ray/dashboard/modules/job/job_head.py
Alan Guo 326b5bd1ac
Convert job_manager to be async (#27123)
Updates jobs api
Updates snapshot api
Updates state api

Increases jobs api version to 2

Signed-off-by: Alan Guo aguo@anyscale.com

Why are these changes needed?
follow-up for #25902 (comment)
2022-08-05 19:33:49 -07:00

389 lines
14 KiB
Python

import dataclasses
import json
import logging
import traceback
from dataclasses import dataclass
from typing import Any, Dict, Optional, Tuple
import aiohttp.web
from aiohttp.web import Request, Response
import ray
from ray._private import ray_constants
import ray.dashboard.optional_utils as optional_utils
import ray.dashboard.utils as dashboard_utils
from ray._private.runtime_env.packaging import (
package_exists,
pin_runtime_env_uri,
upload_package_to_gcs,
)
from ray.core.generated import gcs_service_pb2, gcs_service_pb2_grpc
from ray.dashboard.modules.job.common import (
http_uri_components_to_uri,
JobStatus,
JobSubmitRequest,
JobSubmitResponse,
JobStopResponse,
JobLogsResponse,
validate_request_type,
JOB_ID_METADATA_KEY,
)
from ray.dashboard.modules.job.pydantic_models import (
DriverInfo,
JobDetails,
JobType,
)
from ray.dashboard.modules.version import (
CURRENT_VERSION,
VersionResponse,
)
from ray.dashboard.modules.job.job_manager import JobManager
from ray.runtime_env import RuntimeEnv
logger = logging.getLogger(__name__)
logger.setLevel(logging.INFO)
routes = optional_utils.ClassMethodRouteTable
class JobHead(dashboard_utils.DashboardHeadModule):
def __init__(self, dashboard_head):
super().__init__(dashboard_head)
self._dashboard_head = dashboard_head
self._job_manager = None
self._gcs_job_info_stub = None
async def _parse_and_validate_request(
self, req: Request, request_type: dataclass
) -> Any:
"""Parse request and cast to request type. If parsing failed, return a
Response object with status 400 and stacktrace instead.
"""
try:
return validate_request_type(await req.json(), request_type)
except Exception as e:
logger.info(f"Got invalid request type: {e}")
return Response(
text=traceback.format_exc(),
status=aiohttp.web.HTTPBadRequest.status_code,
)
async def find_job_by_ids(self, job_or_submission_id: str) -> Optional[JobDetails]:
"""
Attempts to find the job with a given submission_id or job id.
"""
# First try to find by job_id
driver_jobs, submission_job_drivers = await self._get_driver_jobs()
job = driver_jobs.get(job_or_submission_id)
if job:
return job
# Try to find a driver with the given id
submission_id = next(
(
id
for id, driver in submission_job_drivers.items()
if driver.id == job_or_submission_id
),
None,
)
if not submission_id:
# If we didn't find a driver with the given id,
# then lets try to search for a submission with given id
submission_id = job_or_submission_id
job_info = await self._job_manager.get_job_info(submission_id)
if job_info:
driver = submission_job_drivers.get(submission_id)
job = JobDetails(
**dataclasses.asdict(job_info),
submission_id=submission_id,
job_id=driver.id if driver else None,
driver_info=driver,
type=JobType.SUBMISSION,
)
return job
return None
@routes.get("/api/version")
async def get_version(self, req: Request) -> Response:
# NOTE(edoakes): CURRENT_VERSION should be bumped and checked on the
# client when we have backwards-incompatible changes.
resp = VersionResponse(
version=CURRENT_VERSION,
ray_version=ray.__version__,
ray_commit=ray.__commit__,
)
return Response(
text=json.dumps(dataclasses.asdict(resp)),
content_type="application/json",
status=aiohttp.web.HTTPOk.status_code,
)
@routes.get("/api/packages/{protocol}/{package_name}")
@optional_utils.init_ray_and_catch_exceptions()
async def get_package(self, req: Request) -> Response:
package_uri = http_uri_components_to_uri(
protocol=req.match_info["protocol"],
