Documentation Index
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Launch FAQ
Are there best practices for using Launch effectively?
I don't want Weights & Biases to build a container for me, can I still use Launch?
I don't like clicking, can I use Launch without going through the UI?
How do I control who can push to a queue?
When multiple jobs in a Docker queue download the same artifact, is any caching used, or is it re-downloaded every run?
Can I specify a Dockerfile and let Weights & Biases build a Docker image for me?
Can Launch automatically provision (and spin down) compute resources for me in the target environment?
How W&B Launch builds images
Is `wandb launch -d` or `wandb job create image` uploading a whole Docker artifact and not pulling from a registry?
Does Launch support parallelization? How can I limit the resources consumed by a job?
How to make W&B Launch work with TensorFlow on GPU
How do I fix a "permission denied" error in Launch?
What permissions does the agent require in Kubernetes?
What requirements does the accelerator base image have?
How can admins restrict which users have modify access?
Can you specify secrets for jobs or automations? For instance, an API key which you do not wish to be directly visible to users?

W&B Launch

Scale and manage ML workloads with W&B Launch by configuring jobs, queues, and agents on your compute infrastructure.

Last modified on September 30, 2026

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