From c7b18a98b5cd40216ca95913eea008e084cbd2be Mon Sep 17 00:00:00 2001 From: Kristijan Faust Date: Thu, 25 Jun 2026 10:12:14 +0200 Subject: [PATCH 1/4] Set default snakedispatch settings --- compose/.env.local | 2 +- compose/compose.services.yaml | 2 ++ compose/compose.yaml | 2 ++ 3 files changed, 5 insertions(+), 1 deletion(-) diff --git a/compose/.env.local b/compose/.env.local index 113289b..0c15af3 100644 --- a/compose/.env.local +++ b/compose/.env.local @@ -59,7 +59,7 @@ SNAKEDISPATCH_SYNC_INTERVAL=10.0 CALLBACK_URL_ALLOWED_DOMAINS= # Comma-separated list of Snakedispatch backends in name=url format (e.g. cluster-a=http://sd-a:8000,cluster-b=http://sd-b:8000) -# SNAKEDISPATCH_BACKENDS= +SNAKEDISPATCH_BACKENDS=local=http://host.docker.internal:8010 # Redis # ----- diff --git a/compose/compose.services.yaml b/compose/compose.services.yaml index b946036..20b9a68 100644 --- a/compose/compose.services.yaml +++ b/compose/compose.services.yaml @@ -50,6 +50,8 @@ services: # The host-run backend owns migrations on startup; avoid racing it here. SKIP_MIGRATIONS: "true" command: ["celery", "-A", "pypsa_app.backend.task_queue.task_app", "worker", "--loglevel=info", "--concurrency=2"] + extra_hosts: + - "host.docker.internal:host-gateway" volumes: - ../src:/app/src - ../data:/data diff --git a/compose/compose.yaml b/compose/compose.yaml index d87a7fb..f49194e 100644 --- a/compose/compose.yaml +++ b/compose/compose.yaml @@ -24,6 +24,8 @@ services: BASE_URL: http://localhost:${APP_PORT:-8000} ports: - "${APP_PORT:-8000}:8000" + extra_hosts: + - "host.docker.internal:host-gateway" volumes: - ../data:/data depends_on: From c164a5e194ec0a3a5cbb20c9c2cbee916dbea021 Mon Sep 17 00:00:00 2001 From: Kristijan Faust Date: Thu, 25 Jun 2026 16:07:45 +0200 Subject: [PATCH 2/4] Setup prefect --- compose/.env.local | 6 ++++++ compose/compose.services.yaml | 27 ++++++++++++++++++++++++--- compose/compose.yaml | 3 +++ pyproject.toml | 2 +- src/pypsa_app/backend/settings.py | 7 +++++++ 5 files changed, 41 insertions(+), 4 deletions(-) diff --git a/compose/.env.local b/compose/.env.local index 0c15af3..3a9fbbf 100644 --- a/compose/.env.local +++ b/compose/.env.local @@ -61,6 +61,12 @@ CALLBACK_URL_ALLOWED_DOMAINS= # Comma-separated list of Snakedispatch backends in name=url format (e.g. cluster-a=http://sd-a:8000,cluster-b=http://sd-b:8000) SNAKEDISPATCH_BACKENDS=local=http://host.docker.internal:8010 +# Prefect +# ------- + +# Prefect server API URL for background task orchestration +PREFECT_API_URL=http://localhost:4200/api + # Redis # ----- diff --git a/compose/compose.services.yaml b/compose/compose.services.yaml index 20b9a68..941de1b 100644 --- a/compose/compose.services.yaml +++ b/compose/compose.services.yaml @@ -36,20 +36,38 @@ services: timeout: 3s retries: 5 - celery-worker: + prefect-server: + image: prefecthq/prefect:3-latest + container_name: pypsa-app-prefect-server + command: prefect server start --host 0.0.0.0 + environment: + PREFECT_API_DATABASE_CONNECTION_URL: sqlite+aiosqlite:////prefect/prefect.db + ports: + - "4200:4200" + volumes: + - prefect_data:/prefect + healthcheck: + test: ["CMD", "curl", "-f", "http://localhost:4200/api/health"] + interval: 5s + timeout: 5s + retries: 10 + start_period: 30s + + prefect-worker: build: context: .. dockerfile: Dockerfile target: backend - container_name: pypsa-app-celery-worker + container_name: pypsa-app-prefect-worker env_file: .env.local environment: DATABASE_URL: postgresql://${POSTGRES_USER}:${POSTGRES_PASSWORD}@postgres:5432/${POSTGRES_DB} REDIS_URL: redis://redis:6379/0 DATA_DIR: /data + PREFECT_API_URL: http://prefect-server:4200/api # The host-run backend owns migrations on startup; avoid racing it here. SKIP_MIGRATIONS: "true" - command: ["celery", "-A", "pypsa_app.backend.task_queue.task_app", "worker", "--loglevel=info", "--concurrency=2"] + command: ["python", "-m", "pypsa_app.worker"] extra_hosts: - "host.docker.internal:host-gateway" volumes: @@ -61,6 +79,9 @@ services: condition: service_healthy redis: condition: service_healthy + prefect-server: + condition: service_healthy volumes: postgres_data: + prefect_data: diff --git a/compose/compose.yaml b/compose/compose.yaml index f49194e..06b4728 100644 --- a/compose/compose.yaml +++ b/compose/compose.yaml @@ -22,6 +22,7 @@ services: REDIS_URL: redis://redis:6379/0 DATA_DIR: /data BASE_URL: http://localhost:${APP_PORT:-8000} + PREFECT_API_URL: http://prefect-server:4200/api ports: - "${APP_PORT:-8000}:8000" extra_hosts: @@ -33,6 +34,8 @@ services: condition: service_healthy redis: condition: service_healthy + prefect-server: + condition: service_healthy healthcheck: test: ["CMD", "curl", "-f", "http://localhost:8000/health"] interval: 10s diff --git a/pyproject.toml b/pyproject.toml index 5a19d60..a8dce55 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -42,7 +42,7 @@ dependencies = [ full = [ "psycopg2-binary>=2.9", "redis>=6.4,<7", - "celery[redis]>=5.6,<6", + "prefect>=3.0,<4", ] dev = [ diff --git a/src/pypsa_app/backend/settings.py b/src/pypsa_app/backend/settings.py index bec0f08..65f0b1e 100644 --- a/src/pypsa_app/backend/settings.py +++ b/src/pypsa_app/backend/settings.py @@ -183,6 +183,13 @@ def resolved_backends(self) -> list[dict[str, str]]: backends.append({"name": name.strip(), "url": url.strip()}) return backends + # Prefect + prefect_api_url: str | None = Field( + default=None, + description="Prefect server API URL for background task orchestration", + json_schema_extra={"category": "Prefect"}, + ) + # Caching redis_url: str | None = Field( default=None, From 2f375ae7ef5063da3a0f68fb2238ae2dadcd903b Mon Sep 17 00:00:00 2001 From: Kristijan Faust Date: Wed, 1 Jul 2026 12:11:13 +0200 Subject: [PATCH 3/4] Adjust task logic for prefect flows --- README.md | 4 +- compose/.env.local | 1 + compose/compose.services.yaml | 15 +- compose/compose.yaml | 3 +- .../postgres-init/01-create-prefect-db.sql | 1 + .../backend/api/routes/networks_remote.py | 37 +- src/pypsa_app/backend/api/routes/plots.py | 14 +- src/pypsa_app/backend/api/routes/runs.py | 53 +- .../backend/api/routes/statistics.py | 8 +- src/pypsa_app/backend/api/routes/tasks.py | 14 +- src/pypsa_app/backend/api/utils/task_utils.py | 73 +- src/pypsa_app/backend/{tasks.py => flows.py} | 198 ++- src/pypsa_app/backend/schemas/task.py | 6 +- src/pypsa_app/backend/services/sync.py | 55 +- src/pypsa_app/backend/settings.py | 1 + src/pypsa_app/backend/task_queue.py | 164 +-- src/pypsa_app/worker.py | 77 ++ uv.lock | 1226 +++++++++++++++-- 18 files changed, 1523 insertions(+), 427 deletions(-) create mode 100644 compose/postgres-init/01-create-prefect-db.sql rename src/pypsa_app/backend/{tasks.py => flows.py} (53%) create mode 100644 src/pypsa_app/worker.py diff --git a/README.md b/README.md index d0adbaa..96f6390 100644 --- a/README.md +++ b/README.md @@ -9,7 +9,7 @@ Both modes require the frontend to be running on the host. See [Frontend](#front ### Containerized mode (supported) -Runs the full backend stack in Docker (Postgres, Redis, Celery worker, and the Python API). +Runs the full backend stack in Docker (Postgres, Redis, Prefect worker, and the Python API). This is the supported way to verify the app works end to end. **Requirements:** [Docker](https://docs.docker.com/get-docker/) with Compose @@ -29,7 +29,7 @@ and faster iteration during development. - Python ≥ 3.13 + [uv](https://docs.astral.sh/uv/) - [Docker](https://docs.docker.com/get-docker/) with Compose -**1. Start Postgres, Redis, and the Celery worker** +**1. Start Postgres, Redis, and the Prefect worker** ```bash docker compose -f compose/compose.services.yaml --env-file compose/.env.local up diff --git a/compose/.env.local b/compose/.env.local index 3a9fbbf..b14dd98 100644 --- a/compose/.env.local +++ b/compose/.env.local @@ -66,6 +66,7 @@ SNAKEDISPATCH_BACKENDS=local=http://host.docker.internal:8010 # Prefect server API URL for background task orchestration PREFECT_API_URL=http://localhost:4200/api +PREFECT_LOCAL_STORAGE_PATH=${DATA_DIR}/prefect-results # Redis # ----- diff --git a/compose/compose.services.yaml b/compose/compose.services.yaml index 941de1b..601b9fb 100644 --- a/compose/compose.services.yaml +++ b/compose/compose.services.yaml @@ -1,4 +1,4 @@ -# Backend services for development: Postgres + Redis + Celery worker in Docker. +# Backend services for development: Postgres + Redis + Prefect worker in Docker. # Values come from compose/.env.local. Run with: # docker compose -f compose/compose.services.yaml --env-file compose/.env.local up @@ -17,6 +17,7 @@ services: - "${POSTGRES_PORT:-5432}:5432" volumes: - postgres_data:/var/lib/postgresql + - ./postgres-init:/docker-entrypoint-initdb.d:ro healthcheck: test: ["CMD-SHELL", "pg_isready -U ${POSTGRES_USER} -d ${POSTGRES_DB}"] interval: 5s @@ -41,13 +42,14 @@ services: container_name: pypsa-app-prefect-server command: prefect server start --host 0.0.0.0 environment: - PREFECT_API_DATABASE_CONNECTION_URL: sqlite+aiosqlite:////prefect/prefect.db + PREFECT_API_DATABASE_CONNECTION_URL: postgresql+asyncpg://${POSTGRES_USER}:${POSTGRES_PASSWORD}@postgres:5432/prefect ports: - "4200:4200" - volumes: - - prefect_data:/prefect + depends_on: + postgres: + condition: service_healthy healthcheck: - test: ["CMD", "curl", "-f", "http://localhost:4200/api/health"] + test: ["CMD", "python", "-c", "import urllib.request; urllib.request.urlopen('http://localhost:4200/api/health')"] interval: 5s timeout: 5s retries: 10 @@ -65,6 +67,8 @@ services: REDIS_URL: redis://redis:6379/0 DATA_DIR: /data PREFECT_API_URL: http://prefect-server:4200/api + PREFECT_WORKER_CONCURRENCY: "8" + PREFECT_LOCAL_STORAGE_PATH: /data/prefect-results # The host-run backend owns migrations on startup; avoid racing it here. SKIP_MIGRATIONS: "true" command: ["python", "-m", "pypsa_app.worker"] @@ -84,4 +88,3 @@ services: volumes: postgres_data: - prefect_data: diff --git a/compose/compose.yaml b/compose/compose.yaml index 06b4728..40ca810 100644 --- a/compose/compose.yaml +++ b/compose/compose.yaml @@ -1,4 +1,4 @@ -# Containerized mode: runs the full backend stack in Docker (postgres/redis/celery-worker + API). +# Containerized mode: runs the full backend stack in Docker (postgres/redis/prefect + API). # This is the supported way to verify the app works end to end. Run with: # docker compose -f compose/compose.yaml --env-file compose/.env.local up --build @@ -23,6 +23,7 @@ services: DATA_DIR: /data BASE_URL: http://localhost:${APP_PORT:-8000} PREFECT_API_URL: http://prefect-server:4200/api + PREFECT_LOCAL_STORAGE_PATH: /data/prefect-results ports: - "${APP_PORT:-8000}:8000" extra_hosts: diff --git a/compose/postgres-init/01-create-prefect-db.sql b/compose/postgres-init/01-create-prefect-db.sql new file mode 100644 index 0000000..c7ebeaf --- /dev/null +++ b/compose/postgres-init/01-create-prefect-db.sql @@ -0,0 +1 @@ +SELECT 'CREATE DATABASE prefect' WHERE NOT EXISTS (SELECT FROM pg_database WHERE datname = 'prefect')\gexec diff --git a/src/pypsa_app/backend/api/routes/networks_remote.py b/src/pypsa_app/backend/api/routes/networks_remote.py index 7e5af8a..3bf6a92 100644 --- a/src/pypsa_app/backend/api/routes/networks_remote.py +++ b/src/pypsa_app/backend/api/routes/networks_remote.py @@ -1,5 +1,6 @@ """Network import routes (upload, from-url).""" +import asyncio from collections.abc import Iterator from pathlib import PurePosixPath @@ -11,13 +12,13 @@ stream_to_file_with_limit, ) from pypsa_app.backend.api.utils.task_utils import queue_task +from pypsa_app.backend.flows import ( + import_network_from_file_flow, + import_network_from_url_flow, +) from pypsa_app.backend.models import Permission, User from pypsa_app.backend.schemas.task import TaskQueuedResponse from pypsa_app.backend.settings import settings -from pypsa_app.backend.tasks import ( - import_network_from_file_task, - import_network_from_url_task, -) from pypsa_app.backend.utils.validation import ExternalHttpUrl router = APIRouter() @@ -29,7 +30,7 @@ def _iter_upload_file(file: UploadFile, chunk_size: int = 8192) -> Iterator[byte @router.post("/", response_model=TaskQueuedResponse, status_code=202) -def upload_network( +async def upload_network( file: UploadFile, user: User = Depends(require_permission(Permission.NETWORKS_MODIFY)), ) -> dict: @@ -45,7 +46,9 @@ def upload_network( max_bytes = settings.max_upload_size_mb * 1024 * 1024 tmp = make_temp_path(user.id) try: - stream_to_file_with_limit(_iter_upload_file(file), tmp, max_bytes) + await asyncio.to_thread( + stream_to_file_with_limit, _iter_upload_file(file), tmp, max_bytes + ) except ValueError as exc: tmp.unlink(missing_ok=True) raise HTTPException(413, str(exc)) from exc @@ -53,16 +56,20 @@ def upload_network( tmp.unlink(missing_ok=True) raise - return queue_task( - import_network_from_file_task, - tmp_path=str(tmp), - original_filename=safe_filename, - user_id=str(user.id), - ) + try: + return await queue_task( + import_network_from_file_flow, + tmp_path=str(tmp), + original_filename=safe_filename, + user_id=str(user.id), + ) + except Exception: + tmp.unlink(missing_ok=True) + raise @router.post("/from-url", response_model=TaskQueuedResponse, status_code=202) -def create_network_from_url( +async def create_network_from_url( url: ExternalHttpUrl = Body(..., embed=True), user: User = Depends(require_permission(Permission.NETWORKS_MODIFY)), ) -> dict: @@ -73,8 +80,8 @@ def create_network_from_url( if not url_str.lower().endswith(".nc"): raise HTTPException(400, "URL must point to a .nc file") - return queue_task( - import_network_from_url_task, + return await queue_task( + import_network_from_url_flow, url=url_str, user_id=str(user.id), ) diff --git a/src/pypsa_app/backend/api/routes/plots.py b/src/pypsa_app/backend/api/routes/plots.py index f7ad21b..6f5b86e 100644 --- a/src/pypsa_app/backend/api/routes/plots.py +++ b/src/pypsa_app/backend/api/routes/plots.py @@ -5,12 +5,12 @@ from pypsa_app.backend.api.deps import get_db, get_networks, require_permission from pypsa_app.backend.api.utils.task_utils import queue_task +from pypsa_app.backend.flows import get_explore_flow, get_plot_flow from pypsa_app.backend.models import Permission, User from pypsa_app.backend.ratelimit import limiter from pypsa_app.backend.schemas.plot import ExploreRequest, PlotParams from pypsa_app.backend.schemas.task import TaskQueuedResponse from pypsa_app.backend.settings import settings -from pypsa_app.backend.tasks import get_explore_task, get_plot_task router = APIRouter() logger = logging.getLogger(__name__) @@ -18,7 +18,7 @@ @router.post("/generate", response_model=TaskQueuedResponse) @limiter.limit(settings.ratelimit_expensive) -def generate_plot( +async def generate_plot( request: Request, response: Response, body: PlotParams, @@ -29,8 +29,8 @@ def generate_plot( networks = get_networks(db, body.network_ids, user) file_paths = [net.file_path for net in networks] - return queue_task( - get_plot_task, + return await queue_task( + get_plot_flow, file_paths=file_paths, statistic=body.statistic, plot_type=body.plot_type, @@ -40,7 +40,7 @@ def generate_plot( @router.post("/explore", response_model=TaskQueuedResponse) @limiter.limit(settings.ratelimit_expensive) -def generate_explore( +async def generate_explore( request: Request, response: Response, body: ExploreRequest, @@ -57,8 +57,8 @@ def generate_explore( if body.geometry: parameters["geometry"] = True - return queue_task( - get_explore_task, + return await queue_task( + get_explore_flow, file_paths=file_paths, parameters=parameters, ) diff --git a/src/pypsa_app/backend/api/routes/runs.py b/src/pypsa_app/backend/api/routes/runs.py index 32140e3..6abd3da 100644 --- a/src/pypsa_app/backend/api/routes/runs.py +++ b/src/pypsa_app/backend/api/routes/runs.py @@ -2,13 +2,12 @@ import logging import re -import threading import urllib.parse import uuid from pathlib import PurePosixPath from typing import Any, Literal -from fastapi import APIRouter, Depends, HTTPException, Query +from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException, Query from fastapi import Path as PathParam from fastapi.responses import StreamingResponse from sqlalchemy import or_, select @@ -25,6 +24,7 @@ apply_pagination, list_meta, ) +from pypsa_app.backend.api.utils.task_utils import submit_flow from pypsa_app.backend.cache import cache from pypsa_app.backend.filters import ( FieldMap, @@ -33,6 +33,7 @@ enum_coercer, name_to_id, ) +from pypsa_app.backend.flows import import_run_outputs_flow from pypsa_app.backend.models import ( Permission, Run, @@ -272,6 +273,7 @@ def _distinct_vals(col: Any) -> list: @router.get("/{run_id}", response_model=RunResponse) def get_run( + background_tasks: BackgroundTasks, auth: Authorized[Run] = Depends(require_run("read")), db: Session = Depends(get_db), ) -> RunResponse: @@ -283,18 +285,16 @@ def get_run( if client: try: job = client.get_job(str(run.job_id)) - needs_callback = sync_run_from_job(run, job, db) + needs_callback, needs_import = sync_run_from_job(run, job, db) db.commit() if needs_callback and run.callback_url: - # TODO: replace with proper async callback or - # FastAPI BackgroundTasks. - url = str(run.callback_url) - payload = _build_payload(run) - threading.Thread( - target=post_callback_sync, - args=(url, payload), - daemon=True, - ).start() + background_tasks.add_task( + post_callback_sync, str(run.callback_url), _build_payload(run) + ) + if needs_import: + background_tasks.add_task( + submit_flow, import_run_outputs_flow, job_id=str(run.job_id) + ) except SnakedispatchError: pass @@ -421,6 +421,7 @@ def download_run_output( @router.post("/{run_id}/cancel", response_model=MessageResponse) def cancel_run( + background_tasks: BackgroundTasks, auth: Authorized[Run] = Depends(require_run("modify")), db: Session = Depends(get_db), ) -> dict: @@ -430,31 +431,25 @@ def cancel_run( sd_client = _get_client_for_run(run) try: result = sd_client.cancel_job(str(run.job_id)) - needs_callback = sync_run_from_job(run, result, db) + needs_callback, needs_import = sync_run_from_job(run, result, db) db.commit() if needs_callback and run.callback_url: - # TODO: replace with proper async callback or - # FastAPI BackgroundTasks. - url = str(run.callback_url) - payload = _build_payload(run) - threading.Thread( - target=post_callback_sync, args=(url, payload), daemon=True - ).start() + background_tasks.add_task( + post_callback_sync, str(run.callback_url), _build_payload(run) + ) + if needs_import: + background_tasks.add_task( + submit_flow, import_run_outputs_flow, job_id=str(run.job_id) + ) except SnakedispatchError as e: if e.status_code in (404, 409): if run.status not in SYNCED_STATUSES: run.status = RunStatus.CANCELLED db.commit() if run.callback_url: - # TODO: replace with proper async callback or - # FastAPI BackgroundTasks. - url = str(run.callback_url) - payload = _build_payload(run) - threading.Thread( - target=post_callback_sync, - args=(url, payload), - daemon=True, - ).start() + background_tasks.add_task( + post_callback_sync, str(run.callback_url), _build_payload(run) + ) else: raise diff --git a/src/pypsa_app/backend/api/routes/statistics.py b/src/pypsa_app/backend/api/routes/statistics.py index 6e13d18..277af8c 100644 --- a/src/pypsa_app/backend/api/routes/statistics.py +++ b/src/pypsa_app/backend/api/routes/statistics.py @@ -5,12 +5,12 @@ from pypsa_app.backend.api.deps import get_db, get_networks, require_permission from pypsa_app.backend.api.utils.task_utils import queue_task +from pypsa_app.backend.flows import get_statistics_flow from pypsa_app.backend.models import Permission, User from pypsa_app.backend.ratelimit import limiter from pypsa_app.backend.schemas.statistics import StatisticsParams from pypsa_app.backend.schemas.task import TaskQueuedResponse from pypsa_app.backend.settings import settings -from pypsa_app.backend.tasks import get_statistics_task router = APIRouter() logger = logging.getLogger(__name__) @@ -18,7 +18,7 @@ @router.post("/", response_model=TaskQueuedResponse) @limiter.limit(settings.ratelimit_expensive) -def get_statistics( +async def get_statistics( request: Request, response: Response, body: StatisticsParams, @@ -29,8 +29,8 @@ def get_statistics( networks = get_networks(db, body.network_ids, user) file_paths = [net.file_path for net in networks] - return queue_task( - get_statistics_task, + return await queue_task( + get_statistics_flow, file_paths=file_paths, statistic=body.statistic, parameters=body.parameters, diff --git a/src/pypsa_app/backend/api/routes/tasks.py b/src/pypsa_app/backend/api/routes/tasks.py index a81bbff..fc67aec 100644 --- a/src/pypsa_app/backend/api/routes/tasks.py +++ b/src/pypsa_app/backend/api/routes/tasks.py @@ -1,4 +1,4 @@ -"""Generic task status endpoint for all Celery tasks""" +"""Generic task status endpoint for all background flows.""" from uuid import UUID @@ -13,13 +13,9 @@ @router.get("/status/{task_id}", response_model=TaskStatusResponse) -def get_task_status(task_id: UUID, user: User = Depends(get_active_user)) -> dict: - """Get status of any background Celery task. +async def get_task_status(task_id: UUID, user: User = Depends(get_active_user)) -> dict: + """Get status of any background flow run. - States: - - PENDING: Task is waiting to be processed - - PROGRESS: Task is running (includes progress metadata) - - SUCCESS: Task completed successfully - - FAILURE: Task failed with error + State is passed through directly from Prefect. """ - return get_task_status_response(str(task_id)) + return await get_task_status_response(str(task_id)) diff --git a/src/pypsa_app/backend/api/utils/task_utils.py b/src/pypsa_app/backend/api/utils/task_utils.py index 485616a..f27344d 100644 --- a/src/pypsa_app/backend/api/utils/task_utils.py +++ b/src/pypsa_app/backend/api/utils/task_utils.py @@ -1,61 +1,34 @@ -"""Shared utilities for task status responses""" +"""Shared utilities for task status responses.""" import logging -from collections.abc import Callable +from typing import Any -from pypsa_app.backend.settings import API_V1_PREFIX -from pypsa_app.backend.task_queue import InMemoryAsyncResult, task_app +from pypsa_app.backend.settings import API_V1_PREFIX, PREFECT_DEPLOYMENT_NAME +from pypsa_app.backend.task_queue import task_queue logger = logging.getLogger(__name__) -def get_task_status_response(task_id: str) -> dict: - """Get standardized task status response""" - # Check if using Celery or in-memory queue - try: - # Try using Celery's AsyncResult if Celery is the backend - from celery.result import AsyncResult # noqa: PLC0415 - - task = AsyncResult(task_id, app=task_app) - except (ImportError, AttributeError) as e: - # Fall back to in-memory AsyncResult - logger.warning("Celery unavailable, using in-memory task queue: %s", e) - task = InMemoryAsyncResult(task_id) - - response = {"task_id": task_id, "state": task.state} - - match task.state: - case "PENDING": - response["message"] = "Task is waiting to be executed" - case "PROGRESS": - info = task.info or {} - response["message"] = info.get("status", "Processing...") - if current := info.get("current"): - response["current"] = current - if total := info.get("total"): - response["total"] = total - case "SUCCESS": - response["result"] = task.result - case "FAILURE": - response["error"] = "Task failed unexpectedly" - case _: - response["message"] = "Task in unknown state" - - return response - - -def queue_task(celery_task: Callable, *args: object, **kwargs: object) -> dict: - """Queue Celery task and return standard response.""" - task = celery_task.apply_async(args=args, kwargs=kwargs) +async def get_task_status_response(task_id: str) -> dict: + """Return a standardised task status dict for the given task/flow run ID.""" + return await task_queue.get_status(task_id) + + +async def queue_task(flow: Any, **kwargs: object) -> dict: + """Submit a flow to the task queue and return the standard queued-task response.""" + deployment_name = f"{flow.name}/{PREFECT_DEPLOYMENT_NAME}" + flow_run_id = await task_queue.submit(deployment_name, **kwargs) logger.debug( - "Queued Celery task", - extra={ - "task_name": celery_task.name, - "task_id": task.id, - }, + "Queued