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27 changes: 15 additions & 12 deletions epsilla-vector-database/embeddings.md
Original file line number Diff line number Diff line change
Expand Up @@ -290,18 +290,21 @@ await db.createTable(

Epsilla supports these VoyageAI embedding models (learn more about Voyage AI embedding at [https://www.voyageai.com/](https://www.voyageai.com/)):

| Name | Dimensions |
| ------------------------------------ | ---------- |
| **voyageai/voyage-large-2** | 1536 |
| **voyageai/voyage-code-2** | 1536 |
| **voyageai/voyage-2** | 1024 |
| **voyageai/voyage-02** | 1024 |
| **voyageai/voyage-law-2** | 1024 |
| **voyageai/voyage-finance-2** | 1024 |
| **voyageai/voyage-multilingual-2** | 1024 |
| **voyageai/voyage-lite-02-instruct** | 1024 |
| **voyageai/voyage-3** | 1024 |
| **voyageai/voyage-3-lite** | 512 |
| Name | Dimensions |
| ------------------------------------ | ------------------- |
| **voyageai/voyage-4** | 1024 (configurable) |
| **voyageai/voyage-4-lite** | 1024 (configurable) |
| **voyageai/voyage-4-large** | 1024 (configurable) |
| **voyageai/voyage-large-2** | 1536 |
| **voyageai/voyage-code-2** | 1536 |
| **voyageai/voyage-2** | 1024 |
| **voyageai/voyage-02** | 1024 |
| **voyageai/voyage-law-2** | 1024 |
| **voyageai/voyage-finance-2** | 1024 |
| **voyageai/voyage-multilingual-2** | 1024 |
| **voyageai/voyage-lite-02-instruct** | 1024 |
| **voyageai/voyage-3** | 1024 |
| **voyageai/voyage-3-lite** | 512 |

When using Voyage AI embedding on Docker, make sure provide the **X-VoyageAI-API-Key** header when connecting to the vector database:

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5 changes: 4 additions & 1 deletion epsilla-vector-database/integrations/voyage-ai.md
Original file line number Diff line number Diff line change
Expand Up @@ -12,6 +12,9 @@ Epsilla integrates with Voyage AI with the following embedding models:

| Name | Dimensions | Type |
| ------------------------------------ | ------------------- | -------- |
| **voyageai/voyage-4** | 1024 (configurable) | Standard |
| **voyageai/voyage-4-lite** | 1024 (configurable) | Standard |
| **voyageai/voyage-4-large** | 1024 (configurable) | Standard |
| **voyageai/voyage-3.5** | 1024 (configurable) | Standard |
| **voyageai/voyage-3.5-lite** | 1024 (configurable) | Standard |
| **voyageai/voyage-3** | 1024 | Standard |
Expand All @@ -22,7 +25,7 @@ Epsilla integrates with Voyage AI with the following embedding models:
| **voyageai/voyage-lite-02-instruct** | 1024 | Standard |

{% hint style="info" %}
**voyage-3.5** and **voyage-3.5-lite** support configurable dimensions: 2048, 1024 (default), 512, and 256. They also support multiple quantization options (int8, uint8, binary, ubinary) for optimized storage and performance.
**voyage-4**, **voyage-4-lite**, **voyage-4-large**, **voyage-3.5**, and **voyage-3.5-lite** support configurable dimensions: 2048, 1024 (default), 512, and 256. They also support multiple quantization options (int8, uint8, binary, ubinary) for optimized storage and performance.
{% endhint %}

### Contextualized Embedding Models
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