Skill Claude CodeCodex
Analyze PerforatedAI training results and provide optimization recommendations. Trigger: 'Analyze my perforated results' (after training completes). Reviews CSV outputs, identifies performance patterns, recommends configuration improvements. For initial setup or debugging, use the perforatedai skill instead.
Skill Claude CodeCodex
Solutions for non-trivial PerforatedAI integration scenarios. Use when standard integration hits edge cases such as AMP (Automatic Mixed Precision) / GradScaler crashes in p mode, or other advanced setups not covered by the main perforatedai skill.
Skill Claude CodeCodex
Multi-GPU setup for PerforatedAI with DataParallel or DistributedDataParallel (DDP). Invoked automatically by the perforatedai skill when multi-GPU training is detected. Handles initialization workflow, checkpoint loading, rank 0 handling, and shell script generation for DDP.
Skill Claude CodeCodex
HuggingFace Transformers integration for PerforatedAI. Handles the Trainer-specific differences: usingperforatedai=True, GPA.metric, evalstrategy. Use when the user's script uses HuggingFace Trainer.
Skill Claude CodeCodex
WandB-specific PerforatedAI integration guardrail skill. Use when users want WandB sweeps/logging with PerforatedAI, or when fixing repeated WandB integration mistakes. Enforces strict adherence to the canonical PerforatedAI WandB API doc (api/wandb.md) and includes expandable correction sections.
Skill Claude CodeCodex
Expert in PerforatedAI library for adding artificial dendrites to PyTorch neural networks. Triggers: 'Perforate my model' (start interactive setup), 'debug my perforated model' (debug/optimize existing integration), 'load my perforated model for inference' (deploy trained models), 'export my perforated model'…
Skill Claude CodeCodex needs its repo
Render a single-panel PAI figure of score versus parameter count from sweep CSVs, PAI run folders, or hand-supplied numbers. Trigger: 'make the PAI graph', 'plot params vs score', 'plot my dendrite results'. Builds a JSON spec, then renders it with dataprocessing/plotstreams.py. Figures only, no analysis. For…
Skill Claude CodeCodex
Full error-by-error reference. Find your error in the index in ../SKILL.md, then jump to the matching section below. Every section follows: symptom / error string → cause → fix.
At most 3 mods per repository are shown here, and a mod shipped inside a plugin is left to that plugin's page — the rest are on their repository pages: