cuDF Analytics Skill
Skill 已验证Use for GPU-accelerated data analysis on datasets, CSVs, or tabular data using NVIDIA cuDF. Triggers when tasks involve groupby aggregations, statistical summaries, anomaly detection, or large-scale data profiling.
This skill leverages NVIDIA cuDF to perform accelerated data analysis on CSVs and tabular data, supporting operations like statistical summaries, groupby aggregations, and anomaly detection. It includes a fallback to pandas for systems without GPU support and provides clear examples for its use.
Documentation
- info:Configuration & parameter referenceParameters like file paths are mentioned, but default values for configurations are not explicitly documented. The initialization code is clear but lacks documentation on potential configuration overrides.
Code Execution
- info:ValidationInput file paths are implicitly validated by the `read_csv` function, but explicit schema validation libraries are not used for input arguments or output structures.
- info:LoggingThe script includes print statements for GPU unavailability and conversion errors, but there is no structured local audit file for actions or outcomes.
Practical Utility
- info:Edge casesThe initialization handles GPU unavailability, and the `to_pd` function has a fallback, but explicit documentation of other failure modes (e.g., malformed CSV, missing columns) and their recovery paths is missing.
安装
npx skills add langchain-ai/deepagents通过 npx 运行 Vercel skills CLI(skills.sh)— 需要本地安装 Node.js,以及至少一个兼容 skills 的智能体(Claude Code、Cursor、Codex 等)。前提是仓库遵循 agentskills.io 格式。
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