Individual skill
optimizing-attention-flash
Optimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long sequences (>512 tokens), encountering GPU memory issues with attention, or need faster inference. Supports PyTorch native SDPA, flash-attn library, H100 FP8, and sliding window attention.
skills/optimization/flash-attention/SKILL.md
Source commit df6b3b3a11399c1258dbcd4ae3c1d3086b30cf2f
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 3, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,200
- Repository last updated
- Nov 6, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- ai-scientist Repository topic
- auto-research Repository topic
- claude-code Repository topic
- claude-science-desktop-alternative Repository topic
- claude-science-free Repository topic
- literature-review Repository topic
- paper-writing Repository topic
- research-assistant Repository topic
- optimization Declared skill tag
- flash-attention Declared skill tag
- attention-optimization Declared skill tag
- memory-efficiency Declared skill tag
- speed-optimization Declared skill tag
- long-context Declared skill tag
- pytorch Declared skill tag
- sdpa Declared skill tag
- h100 Declared skill tag
- fp8 Declared skill tag
- transformers 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 · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesSKILL.mdcore · 10,201 bytesreferences/benchmarks.mddoc · 7,129 bytesreferences/transformers-integration.mddoc · 7,427 bytes
No licensed excerpt is available. You can inspect the pinned source.