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import json |
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import os |
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from pathlib import Path |
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import structlog.stdlib |
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import uvicorn |
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from asgi_correlation_id import CorrelationIdMiddleware |
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from dotenv import load_dotenv |
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from fastapi import FastAPI, HTTPException, Request |
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from fastapi.exceptions import RequestValidationError |
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from fastapi.responses import FileResponse, HTMLResponse |
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from fastapi.staticfiles import StaticFiles |
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from fastapi.templating import Jinja2Templates |
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from pydantic import ValidationError |
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from samgis_core.utilities import create_folders_if_not_exists |
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from samgis_web.utilities import frontend_builder |
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from samgis_core.utilities.session_logger import setup_logging |
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from samgis_web.prediction_api.predictors import samexporter_predict |
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from samgis_web.utilities.type_hints import ApiRequestBody |
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from starlette.responses import JSONResponse |
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load_dotenv() |
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project_root_folder = Path(globals().get("__file__", "./_")).absolute().parent |
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workdir = os.getenv("WORKDIR", project_root_folder) |
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model_folder = Path(project_root_folder / "machine_learning_models") |
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log_level = os.getenv("LOG_LEVEL", "INFO") |
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setup_logging(log_level=log_level) |
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app_logger = structlog.stdlib.get_logger() |
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app_logger.info(f"PROJECT_ROOT_FOLDER:{project_root_folder}, WORKDIR:{workdir}.") |
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folders_map = os.getenv("FOLDERS_MAP", "{}") |
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markdown_text = os.getenv("MARKDOWN_TEXT", "") |
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examples_text_list = os.getenv("EXAMPLES_TEXT_LIST", "").split("\n") |
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example_body = json.loads(os.getenv("EXAMPLE_BODY", "{}")) |
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mount_gradio_app = bool(os.getenv("MOUNT_GRADIO_APP", "")) |
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static_dist_folder = Path(project_root_folder) / "static" / "dist" |
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input_css_path = os.getenv("INPUT_CSS_PATH", "src/input.css") |
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vite_gradio_url = os.getenv("VITE_GRADIO_URL", "/gradio") |
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vite_index_url = os.getenv("VITE_INDEX_URL", "/") |
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vite_samgis_url = os.getenv("VITE_SAMGIS_URL", "/samgis") |
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fastapi_title = "samgis" |
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app = FastAPI(title=fastapi_title, version="1.0") |
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@app.middleware("http") |
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async def request_middleware(request, call_next): |
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from samgis_web.web.middlewares import logging_middleware |
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return await logging_middleware(request, call_next) |
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@app.get("/health") |
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async def health() -> JSONResponse: |
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from samgis_web.__version__ import __version__ as version_web |
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from samgis_core.__version__ import __version__ as version_core |
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app_logger.info(f"still alive, version_web:{version_web}, version_core:{version_core}.") |
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return JSONResponse(status_code=200, content={"msg": "still alive..."}) |
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def infer_samgis_fn(request_input: ApiRequestBody | str) -> str | JSONResponse: |
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from samgis_web.web.web_helpers import get_parsed_bbox_points_with_dictlist_prompt |
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app_logger.info("starting inference request...") |
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try: |
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import time |
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time_start_run = time.time() |
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body_request = get_parsed_bbox_points_with_dictlist_prompt(request_input) |
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app_logger.info(f"body_request:{body_request}.") |
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try: |
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app_logger.info(f"source_name = {body_request['source_name']}.") |
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output = samexporter_predict( |
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bbox=body_request["bbox"], prompt=body_request["prompt"], zoom=body_request["zoom"], |
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source=body_request["source"], source_name=body_request['source_name'], model_folder=model_folder |
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) |
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duration_run = time.time() - time_start_run |
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app_logger.info(f"duration_run:{duration_run}.") |
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body = { |
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"duration_run": duration_run, |
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"output": output |
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} |
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dumped = json.dumps(body) |
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app_logger.info(f"json.dumps(body) type:{type(dumped)}, len:{len(dumped)}.") |
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app_logger.debug(f"complete json.dumps(body):{dumped}.") |
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return dumped |
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except Exception as inference_exception: |
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app_logger.error(f"inference_exception:{inference_exception}.") |
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app_logger.error(f"inference_exception, request_input:{request_input}.") |
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raise HTTPException(status_code=500, detail="Internal Server Error") |
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except ValidationError as va1: |
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app_logger.error(f"validation error: {str(va1)}.") |