package_name=req.match_info["package_name"],
)
logger.debug(f"Adding temporary reference to package {package_uri}.")
try:
pin_runtime_env_uri(package_uri)
except Exception:
return Response(
text=traceback.format_exc(),
status=aiohttp.web.HTTPInternalServerError.status_code,
)
if not package_exists(package_uri):
return Response(
text=f"Package {package_uri} does not exist",
status=aiohttp.web.HTTPNotFound.status_code,
)
return Response()
@routes.put("/api/packages/{protocol}/{package_name}")
@optional_utils.init_ray_and_catch_exceptions()
async def upload_package(self, req: Request):
package_uri = http_uri_components_to_uri(
protocol=req.match_info["protocol"],
package_name=req.match_info["package_name"],
)
logger.info(f"Uploading package {package_uri} to the GCS.")
try:
upload_package_to_gcs(package_uri, await req.read())
except Exception:
return Response(
text=traceback.format_exc(),
status=aiohttp.web.HTTPInternalServerError.status_code,
)
return Response(status=aiohttp.web.HTTPOk.status_code)
@routes.post("/api/jobs/")
@optional_utils.init_ray_and_catch_exceptions()
async def submit_job(self, req: Request) -> Response:
result = await self._parse_and_validate_request(req, JobSubmitRequest)
# Request parsing failed, returned with Response object.
if isinstance(result, Response):
return result
else:
submit_request = result
request_submission_id = submit_request.submission_id or submit_request.job_id
try:
submission_id = await self._job_manager.submit_job(
entrypoint=submit_request.entrypoint,
submission_id=request_submission_id,
runtime_env=submit_request.runtime_env,
metadata=submit_request.metadata,
)
resp = JobSubmitResponse(job_id=submission_id, submission_id=submission_id)
except (TypeError, ValueError):
return Response(
text=traceback.format_exc(),
status=aiohttp.web.HTTPBadRequest.status_code,
)
except Exception:
return Response(
text=traceback.format_exc(),
status=aiohttp.web.HTTPInternalServerError.status_code,
)
return Response(
text=json.dumps(dataclasses.asdict(resp)),
content_type="application/json",
status=aiohttp.web.HTTPOk.status_code,
)
@routes.post("/api/jobs/{job_or_submission_id}/stop")
@optional_utils.init_ray_and_catch_exceptions()
async def stop_job(self, req: Request) -> Response:
job_or_submission_id = req.match_info["job_or_submission_id"]
job = await self.find_job_by_ids(job_or_submission_id)
if not job:
return Response(
text=f"Job {job_or_submission_id} does not exist",
status=aiohttp.web.HTTPNotFound.status_code,
)
if job.type is not JobType.SUBMISSION:
return Response(
text="Can only stop submission type jobs",
status=aiohttp.web.HTTPBadRequest.status_code,
)
try:
stopped = self._job_manager.stop_job(job.submission_id)
resp = JobStopResponse(stopped=stopped)
except Exception:
return Response(
text=traceback.format_exc(),
status=aiohttp.web.HTTPInternalServerError.status_code,
)
return Response(
text=json.dumps(dataclasses.asdict(resp)), content_type="application/json"
)
@routes.get("/api/jobs/{job_or_submission_id}")
@optional_utils.init_ray_and_catch_exceptions()
async def get_job_info(self, req: Request) -> Response:
job_or_submission_id = req.match_info["job_or_submission_id"]
job = await self.find_job_by_ids(job_or_submission_id)
if not job:
return Response(
text=f"Job {job_or_submission_id} does not exist",
status=aiohttp.web.HTTPNotFound.status_code,
)
return Response(
text=json.dumps(job.dict()),
content_type="application/json",
)
@routes.get("/api/jobs/")
@optional_utils.init_ray_and_catch_exceptions()
async def list_jobs(self, req: Request) -> Response:
driver_jobs, submission_job_drivers = await self._get_driver_jobs()
submission_jobs = await self._job_manager.list_jobs()
submission_jobs = [
JobDetails(
**dataclasses.asdict(job),
submission_id=submission_id,
job_id=submission_job_drivers.get(submission_id).id
