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remote ray client example #833
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74 changes: 74 additions & 0 deletions
74
demo-notebooks/additional-demos/remote_ray_job_client.ipynb
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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": {}, | ||
"source": [ | ||
"# Submit a job using an authorized Ray dashboard and the Job Submission Client remotely" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Import pieces from codeflare-sdk\n", | ||
"from codeflare_sdk import Cluster, ClusterConfiguration, TokenAuthentication, RayJobClient\n", | ||
"\n", | ||
"# Gather the dashboard URL\n", | ||
"ray_dashboard = \"<Ray-Dashboard-Route>\"\n", | ||
"\n", | ||
"# Setup Authentication Configuration \n", | ||
"\n", | ||
"header = {\n", | ||
" 'Authorization': f'Bearer {\"<auth-token>\"}'\n", | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Maybe something like this would be clearer:
|
||
"}\n", | ||
"\n", | ||
"#Initialize the RayJobClient\n", | ||
"client = RayJobClient(address=ray_dashboard, headers=header, verify=True)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Submit an a job using the RayJobClient\n", | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more.
|
||
"entrypoint_command = \"python <training-script>\"\n", | ||
"submission_id = client.submit_job(\n", | ||
" entrypoint=entrypoint_command,\n", | ||
" runtime_env={\"working_dir\": \"./\",\"pip\": \"requirements.txt\"},\n", | ||
")" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Get the job's status\n", | ||
"client.get_job_status(submission_id)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Get the job's logs\n", | ||
"client.get_job_logs(submission_id)" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"language_info": { | ||
"name": "python" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 2 | ||
} |
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For the sake of clarity might we say:
# Gather the dashboard URL (provided by the RayCluster creator)