Compare Zephyr changes using the same prepared dataset and matching execution settings. Analyze Finelog metrics for each processing stage to distinguish CPU efficiency, elapsed time, and peak memory changes, then report improvements, regressions, or tradeoffs.
- Compare Zephyr performance before and after a PR
- Assess speed gains against additional CPU usage
- Check peak memory and out-of-memory regressions
marin-community/marin☆ 4KUpdated Oct 20, 2026
Register Hugging Face datasets for Marin by inspecting their structure without downloading the full dataset. Identify text fields, configurations, and data splits, then add a dataset module and validate the mapping with a sample.
- Registering a Hugging Face dataset for Marin
- Inspecting text fields without a full dataset download
- Checking configurations and data splits
marin-community/marin☆ 4KUpdated Oct 20, 2026
Turn a specified GCP access request into a reviewable Pulumi change and pull request. Select the narrowest suitable role and encrypt personal email identities, covering resource permissions and Cloud Run viewer access through IAP, an access gateway.
- Prepare a request for GCS bucket read access
- Add a viewer to a Cloud Run service protected by IAP
- Prepare service account impersonation permissions
marin-community/marin☆ 4KUpdated Oct 20, 2026
Add or update Pallas/Mosaic kernels, specialized computation routines for JAX. The skill covers reference implementations, output and gradient checks, public wrappers, fallback behavior, performance benchmarks, and hardware-specific tuning when requested.
- Adding a Pallas kernel for a JAX computation
- Checking outputs and gradients against a reference
- Maintaining backend selection and fallback behavior
marin-community/marin☆ 4KUpdated Oct 20, 2026
Launch and continuously monitor a specified Zephyr pipeline on Iris when asked. It checks coordinator and worker health, tracks stage progress, identifies stalled or repeated failures, and requires explicit approval before stopping or restarting jobs.
- Launch a specified Zephyr pipeline and check startup
- Monitor stage progress and worker health over time
- Investigate stalled stages or repeated worker failures
marin-community/marin☆ 4KUpdated Oct 20, 2026
Try model or training changes in a copied Grug or Grugformer experiment, document the differences, and bring successful changes back into the base template while removing superseded experiment code and checking behavior.
- Try changes to attention or masking
- Experiment with optimizers or training loops
- Bring successful changes into the base template
marin-community/marin☆ 4KUpdated Oct 20, 2026