qidZddlmZmZddlmZmZmZmZm Z ddl m Z ddl m Z ddlmZmZmZmZe deeefZGd d eeeZy ) 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)boundceZdZdZeedefdZedede fdZ ede de e fdZedede eee ffdZd e defd Zdede efd Zd e de e ezfd Zy)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. returncy)zGet the identifier used in LLMSpecificMessage instances for this LLM provider. Returns: The identifier string. N)selfs S/opt/pipecat/venv/lib/python3.12/site-packages/pipecat/adapters/base_llm_adapter.pyid_for_llm_specific_messagesz+BaseLLMAdapter.id_for_llm_specific_messages.s contextc y)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)rrkwargss rget_llm_invocation_paramsz(BaseLLMAdapter.get_llm_invocation_params8 r tools_schemacy)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)rr s rto_provider_tools_formatz'BaseLLMAdapter.to_provider_tools_formatEs rcy)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. Nrrrs rget_messages_for_loggingz'BaseLLMAdapter.get_messages_for_loggingQrrmessagec0t|j|S)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&)rr)rr&s rcreate_llm_specific_messagez*BaseLLMAdapter.create_llm_specific_message^s"d&G&GQXYYrc8|j|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_messagesrr$s rr+zBaseLLMAdapter.get_messagesis##D$E$EFFrtoolsct|tr2tjdt ||j |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,s rfrom_standard_toolsz"BaseLLMAdapter.from_standard_toolsts< e[ ) LLCDJ<P Q007 7 rN)__name__ __module__ __qualname____doc__propertyrstrrr rrr rrr"rr%rr)r r+rr1rrrrrs  c      J^      [  T#Y       tDcN?S     Z3 Z;M Z GJ G48I3J GcX1ErrN)r5abcrrtypingrrrrr logurur %pipecat.adapters.schemas.tools_schemar *pipecat.processors.aggregators.llm_contextr r rrdictr7rrrrrr>sS $44=5T#s(^LdS'"67dr