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devin/1750
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devin/1746
| Author | SHA1 | Date | |
|---|---|---|---|
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c53cd2775a | ||
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85ff023b76 |
@@ -9,8 +9,29 @@ from crewai.memory.storage.interface import Storage
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class Mem0Storage(Storage):
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"""
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Extends Storage to handle embedding and searching across entities using Mem0.
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Supports Mem0 v2 API with run_id for associating memories with specific conversation
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sessions. By default, uses v2 API which is recommended for better context management.
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Args:
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type: The type of memory storage ("user", "short_term", "long_term", "entities", "external")
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crew: The crew instance this storage is associated with
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config: Optional configuration dictionary that overrides crew.memory_config
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Configuration options:
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version: API version to use ("v1.1" or "v2", defaults to "v2")
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run_id: Optional session identifier for associating memories with specific conversations
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api_key: Mem0 API key (defaults to MEM0_API_KEY environment variable)
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user_id: User identifier (required for "user" memory type)
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org_id: Optional organization ID for Mem0 API
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project_id: Optional project ID for Mem0 API
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local_mem0_config: Optional configuration for local Mem0 instance
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"""
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SUPPORTED_VERSIONS = ["v1.1", "v2"]
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DEFAULT_VERSION = "v2"
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def __init__(self, type, crew=None, config=None):
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super().__init__()
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supported_types = ["user", "short_term", "long_term", "entities", "external"]
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@@ -25,6 +46,12 @@ class Mem0Storage(Storage):
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self.config = config or {}
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# TODO: Memory config will be removed in the future the config will be passed as a parameter
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self.memory_config = self.config or getattr(crew, "memory_config", {}) or {}
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config = self._get_config()
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self.version = config.get("version", self.DEFAULT_VERSION)
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self.run_id = config.get("run_id")
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self._validate_config()
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# User ID is required for user memory type "user" since it's used as a unique identifier for the user.
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user_id = self._get_user_id()
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@@ -52,16 +79,70 @@ class Mem0Storage(Storage):
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else:
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self.memory = Memory()
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def _validate_config(self) -> None:
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"""
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Validate configuration parameters.
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Raises:
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ValueError: If the version is not supported
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"""
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if self.version not in self.SUPPORTED_VERSIONS:
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raise ValueError(
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f"Unsupported version: {self.version}. "
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f"Please use one of: {', '.join(self.SUPPORTED_VERSIONS)}"
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)
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if self.run_id is not None and not isinstance(self.run_id, str):
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raise ValueError("run_id must be a string")
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def _build_params(self, base_params: Dict[str, Any], method: str = "add") -> Dict[str, Any]:
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"""
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Centralize parameter building for API calls.
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Args:
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base_params: Base parameters to build upon
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method: The method being called ("add" or "search")
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Returns:
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Dict[str, Any]: Complete parameters for API call
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"""
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params = base_params.copy()
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# Add version and run_id for MemoryClient
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if isinstance(self.memory, MemoryClient):
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params["version"] = self.version
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if self.run_id:
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params["run_id"] = self.run_id
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elif isinstance(self.memory, Memory) and method == "search" and "metadata" in params:
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del params["metadata"]
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return params
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def _sanitize_role(self, role: str) -> str:
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"""
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Sanitizes agent roles to ensure valid directory names.
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Args:
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role: The role name to sanitize
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Returns:
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str: Sanitized role name
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"""
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return role.replace("\n", "").replace(" ", "_").replace("/", "_")
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def save(self, value: Any, metadata: Dict[str, Any]) -> None:
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"""
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Save a memory item.
