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app/backend/fluksio/main.py
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Stage caching for batch runs, and an engine that lives in the command
A code node in a batch run is now fingerprinted by its source, its raw
settings and the values it reads — an artifact input counting as its digest,
which is what the content addressing was always for. A run that finds the key
restores what the earlier one returned and skips the node, recorded as
`cached`. The run history is the cache: `run_node.outputs` beside the
`cache_key` the schema already had, no second store. On for code nodes, never
for the built-in and connector types that have side effects; off per node with
`@node(cache=False)` and per run with `--no-cache`.

Emissions are not replayed on a hit, so a cached training node returns its
result without redrawing its curve. Recorded in NOTEPAD.md with the two other
deliberate limits.

`fluksio run --local` boots the real app in the command's own process and
drives it through its ASGI interface behind the ordinary client, so a run no
longer needs a `serve` terminal beside it — same data directory, same history,
and the cache carries between the two. It always waits, because the engine it
starts lives exactly as long as the command.

Also: `fluksio sweep --param lr=0.1,0.01` for the product of the lists,
`run --follow` for a run's numbers as they arrive, Ctrl-C cancelling a waited
run rather than abandoning it, coloured statuses on a terminal, and `name`
made optional on the metrics endpoint so a follower can ask for every series.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-24 20:31:31 +02:00

