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36 changes: 24 additions & 12 deletions apps/docs/content/docs/integrations/embeddings.mdx
Original file line number Diff line number Diff line change
Expand Up @@ -51,11 +51,13 @@ Generate embeddings from text using OpenAI's embedding models

| Parameter | Type | Description |
| --------- | ---- | ----------- |
| `embeddings` | json | Generated embeddings |
| `embeddings` | json | Generated embedding vectors, one per input, in input order |
| `model` | string | Model used |
| `provider` | string | Provider used |
| `dimensions` | number | Dimensionality of each vector |
| `dimensions` | number | Dimensionality of each returned vector |
| `usage` | json | Token usage |
| ↳ `prompt_tokens` | number | Tokens in the input |
| ↳ `total_tokens` | number | Total tokens billed |

### OpenRouter Embeddings

Expand All @@ -75,11 +77,13 @@ Generate embeddings through OpenRouter

| Parameter | Type | Description |
| --------- | ---- | ----------- |
| `embeddings` | json | Generated embeddings |
| `embeddings` | json | Generated embedding vectors, one per input, in input order |
| `model` | string | Model used |
| `provider` | string | Provider used |
| `dimensions` | number | Dimensionality of each vector |
| `dimensions` | number | Dimensionality of each returned vector |
| `usage` | json | Token usage |
| ↳ `prompt_tokens` | number | Tokens in the input |
| ↳ `total_tokens` | number | Total tokens billed |

### Gemini Embeddings

Expand All @@ -99,11 +103,13 @@ Generate embeddings from text using Google's Gemini embedding models

| Parameter | Type | Description |
| --------- | ---- | ----------- |
| `embeddings` | json | Generated embeddings |
| `embeddings` | json | Generated embedding vectors, one per input, in input order |
| `model` | string | Model used |
| `provider` | string | Provider used |
| `dimensions` | number | Dimensionality of each vector |
| `dimensions` | number | Dimensionality of each returned vector |
| `usage` | json | Token usage |
| ↳ `prompt_tokens` | number | Tokens in the input |
| ↳ `total_tokens` | number | Total tokens billed |

### Cohere Embeddings

Expand All @@ -123,11 +129,13 @@ Generate embeddings from text using Cohere's embedding models

| Parameter | Type | Description |
| --------- | ---- | ----------- |
| `embeddings` | json | Generated embeddings |
| `embeddings` | json | Generated embedding vectors, one per input, in input order |
| `model` | string | Model used |
| `provider` | string | Provider used |
| `dimensions` | number | Dimensionality of each vector |
| `dimensions` | number | Dimensionality of each returned vector |
| `usage` | json | Token usage |
| ↳ `prompt_tokens` | number | Tokens in the input |
| ↳ `total_tokens` | number | Total tokens billed |

### Mistral Embeddings

Expand All @@ -147,11 +155,13 @@ Generate embeddings from text using Mistral's embedding models

| Parameter | Type | Description |
| --------- | ---- | ----------- |
| `embeddings` | json | Generated embeddings |
| `embeddings` | json | Generated embedding vectors, one per input, in input order |
| `model` | string | Model used |
| `provider` | string | Provider used |
| `dimensions` | number | Dimensionality of each vector |
| `dimensions` | number | Dimensionality of each returned vector |
| `usage` | json | Token usage |
| ↳ `prompt_tokens` | number | Tokens in the input |
| ↳ `total_tokens` | number | Total tokens billed |

### Ollama Embeddings

Expand All @@ -168,10 +178,12 @@ Generate embeddings on a self-hosted Ollama server

| Parameter | Type | Description |
| --------- | ---- | ----------- |
| `embeddings` | json | Generated embeddings |
| `embeddings` | json | Generated embedding vectors, one per input, in input order |
| `model` | string | Model used |
| `provider` | string | Provider used |
| `dimensions` | number | Dimensionality of each vector |
| `dimensions` | number | Dimensionality of each returned vector |
| `usage` | json | Token usage |
| ↳ `prompt_tokens` | number | Tokens in the input |
| ↳ `total_tokens` | number | Total tokens billed |


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