Embedders
Azure OpenAI
Azure OpenAI Embedder is a class that allows you to embed documents using Azure OpenAI.
Parameters
Parameter | Type | Description | Default |
---|---|---|---|
id | str | The model ID that matches your deployed model | "text-embedding-3-small" |
dimensions | int | Output dimensions of the embedding | 1536 |
encoding_format | Literal["float", "base64"] | Format of the embedding output | "float" |
user | Optional[str] | A unique identifier representing your end-user | None |
api_key | Optional[str] | Azure OpenAI API key | Environment variable AZURE_EMBEDDER_OPENAI_API_KEY |
api_version | str | Azure OpenAI API version | Environment variable AZURE_EMBEDDER_OPENAI_API_VERSION or "2024-10-21" |
azure_endpoint | Optional[str] | Azure OpenAI endpoint URL | Environment variable AZURE_EMBEDDER_OPENAI_ENDPOINT |
azure_deployment | Optional[str] | Azure OpenAI deployment name | Environment variable AZURE_EMBEDDER_DEPLOYMENT |
base_url | Optional[str] | Base URL for API requests | None |
azure_ad_token | Optional[str] | Azure AD token for authentication | None |
azure_ad_token_provider | Optional[Any] | Provider for Azure AD tokens | None |
organization | Optional[str] | Organization ID for API requests | None |
request_params | Optional[Dict[str, Any]] | Additional parameters for embedding requests | None |
client_params | Optional[Dict[str, Any]] | Additional parameters for client initialization | None |
openai_client | Optional[AzureOpenAIClient] | Pre-configured Azure OpenAI client | None |