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Args:
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value: The memory content to save
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metadata: Additional metadata for the memory
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"""
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user_id = self._get_user_id()
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agent_name = self._get_agent_name()
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params = None
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if self.memory_type == "short_term":
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params = {
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"agent_id": agent_name,
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@@ -88,8 +169,7 @@ class Mem0Storage(Storage):
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}
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if params:
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if isinstance(self.memory, MemoryClient):
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params["output_format"] = "v1.1"
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params = self._build_params(params, method="add")
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self.memory.add(value, **params)
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def search(
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@@ -98,36 +178,61 @@ class Mem0Storage(Storage):
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limit: int = 3,
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score_threshold: float = 0.35,
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) -> List[Any]:
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params = {"query": query, "limit": limit, "output_format": "v1.1"}
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"""
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Search for memories.
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Args:
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query: The search query
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limit: Maximum number of results to return
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score_threshold: Minimum score for results to be included
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Returns:
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List[Any]: List of memory items that match the query
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"""
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base_params = {"query": query, "limit": limit}
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if user_id := self._get_user_id():
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params["user_id"] = user_id
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base_params["user_id"] = user_id
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agent_name = self._get_agent_name()
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if self.memory_type == "short_term":
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params["agent_id"] = agent_name
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params["metadata"] = {"type": "short_term"}
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base_params["agent_id"] = agent_name
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base_params["metadata"] = {"type": "short_term"}
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elif self.memory_type == "long_term":
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params["agent_id"] = agent_name
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params["metadata"] = {"type": "long_term"}
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base_params["agent_id"] = agent_name
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base_params["metadata"] = {"type": "long_term"}
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elif self.memory_type == "entities":
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params["agent_id"] = agent_name
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params["metadata"] = {"type": "entity"}
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base_params["agent_id"] = agent_name
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base_params["metadata"] = {"type": "entity"}
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elif self.memory_type == "external":
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params["agent_id"] = agent_name
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params["metadata"] = {"type": "external"}
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base_params["agent_id"] = agent_name
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base_params["metadata"] = {"type": "external"}
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# Discard the filters for now since we create the filters
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# automatically when the crew is created.
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if isinstance(self.memory, Memory):
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del params["metadata"], params["output_format"]
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params = self._build_params(base_params, method="search")
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results = self.memory.search(**params)
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return [r for r in results["results"] if r["score"] >= score_threshold]
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if isinstance(results, dict) and "results" in results:
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return [r for r in results["results"] if r["score"] >= score_threshold]
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elif isinstance(results, list):
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return [r for r in results if r["score"] >= score_threshold]
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else:
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return []
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def _get_user_id(self) -> str:
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"""
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Get the user ID from configuration.
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Returns:
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str: User ID or empty string if not found
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"""
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return self._get_config().get("user_id", "")
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def _get_agent_name(self) -> str:
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"""
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Get the agent name from the crew.
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Returns:
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str: Agent name or empty string if not found
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"""
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if not self.crew:
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return ""
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@@ -137,8 +242,17 @@ class Mem0Storage(Storage):
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return agents
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def _get_config(self) -> Dict[str, Any]:
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"""
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Get the configuration from either config or memory_config.
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Returns:
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Dict[str, Any]: Configuration dictionary
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"""
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return self.config or getattr(self, "memory_config", {}).get("config", {}) or {}
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def reset(self):
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def reset(self) -> None:
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"""
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Reset the memory.
