tune-embed-params
CommunityOptimize your embedding settings for maximal GPU efficiency.
Authorjakubstuglik
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps users determine the optimal parameters for embedding models, maximizing GPU utilization while avoiding out-of-memory errors.
Core Features & Use Cases
- Parameter Tuning: Guides users through adjusting batch sizes, sequence lengths, and pooling parameters for embeddings.
- Performance Analysis: Assists in interpreting GPU metrics and histogram data to improve embedding workflows.
- Use Case: For a developer deploying a code search engine, this skill fine-tunes embedding parameters to ensure efficient indexing without crashes.
Quick Start
Run the tuning process on your test source files, monitor GPU stats, analyze the histogram, and adjust parameters accordingly to improve runtime performance and resource utilization.
Dependency Matrix
Required Modules
None requiredComponents
scripts
💻 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: tune-embed-params Download link: https://github.com/jakubstuglik/hybrid-code-rag-mcp/archive/main.zip#tune-embed-params Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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