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app_logger.error(f"ValidationError, request_input:{request_input}.") |
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raise RequestValidationError("Unprocessable Entity") |
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@app.post("/infer_samgis") |
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def infer_samgis(request_input: ApiRequestBody) -> JSONResponse: |
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dumped = infer_samgis_fn(request_input=request_input) |
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app_logger.info(f"json.dumps(body) type:{type(dumped)}, len:{len(dumped)}.") |
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app_logger.debug(f"complete json.dumps(body):{dumped}.") |
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return JSONResponse(status_code=200, content={"body": dumped}) |
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@app.exception_handler(RequestValidationError) |
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def request_validation_exception_handler(request: Request, exc: RequestValidationError) -> JSONResponse: |
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from samgis_web.web import exception_handlers |
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return exception_handlers.request_validation_exception_handler(request, exc) |
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@app.exception_handler(HTTPException) |
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def http_exception_handler(request: Request, exc: HTTPException) -> JSONResponse: |
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from samgis_web.web import exception_handlers |
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return exception_handlers.http_exception_handler(request, exc) |
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create_folders_if_not_exists.folders_creation(folders_map) |
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write_tmp_on_disk = os.getenv("WRITE_TMP_ON_DISK", "") |
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app_logger.info(f"write_tmp_on_disk:{write_tmp_on_disk}.") |
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if bool(write_tmp_on_disk): |
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try: |
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assert Path(write_tmp_on_disk).is_dir() |
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app.mount("/vis_output", StaticFiles(directory=write_tmp_on_disk), name="vis_output") |
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templates = Jinja2Templates(directory=str(project_root_folder / "static")) |
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@app.get("/vis_output", response_class=HTMLResponse) |
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def list_files(request: Request): |
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files = os.listdir(write_tmp_on_disk) |
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files_paths = sorted([f"{request.url._url}/{f}" for f in files]) |
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print(files_paths) |
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return templates.TemplateResponse( |
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"list_files.html", {"request": request, "files": files_paths} |
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) |
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except (AssertionError, RuntimeError) as rerr: |
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app_logger.error(f"{rerr} while loading the folder write_tmp_on_disk:{write_tmp_on_disk}...") |
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raise rerr |
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frontend_builder.build_frontend( |
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project_root_folder=workdir, |
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input_css_path=input_css_path, |
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output_dist_folder=static_dist_folder |
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) |
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app_logger.info("build_frontend ok!") |
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app.mount("/static", StaticFiles(directory=static_dist_folder, html=True), name="static") |
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app.mount(vite_index_url, StaticFiles(directory=static_dist_folder, html=True), name="index") |
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app.mount(vite_gradio_url, StaticFiles(directory=static_dist_folder, html=True), name="gradio") |
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@app.get(vite_index_url) |
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async def index() -> FileResponse: |
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return FileResponse(path=static_dist_folder / "index.html", media_type="text/html") |
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app_logger.info(f"Mounted index on url path {vite_index_url} .") |
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app_logger.info(f"There is need to create and mount gradio app interface? {mount_gradio_app}...") |
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if mount_gradio_app: |
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try: |
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import gradio as gr |
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from samgis_web.web.gradio_helpers import get_gradio_interface_geojson |
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app_logger.info(f"creating gradio interface...") |
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gr_interface = get_gradio_interface_geojson( |
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infer_samgis_fn, |
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markdown_text, |
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examples_text_list, |
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example_body |
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) |
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app_logger.info(f"gradio interface created, mounting gradio app on url path {vite_gradio_url} within FastAPI.") |
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app_logger.debug(f"gr_interface vars:{vars(gr_interface)}.") |
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app = gr.mount_gradio_app(app, gr_interface, path=vite_gradio_url) |
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app = gr.mount_gradio_app(app, gr_interface, path="/gradio") |
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app_logger.info(f"mounted gradio app within fastapi, url path {vite_gradio_url} .") |
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except (ModuleNotFoundError, ImportError) as mnfe: |
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app_logger.error("cannot import gradio, have you installed it if you want to mount a gradio app?") |
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app_logger.error(mnfe) |
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raise mnfe |
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app.add_middleware(CorrelationIdMiddleware) |
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if __name__ == '__main__': |
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try: |
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uvicorn.run("app:app", host="0.0.0.0", port=7860) |
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except Exception as ex: |
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app_logger.error(f"fastapi/gradio application {fastapi_title}, exception:{ex}.") |
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print(f"fastapi/gradio application {fastapi_title}, exception:{ex}.") |
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raise ex |
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