MediaRouter / app /generation /providers /worker_client.py
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from __future__ import annotations
import asyncio
import ipaddress
from collections.abc import AsyncIterator, Awaitable, Callable
from contextlib import asynccontextmanager
from pathlib import Path
from typing import Any
from urllib.parse import urlparse
import httpx
from pydantic import SecretStr
from app.generation.domain.enums import (
GenerationModality,
WorkerCancellationStatus,
WorkerErrorCategory,
WorkerHealthStatus,
WorkerJobStatus,
WorkerReadinessStatus,
)
from app.generation.domain.errors import GenerationOutputError, GenerationWorkerError
from app.generation.domain.retry import GenerationRetryPolicy
from app.generation.domain.runtime import (
WorkerCancellationResult,
WorkerHealth,
WorkerInfo,
WorkerJob,
WorkerModelInfo,
WorkerOutput,
WorkerReadiness,
safe_worker_metadata,
)
class RemoteWorkerClient:
"""Strict HTTP client for a trusted, configured MediaRouter worker.
The constructor is deliberately internal-facing: no REST, MCP, SDK, n8n,
or browser payload may supply its base URL or token. Redirects and proxy
environment variables are disabled, endpoint paths are fixed/validated,
and no request/response body is logged.
"""
def __init__(
self,
*,
base_url: str,
bearer_token: SecretStr | str | None,
connect_timeout_seconds: float,
request_timeout_seconds: float,
read_timeout_seconds: float,
retry_policy: GenerationRetryPolicy,
http_client: httpx.AsyncClient | None = None,
sleep: Callable[[float], Awaitable[None]] = asyncio.sleep,
) -> None:
self.base_url = self._validate_base_url(base_url)
self._bearer_token = (
bearer_token.get_secret_value()
if isinstance(bearer_token, SecretStr)
else bearer_token
)
self._request_timeout_seconds = request_timeout_seconds
self.retry_policy = retry_policy
self._sleep = sleep
self._client = http_client or httpx.AsyncClient(
timeout=httpx.Timeout(
connect=connect_timeout_seconds,
read=read_timeout_seconds,
write=request_timeout_seconds,
pool=connect_timeout_seconds,
),
follow_redirects=False,
trust_env=False,
headers={"User-Agent": "mediarouter-generation-runtime/1"},
)
self._owns_client = http_client is None
async def aclose(self) -> None:
if self._owns_client:
await self._client.aclose()
async def health(self) -> WorkerHealth:
payload = await self._request_json("GET", "/health", idempotent=True)
return WorkerHealth(
status=self._health_status(payload.get("status")),
metadata=self._metadata(payload, known={"status"}),
)
async def ready(self) -> WorkerReadiness:
payload = await self._request_json(
"GET", "/ready", idempotent=True, readiness_endpoint=True
)
model_ids = payload.get("model_ids")
if model_ids is None:
model = payload.get("model")
if model is None:
model_ids = []
elif isinstance(model, str):
model_ids = [model]
else:
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned invalid readiness model IDs.",
)
elif not isinstance(model_ids, list) or not all(
isinstance(value, str) for value in model_ids
):
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned invalid readiness model IDs.",
)
model_loaded = payload.get("model_loaded", False)
if not isinstance(model_loaded, bool):
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned invalid readiness metadata.",
)
return WorkerReadiness(
status=self._readiness_status(payload.get("status")),
model_loaded=model_loaded,
model_ids=model_ids,
metadata=self._metadata(
payload, known={"status", "model_loaded", "model_ids", "model"}
),
)
async def info(self) -> WorkerInfo:
payload = await self._request_json("GET", "/v1/info", idempotent=True)
identifier = payload.get("id")
name = payload.get("name")
if (
not isinstance(identifier, str)
or not identifier
or not isinstance(name, str)
or not name
):
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned invalid model metadata.",
)
try:
media_types = self._media_types(payload)
models = self._worker_models(payload, fallback_id=identifier, fallback_name=name)
except ValueError as exc:
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned an unsupported media type.",
) from exc
return WorkerInfo(
id=identifier,
name=name,
media_types=list(dict.fromkeys(media_types)),
models=models,
status=self._health_status(payload.get("status")),
metadata=self._metadata(
payload,
known={"id", "name", "type", "media_types", "models", "status"},
),
)
async def submit(
self, *, payload: dict[str, object], idempotency_key: str
) -> WorkerJob:
if not idempotency_key.strip():
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation submission requires an idempotency key.",
)
response = await self._request_json(
"POST",
"/v1/generate",
json_payload=payload,
headers={"Idempotency-Key": idempotency_key},
idempotent=True,
expected_statuses={200, 202},
)
return self._worker_job(response)
async def submit_form(
self,
*,
fields: dict[str, str],
idempotency_key: str,
idempotent: bool,
) -> dict[str, object]:
"""Submit a strict scalar form to a worker that does not need a file.
