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Add support for retrieving user preferences and memories using Mem0 (#1209)
* Integrate Mem0 * Update src/crewai/memory/contextual/contextual_memory.py Co-authored-by: Deshraj Yadav <deshraj@gatech.edu> * pending commit for _fetch_user_memories * update poetry.lock * fixes mypy issues * fix mypy checks * New fixes for user_id * remove memory_provider * handle memory_provider * checks for memory_config * add mem0 to dependency * Update pyproject.toml Co-authored-by: Deshraj Yadav <deshraj@gatech.edu> * update docs * update doc * bump mem0 version * fix api error msg and mypy issue * mypy fix * resolve comments * fix memory usage without mem0 * mem0 version bump * lazy import mem0 --------- Co-authored-by: Deshraj Yadav <deshraj@gatech.edu> Co-authored-by: João Moura <joaomdmoura@gmail.com> Co-authored-by: Brandon Hancock (bhancock_ai) <109994880+bhancockio@users.noreply.github.com>
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45
src/crewai/memory/user/user_memory.py
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45
src/crewai/memory/user/user_memory.py
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from typing import Any, Dict, Optional
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from crewai.memory.memory import Memory
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class UserMemory(Memory):
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"""
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UserMemory class for handling user memory storage and retrieval.
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Inherits from the Memory class and utilizes an instance of a class that
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adheres to the Storage for data storage, specifically working with
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MemoryItem instances.
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"""
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def __init__(self, crew=None):
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try:
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from crewai.memory.storage.mem0_storage import Mem0Storage
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except ImportError:
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raise ImportError(
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"Mem0 is not installed. Please install it with `pip install mem0ai`."
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)
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storage = Mem0Storage(type="user", crew=crew)
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super().__init__(storage)
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def save(
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self,
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value,
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metadata: Optional[Dict[str, Any]] = None,
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agent: Optional[str] = None,
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) -> None:
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# TODO: Change this function since we want to take care of the case where we save memories for the usr
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data = f"Remember the details about the user: {value}"
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super().save(data, metadata)
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def search(
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self,
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query: str,
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limit: int = 3,
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score_threshold: float = 0.35,
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):
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results = super().search(
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query=query,
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limit=limit,
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score_threshold=score_threshold,
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)
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return results
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