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195 lines
5.5 KiB
195 lines
5.5 KiB
import logging
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from swarms.structs.base import BaseStructure
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import threading
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import json
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class ShortTermMemory(BaseStructure):
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"""Short term memory.
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Args:
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return_str (bool, optional): _description_. Defaults to True.
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autosave (bool, optional): _description_. Defaults to True.
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*args: _description_
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**kwargs: _description_
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Example:
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>>> from swarms.memory.short_term_memory import ShortTermMemory
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>>> stm = ShortTermMemory()
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>>> stm.add(role="agent", message="Hello world!")
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>>> stm.add(role="agent", message="How are you?")
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>>> stm.add(role="agent", message="I am fine.")
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>>> stm.add(role="agent", message="How are you?")
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>>> stm.add(role="agent", message="I am fine.")
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"""
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def __init__(
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self,
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return_str: bool = True,
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autosave: bool = True,
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*args,
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**kwargs,
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):
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self.return_str = return_str
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self.autosave = autosave
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self.short_term_memory = []
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self.medium_term_memory = []
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self.lock = threading.Lock()
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def add(
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self, role: str = None, message: str = None, *args, **kwargs
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):
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"""Add a message to the short term memory.
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Args:
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role (str, optional): _description_. Defaults to None.
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message (str, optional): _description_. Defaults to None.
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Returns:
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_type_: _description_
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"""
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try:
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memory = self.short_term_memory.append(
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{"role": role, "message": message}
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)
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return memory
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except Exception as error:
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print(f"Add to short term memory failed: {error}")
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raise error
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def get_short_term(self):
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"""Get the short term memory.
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Returns:
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_type_: _description_
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"""
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return self.short_term_memory
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def get_medium_term(self):
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"""Get the medium term memory.
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Returns:
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_type_: _description_
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"""
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return self.medium_term_memory
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def clear_medium_term(self):
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"""Clear the medium term memory."""
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self.medium_term_memory = []
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def get_short_term_memory_str(self, *args, **kwargs):
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"""Get the short term memory as a string."""
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return str(self.short_term_memory)
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def update_short_term(
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self, index, role: str, message: str, *args, **kwargs
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):
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"""Update the short term memory.
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Args:
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index (_type_): _description_
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role (str): _description_
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message (str): _description_
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"""
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self.short_term_memory[index] = {
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"role": role,
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"message": message,
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}
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def clear(self):
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"""Clear the short term memory."""
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self.short_term_memory = []
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def search_memory(self, term):
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"""Search the memory for a term.
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Args:
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term (_type_): _description_
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Returns:
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_type_: _description_
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"""
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results = {"short_term": [], "medium_term": []}
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for i, message in enumerate(self.short_term_memory):
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if term in message["message"]:
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results["short_term"].append((i, message))
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for i, message in enumerate(self.medium_term_memory):
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if term in message["message"]:
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results["medium_term"].append((i, message))
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return results
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def return_shortmemory_as_str(self):
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"""Return the memory as a string.
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Returns:
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_type_: _description_
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"""
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return str(self.short_term_memory)
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def move_to_medium_term(self, index):
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"""Move a message from the short term memory to the medium term memory.
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Args:
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index (_type_): _description_
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"""
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message = self.short_term_memory.pop(index)
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self.medium_term_memory.append(message)
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def return_medium_memory_as_str(self):
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"""Return the medium term memory as a string.
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Returns:
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_type_: _description_
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"""
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return str(self.medium_term_memory)
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def save_to_file(self, filename: str):
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"""Save the memory to a file.
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Args:
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filename (str): _description_
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"""
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try:
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with self.lock:
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with open(filename, "w") as f:
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json.dump(
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{
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"short_term_memory": (
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self.short_term_memory
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),
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"medium_term_memory": (
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self.medium_term_memory
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),
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},
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f,
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)
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logging.info(f"Saved memory to {filename}")
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except Exception as error:
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print(f"Error saving memory to {filename}: {error}")
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def load_from_file(self, filename: str, *args, **kwargs):
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"""Load the memory from a file.
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Args:
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filename (str): _description_
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"""
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try:
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with self.lock:
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with open(filename, "r") as f:
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data = json.load(f)
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self.short_term_memory = data.get(
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"short_term_memory", []
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)
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self.medium_term_memory = data.get(
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"medium_term_memory", []
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)
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logging.info(f"Loaded memory from {filename}")
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except Exception as error:
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print(f"Erorr loading memory from {filename}: {error}")
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