external-cannbot-model-model-infer-kvcache
external-cannbot-model-model-infer-kvcache is an MLOps & model serving skill for AI agents, published by ascend-ai-coding in the awesome-ascend-skills repository on GitHub. Skillspace rates external-cannbot-model-model-infer-kvcache C (72/100) and it passed the safety scan; the rating is based on static analysis only.
基于 PyTorch 框架的昇腾 NPU 模型推理 KVCache 优化技能。分析和优化 LLM 文本推理模型中的 KVCache 实现，包括连续缓存、分页注意力（Paged Attention）配合 FA 融合算子、MLA 压缩缓存。触发场景包括：KVCache 管理实现、paged attention、KV 压缩、FA 融合算子、OOM/性能问题、block_table/slot_mapping 构造。基于本仓库已有模型的 KVCache 实现经验，按模型类型和场景推荐最佳方案。
- Grade
- C
- Quality
- 72 / 100
- Safety
- Passed
- GitHub stars
- 136
Unproven: rated by static analysis only, not yet compared head-to-head.
Our two independent classifiers differ on this skill's category, so treat the placement as provisional.
This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.
Our review
- Architecture
- 92 / 100
- Maturity
- Packaged: licensed, with a version or references
- Security scan
- Low-risk patterns
- License
- Not declared. Check the repository before reusing it.
- Adoption
- Adopted by 0 other repositories, in 0 collections
What the scanner flagged
- mentions secrets in text
Not checked yet
- Not judged on the rubric yet (not a contender in its category)
- No blind task eval yet
- Scope (portable / vendor / repo-internal) not assessed; only the top of each category is read for scope
- Sibling files (scripts, references) not fetched; security scan covers SKILL.md only
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