What type of follow-up commands does it provide?

It generates specific CLI commands for 'play' or 'eval' tasks, allowing you to immediately test the performance of the located checkpoint.

How does the skill find the latest checkpoint?

The skill scans the project's training directory for specific run IDs and looks for the most recently modified or highest-versioned file within the checkpoints folder.

Do I need to know the exact path of my training directory?

No, the skill is designed to identify the run directory or ID and resolve the underlying paths automatically based on standard ML project structures.

Is this skill restricted to specific ML frameworks?

It is designed to be framework-agnostic, working with any training setup that saves versioned checkpoints in structured local directories.

Machine Learning Checkpoint Finder

Name: Machine Learning Checkpoint Finder
Author: Metta-AI

byMetta-AI

•

数据科学与机器学习

Locates the latest model checkpoints for specific training runs and generates tailored evaluation or playback commands.

The Machine Learning Checkpoint Finder skill streamlines the machine learning development lifecycle by automatically identifying the most recent checkpoint files within complex project directories. Instead of manually navigating through deep file structures, users can simply provide a run ID to locate the latest model weights. The skill then provides ready-to-use commands for model evaluation or gameplay testing, significantly reducing the friction between training and validation phases.

主要功能

01Streamlined workflow from model training to performance testing

02Generation of context-aware evaluation and playback commands

03Seamless integration with hierarchical training directory structures

042 GitHub stars

05Smart identification of the latest model checkpoint files

06Automatic detection of training run directories and IDs

使用场景

01Generating evaluation scripts for immediate post-training validation

02Quickly retrieving the most recent weights for a specific ML training session

03Automating the discovery of model states within deep directory trees

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add metta-ai/tribal-village checkpoint-find

For use in Claude.ai and ChatGPT

Download Skill