params)}.')
return JSONResponse(
status_code=status.HTTP_422_UNPROCESSABLE_ENTITY,
content={"msg": "Error - Unprocessable Entity"}
)
@app.exception_handler(HTTPException)
async def http_exception_handler(request: Request, exc: HTTPException) -> JSONResponse:
app_logger.error(f"exception: {str(exc)}.")
headers = request.headers.items()
app_logger.error(f'request header: {dict(headers)}.' )
params = request.query_params.items()
app_logger.error(f'request query params: {dict(params)}.')
return JSONResponse(
status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
content={"msg": "Error - Internal Server Error"}
)
# important: the index() function and the app.mount MUST be at the end
app.mount("/", StaticFiles(directory="static", html=True), name="static")
@app.get("/")
def index() -> FileResponse:
return FileResponse(path="/app/static/index.html", media_type="text/html")