External References
This file contains verified links to the official documentation, repositories, and resources for all major dependencies and tools used in this project.
Core Model
| Name | Description | URL |
|---|---|---|
| Qwen3-VL-Embedding-2B | 2B parameter Vision-Language Model for embeddings | https://huggingface.co/Qwen/Qwen3-VL-Embedding-2B |
| Hugging Face Transformers | Model loading and inference | https://huggingface.co/docs/transformers |
| Accelerate | Hardware-accelerated model loading | https://huggingface.co/docs/accelerate |
| Hugging Face Hub | Model weight download and caching | https://huggingface.co/docs/huggingface_hub |
APIs & Backend
| Name | Description | URL |
|---|---|---|
| FastAPI | Modern Python web framework | https://fastapi.tiangolo.com |
| Uvicorn | ASGI server for FastAPI | https://www.uvicorn.org |
| Pydantic | Data validation (FastAPI dependency) | https://docs.pydantic.dev |
Data Storage
| Name | Description | URL |
|---|---|---|
| ChromaDB | Persistent vector database | https://docs.trychroma.com |
ML Runtime
| Name | Description | URL |
|---|---|---|
| PyTorch | Deep learning framework | https://pytorch.org/docs/stable/index.html |
| TorchVision | Computer vision transforms | https://pytorch.org/vision/stable/index.html |
Image & Video Processing
| Name | Description | URL |
|---|---|---|
| Pillow (PIL) | Image loading and manipulation | https://pillow.readthedocs.io |
| pillow-heif | HEIF/HEIC image support for Pillow | https://github.com/niankie/pillow-heif |
| OpenCV (opencv-python) | Video frame extraction | https://docs.opencv.org |
Utilities
| Name | Description | URL |
|---|---|---|
| qwen-vl-utils | Vision processing for Qwen models | https://github.com/QwenLM/Qwen2-VL |
| tqdm | Progress bars for CLI | https://tqdm.github.io |
Last Updated: 2026-06-17