ray.job_submission.JobSubmissionClient.submit_job#

JobSubmissionClient.submit_job(*, entrypoint: str, job_id: Optional[str] = None, runtime_env: Optional[Dict[str, Any]] = None, metadata: Optional[Dict[str, str]] = None, submission_id: Optional[str] = None, entrypoint_num_cpus: Optional[Union[int, float]] = None, entrypoint_num_gpus: Optional[Union[int, float]] = None, entrypoint_memory: Optional[int] = None, entrypoint_resources: Optional[Dict[str, float]] = None) → str[source]#

Submit and execute a job asynchronously.

When a job is submitted, it runs once to completion or failure. Retries or different runs with different parameters should be handled by the submitter. Jobs are bound to the lifetime of a Ray cluster, so if the cluster goes down, all running jobs on that cluster will be terminated.

Example

>>> from ray.job_submission import JobSubmissionClient
>>> client = JobSubmissionClient("http://127.0.0.1:8265") 
>>> client.submit_job( 
...     entrypoint="python script.py",
...     runtime_env={
...         "working_dir": "./",
...         "pip": ["requests==2.26.0"]
...     }
... )  
'raysubmit_4LamXRuQpYdSMg7J'
Parameters

  • entrypoint – The shell command to run for this job.

  • submission_id – A unique ID for this job.

  • runtime_env – The runtime environment to install and run this job in.

  • metadata – Arbitrary data to store along with this job.

  • job_id – DEPRECATED. This has been renamed to submission_id

  • entrypoint_num_cpus – The quantity of CPU cores to reserve for the execution of the entrypoint command, separately from any tasks or actors launched by it. Defaults to 0.

  • entrypoint_num_gpus – The quantity of GPUs to reserve for the execution of the entrypoint command, separately from any tasks or actors launched by it. Defaults to 0.

  • entrypoint_memory – The quantity of memory to reserve for the execution of the entrypoint command, separately from any tasks or actors launched by it. Defaults to 0.

  • entrypoint_resources – The quantity of custom resources to reserve for the execution of the entrypoint command, separately from any tasks or actors launched by it.

Returns

The submission ID of the submitted job. If not specified, this is a randomly generated unique ID.

Raises

RuntimeError – If the request to the job server fails, or if the specified submission_id has already been used by a job on this cluster.