v0.1.7
Gen-Verse/MMaDAv0.1.7Mar 23, 2026by chonknick
AI Summary
Replaced HuggingFace tokenizers with a custom `tokie` library to achieve significant performance gains and reduce dependencies.
Key Highlights
- ~20-50x faster tokenizer initialization
- ~260 fewer transitive dependencies
- 100% token-accurate reranking results
- No runtime dependency on HuggingFace Hub
New Features
- Custom tokenizer library (`tokie`)
- Tokenizer served from CDN
Full Release Notes
## What's Changed - Replace HuggingFace `tokenizers` with `tokie` for reranking - ~20-50x faster tokenizer initialization (pre-built .tkz from CDN vs JSON parsing) - ~260 fewer transitive dependencies - 100% token-accurate, identical reranking results - No runtime dependency on HuggingFace Hub - Tokenizer served from `cdn.mandex.dev/models/tokenizer.tkz` alongside reranker model