297 lines
11 KiB
Python

import asyncio
import contextlib
from collections.abc import AsyncIterator
from contextlib import AbstractAsyncContextManager, asynccontextmanager
import sentry_sdk
from fastapi import FastAPI, Request
from fastapi.concurrency import run_in_threadpool
from fastapi.responses import JSONResponse
from fastapi.routing import APIRoute
from fluksio_worker.worker_main import ARTIFACT_DIR_ENV
from starlette.middleware.cors import CORSMiddleware
from fluksio.api.main import api_router
from fluksio.api.routes.alerts import read_config as read_alerts_config
from fluksio.cloud import config as cloud_config
from fluksio.core import security
from fluksio.core.config import settings
from fluksio.core.db import engine as db_engine
from fluksio.core.db import prepare
from fluksio.flow import logs, modules
from fluksio.flow.alerts import AlertManager
from fluksio.flow.artifacts import ArtifactStore
from fluksio.flow.controller import FlowController, RebuildBusy
from fluksio.flow.dashboards import DashboardStore
from fluksio.flow.events import event_bus
from fluksio.flow.executor import ExecutionService
from fluksio.flow.metrics import MetricsCollector
from fluksio.flow.nodes.http import close_shared_client
from fluksio.flow.pipeline import ValueSource
from fluksio.flow.plugins import load_plugins
from fluksio.flow.queue import MemoryWorkQueue, RedisWorkQueue, WorkQueue
from fluksio.flow.remote import RemoteWorkerHub
from fluksio.flow.runs import RUN_STATE_TTL, RunService
from fluksio.flow.secrets import init_secrets
from fluksio.flow.state import MemoryState, RedisState, StateBackend
from fluksio.flow.store import FlowStore
from fluksio.flow.watchdog import LoopWatchdog
from fluksio.flow.workers import PythonWorkerPool
def custom_generate_unique_id(route: APIRoute) -> str:
return f"{route.tags[0]}-{route.name}"
if settings.SENTRY_DSN and settings.ENVIRONMENT != "local":
# `enable_tracing` was removed in sentry-sdk 2.x; this is what it meant.
sentry_sdk.init(dsn=str(settings.SENTRY_DSN), traces_sample_rate=1.0)
def _state_backend() -> StateBackend:
if settings.REDIS_HOST:
return RedisState(host=settings.REDIS_HOST, port=settings.REDIS_PORT)
return MemoryState()
def _work_queue(namespace: str = "queue") -> WorkQueue:
"""Redis makes queued work survive the process; memory does not pretend to."""
if settings.REDIS_HOST:
return RedisWorkQueue(
host=settings.REDIS_HOST, port=settings.REDIS_PORT, namespace=namespace
)
return MemoryWorkQueue()
def _run_state(namespace: str) -> StateBackend:
"""A state backend of a run's own, which is what isolates it.
It expires: a finished run's messages are read out into its result, and
what is left is only worth keeping while someone might look at it.
"""
if settings.REDIS_HOST:
return RedisState(
host=settings.REDIS_HOST,
port=settings.REDIS_PORT,
namespace=namespace,
ttl=RUN_STATE_TTL,
)
return MemoryState()
def _mcp_sessions() -> AbstractAsyncContextManager[None]:
"""The MCP session manager's run scope, or nothing when MCP is off."""
if not settings.MCP_ENABLED:
return contextlib.nullcontext()
from fluksio.mcp.server import mcp as mcp_server
return mcp_server.session_manager.run()
@asynccontextmanager
async def lifespan(app: FastAPI) -> AsyncIterator[None]:
"""Start the flow engine alongside the API."""
# The schema and the first superuser, before anything reads either. It is
# idempotent, so a deployment that ran this from its own prestart step
# pays a version check for it and nothing else.
await run_in_threadpool(prepare, db_engine)
event_bus.bind(asyncio.get_running_loop())
# Node code is user code, and `print` is how it says things.
logs.install()
init_secrets(settings.SECRETS_FILE, settings.SECRET_KEY)
# Connectors register their node types before any flow is built with them.
load_plugins()
alerts = AlertManager(event_bus, config=read_alerts_config())
execution = ExecutionService(
queue=_work_queue(),
max_workers=settings.FLOW_MAX_WORKERS,
events=event_bus,
)
store = FlowStore(settings.FLOWS_DIR)
# The packages node code imports, before anything tries to import them.
await run_in_threadpool(modules.reconcile, store)
# Beside the flows rather than in them: an artifact is what a run produced,
# not something anyone wrote, so it has no business in the git repository.
artifacts = ArtifactStore(settings.FLOWS_DIR.parent / "artifacts")
app.state.artifact_store = artifacts
pool = PythonWorkerPool(
python=modules.venv_python(),
size=settings.FLOW_MAX_WORKERS,
events=event_bus,
# A worker in this container writes to the store directly; a remote one
# is given a URL instead. Node code calls the same two functions.
env={ARTIFACT_DIR_ENV: str(artifacts.root)},
)
pool.start()
app.state.worker_pool = pool
worker_hub = RemoteWorkerHub()
app.state.worker_hub = worker_hub
controller = FlowController(
store=store,
state=_state_backend(),
events=event_bus,
max_workers=settings.FLOW_MAX_WORKERS,
fastapi_app=app,
execution=execution,
alerts=alerts,
workers=pool,
remote=worker_hub,
)
app.state.flow_controller = controller
# A "dashboard" alert channel puts its alert into the graph. Bound here
# rather than passed in: the manager is built before the controller is.
alerts.publish = lambda name, value: controller.publish_message(