Some workers use ``multipart/form-data`` only when an optional input
asset is supplied, but still require form fields for text-only work.
This provider-neutral primitive keeps that transport detail out of
adapters without falling back to an incompatible JSON request body.
``idempotent`` remains explicit because workers can accept a job
without exposing any request-idempotency protocol.
"""
if not idempotency_key.strip():
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation submission requires an idempotency key.",
)
if not fields or any(
not isinstance(key, str) or not isinstance(value, str)
for key, value in fields.items()
):
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation submission fields are invalid.",
)
return await self._request_json(
"POST",
"/v1/generate",
data=fields,
headers={"Idempotency-Key": idempotency_key},
idempotent=idempotent,
expected_statuses={200, 202},
)
async def submit_multipart(
self,
*,
fields: dict[str, str],
file_field: str,
file_path: Path,
filename: str,
mime_type: str,
idempotency_key: str,
idempotent: bool,
) -> dict[str, object]:
"""Submit one canonical local input file as multipart data.
This is a transport primitive rather than a model-specific API. The
source file is opened by the server from a verified canonical asset;
it is never a client filesystem path. ``httpx`` streams the file
object while encoding multipart data, so large media is not loaded
into memory. A caller may opt out of automatic retries when its
worker does not offer submission idempotency.
"""
if not idempotency_key.strip():
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation submission requires an idempotency key.",
)
if not file_field or not filename or not mime_type:
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation submission file metadata is invalid.",
)
source_input = file_path.expanduser()
if source_input.is_symlink():
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation input asset is unavailable.",
)
source = source_input.resolve()
if not source.is_file():
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation input asset is unavailable.",
)
try:
# The WAN worker intentionally has no idempotency key support.
# Its adapter sets ``idempotent=False``, preventing an uncertain
# network failure from causing a second expensive GPU submission.
with source.open("rb") as stream:
return await self._request_json(
"POST",
"/v1/generate",
data=fields,
files={file_field: (filename, stream, mime_type)},
headers={"Idempotency-Key": idempotency_key},
idempotent=idempotent,
expected_statuses={200, 202},
)
except GenerationWorkerError:
raise
except OSError as exc:
raise self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation input asset could not be read.",
) from exc
async def get_job_payload(self, external_job_id: str) -> dict[str, object]:
"""Return a fixed worker job response for adapter-specific parsing."""
path = f"/v1/jobs/{self._safe_external_id(external_job_id)}"
return await self._request_json("GET", path, idempotent=True, job_endpoint=True)
async def cancel_job_payload(
self,
external_job_id: str,
*,
expected_statuses: set[int] | None = None,
) -> dict[str, object]:
"""Call the fixed cancellation endpoint without provider parsing."""
