Individual skill
pytorch-lightning
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use when you want clean training loops with built-in best practices.
tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/distributed-training-pytorch-lightning/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 9, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,970
- Repository last updated
- Nov 9, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- cli Repository topic
- developer-tools Repository topic
- rust Repository topic
- pytorch-lightning Declared skill tag
- training-framework Declared skill tag
- distributed-training Declared skill tag
- ddp Declared skill tag
- fsdp Declared skill tag
- deepspeed Declared skill tag
- high-level-api Declared skill tag
- callbacks Declared skill tag
- best-practices Declared skill tag
- scalable Declared skill tag
- engineering Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesSKILL.mdcore · 9,121 bytesreferences/callbacks.mddoc · 12,031 bytesreferences/distributed.mddoc · 10,818 bytesreferences/hyperparameter-tuning.mddoc · 12,517 bytes
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