Does it actually change my system settings?

No, it is a non-destructive skill that only reads system metadata and generates a JSON report to inform your computational strategy.

What dependencies does it require?

The script primarily requires the psutil library to be installed, which can be done via 'uv pip install psutil'.

Why should I run this before model training?

It identifies the best backend (e.g., MPS for Mac, CUDA for Linux) and ensures your system has enough VRAM and memory for the specific model.

Which GPUs does this skill support?

It supports NVIDIA (via CUDA), AMD (via ROCm), and Apple Silicon (via Metal) across Linux, Windows, and macOS.

Resource Detector & Strategy Advisor

Name: Resource Detector & Strategy Advisor
Author: Activer007

byActiver007

0•

データサイエンスとML

Identifies system hardware capabilities and provides strategic recommendations for optimal computational performance in scientific tasks.

This skill empowers developers and data scientists to maximize hardware efficiency by automatically detecting CPU cores, GPU accelerators (NVIDIA, AMD, Apple Silicon), memory availability, and disk space. By generating a standardized resource report and strategic recommendations, it helps Claude make informed decisions about whether to employ parallel processing, out-of-core computing, or GPU acceleration before starting resource-intensive tasks like model training or large-scale data analysis. It essentially serves as a pre-flight check for any high-performance computing or data-heavy project.

主な機能

01Strategic recommendations for Dask, Joblib, and Multiprocessing

02Automated JSON resource reporting for project documentation

030 GitHub stars

04Memory-aware data loading strategies for large datasets

05CPU architecture and core optimization profiling

06Cross-platform detection of NVIDIA, AMD, and Apple Silicon GPUs

ユースケース

01Identifying available GPU backends (CUDA or MPS) for neural network training

02Configuring the optimal number of workers for parallel data processing

03Determining if a dataset should be loaded in-memory or via out-of-core libraries like Dask

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add activer007/ordinary-claude-skills get-available-resources

For use in Claude.ai and ChatGPT

Download Skill