Q iVdZddlmZmZmZmZddlmZddlm Z GddeZ dS)zBase LLM cache interface for RedisVL. This module defines the abstract base interface for LLM caches, which store prompt-response pairs with semantic retrieval capabilities. )AnyDictListOptional) BaseCache)FilterExpressionceZdZdZddedeeffd ZddZddZ dd eed ee e d ed ee edee dee de e eeffdZ dd eed ee e d ed ee edee dee de e eeffdZ dd eded ee e dee eefdee eefdeedefdZ dd eded ee e dee eefdee eefdeedefdZdeddfdZdeddfdZxZS) BaseLLMCachezBase abstract LLM cache interface. This class defines the core functionality for caching LLM responses with semantic similarity search capabilities. Nnamettlc @tjd||d|dS)aInitialize an LLM cache. Args: name (str): The name of the cache. ttl (Optional[int]): The time-to-live for cached responses. Defaults to None. **kwargs: Additional arguments passed to the parent class. )r r N)super__init__)selfr r kwargs __class__s C:\Users\Dell Inspiron 16\Desktop\tws\AgrotaPowerBi\back-agrota-powerbi\mcp-client-agrota\venv\Lib\site-packages\redisvl/extensions/cache/llm/base.pyrzBaseLLMCache.__init__s/ 6d66v66666returnct)z(Delete the cache and its index entirely.NotImplementedErrorrs rdeletezBaseLLMCache.deletes!!rcKt)z.Async delete the cache and its index entirely.rrs radeletezBaseLLMCache.adelete" !!rpromptvector num_results return_fieldsfilter_expressiondistance_thresholdct)aCheck the cache for semantically similar prompts. Args: prompt (Optional[str]): The text prompt to search for in the cache. vector (Optional[List[float]]): Vector representation to search for. num_results (int): Number of results to return. Defaults to 1. return_fields (Optional[List[str]]): Fields to return in results. filter_expression (Optional[FilterExpression]): Optional filter to apply. distance_threshold (Optional[float]): Override for semantic distance threshold. Returns: List[Dict[str, Any]]: List of matching cache entries. rrr r!r"r#r$r%s rcheckzBaseLLMCache.check& ,"!rcKt)z7Async check the cache for semantically similar prompts.rr's racheckzBaseLLMCache.acheck>"!rresponsemetadatafiltersct)aStore a prompt-response pair in the cache. Args: prompt (str): The user prompt to cache. response (str): The LLM response to cache. vector (Optional[List[float]]): Optional embedding vector. metadata (Optional[Dict[str, Any]]): Optional metadata. filters (Optional[Dict[str, Any]]): Optional filters for retrieval. ttl (Optional[int]): Optional TTL override. Returns: str: The Redis key for the cached entry. rrr r-r!r.r/r s rstorezBaseLLMCache.storeJr)rcKt)z0Async store a prompt-response pair in the cache.rr1s rastorezBaseLLMCache.astorebr,rkeyc t)zUpdate specific fields within an existing cache entry. Args: key (str): The key of the document to update. **kwargs: Field-value pairs to update. rrr5rs rupdatezBaseLLMCache.updatens "!rcKt)z* " $sCx.) "c]" """"8)--1,0! " " " "e% " 4S>* " $sCx.) "c] "  " " " ""#"D""""""4""""""""rr N) r>typingrrrrredisvl.extensions.cache.baserredisvl.query.filterrr rrrrFs -,,,,,,,,,,,333333111111l"l"l"l"l"9l"l"l"l"l"r