name, value, ValueSource(kind="api", id="alerts", label="Alerts")
)
dashboards = DashboardStore(controller.store)
app.state.dashboard_store = dashboards
controller.dashboards = dashboards
# Charts need a deeper series than the default; tell the engine
# before it starts recording.
controller.set_history_limits(dashboards.history_requirements())
# Runs read from a stream of their own: a burst of sweep runs must not
# stand between the automations and their work, and a run that takes an
# hour must not be judged by the cascade reaper's timings.
run_service = RunService(
controller=controller,
queue=_work_queue("run"),
state_factory=_run_state,
artifacts=artifacts,
)
app.state.run_service = run_service
watchdog = LoopWatchdog(event_bus)
app.state.watchdog = watchdog
watchdog_task = asyncio.create_task(watchdog.run(), name="loop-watchdog")
alerts_task = asyncio.create_task(alerts.run(), name="alert-manager")
metrics_task = asyncio.create_task(
MetricsCollector(event_bus).run(), name="metrics-collector"
)
await controller.start()
run_service.start()
# Optional, and off unless someone enrolled this installation: the
# connector dials the portal, nothing dials in.
cloud_task: asyncio.Task[None] | None = None
app.state.cloud_connector = None
app.state.cloud_task = None
if cloud_config.exists():
from fluksio.cloud.connector import CloudConnector
connector = CloudConnector(app)
app.state.cloud_connector = connector
cloud_task = asyncio.create_task(
connector.serve_forever(), name="cloud-connector"
)
app.state.cloud_task = cloud_task
try:
# A mounted sub-app gets no lifespan of its own, so the MCP session
# manager is entered here; without it every /mcp request fails.
async with _mcp_sessions():
yield
finally:
watchdog_task.cancel()
alerts_task.cancel()
metrics_task.cancel()
# Re-read from app.state: enrolling at runtime replaces this.
running_cloud = getattr(app.state, "cloud_task", None) or cloud_task
if running_cloud is not None:
running_cloud.cancel()
await run_in_threadpool(run_service.stop)
await controller.stop()
pool.stop()
close_shared_client()
if settings.MCP_ENABLED:
from fluksio.mcp.http import aclose
await aclose()
# The schema enumerates every endpoint this installation serves, including the
# paths trigger nodes mount at runtime. That is exactly what a developer wants
# and exactly what an internet-facing deployment should not hand out, so it
# follows the environment — the same rule the portal's backend uses. The
# generated client is built from a local run, not from the deployed host.
_docs_enabled = settings.ENVIRONMENT != "production"
app = FastAPI(
title=settings.PROJECT_NAME,
openapi_url=f"{settings.API_V1_STR}/openapi.json" if _docs_enabled else None,
docs_url="/docs" if _docs_enabled else None,
redoc_url="/redoc" if _docs_enabled else None,
generate_unique_id_function=custom_generate_unique_id,
lifespan=lifespan,
)
# Set all CORS enabled origins
if settings.all_cors_origins:
app.add_middleware(
CORSMiddleware,
allow_origins=settings.all_cors_origins,
allow_credentials=True,
allow_methods=["*"],
allow_headers=["*"],
)
app.include_router(api_router, prefix=settings.API_V1_STR)
@app.exception_handler(RebuildBusy)
async def rebuild_busy(request: Request, exc: RebuildBusy) -> JSONResponse: # noqa: ARG001
"""Every route that deploys something answers a wedged rebuild the same way.
The request was fine and retrying it may well work, so this is the engine
saying it is busy rather than the request having gone wrong.
"""
return JSONResponse(status_code=503, content={"detail": str(exc)})
# Tagged because the operation-id builder reads the first tag; the route
# itself stays out of the schema.
@app.get(
"/.well-known/oauth-authorization-server",
include_in_schema=False,
tags=["oauth"],
)
def oauth_authorization_server() -> JSONResponse:
"""RFC 8414 metadata, so an agent can find its way in unaided.
The authorization endpoint is the dashboard rather than the API: approving
a client needs a signed-in human, and the browser session lives there.
"""
issuer = settings.oauth_issuer
return JSONResponse(
content={
"issuer": issuer,
"authorization_endpoint": (
f"{settings.FRONTEND_HOST.rstrip('/')}/oauth/authorize"
),
"token_endpoint": f"{issuer}{settings.API_V1_STR}/oauth/token",
"registration_endpoint": f"{issuer}{settings.API_V1_STR}/oauth/register",
"jwks_uri": f"{issuer}/.well-known/jwks.json",
"response_types_supported": ["code"],
"grant_types_supported": ["authorization_code", "refresh_token"],
"code_challenge_methods_supported": ["S256"],
"token_endpoint_auth_methods_supported": ["none"],
"scopes_supported": [security.MCP_SCOPE],
},
headers={"Cache-Control": "public, max-age=3600"},
)
@app.get("/.well-known/jwks.json", include_in_schema=False, tags=["oauth"])
def jwks() -> JSONResponse:
"""The public half of the MCP signing key."""
return JSONResponse(
content=security.public_jwks(),
headers={"Cache-Control": "public, max-age=3600"},
)
# Mounted last, and at the root: the SDK serves both /mcp and the protected
# resource metadata that has to sit beside it, so mounting under /mcp would put
# that metadata somewhere no client looks for it.
if settings.MCP_ENABLED:
from fluksio.mcp.http import build_http_app
app.mount("/", build_http_app(app))