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Weights & Biases (wandb): Difference between revisions
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=== Béluga === | === Béluga === <!--T:40--> | ||
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While it is possible to upload basic metrics to Weights&Biases during a job on Béluga, the wandb package automatically uploads information about the user's environment to a Google Cloud Storage bucket. It is not currently possible to disable this behaviour. Uploading artifacts to W&B with <tt>wandb.save()</tt> also requires access to Google Cloud Storage, which is not available on Béluga's compute nodes. | While it is possible to upload basic metrics to Weights&Biases during a job on Béluga, the wandb package automatically uploads information about the user's environment to a Google Cloud Storage bucket. It is not currently possible to disable this behaviour. Uploading artifacts to W&B with <tt>wandb.save()</tt> also requires access to Google Cloud Storage, which is not available on Béluga's compute nodes. | ||
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Users can still use wandb on Béluga by enabling the [https://docs.wandb.ai/library/cli#wandb-offline <tt>offline</tt>] or [https://docs.wandb.ai/library/init#save-logs-offline <tt>dryrun</tt>] modes. In these two modes, wandb will write all metrics, logs and artifacts to the local disk and will not attempt to sync anything to the Weights&Biases service on the internet. After their jobs finish running, users can sync their wandb content to the online service by running the command [https://docs.wandb.ai/ref/cli#wandb-sync <tt>wandb sync</tt>] on the login node. | Users can still use wandb on Béluga by enabling the [https://docs.wandb.ai/library/cli#wandb-offline <tt>offline</tt>] or [https://docs.wandb.ai/library/init#save-logs-offline <tt>dryrun</tt>] modes. In these two modes, wandb will write all metrics, logs and artifacts to the local disk and will not attempt to sync anything to the Weights&Biases service on the internet. After their jobs finish running, users can sync their wandb content to the online service by running the command [https://docs.wandb.ai/ref/cli#wandb-sync <tt>wandb sync</tt>] on the login node. | ||
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pip install torchvision wandb --no-index | pip install torchvision wandb --no-index | ||
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### Save your wandb API key in your .bash_profile or replace $API_KEY with your actual API key. Uncomment the line below and comment out 'wandb offline'. if running on Cedar ### | ### Save your wandb API key in your .bash_profile or replace $API_KEY with your actual API key. Uncomment the line below and comment out 'wandb offline'. if running on Cedar ### | ||
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#wandb login $API_KEY | #wandb login $API_KEY | ||
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wandb offline | wandb offline | ||