v9.11.0

parruda/swarmv9.11.0Jul 1, 2026by davidmezzetti

AI Summary

Adds support for the turbovec ANN backend and LiteParse text extraction, migrates from ggml-py to ggml-python, and includes improvements to tabular pipelines and bug fixes.

Key Highlights

Adds turbovec ANN backend
Adds LiteParse text extraction
Migrates from ggml-py to ggml-python
Supports multiple Dense layers for Late Interaction Pooling
Fixes FastAPI router compatibility

New Features

turbovec ANN backend
LiteParse text extraction
API reindex parameter
Multiple Dense layers for Late Interaction Pooling
CSV support for tabular pipeline

Full Release Notes

**This release adds support for the turbovec ANN backend and LiteParse text extraction**

See below for full details on the new features, improvements and bug fixes.

New Features
--------------------------
- Add turbovec an ANN backend (#1109)
- Add text extraction with LiteParse (#1118)

Improvements
--------------------------
- Migrate from ggml-py to ggml-python (#1105)
- Revert noisy logging workaround when fixed upstream (#1106)
- Add reindex parameter for API (#1111)
- Use gliner fork to relax transformers version caps (#1112)
- Remove find from the default list of bash tools (#1113)
- Support multiple Dense layers for Late Interaction Pooling (#1117)
- Limit tabular pipeline to local CSV files (#1119)
- Update commonprefix to commonpath (#1120)

Bug Fixes
--------------------------
- fix(tokenizer): respect lowercase=False in ngramtokenize (#1114, thank you @JSap0914)
- FastAPI 0.137+ modified how routers work (#1115)