LEANN

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add ColQwen multimodal PDF retrieval integration

3

- Add ColQwenRAG class with easy-to-use CLI for multimodal PDF retrieval - Support for both ColQwen2 and ColPali models with automatic device selection - MPS optimization for Apple Silicon with...

ASuresh0524

… retrieval - Add timing measurements for search operations (load and core time) - Increase embedding batch size from 1 to 32 for better performance - Add explicit memory cleanup...

yichuan-w

[Question & Feat] Will LEANN support video rag?

1

### What problem does this solve? Video RAG ### Proposed solution video indexing + VLMs that support video inputs ### Example usage ```python ```

AgainstEntropy

How should the parameters be configured to achieve a smaller search time?[Solved]-> warmup-question remained

24

Current configuration： GPU：4090×1 embedding_model：BAAI/bge-large-zh-v1.5 data size：180M beam_width：10 The remaining parameters are all set to their default values. But, I have conducted an experiment and found that the search takes approximately...

Ai-yang-dev

[feat] OCR based application

2

### What problem does this solve? Right now, LEANN is using text embedding only. We have two other options for multimodal data: 1. Use DeepSeek OCR or [MinerU](https://github.com/opendatalab/MinerU) to process...

yichuan-w

[TODO] Add support for Windows

11

yichuan-w

Add support for task-specific prompt templates for embedding models

1

### What problem does this solve? Please check the following description and let me know if this is feasible, then I can help to implement this feature to support template...

ww2283

### What problem does this solve? This proposes a hybrid design that keeps LEANN’s tiny on-device footprint **while removing the heavy online re-embedding step.** ### Proposed solution **Local**: store the...

yayashuxue

[FEAT] Frequent update recommend no-recompute and impl leann --reindex

1

### What problem does this solve? This is a feature widely requested ### Proposed solution impl leann reindex ### Example usage ```python ```

yichuan-w

### What problem does this solve? Now different local editables deps are messy. ### Proposed solution See https://docs.astral.sh/uv/concepts/projects/workspaces/#workspace-sources

andylizf