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docs: add ollama as embedding providers #1656

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16 changes: 16 additions & 0 deletions docs/docs/ops/litellm.md
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Expand Up @@ -107,6 +107,22 @@ The connector automatically creates the appropriate `vector(N)` column. See the

Below are common providers with their model strings and configuration. The `litellm` module is re-exported from `cocoindex.ops.litellm` for setting provider-specific variables. See the [LiteLLM embedding docs](https://docs.litellm.ai/docs/embedding/supported_embedding) for the full list.

### Ollama

| Model | Model string |
|--------------------------|-------------------------------|
| Nomic Embed Text | `ollama/nomic-embed-text` |
| MXBai Embed Large | `ollama/mxbai-embed-large` |
| All MiniLM | `ollama/all-minilm` |
| Snowflake Arctic Embed | `ollama/snowflake-arctic-embed` |
| BGE M3 | `ollama/bge-m3` |

No API key required. Ollama must be running locally (default `http://localhost:11434`). Pull the model first with `ollama pull <model-name>`.

```python
embedder = LiteLLMEmbedder("ollama/nomic-embed-text", api_base="http://localhost:11434")
```

### OpenAI

| Model | Model string |
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