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"""
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if self.memory:
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self.memory.reset()
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@@ -195,7 +195,7 @@ def test_save_method_with_memory_client(mem0_storage_with_memory_client_using_co
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agent_id="Test_Agent",
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infer=False,
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metadata={"type": "short_term", "key": "value"},
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output_format="v1.1"
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version="v2"
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)
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@@ -232,7 +232,7 @@ def test_search_method_with_memory_client(mem0_storage_with_memory_client_using_
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agent_id="Test_Agent",
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metadata={"type": "short_term"},
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user_id="test_user",
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output_format='v1.1'
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version='v2'
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)
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assert len(results) == 1
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290
tests/storage/test_mem0_storage_v2.py
Normal file
290
tests/storage/test_mem0_storage_v2.py
Normal file
@@ -0,0 +1,290 @@
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import os
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from unittest.mock import MagicMock, patch
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import pytest
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from mem0.client.main import MemoryClient
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from mem0.memory.main import Memory
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from crewai.agent import Agent
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from crewai.crew import Crew
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from crewai.memory.storage.mem0_storage import Mem0Storage
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from crewai.task import Task
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class MockCrew:
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def __init__(self, memory_config):
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self.memory_config = memory_config
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self.agents = [MagicMock(role="Test Agent")]
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@pytest.fixture
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def mock_mem0_memory_client():
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"""Fixture to create a mock MemoryClient instance"""
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mock_memory = MagicMock(spec=MemoryClient)
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return mock_memory
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@pytest.fixture
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def mem0_storage_with_v2_api(mock_mem0_memory_client):
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"""Fixture to create a Mem0Storage instance with v2 API configuration"""
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with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
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crew = MockCrew(
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memory_config={
|
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"provider": "mem0",
|
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"config": {
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"user_id": "test_user",
|
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"api_key": "ABCDEFGH",
|
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"version": "v2", # Explicitly set to v2
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},
|
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}
|
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)
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|
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mem0_storage = Mem0Storage(type="short_term", crew=crew)
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return mem0_storage, mock_mem0_memory_client
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@pytest.fixture
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def mem0_storage_with_run_id(mock_mem0_memory_client):
|
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"""Fixture to create a Mem0Storage instance with run_id configuration"""
|
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|
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with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
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crew = MockCrew(
