Diagnoses ML/AI failures like OOM errors and NaN values using official documentation and framework-specific knowledge bases.
npx skills add https://github.com/Leeroo-AI/superml --skill ml-debug
Please help me install this Agent Skill. Skill: ml-debug Source: https://github.com/Leeroo-AI/superml/tree/main/skills/ml-debug Command: npx skills add https://github.com/Leeroo-AI/superml --skill ml-debug
This Skill systematically diagnoses and resolves failures in ML/AI workflows, such as Out-of-Memory (OOM) errors, NaN values, divergence, crashes, poor throughput, incorrect outputs, and dependency conflicts, by leveraging framework-specific knowledge and grounding in documentation.
Use the ml-debug skill to diagnose and fix an OOM error encountered during LLM fine-tuning.
High-intent search queries and answers about installing and using this skill.
To fix Out-of-Memory errors during LLM fine-tuning, you must diagnose whether the memory bottleneck stems from activation memory, optimizer states, or KV cache, and apply precise framework configuration adjustments to resolve the issue.
Machine learning models output NaN values due to numerical instability or divergence; resolving NaN values requires systematic symptom and log analysis to identify the root cause and apply verifiable code patches.
Yes, this ML debugging approach provides framework-specific solutions for PyTorch, DeepSpeed, vLLM, and Hugging Face Transformers by grounding diagnoses in official documentation and knowledge bases to ensure accurate fixes.
The best way to diagnose performance bottlenecks and poor throughput in AI workflows is through systematic analysis of symptoms and logs, which isolates the underlying cause and provides actionable fixes with preventative guardrails.
Yes, you can get step-by-step configuration changes to prevent ML training crashes, as the diagnostic process provides guided fixes including specific code patches, verification scripts, and actionable prevention strategies.
DeepExperienceDiagnose stalled Ray distributed training tasks by tracing blocked execution paths.
FortemiDiagnose AIWG installation health and provide remediation commands.
Leeroo-AIVerify machine learning code and hyperparameters against official documentation.
bbugyi200Retrieve canonical long-term memory notes from SASE memory stores.
