hikaru122700/cim-cac-maxcut-g22/data-loading
Claude Code and agent skill by hikaru122700/cim-cac-maxcut-g22
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- community
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Checking that the SKILL.md file is still in the repository.
Optimize data loading pipeline to prevent GPU starvation. Use when setting up DataLoader or data preprocessing.
Install
npx vskill@latest install hikaru122700/cim-cac-maxcut-g22/data-loadingSKILL.md
The same SKILL.md was published earlier as aiming-lab/autoresearchclaw/data-loading.
Efficient Data Loading Best Practice
- Use num_workers = min(8, os.cpu_count()) for DataLoader
- Enable pin_memory=True when using GPU
- Use persistent_workers=True to avoid re-spawning
- Pre-compute and cache transformations when possible
- For image data: use torchvision.transforms.v2 (faster)
- For large datasets: consider memory-mapped files or WebDataset
- Profile with torch.utils.bottleneck to find I/O bottlenecks
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
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Source
- SKILL.md in the repositoryCheckingAutoResearchClaw/researchclaw/skills/builtin/tooling/data-loading/SKILL.md
Popularity
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