|
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memory_config={
|
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"provider": "mem0",
|
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"config": {
|
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"user_id": "test_user",
|
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"api_key": "ABCDEFGH",
|
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"version": "v2",
|
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"run_id": "test-session-123", # Set run_id
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},
|
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}
|
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)
|
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|
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mem0_storage = Mem0Storage(type="short_term", crew=crew)
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return mem0_storage, mock_mem0_memory_client
|
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|
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|
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@pytest.fixture
|
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def mem0_storage_with_v1_api(mock_mem0_memory_client):
|
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"""Fixture to create a Mem0Storage instance with v1.1 API configuration"""
|
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|
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with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
|
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crew = MockCrew(
|
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memory_config={
|
||||
"provider": "mem0",
|
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"config": {
|
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"user_id": "test_user",
|
||||
"api_key": "ABCDEFGH",
|
||||
"version": "v1.1", # Explicitly set to v1.1
|
||||
},
|
||||
}
|
||||
)
|
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|
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mem0_storage = Mem0Storage(type="short_term", crew=crew)
|
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return mem0_storage, mock_mem0_memory_client
|
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|
||||
|
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@pytest.mark.v2_api
|
||||
def test_mem0_storage_v2_initialization(mem0_storage_with_v2_api):
|
||||
"""Test that Mem0Storage initializes correctly with v2 API configuration"""
|
||||
mem0_storage, _ = mem0_storage_with_v2_api
|
||||
|
||||
assert mem0_storage.version == "v2"
|
||||
assert mem0_storage.run_id is None
|
||||
|
||||
|
||||
@pytest.mark.v2_api
|
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def test_mem0_storage_with_run_id_initialization(mem0_storage_with_run_id):
|
||||
"""Test that Mem0Storage initializes correctly with run_id configuration"""
|
||||
mem0_storage, _ = mem0_storage_with_run_id
|
||||
|
||||
assert mem0_storage.version == "v2"
|
||||
assert mem0_storage.run_id == "test-session-123"
|
||||
|
||||
|
||||
@pytest.mark.v1_api
|
||||
def test_mem0_storage_v1_initialization(mem0_storage_with_v1_api):
|
||||
"""Test that Mem0Storage initializes correctly with v1.1 API configuration"""
|
||||
mem0_storage, _ = mem0_storage_with_v1_api
|
||||
|
||||
assert mem0_storage.version == "v1.1"
|
||||
assert mem0_storage.run_id is None
|
||||
|
||||
|
||||
@pytest.mark.v2_api
|
||||
def test_save_method_with_v2_api(mem0_storage_with_v2_api):
|
||||
"""Test save method with v2 API"""
|
||||
mem0_storage, mock_memory_client = mem0_storage_with_v2_api
|
||||
mock_memory_client.add = MagicMock()
|
||||
|
||||
test_value = "This is a test memory"
|
||||
test_metadata = {"key": "value"}
|
||||
|
||||
mem0_storage.save(test_value, test_metadata)
|
||||
|
||||
mock_memory_client.add.assert_called_once()
|
||||
call_args = mock_memory_client.add.call_args[1]
|
||||
|
||||
assert call_args["version"] == "v2"
|
||||
assert "run_id" not in call_args
|
||||
assert call_args["agent_id"] == "Test_Agent"
|
||||
assert call_args["metadata"] == {"type": "short_term", "key": "value"}
|
||||
|
||||
|
||||
@pytest.mark.v2_api
|
||||
def test_save_method_with_run_id(mem0_storage_with_run_id):
|
||||
"""Test save method with run_id"""
|
||||
mem0_storage, mock_memory_client = mem0_storage_with_run_id
|
||||
mock_memory_client.add = MagicMock()
|
||||
|
||||
test_value = "This is a test memory"
|
||||
test_metadata = {"key": "value"}
|
||||
|
||||
mem0_storage.save(test_value, test_metadata)
|
||||
|
||||
mock_memory_client.add.assert_called_once()
|
||||
call_args = mock_memory_client.add.call_args[1]
|
||||
|
||||
assert call_args["version"] == "v2"
|
||||
assert call_args["run_id"] == "test-session-123"
|
||||
assert call_args["agent_id"] == "Test_Agent"
|
||||
assert call_args["metadata"] == {"type": "short_term", "key": "value"}
|
||||
|
||||
|
||||
@pytest.mark.v2_api
|
||||
