o i@sdZddlmZmZddlmZmZmZmZm Z ddl m Z ddl m Z ddlmZmZmZmZe deeefdZGd d d eeeZd S) zBase adapter for LLM provider integration. This module provides the abstract base class for implementing LLM provider-specific adapters that handle tool format conversion and standardization. )ABCabstractmethod)AnyDictGenericListTypeVar)logger) ToolsSchema) LLMContextLLMContextMessageLLMSpecificMessageNotGivenTLLMInvocationParams)boundc@seZdZdZeedefddZedede fddZ ede de e fd d Zedede eee ffd d Zd e defddZdede efddZde de e eBfddZdS)BaseLLMAdapteraAbstract base class for LLM provider adapters. Provides a standard interface for converting to provider-specific formats. Handles: - Extracting provider-specific parameters for LLM invocation from a universal LLM context - Converting standardized tools schema to provider-specific tool formats. - Extracting messages from the LLM context for the purposes of logging about the specific provider. Subclasses must implement provider-specific conversion logic. returncCdS)zGet the identifier used in LLMSpecificMessage instances for this LLM provider. Returns: The identifier string. N)selfrrU/home/ubuntu/.local/lib/python3.10/site-packages/pipecat/adapters/base_llm_adapter.pyid_for_llm_specific_messages.sz+BaseLLMAdapter.id_for_llm_specific_messagescontextcKr)aRGet provider-specific LLM invocation parameters from a universal LLM context. Args: context: The LLM context containing messages, tools, etc. **kwargs: Additional provider-specific arguments that subclasses can use. Returns: Provider-specific parameters for invoking the LLM. Nr)rrkwargsrrrget_llm_invocation_params8 z(BaseLLMAdapter.get_llm_invocation_params tools_schemacCr)zConvert tools schema to the provider's specific format. Args: tools_schema: The standardized tools schema to convert. Returns: List of tools in the provider's expected format. Nr)rrrrrto_provider_tools_formatEs z'BaseLLMAdapter.to_provider_tools_formatcCr)aGet messages from a universal LLM context in a format ready for logging about this provider. Args: context: The LLM context containing messages. Returns: List of messages in a format ready for logging about this provider. Nrrrrrrget_messages_for_loggingQrz'BaseLLMAdapter.get_messages_for_loggingmessagecCst|j|dS)zCreate an LLM-specific message (as opposed to a standard message) for use in an LLMContext. Args: message: The message content. Returns: A LLMSpecificMessage instance. )llmr )r r)rr rrrcreate_llm_specific_message^s z*BaseLLMAdapter.create_llm_specific_messagecCs ||jS)zGet messages from the LLM context, including standard and LLM-specific messages. Args: context: The LLM context containing messages. Returns: List of messages including standard and LLM-specific messages. ) get_messagesrrrrrr#is zBaseLLMAdapter.get_messagestoolscCs,t|trtdt|||S|S)aConvert tools from standard format to provider format. Args: tools: Tools in standard format or provider-specific format. Returns: List of tools converted to provider format, or original tools if not in standard format. z(Retrieving the tools using the adapter: ) isinstancer r debugtyper)rr$rrrfrom_standard_toolsts  z"BaseLLMAdapter.from_standard_toolsN)__name__ __module__ __qualname____doc__propertyrstrrr rrr rrrrrr r"r r#rr(rrrrrs     rN)r,abcrrtypingrrrrrlogurur %pipecat.adapters.schemas.tools_schemar *pipecat.processors.aggregators.llm_contextr r r rdictr.rrrrrrs