昺hddlmZddlZddlmZmZmZmZmZddl Z ddl m Z ddl m Z mZmZmZddlmZmZddlmZmZmZmZejeZdd ZddZGdd e e ZdS)) annotationsN)AnyCallableDictListOptional) Embeddings) BaseModelExtra SecretStrroot_validator)convert_to_secret_strget_from_dict_or_env)before_sleep_logretrystop_after_attemptwait_exponentialreturnCallable[[Any], Any]c d}d}d}d}tdt|t|||ttt jS)z#Returns a tenacity retry decorator.T) multiplierminmax)reraisestopwait before_sleep)rrrrloggerloggingWARNING)r min_seconds max_seconds max_retriess n/var/www/html/services/rag-service/venv/lib/python3.11/site-packages/langchain_community/embeddings/minimax.py_create_retry_decoratorr(s^JKKK   , , + V V V%fgo>>     embeddingsMiniMaxEmbeddingsargsrkwargscLt}|dfd }||i|S)z*Use tenacity to retry the completion call.r,rr-rcj|i|S)N)embed)r,r-r*s r'_embed_with_retryz+embed_with_retry.._embed_with_retry(sz0000r))r,rr-rrr)r()r*r,r-retry_decoratorr1s` r'embed_with_retryr3$sN-//O11111_1  d -f - --r)ceZdZUdZdZded< dZded< dZded< d Zded < d Z d ed < d Z ded< GddZ e ddZ d dZd!dZd"dZd S)#r+apMiniMax's embedding service. To use, you should have the environment variable ``MINIMAX_GROUP_ID`` and ``MINIMAX_API_KEY`` set with your API token, or pass it as a named parameter to the constructor. Example: .. code-block:: python from langchain_community.embeddings import MiniMaxEmbeddings embeddings = MiniMaxEmbeddings() 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]) z&https://api.minimax.chat/v1/embeddingsstr endpoint_urlzembo-01modeldb embed_type_dbqueryembed_type_queryNz Optional[str]minimax_group_idzOptional[SecretStr]minimax_api_keyc eZdZdZejZdS)MiniMaxEmbeddings.Configz'Configuration for this pydantic object.N)__name__ __module__ __qualname____doc__r forbidextrar)r'Configr?Rs55 r)rGvaluesrrcxt|dd}tt|dd}||d<||d<|S)z9Validate that group id and api key exists in environment.r<MINIMAX_GROUP_IDr=MINIMAX_API_KEY)rr)clsrHr<r=s r'validate_environmentz&MiniMaxEmbeddings.validate_environmentWs\0 &(:  0 ):rssY""""""66666666666666000000RRRRRRRRRRRRLLLLLLLL  8 $ $     ....rrrrr :rrrrrr)