def test_search_method_with_v2_api(mem0_storage_with_v2_api):
|
||||
"""Test search method with v2 API"""
|
||||
mem0_storage, mock_memory_client = mem0_storage_with_v2_api
|
||||
mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
|
||||
mock_memory_client.search = MagicMock(return_value=mock_results)
|
||||
|
||||
results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
|
||||
|
||||
mock_memory_client.search.assert_called_once()
|
||||
call_args = mock_memory_client.search.call_args[1]
|
||||
|
||||
assert call_args["version"] == "v2"
|
||||
assert "run_id" not in call_args
|
||||
assert call_args["query"] == "test query"
|
||||
assert call_args["limit"] == 5
|
||||
|
||||
assert len(results) == 1
|
||||
assert results[0]["content"] == "Result 1"
|
||||
|
||||
|
||||
@pytest.mark.v2_api
|
||||
def test_search_method_with_run_id(mem0_storage_with_run_id):
|
||||
"""Test search method with run_id"""
|
||||
mem0_storage, mock_memory_client = mem0_storage_with_run_id
|
||||
mock_results = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
|
||||
mock_memory_client.search = MagicMock(return_value=mock_results)
|
||||
|
||||
results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
|
||||
|
||||
mock_memory_client.search.assert_called_once()
|
||||
call_args = mock_memory_client.search.call_args[1]
|
||||
|
||||
assert call_args["version"] == "v2"
|
||||
assert call_args["run_id"] == "test-session-123"
|
||||
assert call_args["query"] == "test query"
|
||||
assert call_args["limit"] == 5
|
||||
|
||||
assert len(results) == 1
|
||||
assert results[0]["content"] == "Result 1"
|
||||
|
||||
|
||||
@pytest.mark.v2_api
|
||||
def test_search_method_with_different_result_formats(mem0_storage_with_v2_api):
|
||||
"""Test search method with different result formats"""
|
||||
mem0_storage, mock_memory_client = mem0_storage_with_v2_api
|
||||
|
||||
mock_results_dict = {"results": [{"score": 0.9, "content": "Result 1"}, {"score": 0.4, "content": "Result 2"}]}
|
||||
mock_memory_client.search = MagicMock(return_value=mock_results_dict)
|
||||
|
||||
results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
|
||||
assert len(results) == 1
|
||||
assert results[0]["content"] == "Result 1"
|
||||
|
||||
mock_results_list = [{"score": 0.9, "content": "Result 3"}, {"score": 0.4, "content": "Result 4"}]
|
||||
mock_memory_client.search = MagicMock(return_value=mock_results_list)
|
||||
|
||||
results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
|
||||
assert len(results) == 1
|
||||
assert results[0]["content"] == "Result 3"
|
||||
|
||||
mock_memory_client.search = MagicMock(return_value="unexpected format")
|
||||
|
||||
results = mem0_storage.search("test query", limit=5, score_threshold=0.5)
|
||||
assert len(results) == 0
|
||||
|
||||
|
||||
@pytest.mark.parametrize("run_id", [None, "", "test-123", "a" * 256])
|
||||
@pytest.mark.v2_api
|
||||
def test_run_id_edge_cases(mock_mem0_memory_client, run_id):
|
||||
"""Test edge cases for run_id parameter"""
|
||||
with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
|
||||
crew = MockCrew(
|
||||
memory_config={
|
||||
"provider": "mem0",
|
||||
"config": {
|
||||
"user_id": "test_user",
|
||||
"api_key": "ABCDEFGH",
|
||||
"version": "v2",
|
||||
"run_id": run_id,
|
||||
},
|
||||
}
|
||||
)
|
||||
|
||||
if run_id == "":
|
||||
mem0_storage = Mem0Storage(type="short_term", crew=crew)
|
||||
assert mem0_storage.run_id == ""
|
||||
|
||||
mock_mem0_memory_client.add = MagicMock()
|
||||
mem0_storage.save("test", {})
|
||||
assert "run_id" not in mock_mem0_memory_client.add.call_args[1]
|
||||
else:
|
||||
mem0_storage = Mem0Storage(type="short_term", crew=crew)
|
||||
assert mem0_storage.run_id == run_id
|
||||
|
||||
if run_id is not None:
|
||||
mock_mem0_memory_client.add = MagicMock()
|
||||
mem0_storage.save("test", {})
|
||||
assert mock_mem0_memory_client.add.call_args[1].get("run_id") == run_id
|
||||
|
||||
|
||||
def test_invalid_version_handling(mock_mem0_memory_client):
|
||||
"""Test handling of invalid version"""
|
||||
with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
|
||||
crew = MockCrew(
|
||||
memory_config={
|
||||
"provider": "mem0",
|
||||
"config": {
|
||||
"user_id": "test_user",
|
||||
"api_key": "ABCDEFGH",
|
||||
"version": "invalid",
|
||||
},
|
||||
}
|
||||
)
|
||||
|
||||
with pytest.raises(ValueError, match="Unsupported version"):
|
||||
Mem0Storage(type="short_term", crew=crew)
|
||||
|
||||
|
||||
def test_invalid_run_id_type(mock_mem0_memory_client):
|
||||
"""Test handling of invalid run_id type"""
|
||||
with patch.object(MemoryClient, "__new__", return_value=mock_mem0_memory_client):
|
||||
crew = MockCrew(
|
||||
memory_config={
|
||||
"provider": "mem0",
|
||||
"config": {
|
||||
"user_id": "test_user",
|
||||
"api_key": "ABCDEFGH",
|
||||
"version": "v2",
|
||||
"run_id": 123, # Not a string
|
||||
},
|
||||
}
|
||||
)
|
||||
|
||||
with pytest.raises(ValueError, match="run_id must be a string"):
|
||||
Mem0Storage(type="short_term", crew=crew)
|
||||
Reference in New Issue
Block a user