| --- |
| license: other |
| library_name: calyx |
| tags: |
| - calyx |
| - embeddings |
| - onnx |
| - sentence-transformers |
| - multimodal |
| --- |
| |
| # Calyx Embedder Pack (private) |
|
|
| A self-contained bundle of **42 commissioned Calyx lenses (embedders)** plus the |
| registry that wires them in. Download, extract, run the installer — they plug |
| into any Calyx install. |
|
|
| ## Download |
| ```bash |
| hf download cabdru/calyx-embedders calyx-embedders.tar.gz --repo-type model --local-dir . |
| # (older CLI: huggingface-cli download cabdru/calyx-embedders calyx-embedders.tar.gz --local-dir .) |
| ``` |
|
|
| ## Install |
| ```bash |
| tar -xf calyx-embedders.tar.gz |
| cd calyx-embedders |
| CALYX_HOME=/path/to/your/calyx ./install.sh # defaults to $HOME/calyx |
| calyx lens list # should show 42 lenses |
| ``` |
| The installer copies `lenses/` into your `CALYX_HOME` and rewrites all absolute |
| paths to your machine. Full details + the per-lens list are in the bundle's |
| `README.md` and `INVENTORY.txt`. |
|
|
| ## Coverage (42 lenses) |
| - **text — 28**: clinical (pubmedbert, medcpt, biolord), scientific (scibert, scincl), finance (finbert), legal (modernbert), code (jina-code), general/multilingual (bge, gte, nomic, jina, mxbai, e5, minilm, embeddinggemma, qwen3, potion), ColBERT ×3, SPLADE/bge-m3 sparse. |
| - **image — 6**, **audio — 5**, **molecule — 1**, **dna — 1**, **protein — 1**. |
|
|
| ## Requirements to run a lens |
| - ONNX GPU lenses: a CUDA ONNX Runtime built for your GPU arch (`ORT_DYLIB_PATH`). |
| - `*-tei` lenses: a local Text-Embeddings-Inference server at the lens `endpoint`. |
| - adapter lenses (image/audio/dna/protein/molecule): a Python helper + venv. |
|
|
| ## ⚠️ Licensing |
| This is a **private** repo. Each lens keeps its upstream model's license (see |
| each `lensforge.manifest.json`). Several are **non-commercial / restricted** — |
| **BioLORD** (CC-BY-NC), **MedCPT** (restricted), **EmbeddingGemma** (Gemma |
| license), **jina-colbert-v2** (CC-BY-NC). Anyone you share this with must honor |
| each model's original terms. This pack does not relicense any model. |
|
|
