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124 lines
19 KiB
Plaintext
124 lines
19 KiB
Plaintext
---
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title: "Embeddings"
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description: "Text embedding endpoints"
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---
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## Overview
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Text embedding endpoints
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### Available Operations
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* [generate](#generate) - Submit an embedding request
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* [list_models](#list_models) - List all embeddings models
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## generate
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Submits an embedding request to the embeddings router
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### Example Usage
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```python
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from openrouter import OpenRouter
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import os
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with OpenRouter(
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http_referer="<value>",
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x_open_router_title="<value>",
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x_open_router_categories="<value>",
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api_key=os.getenv("OPENROUTER_API_KEY", ""),
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) as open_router:
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res = open_router.embeddings.generate(input="The quick brown fox jumps over the lazy dog", model="openai/text-embedding-3-small")
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# Handle response
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print(res)
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```
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### Parameters
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| Parameter | Type | Required | Description | Example |
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| ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- |
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| `input` | [operations.InputUnion](../../operations/inputunion.mdx) | :heavy_check_mark: | Text, token, or multimodal input(s) to embed | The quick brown fox jumps over the lazy dog |
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| `model` | *str* | :heavy_check_mark: | The model to use for embeddings | openai/text-embedding-3-small |
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| `http_referer` | *Optional[str]* | :heavy_minus_sign: | The app identifier should be your app's URL and is used as the primary identifier for rankings.<br/>This is used to track API usage per application.<br/> | |
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| `x_open_router_title` | *Optional[str]* | :heavy_minus_sign: | The app display name allows you to customize how your app appears in OpenRouter's dashboard.<br/> | |
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| `x_open_router_categories` | *Optional[str]* | :heavy_minus_sign: | Comma-separated list of app categories (e.g. "cli-agent,cloud-agent"). Used for marketplace rankings.<br/> | |
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| `dimensions` | *Optional[int]* | :heavy_minus_sign: | The number of dimensions for the output embeddings | 1536 |
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| `encoding_format` | [Optional[operations.EncodingFormat]](../../operations/encodingformat.mdx) | :heavy_minus_sign: | The format of the output embeddings | float |
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| `input_type` | *Optional[str]* | :heavy_minus_sign: | The type of input (e.g. search_query, search_document) | search_query |
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| `provider` | [OptionalNullable[components.ProviderPreferences]](../../components/providerpreferences.mdx) | :heavy_minus_sign: | N/A | \{<br/>"allow_fallbacks": true<br/>} |
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| `user` | *Optional[str]* | :heavy_minus_sign: | A unique identifier for the end-user | user-1234 |
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| `retries` | [Optional[utils.RetryConfig]](../../models/utils/retryconfig.mdx) | :heavy_minus_sign: | Configuration to override the default retry behavior of the client. | |
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### Response
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**[operations.CreateEmbeddingsResponse](../../operations/createembeddingsresponse.mdx)**
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### Errors
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| Error Type | Status Code | Content Type |
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| -------------------------------------- | -------------------------------------- | -------------------------------------- |
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| errors.BadRequestResponseError | 400 | application/json |
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| errors.UnauthorizedResponseError | 401 | application/json |
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| errors.PaymentRequiredResponseError | 402 | application/json |
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| errors.NotFoundResponseError | 404 | application/json |
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| errors.TooManyRequestsResponseError | 429 | application/json |
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| errors.InternalServerResponseError | 500 | application/json |
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| errors.BadGatewayResponseError | 502 | application/json |
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| errors.ServiceUnavailableResponseError | 503 | application/json |
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| errors.EdgeNetworkTimeoutResponseError | 524 | application/json |
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| errors.ProviderOverloadedResponseError | 529 | application/json |
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| errors.OpenRouterDefaultError | 4XX, 5XX | \*/\* |
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## list_models
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Returns a list of all available embeddings models and their properties
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### Example Usage
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```python
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from openrouter import OpenRouter
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import os
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with OpenRouter(
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http_referer="<value>",
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x_open_router_title="<value>",
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x_open_router_categories="<value>",
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api_key=os.getenv("OPENROUTER_API_KEY", ""),
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) as open_router:
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res = open_router.embeddings.list_models(offset=0, limit=500)
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while res is not None:
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# Handle items
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res = res.next()
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```
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### Parameters
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| Parameter | Type | Required | Description | Example |
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| ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- |
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| `http_referer` | *Optional[str]* | :heavy_minus_sign: | The app identifier should be your app's URL and is used as the primary identifier for rankings.<br/>This is used to track API usage per application.<br/> | |
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| `x_open_router_title` | *Optional[str]* | :heavy_minus_sign: | The app display name allows you to customize how your app appears in OpenRouter's dashboard.<br/> | |
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| `x_open_router_categories` | *Optional[str]* | :heavy_minus_sign: | Comma-separated list of app categories (e.g. "cli-agent,cloud-agent"). Used for marketplace rankings.<br/> | |
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| `offset` | *Optional[int]* | :heavy_minus_sign: | Number of records to skip for pagination. When both offset and limit are omitted, the full list is returned | 0 |
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| `limit` | *Optional[int]* | :heavy_minus_sign: | Maximum number of records to return (max 1000). When both offset and limit are omitted, the full list is returned | 500 |
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| `retries` | [Optional[utils.RetryConfig]](../../models/utils/retryconfig.mdx) | :heavy_minus_sign: | Configuration to override the default retry behavior of the client. | |
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### Response
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**[operations.ListEmbeddingsModelsResponse](../../operations/listembeddingsmodelsresponse.mdx)**
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### Errors
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| Error Type | Status Code | Content Type |
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| ---------------------------------- | ---------------------------------- | ---------------------------------- |
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| errors.BadRequestResponseError | 400 | application/json |
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| errors.InternalServerResponseError | 500 | application/json |
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| errors.OpenRouterDefaultError | 4XX, 5XX | \*/\* | |