ClovaEmbeddings#

class langchain_community.embeddings.clova.ClovaEmbeddings[source]#

Bases: BaseModel, Embeddings

Deprecated since version 0.3.4: Use :class:`~langchain_community.ClovaXEmbeddings` instead.

Clova’s embedding service.

To use this service,

you should have the following environment variables set with your API tokens and application ID, or pass them as named parameters to the constructor:

CLOVA_EMB_API_KEY: API key for accessing Clova’s embedding service.
CLOVA_EMB_APIGW_API_KEY: API gateway key for enhanced security.
CLOVA_EMB_APP_ID: Application ID for identifying your application.

Example

from langchain_community.embeddings import ClovaEmbeddings
embeddings = ClovaEmbeddings(
    clova_emb_api_key='your_clova_emb_api_key',
    clova_emb_apigw_api_key='your_clova_emb_apigw_api_key',
    app_id='your_app_id'
)

query_text = "This is a test query."
query_result = embeddings.embed_query(query_text)

document_text = "This is a test document."
document_result = embeddings.embed_documents([document_text])

Create a new model by parsing and validating input data from keyword arguments.

Raises [ValidationError][pydantic_core.ValidationError] if the input data cannot be validated to form a valid model.

self is explicitly positional-only to allow self as a field name.

param app_id: SecretStr | None = None#: Application ID for identifying your application.

param clova_emb_api_key: SecretStr | None = None#: API key for accessing Clova’s embedding service.

param clova_emb_apigw_api_key: SecretStr | None = None#: API gateway key for enhanced security.

param endpoint_url: str = 'https://clovastudio.apigw.ntruss.com/testapp/v1/api-tools/embedding'#: Endpoint URL to use.

param model: str = 'clir-emb-dolphin'#: Embedding model name to use.

async aembed_documents(texts: list[str]) → list[list[float]]#

Asynchronous Embed search docs.

Parameters:: texts (list[str]) – List of text to embed.
Returns:: List of embeddings.
Return type:: list[list[float]]

async aembed_query(text: str) → list[float]#

Asynchronous Embed query text.

Parameters:: text (str) – Text to embed.
Returns:: Embedding.
Return type:: list[float]

embed_documents(texts: List[str]) → List[List[float]][source]#

Embed a list of texts and return their embeddings.

Parameters:: texts (List[str]) – The list of texts to embed.
Returns:: List of embeddings, one for each text.
Return type:: List[List[float]]

embed_query(text: str) → List[float][source]#

Embed a single query text and return its embedding.

Parameters:: text (str) – The text to embed.
Returns:: Embeddings for the text.
Return type:: List[float]

Examples using ClovaEmbeddings

Clova Embeddings