external-cannbot-model-model-infer-runtime-debug
external-cannbot-model-model-infer-runtime-debug is a Runtime diagnostics & profiling skill for AI agents, published by ascend-ai-coding in the awesome-ascend-skills repository on GitHub. Skillspace rates external-cannbot-model-model-infer-runtime-debug D (62/100) and it passed the safety scan; the rating is based on static analysis only.
基于 PyTorch 框架的昇腾 NPU 模型推理运行时错误诊断与修复技能。系统化排查模型加载、初始化、推理执行全链路的运行时错误，包括 aicore timeout、HCCL 通信错误、OOM、算子约束违反、推理卡住等。触发场景：NPU 运行时错误（RuntimeError、aicore timeout 507014、HCCL timeout、device synchronize 失败、kernel crash、EZ9999/EE9999 错误码）、推理过程卡住不返回、权重加载阶段 crash、模型加载成功但 forward 失败、分布式推理某些 rank 挂死等。
- Grade
- D
- Quality
- 62 / 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
- 84 / 100
- Maturity
- Basic: a single SKILL.md
- 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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