NgddlmZddlmZmZmZmZmZddlm Z m Z ddl m Z ddl mZddlmZeGddeZGd d e Zd S) )abstractmethod)AnyOptionalProtocolSequenceruntime_checkable)AsyncCallbackManagerForToolRunCallbackManagerForToolRun)BaseTool)Field) TrainResultcreZdZdZedeededefdZ edeededefdZ dS) TrainableLLMz'Protocol for trainable language models.inputskwargsreturnc dSNselfrrs c/var/www/html/ai-engine/env/lib/python3.11/site-packages/langchain_community/tools/memorize/tool.pytrain_unsupervisedzTrainableLLM.train_unsuperviseds cc KdSrrrs ratrain_unsupervisedz TrainableLLM.atrain_unsuperviseds crN) __name__ __module__ __qualname____doc__rrstrrr rrrrrrrs11   ^    ^rrceZdZUdZdZeed<dZeed<eZ e ed< d ded e e d efd Z d ded e ed efd ZdS)Memorizez"Tool that trains a language model.memorizenamezUseful whenever you observed novel information from previous conversation history, i.e., another tool's action outputs or human comments. The action input should include observed information in detail, then the tool will fine-tune yourself to remember it. descriptionllmNinformation_to_learn run_managerrcN|j|f}d|dSNzTrain complete. Loss: loss)r'rrr(r) train_results r_runz Memorize._run.s0 x224H3JKK > V(<>>>rc^K|j|fd{V}d|dSr+)r'rr-s r_arunzMemorize._arun6sF "X99;O:QRRRRRRRR > V(<>>>rr)rrrr r%r!__annotations__r&r r'rrr r/r r1rrrr#r#!s,,D# @C <@??!?78? ????AE??!?<=? ??????rr#N)abcrtypingrrrrrlangchain_core.callbacksr r langchain_core.toolsr pydanticr $langchain_community.llms.gradient_air rr#rrrr9s GGGGGGGGGGGGGG*)))))<<<<<<8$?????x?????r