flow", + extra={"deployment": deployment_name, "flow_run_id": flow_run_id}, ) - return { - "task_id": task.id, - "status_url": f"{API_V1_PREFIX}/tasks/status/{task.id}", + "task_id": flow_run_id, + "status_url": f"{API_V1_PREFIX}/tasks/status/{flow_run_id}", } + + +async def submit_flow(flow: Any, **kwargs: object) -> str: + """Submit a flow fire-and-forget; returns the flow run ID.""" + deployment_name = f"{flow.name}/{PREFECT_DEPLOYMENT_NAME}" + return await task_queue.submit(deployment_name, **kwargs) diff --git a/src/pypsa_app/backend/tasks.py b/src/pypsa_app/backend/flows.py similarity index 53% rename from src/pypsa_app/backend/tasks.py rename to src/pypsa_app/backend/flows.py index 58d33d6..0b0eedd 100644 --- a/src/pypsa_app/backend/tasks.py +++ b/src/pypsa_app/backend/flows.py @@ -1,15 +1,20 @@ -"""Celery tasks for long-running PyPSA operations""" +"""Prefect flows for long-running PyPSA operations.""" + +from __future__ import annotations import logging import os import tempfile import uuid as _uuid -from collections.abc import Callable from datetime import UTC, datetime from pathlib import Path, PurePosixPath -from typing import Any +from typing import TYPE_CHECKING, Any + +if TYPE_CHECKING: + from collections.abc import Callable import httpx +from sqlalchemy.exc import SQLAlchemyError from pypsa_app.backend.api.utils.network import ( make_temp_path, @@ -28,69 +33,113 @@ get_statistics as get_statistics_service, ) from pypsa_app.backend.settings import settings -from pypsa_app.backend.task_queue import task_app from pypsa_app.backend.utils.errors import sanitize_task_error from pypsa_app.backend.utils.validation import validate_url_external logger = logging.getLogger(__name__) +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- -def _execute_task( - self: Any, name: str, func: Callable, **kwargs: Any -) -> dict[str, Any]: - """Execute task with progress tracking, error handling, and result formatting""" - self.update_state(state="PROGRESS", meta={"status": f"{name} in progress"}) + +def _current_flow_run_id() -> str: + from prefect.context import get_run_context # noqa: PLC0415 + + return str(get_run_context().flow_run.id) + + +def _execute_flow(name: str, func: Callable, **kwargs: Any) -> dict[str, Any]: + """Run func and return a structured result dict. + + User-facing errors (ValueError, httpx.HTTPStatusError) are caught and + returned as a result with status="error" so the client can display them. + Infrastructure errors (DB, OS, unexpected) are re-raised so Prefect's retry + mechanism can handle them. + """ + task_id = _current_flow_run_id() try: data = func(**kwargs) return TaskResultResponse( status="success", - task_id=self.request.id, - # SQLite stores naive datetimes; strip tzinfo but always generate UTC + task_id=task_id, generated_at=datetime.now(UTC).replace(tzinfo=None).isoformat(), data=data, request=kwargs, ).model_dump() - except Exception as e: + except (ValueError, httpx.HTTPStatusError) as e: logger.exception( "%s failed", name, extra={ - "task_id": self.request.id, + "task_id": task_id, "error": str(e), "error_type": type(e).__name__, **kwargs, }, ) return TaskResultResponse( - status="error", task_id=self.request.id, error=sanitize_task_error(e) + status="error", + task_id=task_id, + error=sanitize_task_error(e), ).model_dump() + except (SQLAlchemyError, OSError): + logger.exception( + "%s failed with infrastructure error", + name, + extra={"task_id": task_id, **kwargs}, + ) + raise + +# --------------------------------------------------------------------------- +# Analytics flows +# --------------------------------------------------------------------------- -@task_app.task(bind=True, name="tasks.get_statistics") -def get_statistics_task(self: Any, **kwargs: Any) -> dict[str, Any]: - """Background task for statistics generation""" +# TODO: reconsider the dual-layer caching approach here (needs discussion). +# Currently Redis caches the raw computation result inside the flow, and +# Prefect persists the TaskResultResponse to the filesystem per flow run. +# Two alternatives worth evaluating: +# 1. Replace Redis with Prefect's built-in result caching (cache_key_fn + +# cache_expiration on the @flow). Prefect would skip re-running the flow +# entirely for identical parameters and return the persisted result +# directly, removing the Redis dependency for analytics flows. The +# trade-off: a flow run is still created and registered with the Prefect +# server on every submission — it just resolves instantly on a cache hit. +# The async polling contract (submit → flow_run_id → poll) stays intact. +# 2. Keep Redis but check it before submitting a flow at all (e.g. in +# queue_task or the route handler). A cache hit would avoid the overhead +# of creating a flow run entirely. However, this breaks the current async +# polling contract — the client expects a flow_run_id to poll against, but +# if no flow is submitted there is no flow_run_id. This would require +# either returning the result synchronously on cache hits (different API +# contract) or generating a synthetic task ID and storing the result under +# it separately, which adds significant complexity. Needs careful thought. + + +def _get_statistics_impl(**kwargs: Any) -> dict[str, Any]: func = cache("statistics", ttl=settings.plot_cache_ttl)(get_statistics_service) - return _execute_task(self, "Statistics generation", func, **kwargs) + return _execute_flow("Statistics generation", func, **kwargs) -@task_app.task(bind=True, name="tasks.get_plot") -def get_plot_task(self: Any, **kwargs: Any) -> dict[str, Any]: - """Background task for plot generation""" +def _get_plot_impl(**kwargs: Any) -> dict[str, Any]: func = cache("plot", ttl=settings.plot_cache_ttl)(get_plot_service) - return _execute_task(self, "Plot generation", func, **kwargs) + return _execute_flow("Plot generation", func, **kwargs) -@task_app.task(bind=True, name="tasks.get_explore") -def get_explore_task(self: Any, **kwargs: Any) -> dict[str, Any]: - """Background task for