[Misc] Lint code and fix code smells (#1871)
This commit is contained in:
@@ -10,14 +10,14 @@ from typing import Any, Dict
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import pytz
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from pydantic import ValidationError
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from mem0.configs.base import MemoryConfig, MemoryItem
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from mem0.configs.prompts import get_update_memory_messages
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from mem0.memory.base import MemoryBase
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from mem0.memory.setup import setup_config
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from mem0.memory.storage import SQLiteManager
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from mem0.memory.telemetry import capture_event
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from mem0.memory.utils import get_fact_retrieval_messages, parse_messages
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from mem0.utils.factory import LlmFactory, EmbedderFactory, VectorStoreFactory
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from mem0.configs.base import MemoryItem, MemoryConfig
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from mem0.utils.factory import EmbedderFactory, LlmFactory, VectorStoreFactory
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# Setup user config
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setup_config()
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@@ -30,9 +30,7 @@ class Memory(MemoryBase):
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self.config = config
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self.custom_prompt = self.config.custom_prompt
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self.embedding_model = EmbedderFactory.create(
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self.config.embedder.provider, self.config.embedder.config
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)
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self.embedding_model = EmbedderFactory.create(self.config.embedder.provider, self.config.embedder.config)
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self.vector_store = VectorStoreFactory.create(
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self.config.vector_store.provider, self.config.vector_store.config
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)
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@@ -45,12 +43,12 @@ class Memory(MemoryBase):
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if self.version == "v1.1" and self.config.graph_store.config:
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from mem0.memory.graph_memory import MemoryGraph
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self.graph = MemoryGraph(self.config)
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self.enable_graph = True
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capture_event("mem0.init", self)
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@classmethod
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def from_config(cls, config_dict: Dict[str, Any]):
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try:
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@@ -60,7 +58,6 @@ class Memory(MemoryBase):
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raise
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return cls(config)
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def add(
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self,
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messages,
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@@ -98,9 +95,7 @@ class Memory(MemoryBase):
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filters["run_id"] = metadata["run_id"] = run_id
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if not any(key in filters for key in ("user_id", "agent_id", "run_id")):
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raise ValueError(
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"One of the filters: user_id, agent_id or run_id is required!"
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)
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raise ValueError("One of the filters: user_id, agent_id or run_id is required!")
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if isinstance(messages, str):
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messages = [{"role": "user", "content": messages}]
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@@ -116,8 +111,8 @@ class Memory(MemoryBase):
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if self.version == "v1.1":
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return {
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"results" : vector_store_result,
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"relations" : graph_result,
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"results": vector_store_result,
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"relations": graph_result,
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}
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else:
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warnings.warn(
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@@ -125,29 +120,29 @@ class Memory(MemoryBase):
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"To use the latest format, set `api_version='v1.1'`. "
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"The current format will be removed in mem0ai 1.1.0 and later versions.",
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category=DeprecationWarning,
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stacklevel=2
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stacklevel=2,
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)
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return {"message": "ok"}
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def _add_to_vector_store(self, messages, metadata, filters):
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parsed_messages = parse_messages(messages)
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if self.custom_prompt:
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system_prompt=self.custom_prompt
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user_prompt=f"Input: {parsed_messages}"
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system_prompt = self.custom_prompt
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user_prompt = f"Input: {parsed_messages}"
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else:
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system_prompt, user_prompt = get_fact_retrieval_messages(parsed_messages)
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response = self.llm.generate_response(
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messages=[{"role": "system", "content": system_prompt}, {"role": "user", "content": user_prompt}],
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messages=[
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_prompt},
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],
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response_format={"type": "json_object"},
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)
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try:
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new_retrieved_facts = json.loads(response)[
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"facts"
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]
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new_retrieved_facts = json.loads(response)["facts"]
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except Exception as e:
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logging.error(f"Error in new_retrieved_facts: {e}")
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new_retrieved_facts = []
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@@ -178,24 +173,30 @@ class Memory(MemoryBase):
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logging.info(resp)
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try:
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if resp["event"] == "ADD":
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memory_id = self._create_memory(data=resp["text"], metadata=metadata)
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returned_memories.append({
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"memory" : resp["text"],
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"event" : resp["event"],
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})
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_ = self._create_memory(data=resp["text"], metadata=metadata)
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returned_memories.append(
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{
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"memory": resp["text"],
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"event": resp["event"],
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}
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)
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elif resp["event"] == "UPDATE":
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self._update_memory(memory_id=resp["id"], data=resp["text"], metadata=metadata)
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returned_memories.append({
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"memory" : resp["text"],
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"event" : resp["event"],
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"previous_memory" : resp["old_memory"],
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})
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returned_memories.append(
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{
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"memory": resp["text"],
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"event": resp["event"],
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"previous_memory": resp["old_memory"],
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}
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)
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elif resp["event"] == "DELETE":
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self._delete_memory(memory_id=resp["id"])
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returned_memories.append({
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"memory" : resp["text"],
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"event" : resp["event"],
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})
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returned_memories.append(
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{
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"memory": resp["text"],
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"event": resp["event"],
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}
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)
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elif resp["event"] == "NONE":
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logging.info("NOOP for Memory.")
