v0.22.0

OpenBMB/MiniCPM-Vv0.22.0Jul 17, 2026by VikParuchuri

AI Summary

This release introduces a new architecture where models are managed via a spawn + server model, allowing them to be shared between processes, and fixes a bug where text detection weights failed to load.

Key Highlights

Switched to spawn + server model architecture
Fixed text detection weight loading bug
Models are now shared across processes instead of being separate per process

Breaking Changes

Changed from individual process models to a shared server model architecture

New Features

Server-based model architecture
Fixed weight loading bug

Full Release Notes

Swap models to a spawn + server model, instead of relying on each process having a separate model.
Fix bug with text detection where weights didn't load properly.

## What's Changed
* Vik/fast models by @VikParuchuri in https://github.com/datalab-to/surya/pull/532
* Dev by @VikParuchuri in https://github.com/datalab-to/surya/pull/533


**Full Changelog**: https://github.com/datalab-to/surya/compare/v0.21.2...v0.22.0