Bonsai Image

Bonsai Image refers to a class of image generation models developed by Prism ML that utilize extreme quantization techniques, specifically reducing precision to 1-bit or ternary formats, to enable efficient local inference.

Core Concepts

  • 1-bit Quantization: Drastically reduces model size and memory footprint compared to standard 16-bit or 8-bit floating-point models.
  • Ternary Models: In addition to binary 1-bit models, Bonsai supports ternary quantization for potential fidelity improvements while maintaining extreme compression.
  • Local Execution: Designed to run on consumer-grade hardware without reliance on cloud APIs.
  • Quality Retention: Maintains high-fidelity image generation despite extreme parameter compression.

Key Developments