sagemaker-warm-pool-researcher
CommunityAutomate SageMaker training iterations with warm pools, save time and money.
Authordgallitelli
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill automates and optimizes SageMaker training iterations by managing warm pools, reducing cold starts, and streamlining the iterative process.
Core Features & Use Cases
- Warm Pool Management: Manages and reuses GPU instances between training jobs to eliminate cold starts.
- Automated Iteration: Submits, reads failures, patches code, and resubmits training jobs autonomously.
- Use Case: Ideal for dependency debugging, recipe tuning, and hyperparameter sweeps in SageMaker training jobs.
Quick Start
Use the sagemaker-warm-pool-researcher skill to iterate on your SageMaker training job, ensuring warm pool affinity throughout the session.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: sagemaker-warm-pool-researcher Download link: https://github.com/dgallitelli/sagemaker-warm-pool-researcher/archive/main.zip#sagemaker-warm-pool-researcher Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 620,000+ vetted skills library on demand.