external-cannbot-model-model-infer-prefetch

external-cannbot-model-model-infer-prefetch 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-prefetch D (66/100) and it passed the safety scan; the rating is based on static analysis only.

基于 PyTorch 框架的昇腾 NPU 模型推理权重预取优化技能。为模型添加 torch_npu.npu_prefetch 特性以优化推理性能。触发场景：profiling 显示 MatMul/QBMM/GMM 算子存在 memory-bound 热点、需要为模型添加权重预取、将 prefetch 模式迁移到新模型。

Grade
D
Quality
66 / 100
Safety
Passed
GitHub stars
136

Unproven: rated by static analysis only, not yet compared head-to-head.

This rating describes the version of the repository we crawled; it may have changed since, so go by its current files.

View source on GitHubascend-ai-coding/awesome-ascend-skills

Our review

Architecture
84 / 100
Maturity
Basic: a single SKILL.md
Security scan
No issues found
License
Not declared. Check the repository before reusing it.
Adoption
Adopted by 0 other repositories, in 0 collections

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

Better-rated skills in MLOps & model serving

Skillspace indexes and rates this skill; it does not host or endorse it. Run third-party skills at your own risk.