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except Exception as e:
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@@ -206,7 +207,6 @@ class Memory(MemoryBase):
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capture_event("mem0.add", self)
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return returned_memories
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def _add_to_graph(self, messages, filters):
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added_entities = []
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@@ -220,7 +220,6 @@ class Memory(MemoryBase):
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return added_entities
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def get(self, memory_id):
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"""
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Retrieve a memory by ID.
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@@ -236,11 +235,7 @@ class Memory(MemoryBase):
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if not memory:
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return None
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filters = {
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key: memory.payload[key]
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for key in ["user_id", "agent_id", "run_id"]
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if memory.payload.get(key)
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}
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filters = {key: memory.payload[key] for key in ["user_id", "agent_id", "run_id"] if memory.payload.get(key)}
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# Prepare base memory item
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memory_item = MemoryItem(
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@@ -261,9 +256,7 @@ class Memory(MemoryBase):
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"created_at",
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"updated_at",
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}
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additional_metadata = {
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k: v for k, v in memory.payload.items() if k not in excluded_keys
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}
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additional_metadata = {k: v for k, v in memory.payload.items() if k not in excluded_keys}
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if additional_metadata:
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memory_item["metadata"] = additional_metadata
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@@ -271,7 +264,6 @@ class Memory(MemoryBase):
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return result
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def get_all(self, user_id=None, agent_id=None, run_id=None, limit=100):
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"""
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List all memories.
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@@ -288,10 +280,12 @@ class Memory(MemoryBase):
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filters["run_id"] = run_id
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capture_event("mem0.get_all", self, {"filters": len(filters), "limit": limit})
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with concurrent.futures.ThreadPoolExecutor() as executor:
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future_memories = executor.submit(self._get_all_from_vector_store, filters, limit)
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future_graph_entities = executor.submit(self.graph.get_all, filters) if self.version == "v1.1" and self.enable_graph else None
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future_graph_entities = (
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executor.submit(self.graph.get_all, filters) if self.version == "v1.1" and self.enable_graph else None
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)
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all_memories = future_memories.result()
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graph_entities = future_graph_entities.result() if future_graph_entities else None
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@@ -307,15 +301,22 @@ class Memory(MemoryBase):
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"To use the latest format, set `api_version='v1.1'`. "
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"The current format will be removed in mem0ai 1.1.0 and later versions.",
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category=DeprecationWarning,
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stacklevel=2
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stacklevel=2,
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)
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return all_memories
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def _get_all_from_vector_store(self, filters, limit):
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memories = self.vector_store.list(filters=filters, limit=limit)
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excluded_keys = {"user_id", "agent_id", "run_id", "hash", "data", "created_at", "updated_at"}
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excluded_keys = {
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"user_id",
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"agent_id",
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"run_id",
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"hash",
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"data",
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"created_at",
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"updated_at",
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}
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all_memories = [
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{
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**MemoryItem(
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@@ -325,19 +326,9 @@ class Memory(MemoryBase):
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created_at=mem.payload.get("created_at"),
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updated_at=mem.payload.get("updated_at"),
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).model_dump(exclude={"score"}),
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**{
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key: mem.payload[key]
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for key in ["user_id", "agent_id", "run_id"]
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if key in mem.payload
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},
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**{key: mem.payload[key] for key in ["user_id", "agent_id", "run_id"] if key in mem.payload},
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**(
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{
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"metadata": {
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k: v
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for k, v in mem.payload.items()
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if k not in excluded_keys
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}
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}
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{"metadata": {k: v for k, v in mem.payload.items() if k not in excluded_keys}}
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if any(k for k in mem.payload if k not in excluded_keys)
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else {}
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),
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@@ -346,10 +337,7 @@ class Memory(MemoryBase):
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]
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return all_memories
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def search(
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self, query, user_id=None, agent_id=None, run_id=None, limit=100, filters=None
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):
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def search(self, query, user_id=None, agent_id=None, run_id=None, limit=100, filters=None):
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"""
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Search for memories.
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@@ -373,15 +361,21 @@ class Memory(MemoryBase):
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filters["run_id"] = run_id
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if not any(key in filters for key in ("user_id", "agent_id", "run_id")):
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raise ValueError(
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"One of the filters: user_id, agent_id or run_id is required!"
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)
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raise ValueError("One of the filters: user_id, agent_id or run_id is required!")
