Individual skill

ray-data

Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch inference, data preprocessing, multi-modal data loading, or distributed ETL pipelines.

tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/data-processing-ray-data/SKILL.md

Source commit a177737d6df6a543d21d3b7ee6163ec715d24aa8

What was checked

Matches the observed repository HEAD

Yes

Scanner rules are current

Yes

Repository scan complete

No

Skill scan complete

No

Observed behavior

Network or broad shell

Last checked

Nov 8, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

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