Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

[Feature] A Checkpoint hook for saving model checkpoints as Weights & Biases Artifacts #1492

Open
soumik12345 opened this issue Feb 15, 2024 · 0 comments · May be fixed by #1498
Open

[Feature] A Checkpoint hook for saving model checkpoints as Weights & Biases Artifacts #1492

soumik12345 opened this issue Feb 15, 2024 · 0 comments · May be fixed by #1498

Comments

@soumik12345
Copy link

What is the feature?

A checkpoint hook similar to CheckpointHook that enables us to save checkpoints periodically as Weights & Biases Artifacts.

Any other context?

Storing model checkpoints as W&B artifacts offers several advantages:

  • Version Control: Artifacts allow you to version your model checkpoints, making it easy to track changes and revert to previous versions if necessary.
  • Reproducibility: By storing model checkpoints alongside your runs, you can easily reproduce experiments at any point in time.
  • Centralization: The Model Registry centralizes your best models, facilitating easy access and management across your team.
  • Lifecycle Management: Manage the lifecycle of your models within the W&B ecosystem, from development to deployment.
  • Automation: Automate downstream actions such as model deployment or further analysis through webhooks or jobs linked to your artifacts.
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
1 participant