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capture_event("mem0.search", self, {"filters": len(filters), "limit": limit, "version": self.version})
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capture_event(
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"mem0.search",
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self,
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{"filters": len(filters), "limit": limit, "version": self.version},
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)
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with concurrent.futures.ThreadPoolExecutor() as executor:
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future_memories = executor.submit(self._search_vector_store, query, filters, limit)
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future_graph_entities = executor.submit(self.graph.search, query, filters) if self.version == "v1.1" and self.enable_graph else None
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future_graph_entities = (
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executor.submit(self.graph.search, query, filters)
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if self.version == "v1.1" and self.enable_graph
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else None
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)
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original_memories = future_memories.result()
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graph_entities = future_graph_entities.result() if future_graph_entities else None
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@@ -390,23 +384,20 @@ class Memory(MemoryBase):
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if self.enable_graph:
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return {"results": original_memories, "relations": graph_entities}
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else:
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return {"results" : original_memories}
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return {"results": original_memories}
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else:
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warnings.warn(
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"The current get_all API output format is deprecated. "
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"To use the latest format, set `api_version='v1.1'`. "
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"The current format will be removed in mem0ai 1.1.0 and later versions.",
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category=DeprecationWarning,
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stacklevel=2
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stacklevel=2,
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)
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return original_memories
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def _search_vector_store(self, query, filters, limit):
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embeddings = self.embedding_model.embed(query)
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memories = self.vector_store.search(
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query=embeddings, limit=limit, filters=filters
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)
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memories = self.vector_store.search(query=embeddings, limit=limit, filters=filters)
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excluded_keys = {
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"user_id",
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@@ -428,19 +419,9 @@ class Memory(MemoryBase):
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updated_at=mem.payload.get("updated_at"),
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score=mem.score,
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).model_dump(),
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**{
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key: mem.payload[key]
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for key in ["user_id", "agent_id", "run_id"]
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if key in mem.payload
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},
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**{key: mem.payload[key] for key in ["user_id", "agent_id", "run_id"] if key in mem.payload},
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**(
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{
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"metadata": {
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k: v
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for k, v in mem.payload.items()
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if k not in excluded_keys
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}
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}
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{"metadata": {k: v for k, v in mem.payload.items() if k not in excluded_keys}}
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if any(k for k in mem.payload if k not in excluded_keys)
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else {}
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),
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@@ -450,7 +431,6 @@ class Memory(MemoryBase):
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return original_memories
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def update(self, memory_id, data):
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"""
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Update a memory by ID.
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@@ -466,7 +446,6 @@ class Memory(MemoryBase):
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self._update_memory(memory_id, data)
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return {"message": "Memory updated successfully!"}
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def delete(self, memory_id):
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"""
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Delete a memory by ID.
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@@ -478,7 +457,6 @@ class Memory(MemoryBase):
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self._delete_memory(memory_id)
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return {"message": "Memory deleted successfully!"}
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def delete_all(self, user_id=None, agent_id=None, run_id=None):
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"""
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Delete all memories.
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@@ -511,8 +489,7 @@ class Memory(MemoryBase):
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if self.version == "v1.1" and self.enable_graph:
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self.graph.delete_all(filters)
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return {'message': 'Memories deleted successfully!'}
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return {"message": "Memories deleted successfully!"}
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def history(self, memory_id):
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"""
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@@ -527,7 +504,6 @@ class Memory(MemoryBase):
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capture_event("mem0.history", self, {"memory_id": memory_id})
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return self.db.get_history(memory_id)
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def _create_memory(self, data, metadata=None):
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logging.info(f"Creating memory with {data=}")
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embeddings = self.embedding_model.embed(data)
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@@ -542,12 +518,9 @@ class Memory(MemoryBase):
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ids=[memory_id],
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payloads=[metadata],
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)
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self.db.add_history(
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memory_id, None, data, "ADD", created_at=metadata["created_at"]
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)
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self.db.add_history(memory_id, None, data, "ADD", created_at=metadata["created_at"])
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return memory_id
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def _update_memory(self, memory_id, data, metadata=None):
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logger.info(f"Updating memory with {data=}")
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existing_memory = self.vector_store.get(vector_id=memory_id)
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@@ -557,9 +530,7 @@ class Memory(MemoryBase):
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new_metadata["data"] = data
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new_metadata["hash"] = existing_memory.payload.get("hash")
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new_metadata["created_at"] = existing_memory.payload.get("created_at")
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new_metadata["updated_at"] = datetime.now(
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pytz.timezone("US/Pacific")
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).isoformat()
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new_metadata["updated_at"] = datetime.now(pytz.timezone("US/Pacific")).isoformat()
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if "user_id" in existing_memory.payload:
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new_metadata["user_id"] = existing_memory.payload["user_id"]
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@@ -584,7 +555,6 @@ class Memory(MemoryBase):
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updated_at=new_metadata["updated_at"],
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)
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def _delete_memory(self, memory_id):
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logging.info(f"Deleting memory with {memory_id=}")
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existing_memory = self.vector_store.get(vector_id=memory_id)
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@@ -592,7 +562,6 @@ class Memory(MemoryBase):
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self.vector_store.delete(vector_id=memory_id)
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self.db.add_history(memory_id, prev_value, None, "DELETE", is_deleted=1)
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def reset(self):
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"""
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Reset the memory store.
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@@ -602,6 +571,5 @@ class Memory(MemoryBase):
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self.db.reset()
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capture_event("mem0.reset", self)
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def chat(self, query):
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raise NotImplementedError("Chat function not implemented yet.")
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