if submission_id in submission_job_drivers
else None,
driver_info=submission_job_drivers.get(submission_id),
type=JobType.SUBMISSION,
)
for submission_id, job in submission_jobs.items()
]
return Response(
text=json.dumps(
[
*[submission_job.dict() for submission_job in submission_jobs],
*[job_info.dict() for job_info in driver_jobs.values()],
]
),
content_type="application/json",
)
async def _get_driver_jobs(
self,
) -> Tuple[Dict[str, JobDetails], Dict[str, DriverInfo]]:
"""Returns a tuple of dictionaries related to drivers.
The first dictionary contains all driver jobs and is keyed by the job's id.
The second dictionary contains drivers that belong to submission jobs.
It's keyed by the submission job's submission id.
Only the last driver of a submission job is returned.
"""
request = gcs_service_pb2.GetAllJobInfoRequest()
reply = await self._gcs_job_info_stub.GetAllJobInfo(request, timeout=5)
jobs = {}
submission_job_drivers = {}
for job_table_entry in reply.job_info_list:
if job_table_entry.config.ray_namespace.startswith(
ray_constants.RAY_INTERNAL_NAMESPACE_PREFIX
):
# Skip jobs in any _ray_internal_ namespace
continue
job_id = job_table_entry.job_id.hex()
metadata = dict(job_table_entry.config.metadata)
job_submission_id = metadata.get(JOB_ID_METADATA_KEY)
if not job_submission_id:
driver = DriverInfo(
id=job_id,
node_ip_address=job_table_entry.driver_ip_address,
pid=job_table_entry.driver_pid,
)
job = JobDetails(
job_id=job_id,
type=JobType.DRIVER,
status=JobStatus.SUCCEEDED
if job_table_entry.is_dead
else JobStatus.RUNNING,
entrypoint="",
start_time=job_table_entry.start_time,
end_time=job_table_entry.end_time,
metadata=metadata,
runtime_env=RuntimeEnv.deserialize(
job_table_entry.config.runtime_env_info.serialized_runtime_env
).to_dict(),
driver_info=driver,
)
jobs[job_id] = job
else:
driver = DriverInfo(
id=job_id,
node_ip_address=job_table_entry.driver_ip_address,
pid=job_table_entry.driver_pid,
)
submission_job_drivers[job_submission_id] = driver
return jobs, submission_job_drivers
@routes.get("/api/jobs/{job_or_submission_id}/logs")
@optional_utils.init_ray_and_catch_exceptions()
async def get_job_logs(self, req: Request) -> Response:
job_or_submission_id = req.match_info["job_or_submission_id"]
job = await self.find_job_by_ids(job_or_submission_id)
if not job:
return Response(
text=f"Job {job_or_submission_id} does not exist",
status=aiohttp.web.HTTPNotFound.status_code,
)
if job.type is not JobType.SUBMISSION:
return Response(
text="Can only get logs of submission type jobs",
status=aiohttp.web.HTTPBadRequest.status_code,
)
resp = JobLogsResponse(logs=self._job_manager.get_job_logs(job.submission_id))
return Response(
text=json.dumps(dataclasses.asdict(resp)), content_type="application/json"
)
@routes.get("/api/jobs/{job_or_submission_id}/logs/tail")
@optional_utils.init_ray_and_catch_exceptions()
async def tail_job_logs(self, req: Request) -> Response:
job_or_submission_id = req.match_info["job_or_submission_id"]
job = await self.find_job_by_ids(job_or_submission_id)
if not job:
return Response(
text=f"Job {job_or_submission_id} does not exist",
status=aiohttp.web.HTTPNotFound.status_code,
)
if job.type is not JobType.SUBMISSION:
return Response(
text="Can only get logs of submission type jobs",
status=aiohttp.web.HTTPBadRequest.status_code,
)
ws = aiohttp.web.WebSocketResponse()
await ws.prepare(req)
async for lines in self._job_manager.tail_job_logs(job.submission_id):
await ws.send_str(lines)
async def run(self, server):
if not self._job_manager:
self._job_manager = JobManager(self._dashboard_head.gcs_aio_client)
self._gcs_job_info_stub = gcs_service_pb2_grpc.JobInfoGcsServiceStub(
self._dashboard_head.aiogrpc_gcs_channel
)
@staticmethod
def is_minimal_module():
return False