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Enhance setup and cluster documentation for Ray
Updated output examples and instructions for Ray cluster setup and verification.
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content/learning-paths/servers-and-cloud-computing/ray-on-axion/setup_and_cluster.md

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@@ -102,9 +102,34 @@ ray start --head --dashboard-host=0.0.0.0 --num-cpus=4
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The output is similar to:
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```output
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Local node IP: 10.0.0.19
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--------------------
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Ray runtime started.
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Local node IP: 10.x.x.x
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Dashboard: 127.0.0.1:8265
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--------------------
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Next steps
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To add another node to this Ray cluster, run
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ray start --address='10.0.0.19:6379'
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To connect to this Ray cluster:
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import ray
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ray.init()
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To submit a Ray job using the Ray Jobs CLI:
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RAY_API_SERVER_ADDRESS='http://10.0.0.19:8265' ray job submit --working-dir . -- python my_script.py
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See https://docs.ray.io/en/latest/cluster/running-applications/job-submission/index.html
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for more information on submitting Ray jobs to the Ray cluster.
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To terminate the Ray runtime, run
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ray stop
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To view the status of the cluster, use
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ray status
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To monitor and debug Ray, view the dashboard at
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10.0.0.19:8265
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```
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## Verify cluster status
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ray status
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```
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The output shows:
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The output is similar to:
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```output
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1 node active
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4 CPUs available
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No failures
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Node status
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---------------------------------------------------------------
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Active:
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1 node_1819bcdd417a5b6945701142fdf1b90c68e8b4cfb6884d05e2e1be71
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Pending:
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(no pending nodes)
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Recent failures:
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(no failures)
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Resources
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---------------------------------------------------------------
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Total Usage:
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0.0/4.0 CPU
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0B/10.48GiB memory
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0B/4.49GiB object_store_memory
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From request_resources:
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(none)
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Pending Demands:
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(no resource demands)
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```
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## Access the dashboard

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