path = f"/v1/jobs/{self._safe_external_id(external_job_id)}/cancel"
return await self._request_json(
"POST",
path,
idempotent=True,
expected_statuses=expected_statuses or {200, 202, 204},
job_endpoint=True,
)
async def get_job(self, external_job_id: str) -> WorkerJob:
return self._worker_job(await self.get_job_payload(external_job_id))
async def cancel(self, external_job_id: str) -> WorkerCancellationResult:
payload = await self.cancel_job_payload(external_job_id)
raw_status = str(payload.get("status", "")).strip().lower()
if raw_status in {"cancelled", "canceled"}:
status = WorkerCancellationStatus.CANCELLED
elif raw_status in {"requested", "cancel_requested", "cancellation_requested"}:
status = WorkerCancellationStatus.REQUESTED
elif raw_status in {"unsupported", "not_supported"}:
status = WorkerCancellationStatus.UNSUPPORTED
elif not raw_status:
# A successful 204 has no representation of whether a running
# GPU operation actually stopped. It can only mean the worker
# accepted the cancellation request, never that it completed it.
status = WorkerCancellationStatus.REQUESTED
else:
status = WorkerCancellationStatus.FAILED
return WorkerCancellationResult(
status=status,
metadata=self._metadata(payload, known={"status"}),
)
async def retrieve_output(self, external_job_id: str) -> WorkerOutput:
job = await self.get_job(external_job_id)
if job.status is not WorkerJobStatus.COMPLETED or job.output is None:
raise GenerationOutputError("Generation output is not ready.")
return job.output
@asynccontextmanager
async def stream_output(self, output: WorkerOutput) -> AsyncIterator[AsyncIterator[bytes]]:
"""Stream a worker-owned relative output path without buffering it.
The caller must write into a controlled MediaRouter staging location,
verify the optional checksum, then register it through
``CanonicalAssetService``. No worker filesystem path is ever trusted.
"""
path = self._safe_worker_path(output.download_path)
context, response = await self._open_stream(path)
try:
yield response.aiter_bytes()
finally:
await context.__aexit__(None, None, None)
async def _request_json(
self,
method: str,
path: str,
*,
json_payload: dict[str, object] | None = None,
data: dict[str, str] | None = None,
files: Any | None = None,
headers: dict[str, str] | None = None,
idempotent: bool,
expected_statuses: set[int] | None = None,
readiness_endpoint: bool = False,
job_endpoint: bool = False,
) -> dict[str, object]:
expected = expected_statuses or {200}
safe_path = self._safe_worker_path(path)
retry_number = 0
while True:
try:
response = await asyncio.wait_for(
self._client.request(
method,
self._url_for(safe_path),
headers=self._headers(headers),
json=json_payload,
data=data,
files=files,
),
timeout=self._request_timeout_seconds,
)
if response.status_code not in expected:
raise self._response_error(
response.status_code,
readiness_endpoint=readiness_endpoint,
job_endpoint=job_endpoint,
)
try:
payload = response.json() if response.content else {}
except (ValueError, UnicodeDecodeError) as exc:
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned an invalid JSON response.",
) from exc
if not isinstance(payload, dict):
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned an invalid response shape.",
)
return payload
except asyncio.CancelledError:
raise
except Exception as exc:
error = self._normalise_exception(
exc,
readiness_endpoint=readiness_endpoint,
job_endpoint=job_endpoint,
)
decision = self.retry_policy.decide(
category=error.category,
http_status=error.http_status,
retry_number=retry_number,
idempotent=idempotent,
)
if not decision.retryable:
raise error from None
retry_number += 1
await self._sleep(decision.delay_seconds)
async def _open_stream(
self, path: str
) -> tuple[Any, httpx.Response]:
