High-performance AI data loader written in Rust
Project description
Green AI 🚀
The World's Fastest Image Loader for PyTorch & TensorFlow.
The Problem
Your GPUs are starving. Standard Python DataLoader pipelines are single-threaded and fight against the GIL (Global Interpreter Lock). While your H100 waits for data, you burn money.
The Solution
Green AI is a high-performance ingestion engine written in Rust. It bypasses Python's overhead to load, decode, and batch images in parallel, delivering them to your model via Zero-Copy memory transfer.
⚡ Performance Benchmark (1,000 Images)
| Loader | Time | Speed | Status |
|---|---|---|---|
| Standard Python (PIL) | 17.48s | 57 img/sec | 🐢 Slow |
| Green AI (Rust) | 1.22s | 819 img/sec | 🚀 14.3x Faster |
(Benchmarks run on local dataset, 512x512 RGB JPEGs)
📦 Installation
pip install green-ai
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