Run persistent Dask and Ray clusters on Polyaxon
Launch Dask or Ray clusters with Polyaxonfiles, submit repeated work, and control worker capacity, durable outputs, and cluster lifetimes.
ProductDaskRay
Latest articles
The latest guides, tutorials, and product updates.
Transfer files to Polyaxon workspaces over SSH
Use Polyaxon's generated SSH host with native SCP and SFTP to move files into and out of a running service workspace.
ProductCliRemote Development
Work interactively with Polyaxon sandboxes
Choose between sandbox shells and exec, understand PTY lifetime and output replay, and manage terminal attachment explicitly through the Python SDK.
ProductCliGuides
Connect your local tools to Polyaxon with SSH
Connect native terminals and IDEs to a Polyaxon service, forward application ports, and use tmux explicitly when you want to resume a shell.
ProductCliGuides
Reconnect to your Polyaxon shell
Learn how ordinary ops shells differ from tmux sessions, then detach and reconnect to the same Polyaxon shell from the CLI or UI.
ProductCliGuides
Combine run filters with AND and OR
Use OR to combine metric thresholds, negated conditions, and independent groups of filters in Polyaxon queries.
ProductCliGuides
Automate multiple runs with async Python clients
Monitor several Polyaxon runs concurrently with async Python clients, retrieve recent logs, and manage concurrency, timeouts, and client cleanup.
ProductPythonGuides
Write shorter Polyaxonfiles
Use direct parameter values and let input and output defaults imply optionality, with a look ahead at simpler workload definitions planned for Polyaxon 2.18.
ProductCliGuides
Upload multiple files and folders with Polyaxon CLI
Upload code, configuration, and small datasets in one Polyaxon CLI command, then save the same path mappings in a declarative mount section.
ProductCliGuides
Run a sandbox workflow from the Polyaxon CLI
Start a sandbox-enabled Polyaxon service, upload two files, run a command, download its result, and release the workspace from the CLI.
ProductCliSandboxes
Collect run artifacts asynchronously with Polyaxon
Collect reports from several Polyaxon runs with bounded async downloads, fresh staging directories, content checks, and a receipt for every transfer.
ProductPythonAutomation
Give Polyaxon sidecars access to run connections
Use one Polyaxon connection in a job and its custom sidecar, then decide when a sidecar should not inherit the run's mounts and credentials.
ProductKubernetesConnections
Reuse a persistent Ray cluster with Polyaxon
Keep a Polyaxon-managed Ray cluster available for repeated job submissions, with explicit resource settings, job identities, storage, and shutdown ownership.
ProductRayDistributed Computing
Manage many Polyaxon runs from Python
Select a run cohort, save its UUIDs for review, and apply a ProjectClient bulk action to that explicit inventory without rerunning a changing query.
ProductPythonAutomation
Diagnose waiting workloads with agent and queue history
Use Polyaxon queue and agent statistics with run timelines to distinguish policy limits, workload changes, and Kubernetes placement problems before adding capacity.
ProductSchedulingMonitoring
Pull private images with Polyaxon workload service accounts
Attach a private-registry pull secret to a Kubernetes ServiceAccount, select it for a Polyaxon operation, and verify the new Pod can use the intended image.
ProductKubernetesSecurity
Polyaxon's new MLOps sandbox feature
At Polyaxon, we're always looking for ways to push the boundaries of what's possible with machine learning infrastructure, this is why we are excited about the upcoming sandbox deployment capabilities.
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Polyaxon v1.18: Improved run control
The run control, i.e. cog icon, is now visible on all tabs to allow users to easily perform actions on a run
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Polyaxon v1.18: New comparison features
Polyaxon UI has new features that allows users to quickly compare and filter their runs
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Polyaxon v1.18: New Tensorboard component and initializer
You can now start Tensorboard using the experiment names instead of the experiment uuids
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Polyaxon v1.18: Improve CLI with rich interface
We recently worked on an effort to improve the visual experience our CLI
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Polyaxon v1.18: Support for annotations and env vars in connections schema
You can now define annotations and environment variables in your connections' schema
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Polyaxon v1.18: Improved query language
Users can now filter by connections and artifacts
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Polyaxon v1.18: Admin command to force clean operations
Admin users with access to kubectl can now force kill operations in a namespace
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