# httpx exposes stream() as an async context manager. It is kept
# private to this method so all callers close it in a finally block.
retry_number = 0
while True:
context = self._client.stream(
"GET", self._url_for(path), headers=self._headers(None)
)
try:
response = await asyncio.wait_for(
context.__aenter__(), timeout=self._request_timeout_seconds
)
if response.status_code != 200:
raise self._response_error(response.status_code)
return context, response
except asyncio.CancelledError:
await context.__aexit__(None, None, None)
raise
except Exception as exc:
await context.__aexit__(None, None, None)
error = self._normalise_exception(exc)
decision = self.retry_policy.decide(
category=error.category,
http_status=error.http_status,
retry_number=retry_number,
idempotent=True,
)
if not decision.retryable:
raise error from None
retry_number += 1
await self._sleep(decision.delay_seconds)
def _worker_job(self, payload: dict[str, object]) -> WorkerJob:
raw_status = str(payload.get("status", "")).strip().lower()
statuses = {
"queued": WorkerJobStatus.QUEUED,
"running": WorkerJobStatus.RUNNING,
"processing": WorkerJobStatus.RUNNING,
"completed": WorkerJobStatus.COMPLETED,
"succeeded": WorkerJobStatus.COMPLETED,
"failed": WorkerJobStatus.FAILED,
"cancelled": WorkerJobStatus.CANCELLED,
"canceled": WorkerJobStatus.CANCELLED,
}
job_id = payload.get("job_id", payload.get("external_job_id"))
if not isinstance(job_id, str) or raw_status not in statuses:
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned an invalid job response.",
)
raw_output = payload.get("output")
try:
output = self._worker_output(raw_output) if isinstance(raw_output, dict) else None
return WorkerJob(
external_job_id=job_id,
status=statuses[raw_status],
output=output,
error_category=self._worker_error_category(payload, statuses[raw_status]),
error_code=self._worker_error_code(payload),
error_message=None,
metadata=self._metadata(
payload,
known={"job_id", "external_job_id", "status", "output", "error"},
),
)
except (TypeError, ValueError) as exc:
raise self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned invalid job metadata.",
) from exc
def _worker_output(self, payload: dict[str, object]) -> WorkerOutput:
type_value = payload.get("output_type", payload.get("type"))
mime_type = payload.get("mime_type")
provider_output_id = payload.get("provider_output_id", payload.get("id"))
download_path = payload.get("download_path")
if not all(
isinstance(value, str)
for value in (type_value, mime_type, provider_output_id, download_path)
):
raise GenerationOutputError()
filename = payload.get("filename")
sha256 = payload.get("sha256")
byte_size = payload.get("byte_size")
if filename is not None and not isinstance(filename, str):
raise GenerationOutputError()
if sha256 is not None and not isinstance(sha256, str):
raise GenerationOutputError()
if byte_size is not None and (
not isinstance(byte_size, int) or isinstance(byte_size, bool)
):
raise GenerationOutputError()
metadata = self._metadata(
payload,
known={
"output_type",
"type",
"mime_type",
"provider_output_id",
"id",
"download_path",
"filename",
"sha256",
"byte_size",
},
)
return WorkerOutput(
output_type=type_value,
mime_type=mime_type,
provider_output_id=provider_output_id,
download_path=self._safe_worker_path(download_path),
filename=filename,
sha256=sha256,
byte_size=byte_size,
metadata=metadata,
)
@staticmethod
def _media_types(payload: dict[str, object]) -> list[GenerationModality]:
values = payload.get("media_types")
if values is None:
legacy_type = payload.get("type")
if legacy_type is None:
values = []
elif isinstance(legacy_type, str):
values = [legacy_type]
else:
raise ValueError("worker media type is invalid")
elif not isinstance(values, list) or not all(isinstance(value, str) for value in values):
raise ValueError("worker media types are invalid")
return [GenerationModality(value) for value in values]
def _worker_models(
self, payload: dict[str, object], *, fallback_id: str, fallback_name: str
) -> list[WorkerModelInfo]:
raw_models = payload.get("models")
if raw_models is None:
return [
WorkerModelInfo(
id=fallback_id,
name=fallback_name,
media_types=list(dict.fromkeys(self._media_types(payload))),
)
]
if isinstance(raw_models, dict):
