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| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "metadata": {}, |
| 6 | + "source": [ |
| 7 | + "# Submit a job using an authorized Ray dashboard and the Job Submission Client remotely\n", |
| 8 | + "In this notebook, we will demonstrate how to submit Ray jobs to an existing Raycluster, using the CodeFlare SDK.\n", |
| 9 | + "\n", |
| 10 | + "### Requirements\n", |
| 11 | + "* Your administrator has created a RayCluster.\n", |
| 12 | + "* They have provided you with its dashboard URL.\n", |
| 13 | + "* You been provided an OpenShift authorization token." |
| 14 | + ] |
| 15 | + }, |
| 16 | + { |
| 17 | + "cell_type": "code", |
| 18 | + "execution_count": null, |
| 19 | + "metadata": {}, |
| 20 | + "outputs": [], |
| 21 | + "source": [ |
| 22 | + "# Import pieces from codeflare-sdk\n", |
| 23 | + "from codeflare_sdk import RayJobClient" |
| 24 | + ] |
| 25 | + }, |
| 26 | + { |
| 27 | + "cell_type": "code", |
| 28 | + "execution_count": null, |
| 29 | + "metadata": {}, |
| 30 | + "outputs": [], |
| 31 | + "source": [ |
| 32 | + "# Setup Authentication Configuration \n", |
| 33 | + "auth_token = \"XXXX\" # Replace with your actual token\n", |
| 34 | + "header = {\n", |
| 35 | + " 'Authorization': f'Bearer {auth_token}'\n", |
| 36 | + "}" |
| 37 | + ] |
| 38 | + }, |
| 39 | + { |
| 40 | + "cell_type": "code", |
| 41 | + "execution_count": null, |
| 42 | + "metadata": {}, |
| 43 | + "outputs": [], |
| 44 | + "source": [ |
| 45 | + "# Gather the dashboard URL (provided by the creator of the RayCluster)\n", |
| 46 | + "ray_dashboard = \"XXXX\" # Replace with your Ray dashboard URL" |
| 47 | + ] |
| 48 | + }, |
| 49 | + { |
| 50 | + "cell_type": "code", |
| 51 | + "execution_count": null, |
| 52 | + "metadata": {}, |
| 53 | + "outputs": [], |
| 54 | + "source": [ |
| 55 | + "#Initialize the RayJobClient\n", |
| 56 | + "client = RayJobClient(address=ray_dashboard, headers=header, verify=True)" |
| 57 | + ] |
| 58 | + }, |
| 59 | + { |
| 60 | + "cell_type": "code", |
| 61 | + "execution_count": null, |
| 62 | + "metadata": {}, |
| 63 | + "outputs": [], |
| 64 | + "source": [ |
| 65 | + "# Submit a job using the RayJobClient\n", |
| 66 | + "entrypoint_command = \"python XXXX\" # Replace with your training script name\n", |
| 67 | + "submission_id = client.submit_job(\n", |
| 68 | + " entrypoint=entrypoint_command,\n", |
| 69 | + " runtime_env={\"working_dir\": \"./\",\"pip\": \"requirements.txt\"},\n", |
| 70 | + ")" |
| 71 | + ] |
| 72 | + }, |
| 73 | + { |
| 74 | + "cell_type": "code", |
| 75 | + "execution_count": null, |
| 76 | + "metadata": {}, |
| 77 | + "outputs": [], |
| 78 | + "source": [ |
| 79 | + "# Get the job's status\n", |
| 80 | + "client.get_job_status(submission_id)" |
| 81 | + ] |
| 82 | + }, |
| 83 | + { |
| 84 | + "cell_type": "code", |
| 85 | + "execution_count": null, |
| 86 | + "metadata": {}, |
| 87 | + "outputs": [], |
| 88 | + "source": [ |
| 89 | + "# Get the job's logs\n", |
| 90 | + "client.get_job_logs(submission_id)" |
| 91 | + ] |
| 92 | + } |
| 93 | + ], |
| 94 | + "metadata": { |
| 95 | + "language_info": { |
| 96 | + "name": "python" |
| 97 | + } |
| 98 | + }, |
| 99 | + "nbformat": 4, |
| 100 | + "nbformat_minor": 2 |
| 101 | +} |
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