--- name: "model-checkpoint-manager" description: | Manage model checkpoint manager operations. Auto-activating skill for ML Training. Triggers on: model checkpoint manager, model checkpoint manager Part of the ML Training skill category. Use when working with model checkpoint manager functionality. Trigger with phrases like "model checkpoint manager", "model manager", "model". allowed-tools: "Read, Write, Edit, Bash(python:*), Bash(pip:*)" version: 1.0.0 license: MIT author: "Jeremy Longshore " --- # Model Checkpoint Manager ## Overview This skill provides automated assistance for model checkpoint manager tasks within the ML Training domain. ## When to Use This skill activates automatically when you: - Mention "model checkpoint manager" in your request - Ask about model checkpoint manager patterns or best practices - Need help with machine learning training skills covering data preparation, model training, hyperparameter tuning, and experiment tracking. ## Instructions 1. Provides step-by-step guidance for model checkpoint manager 2. Follows industry best practices and patterns 3. Generates production-ready code and configurations 4. Validates outputs against common standards ## Examples **Example: Basic Usage** Request: "Help me with model checkpoint manager" Result: Provides step-by-step guidance and generates appropriate configurations ## Prerequisites - Relevant development environment configured - Access to necessary tools and services - Basic understanding of ml training concepts ## Output - Generated configurations and code - Best practice recommendations - Validation results ## Error Handling | Error | Cause | Solution | |-------|-------|----------| | Configuration invalid | Missing required fields | Check documentation for required parameters | | Tool not found | Dependency not installed | Install required tools per prerequisites | | Permission denied | Insufficient access | Verify credentials and permissions | ## Resources - Official documentation for related tools - Best practices guides - Community examples and tutorials ## Related Skills Part of the **ML Training** skill category. Tags: ml, training, pytorch, tensorflow, sklearn