# A compact single-model worker may expose named model variants as
# a JSON object instead of a list of independently selectable
# models. It is still one discovered top-level model; retain the
# safe variant map as metadata for the concrete adapter to verify.
variants = safe_worker_metadata(raw_models)
if not isinstance(variants, dict):
raise ValueError("worker model variants must be an object")
return [
WorkerModelInfo(
id=fallback_id,
name=fallback_name,
media_types=list(dict.fromkeys(self._media_types(payload))),
metadata={"variants": variants},
)
]
if not isinstance(raw_models, list) or not raw_models:
raise ValueError("worker models must be a non-empty list")
models: list[WorkerModelInfo] = []
for raw_model in raw_models:
if not isinstance(raw_model, dict):
raise ValueError("worker model must be an object")
model_id = raw_model.get("id")
model_name = raw_model.get("name")
if not isinstance(model_id, str) or not model_id:
raise ValueError("worker model ID is invalid")
if not isinstance(model_name, str) or not model_name:
raise ValueError("worker model name is invalid")
models.append(
WorkerModelInfo(
id=model_id,
name=model_name,
media_types=list(dict.fromkeys(self._media_types(raw_model))),
metadata=self._metadata(
raw_model, known={"id", "name", "type", "media_types"}
),
)
)
return models
@staticmethod
def _worker_error_code(payload: dict[str, object]) -> str | None:
raw_error = payload.get("error")
if not isinstance(raw_error, dict):
return None
code = raw_error.get("code")
return code if isinstance(code, str) and len(code) <= 100 else None
@staticmethod
def _worker_error_category(
payload: dict[str, object], status: WorkerJobStatus
) -> WorkerErrorCategory | None:
raw_error = payload.get("error")
if isinstance(raw_error, dict):
category = raw_error.get("category")
if isinstance(category, str):
try:
return WorkerErrorCategory(category)
except ValueError:
pass
# A terminal worker failure is an inference failure unless the worker
# explicitly supplied a supported, non-secret category.
return WorkerErrorCategory.INFERENCE_ERROR if status is WorkerJobStatus.FAILED else None
def _normalise_exception(
self,
exc: Exception,
*,
readiness_endpoint: bool = False,
job_endpoint: bool = False,
) -> GenerationWorkerError:
if isinstance(exc, GenerationWorkerError):
return exc
if isinstance(exc, asyncio.TimeoutError) or isinstance(
exc, (httpx.ReadTimeout, httpx.WriteTimeout, httpx.PoolTimeout)
):
return self._error(WorkerErrorCategory.TIMEOUT, "Generation worker request timed out.")
if isinstance(exc, (httpx.ConnectTimeout, httpx.NetworkError)):
return self._error(
WorkerErrorCategory.WORKER_UNAVAILABLE,
"Generation worker is unavailable.",
)
if isinstance(exc, httpx.RequestError):
return self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker request failed.",
)
del readiness_endpoint, job_endpoint
# Never propagate implementation exception text: httpx exceptions can
# include request URLs and caller implementations can include secrets.
return self._error(
WorkerErrorCategory.UNKNOWN_ERROR,
"Generation worker operation failed unexpectedly.",
)
def _response_error(
self,
status_code: int,
*,
readiness_endpoint: bool = False,
job_endpoint: bool = False,
) -> GenerationWorkerError:
if status_code in {400, 422}:
return self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation worker rejected the request.",
http_status=status_code,
)
if status_code == 401:
return self._error(
WorkerErrorCategory.AUTHENTICATION_ERROR,
"Generation worker authentication failed.",
http_status=status_code,
)
if status_code == 403:
return self._error(
WorkerErrorCategory.AUTHORIZATION_ERROR,
"Generation worker authorization failed.",
http_status=status_code,
)
if status_code == 404 and job_endpoint:
return self._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation worker job was not found.",
http_status=status_code,
)
if status_code == 429:
return self._error(
WorkerErrorCategory.RATE_LIMITED,
"Generation worker is rate limited.",
http_status=status_code,
)
if status_code == 503 and readiness_endpoint:
return self._error(
WorkerErrorCategory.WORKER_NOT_READY,
"Generation worker is not ready.",
http_status=status_code,
)
if status_code in {502, 503, 504}:
return self._error(
WorkerErrorCategory.WORKER_UNAVAILABLE,
"Generation worker is temporarily unavailable.",
http_status=status_code,
)
if status_code >= 500:
return self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker failed to process the request.",
http_status=status_code,
)
return self._error(
WorkerErrorCategory.PROVIDER_ERROR,
"Generation worker returned an unsupported response.",
http_status=status_code,
)
@staticmethod
def _error(
category: WorkerErrorCategory,
message: str,
*,
http_status: int | None = None,
) -> GenerationWorkerError:
return GenerationWorkerError(
category=category,
message=message,
retryable=False,
http_status=http_status,
)
def _headers(self, extra: dict[str, str] | None) -> dict[str, str]:
headers = dict(extra or {})
if self._bearer_token:
headers["Authorization"] = f"Bearer {self._bearer_token}"
return headers
def _url_for(self, path: str) -> str:
return f"{self.base_url}{path}"
@staticmethod
def _safe_external_id(value: str) -> str:
if not value or len(value) > 255 or any(
character not in "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789._:-"
for character in value
):
raise RemoteWorkerClient._error(
WorkerErrorCategory.INVALID_REQUEST,
"Generation worker job identifier is invalid.",
)
return value
@staticmethod
def _safe_worker_path(value: str) -> str:
parsed = urlparse(value)
if (
not value.startswith("/")
or parsed.scheme
or parsed.netloc
or parsed.query
or parsed.fragment
or "\\" in value
or "%" in value
or "//" in value
or any(part in {"", ".", ".."} for part in value.split("/")[1:])
):
raise GenerationOutputError("Generation worker returned an unsafe endpoint path.")
return value
@staticmethod
def _validate_base_url(value: str) -> str:
parsed = urlparse(value.strip())
if (
parsed.scheme not in {"https", "http"}
or not parsed.hostname
or parsed.username
or parsed.password
or parsed.query
or parsed.fragment
):
raise ValueError("Generation worker base URL must be an absolute HTTP(S) origin.")
host = parsed.hostname.lower()
try:
address = ipaddress.ip_address(host)
except ValueError:
address = None
is_loopback = host == "localhost" or (address is not None and address.is_loopback)
if address is not None and not address.is_global and not is_loopback:
raise ValueError("Generation worker base URL uses a prohibited address.")
if parsed.scheme == "http" and not is_loopback:
raise ValueError("Generation workers require HTTPS outside local development.")
path = parsed.path.rstrip("/")
if path and (
"\\" in path
or "%" in path
or "//" in path
or any(part in {"", ".", ".."} for part in path.split("/")[1:])
):
raise ValueError("Generation worker base URL contains an unsafe path.")
return f"{parsed.scheme}://{parsed.netloc}{path}"
@staticmethod
def _health_status(value: object) -> WorkerHealthStatus:
normalized = str(value or "").strip().lower()
if normalized in {"ok", "healthy", "ready"}:
return WorkerHealthStatus.HEALTHY
if normalized in {"starting", "loading", "initializing"}:
return WorkerHealthStatus.STARTING
if normalized in {"unavailable", "offline"}:
return WorkerHealthStatus.UNAVAILABLE
if normalized in {"unhealthy", "failed", "error"}:
return WorkerHealthStatus.UNHEALTHY
return WorkerHealthStatus.UNKNOWN
@staticmethod
def _readiness_status(value: object) -> WorkerReadinessStatus:
normalized = str(value or "").strip().lower()
if normalized == "ready":
return WorkerReadinessStatus.READY
if normalized in {"starting", "loading", "initializing"}:
return WorkerReadinessStatus.STARTING
if normalized in {
"not_ready",
"unavailable",
"offline",
"unhealthy",
"failed",
"error",
}:
return WorkerReadinessStatus.UNAVAILABLE
return WorkerReadinessStatus.UNKNOWN
@staticmethod
def _metadata(payload: dict[str, object], *, known: set[str]) -> dict[str, object]:
data = safe_worker_metadata(
{key: value for key, value in payload.items() if key not in known}
)
return data if isinstance(data, dict) else {}