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| from typing import Any, Dict, List, Union | |
| from langchain_core.messages import BaseMessage, get_buffer_string | |
| from langchain.memory.chat_memory import BaseChatMemory | |
| class ConversationBufferWindowMemory(BaseChatMemory): | |
| """Buffer for storing conversation memory inside a limited size window.""" | |
| human_prefix: str = "Human" | |
| ai_prefix: str = "AI" | |
| memory_key: str = "history" #: :meta private: | |
| k: int = 5 | |
| """Number of messages to store in buffer.""" | |
| def buffer(self) -> Union[str, List[BaseMessage]]: | |
| """String buffer of memory.""" | |
| return self.buffer_as_messages if self.return_messages else self.buffer_as_str | |
| def buffer_as_str(self) -> str: | |
| """Exposes the buffer as a string in case return_messages is True.""" | |
| messages = self.chat_memory.messages[-self.k * 2 :] if self.k > 0 else [] | |
| return get_buffer_string( | |
| messages, | |
| human_prefix=self.human_prefix, | |
| ai_prefix=self.ai_prefix, | |
| ) | |
| def buffer_as_messages(self) -> List[BaseMessage]: | |
| """Exposes the buffer as a list of messages in case return_messages is False.""" | |
| return self.chat_memory.messages[-self.k * 2 :] if self.k > 0 else [] | |
| def memory_variables(self) -> List[str]: | |
| """Will always return list of memory variables. | |
| :meta private: | |
| """ | |
| return [self.memory_key] | |
| def load_memory_variables(self, inputs: Dict[str, Any]) -> Dict[str, Any]: | |
| """Return history buffer.""" | |
| return {self.memory_key: self.buffer} | |