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PerforatedAI
PerforatedAI contient 3 skills collectées depuis PerforatedAI, avec une couverture métier par dépôt et des pages de détail sur le site.
Skills dans ce dépôt
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.
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.
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). Also use when: debugging dendrite training, configuring PAI settings, troubleshooting dendrite issues, working with PAINeuronModule or PAIDendriteModule. For analyzing completed training results, use the perforatedai-analyze skill.