explore map generation""" +def _get_explore_impl(**kwargs: Any) -> dict[str, Any]: func = cache("explore", ttl=settings.plot_cache_ttl)(get_explore_service) - return _execute_task(self, "Explore map generation", func, **kwargs) + return _execute_flow("Explore map generation", func, **kwargs) + + +# --------------------------------------------------------------------------- +# Network import helpers (shared between file and URL import flows) +# --------------------------------------------------------------------------- def _import_tmp( *, tmp_path: str, original_filename: str, user_id: str ) -> dict[str, Any]: - """Import a temp network file into storage and create the DB record.""" tmp = Path(tmp_path) user_uuid = _uuid.UUID(user_id) db = SessionLocal() @@ -144,13 +193,10 @@ def _import_from_url(*, url: str, user_id: str) -> dict[str, Any]: ) -@task_app.task(bind=True, name="tasks.import_network_from_file") -def import_network_from_file_task( - self: Any, *, tmp_path: str, original_filename: str, user_id: str +def _import_network_from_file_impl( + *, tmp_path: str, original_filename: str, user_id: str ) -> dict[str, Any]: - """Import a previously-uploaded network file and create the DB record.""" - return _execute_task( - self, + return _execute_flow( "Network import", _import_tmp, tmp_path=tmp_path, @@ -159,13 +205,8 @@ def import_network_from_file_task( ) -@task_app.task(bind=True, name="tasks.import_network_from_url") -def import_network_from_url_task( - self: Any, *, url: str, user_id: str -) -> dict[str, Any]: - """Download a network from ``url`` and import it.""" - return _execute_task( - self, +def _import_network_from_url_impl(*, url: str, user_id: str) -> dict[str, Any]: + return _execute_flow( "Network import from URL", _import_from_url, url=url, @@ -173,8 +214,12 @@ def import_network_from_url_task( ) -@task_app.task(bind=True, name="tasks.import_run_outputs") -def import_run_outputs_task(self: Any, job_id: str) -> None: # noqa: PLR0915 +# --------------------------------------------------------------------------- +# Run output import (fire-and-forget, no polling) +# --------------------------------------------------------------------------- + + +def _import_run_outputs_impl(job_id: str) -> None: # noqa: PLR0915 """Download .nc outputs from a completed run and import as networks.""" db = SessionLocal() try: @@ -204,7 +249,6 @@ def import_run_outputs_task(self: Any, job_id: str) -> None: # noqa: PLR0915 and str(o.get("path", "")) in wanted_set ] - # If any import fails, rollback undoes all and run is marked ERROR. for output in nc_outputs: output_path = output["path"] fd, tmp_str = tempfile.mkstemp(suffix=".nc") @@ -260,3 +304,71 @@ def import_run_outputs_task(self: Any, job_id: str) -> None: # noqa: PLR0915 logger.exception("Failed to mark run as ERROR", extra={"run_id": job_id}) finally: db.close() + + +# --------------------------------------------------------------------------- +# Prefect @flow wrappers +# --------------------------------------------------------------------------- + +from prefect import flow # noqa: E402 + +# TODO: migrate result storage from local filesystem to S3 object storage for +# distributed deployments where the worker and API are on separate machines. + + +@flow(name="get-statistics", timeout_seconds=7200, retries=1, persist_result=True) +def get_statistics_flow( + file_paths: list[str], statistic: str, parameters: dict[str, Any] +) -> dict[str, Any]: + return _get_statistics_impl( + file_paths=file_paths, statistic=statistic, parameters=parameters + ) + + +@flow(name="get-plot", timeout_seconds=7200, retries=1, persist_result=True) +def get_plot_flow( + file_paths: list[str], + statistic: str, + plot_type: str, + parameters: dict[str, Any], +) -> dict[str, Any]: + return _get_plot_impl( + file_paths=file_paths, + statistic=statistic, + plot_type=plot_type, + parameters=parameters, + ) + + +@flow(name="get-explore", timeout_seconds=7200, retries=1, persist_result=True) +def get_explore_flow( + file_paths: list[str], parameters: dict[str, Any] +) -> dict[str, Any]: + return _get_explore_impl(file_paths=file_paths, parameters=parameters) + + +@flow( + name="import-network-from-file", + timeout_seconds=7200, + persist_result=True, +) +def import_network_from_file_flow( + *, tmp_path: str, original_filename: str, user_id: str +) -> dict[str, Any]: + return _import_network_from_file_impl( + tmp_path=tmp_path, + original_filename=original_filename, + user_id=user_id, + ) + + +@flow( + name="import-network-from-url", timeout_seconds=7200, retries=1, persist_result=True +) +def import_network_from_url_flow(*, url: str, user_id: str) -> dict[str, Any]: + return _import_network_from_url_impl(url=url, user_id=user_id) + + +@flow(name="import-run-outputs", timeout_seconds=7200, retries=1) +def import_run_outputs_flow(job_id: str) -> None: + _import_run_outputs_impl(job_id) diff --git a/src/pypsa_app/backend/schemas/task.py b/src/pypsa_app/backend/schemas/task.py index 803293e..1253977 100644 --- a/src/pypsa_app/backend/schemas/task.py +++ b/src/pypsa_app/backend/schemas/task.py @@ -1,6 +1,6 @@ """Task response schemas""" -from typing import Any, Literal +from typing import Any from pydantic import BaseModel @@ -17,10 +17,8 @@ class TaskStatusResponse(BaseModel): """Response when polling task status""" task_id: str - state: Literal["PENDING", "PROGRESS", "SUCCESS", "FAILURE"] + state: str message: str | None = None - current: int | None = None - total: int | None = None result: Any | None = None error: str | None = None diff --git a/src/pypsa_app/backend/services/sync.py b/src/pypsa_app/backend/services/sync.py index e373631..63e59c0 100644 --- a/src/pypsa_app/backend/services/sync.py +++ b/src/pypsa_app/backend/services/sync.py @@ -11,12 +11,13 @@ from sqlalchemy import select +from pypsa_app.backend.api.utils.task_utils import submit_flow from pypsa_app.backend.database import SessionLocal +from pypsa_app.backend.flows import import_run_outputs_flow from pypsa_app.backend.models import Run, RunStatus from pypsa_app.backend.services.backend_registry import backend_registry from pypsa_app.backend.services.callback import fire_callback_async from pypsa_app.backend.services.run import SnakedispatchError -from pypsa_app.backend.tasks import import_run_outputs_task logger = logging.getLogger(__name__) @@ -47,15 +48,17 @@ "jobs_finished", ] - _CALLBACK_STATUSES = SYNCED_STATUSES - {RunStatus.UPLOADING} -def sync_run_from_job(run: Run, job: dict, db: Session) -> bool: +def sync_run_from_job(run: Run, job: dict, db: Session) -> tuple[bool, bool]: """Update a Run record from a Snakedispatch response dict. Returns: - True if a callback should be fired after the transaction commits. + (needs_callback, needs_import) — both booleans. + needs_callback: True if a callback should be fired after the transaction + commits. + needs_import: True if import_run_outputs should be submitted after commit. """ old_status = run.status changed = False @@ -65,6 +68,7 @@ def sync_run_from_job(run: Run, job: dict, db: Session) -> bool: setattr(run, field, new_val) changed = True + needs_import = False raw_status = job.get("status") if raw_status: try: @@ -79,8 +83,8 @@ def sync_run_from_job(run: Run, job: dict, db: Session) -> bool: if completed_with_import_pending and run.import_networks: run.status = RunStatus.UPLOADING db.flush() - import_run_outputs_task.apply_async(args=(str(run.job_id),)) - return False + needs_import = True + return False, True if completed_with_import_pending: run.status = RunStatus.COMPLETED changed = True @@ -91,35 +95,45 @@ def sync_run_from_job(run: Run, job: dict, db: Session) -> bool: if changed: db.flush() - return run.status in _CALLBACK_STATUSES and old_status not in _CALLBACK_STATUSES + needs_callback = ( + run.status in _CALLBACK_STATUSES and old_status not in _CALLBACK_STATUSES + ) + return needs_callback, needs_import -def sync_non_terminal_runs() -> list[dict]: +def sync_non_terminal_runs() -> tuple[list[dict], list[str]]: """Poll all backends and update runs that haven't reached a terminal state. Returns: - List of callback dicts ``{"url": ..., "payload": ...}`` to be fired - by the async caller after the DB session is closed. + (callbacks, import_job_ids) where: + callbacks — list of {"url": ..., "payload": ...} dicts to fire async + import_job_ids — list of job_id strings for which import flows must be + submitted """ callbacks: list[dict] = [] + import_job_ids: list[str] = [] db = SessionLocal() try: non_terminal = db.scalars( select(Run).where(Run.status.notin_(SYNCED_STATUSES)) ).all() if not non_terminal: - return callbacks + return callbacks, import_job_ids for backend_id, client in backend_registry.all_clients().items(): backend_runs = [r for r in non_terminal if r.backend_id == backend_id] if not backend_runs: continue callback_runs: list[Run] = [] + pending_imports: list[str] = [] for run in backend_runs: try: job = client.get_job(str(run.job_id)) - if sync_run_from_job(run, job, db): + needs_callback, needs_import = sync_run_from_job(run, job, db) + if needs_callback: callback_runs.append(run) + if needs_import: + pending_imports.append(str(run.job_id)) except SnakedispatchError as exc: if exc.status_code == 404: # noqa: PLR2004 logger.warning( @@ -162,9 +176,10 @@ def sync_non_terminal_runs() -> list[dict]: for run in callback_runs if run.callback_url ) + import_job_ids.extend(pending_imports) finally: db.close() - return callbacks + return callbacks, import_job_ids async def run_sync_loop(interval: float = 10.0) -> None: @@ -172,12 +187,16 @@ async def run_sync_loop(interval: float = 10.0) -> None: while True: await asyncio.sleep(interval) try: - callbacks = await asyncio.to_thread(sync_non_terminal_runs) + callbacks, import_job_ids = await asyncio.to_thread(sync_non_terminal_runs) for cb in callbacks: - task = asyncio.create_task( - fire_callback_async(cb["url"], cb["payload"]) + t = asyncio.create_task(fire_callback_async(cb["url"], cb["payload"])) + _background_tasks.add(t) + t.add_done_callback(_background_tasks.discard) + for job_id in import_job_ids: + t = asyncio.create_task( + submit_flow(import_run_outputs_flow, job_id=job_id) ) - _background_tasks.add(task) - task.add_done_callback(_background_tasks.discard) + _background_tasks.add(t) + t.add_done_callback(_background_tasks.discard) except Exception: logger.warning("Background run sync failed", exc_info=True) diff --git a/src/pypsa_app/backend/settings.py b/src/pypsa_app/backend/settings.py index 65f0b1e..f8914c3 100644 --- a/src/pypsa_app/backend/settings.py +++ b/src/pypsa_app/backend/settings.py @@ -12,6 +12,7 @@ API_V1_PREFIX = "/api/v1" SESSION_COOKIE_NAME = "pypsa_session" +PREFECT_DEPLOYMENT_NAME = "pypsa-app" # Sentinel value: when database_url equals this, it is derived from data_dir. _DEFAULT_DATABASE_URL_SENTINEL = "__derive_from_data_dir__" diff --git a/src/pypsa_app/backend/task_queue.py b/src/pypsa_app/backend/task_queue.py index 5c957c2..4752a07 100644 --- a/src/pypsa_app/backend/task_queue.py +++ b/src/pypsa_app/backend/task_queue.py @@ -1,145 +1,53 @@ -"""Celery configuration and in-memory task queue fallback""" +"""Prefect task queue — submit flows and poll their status.""" + +from __future__ import annotations import logging -import threading import uuid -from collections.abc import Callable -from concurrent.futures import ThreadPoolExecutor -from datetime import UTC, datetime, timedelta from typing import Any -from pypsa_app.backend.settings import settings - logger = logging.getLogger(__name__) -_tasks = {} -_lock = threading.Lock() -_pool = ThreadPoolExecutor(max_workers=1, thread_name_prefix="task") - - -class InMemoryAsyncResult: - def __init__(self, task_id: str) -> None: - self.id = task_id - - @property - def state(self) -> str: - with _lock: - return _tasks.get(self.id, {}).get("state", "PENDING") - - @property - def result(self) -> Any: - with _lock: - t = _tasks.get(self.id, {}) - return t.get("result") if t.get("state") == "SUCCESS" else None - - @property - def info(self) -> Any: - with _lock: - t = _tasks.get(self.id, {}) - if t.get("state") == "FAILURE": - return t.get("exception") - if t.get("state") == "PROGRESS": - return t.get("meta", {}) - return None - - -class InMemoryTaskQueue: - def task(self, *args: Any, **kwargs: Any) -> Callable: - bind = kwargs.get("bind", False) - - def _decorator(func: Callable) -> Callable: - def apply_async( - args: tuple = (), kwargs: dict | None = None, **options: Any - ) -> InMemoryAsyncResult: - tid = str(uuid.uuid4()) - now = datetime.now(UTC) - with _lock: - _tasks[tid] = {"state": "PENDING", "created_at": now} - cutoff = now - timedelta(hours=24) - for k in list(_tasks.keys()): - if _tasks[k].get("created_at", cutoff) < cutoff: - del _tasks[k] +class PrefectTaskQueue: + """Submits flows via Prefect deployments and polls the Prefect server for status.""" - class Task: - request = type("Request", (), {"id": tid})() + async def submit(self, deployment_name: str, **kwargs: Any) -> str: + from prefect.deployments import run_deployment # noqa: PLC0415 - @staticmethod - def update_state( - state: str | None = None, meta: dict | None = None - ) -> None: - with _lock: - if tid in _tasks and state: - _tasks[tid]["state"] = state - if tid in _tasks and meta: - _tasks[tid]["meta"] = meta - - def run() -> None: - try: - res = ( - func(Task(), *args, **(kwargs or {})) - if bind - else func(*args, **(kwargs or {})) - ) - with _lock: - _tasks[tid].update({"state": "SUCCESS", "result": res}) - except Exception as e: - with _lock: - _tasks[tid].update( - {"state": "FAILURE", "exception": str(e)} - ) - logger.exception( - "Task failed", - extra={"task_id": tid, "error": str(e)}, - ) + flow_run = await run_deployment( + deployment_name, + parameters=kwargs, + timeout=0, # fire-and-forget; don't wait for completion + ) + logger.debug( + "Submitted Prefect flow run", + extra={"deployment": deployment_name, "flow_run_id": str(flow_run.id)}, + ) + return str(flow_run.id) - _pool.submit(run) - return InMemoryAsyncResult(tid) + async def get_status(self, task_id: str) -> dict: + from prefect.client.orchestration import get_client # noqa: PLC0415 + from prefect.exceptions import ObjectNotFound # noqa: PLC0415 - func.apply_async = apply_async - func.name = kwargs.get("name", func.__name__) - return func + response: dict[str, Any] = {"task_id": task_id} + try: + async with get_client() as client: + flow_run = await client.read_flow_run(uuid.UUID(task_id)) + except ObjectNotFound: + response["state"] = "NOT_FOUND" + return response - return _decorator + state_type = flow_run.state_type + response["state"] = state_type.value if state_type else "PENDING" + if state_type: + if state_type.value == "COMPLETED": + response["result"] = await flow_run.state.result(raise_on_failure=False) + elif state_type.value in {"FAILED", "CRASHED"}: + response["error"] = flow_run.state.message or "Task failed" -# Try to use Celery with Redis, fall back to in-memory task queue -try: - from celery import Celery + return response - # Only use real Celery if Redis URL is configured - if not settings.redis_url: - logger.warning( - "Redis URL not configured - using in-memory task queue", - extra={"backend": "in-memory", "background_tasks_enabled": True}, - ) - task_app = InMemoryTaskQueue() - else: - task_app = Celery( - "pypsa_app", - broker=settings.redis_url, - backend=settings.redis_url, - include=["pypsa_app.backend.tasks"], - ) - - task_app.conf.update( - accept_content=["json"], - result_expires=86400, - worker_prefetch_multiplier=1, - worker_max_tasks_per_child=10, - task_soft_time_limit=3600, - task_time_limit=7200, - task_acks_late=True, - ) - - logger.info( - "Initialized Celery with Redis backend", - extra={"redis_url": settings.redis_url, "backend": "celery"}, - ) -except ImportError: - logger.warning( - "Celery not installed - using in-memory task queue", - extra={"backend": "in-memory", "background_tasks_enabled": True}, - ) - task_app = InMemoryTaskQueue() +task_queue = PrefectTaskQueue() diff --git a/src/pypsa_app/worker.py b/src/pypsa_app/worker.py new file mode 100644 index 0000000..7b1a89f --- /dev/null +++ b/src/pypsa_app/worker.py @@ -0,0 +1,77 @@ +"""Prefect worker entrypoint: serves all flow deployments and executes them.""" + +from __future__ import annotations + +import asyncio +import logging +import os +import time + +from pypsa_app.backend.settings import PREFECT_DEPLOYMENT_NAME + +logger = logging.getLogger(__name__) + +_SERVER_TIMEOUT = 120 +_RETRY_INTERVAL = 3 + + +async def _wait_for_server() -> None: + import httpx # noqa: PLC0415 + + from pypsa_app.backend.settings import settings # noqa: PLC0415 + + url = f"{settings.prefect_api_url}/health" + deadline = time.monotonic() + _SERVER_TIMEOUT + logger.info("Waiting for Prefect server at %s ...", url) + while time.monotonic() < deadline: + try: + async with httpx.AsyncClient() as client: + resp = await client.get(url, timeout=5) + if resp.status_code == 200: # noqa: PLR2004 + logger.info("Prefect server is ready") + return + except Exception: + logger.debug("Prefect server not ready yet, retrying...") + await asyncio.sleep(_RETRY_INTERVAL) + msg = f"Prefect server did not become ready within {_SERVER_TIMEOUT}s" + raise TimeoutError(msg) + + +async def _main() -> None: + from prefect import aserve # noqa: PLC0415 + + from pypsa_app.backend.flows import ( # noqa: PLC0415 + get_explore_flow, + get_plot_flow, + get_statistics_flow, + import_network_from_file_flow, + import_network_from_url_flow, + import_run_outputs_flow, + ) + + logging.basicConfig(level=logging.INFO) + await _wait_for_server() + + concurrency = int(os.environ.get("PREFECT_WORKER_CONCURRENCY", "2")) + deployments = [ + await flow_fn.ato_deployment(name=PREFECT_DEPLOYMENT_NAME) + for flow_fn in [ + get_statistics_flow, + get_plot_flow, + get_explore_flow, + import_network_from_file_flow, + import_network_from_url_flow, + import_run_outputs_flow, + ] + ] + + logger.info( + "Serving %d flow deployments (concurrency=%d)...", + 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