Introduce MemoryEvents to monitor their usage (#3098)
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* feat: emit events about memory usage

* test: add tests about memory events usage

* fixed linter issues

* test: use scoped_handlers while listener Memory events
This commit is contained in:
Lucas Gomide
2025-07-01 23:50:39 -03:00
committed by GitHub
parent 640e1a7bc2
commit ab39753a75
17 changed files with 3264 additions and 40 deletions

View File

@@ -1,10 +1,20 @@
from typing import Optional
import time
from pydantic import PrivateAttr
from crewai.memory.entity.entity_memory_item import EntityMemoryItem
from crewai.memory.memory import Memory
from crewai.memory.storage.rag_storage import RAGStorage
from crewai.utilities.events.crewai_event_bus import crewai_event_bus
from crewai.utilities.events.memory_events import (
MemoryQueryStartedEvent,
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemorySaveStartedEvent,
MemorySaveCompletedEvent,
MemorySaveFailedEvent,
)
class EntityMemory(Memory):
@@ -48,16 +58,96 @@ class EntityMemory(Memory):
def save(self, item: EntityMemoryItem) -> None: # type: ignore # BUG?: Signature of "save" incompatible with supertype "Memory"
"""Saves an entity item into the SQLite storage."""
if self._memory_provider == "mem0":
data = f"""
Remember details about the following entity:
Name: {item.name}
Type: {item.type}
Entity Description: {item.description}
"""
else:
data = f"{item.name}({item.type}): {item.description}"
super().save(data, item.metadata)
crewai_event_bus.emit(
self,
event=MemorySaveStartedEvent(
metadata=item.metadata,
source_type="entity_memory",
),
)
start_time = time.time()
try:
if self._memory_provider == "mem0":
data = f"""
Remember details about the following entity:
Name: {item.name}
Type: {item.type}
Entity Description: {item.description}
"""
else:
data = f"{item.name}({item.type}): {item.description}"
super().save(data, item.metadata)
# Emit memory save completed event
crewai_event_bus.emit(
self,
event=MemorySaveCompletedEvent(
value=data,
metadata=item.metadata,
save_time_ms=(time.time() - start_time) * 1000,
source_type="entity_memory",
),
)
except Exception as e:
crewai_event_bus.emit(
self,
event=MemorySaveFailedEvent(
metadata=item.metadata,
error=str(e),
source_type="entity_memory",
),
)
raise
def search(
self,
query: str,
limit: int = 3,
score_threshold: float = 0.35,
):
crewai_event_bus.emit(
self,
event=MemoryQueryStartedEvent(
query=query,
limit=limit,
score_threshold=score_threshold,
source_type="entity_memory",
),
)
start_time = time.time()
try:
results = super().search(
query=query, limit=limit, score_threshold=score_threshold
)
crewai_event_bus.emit(
self,
event=MemoryQueryCompletedEvent(
query=query,
results=results,
limit=limit,
score_threshold=score_threshold,
query_time_ms=(time.time() - start_time) * 1000,
source_type="entity_memory",
),
)
return results
except Exception as e:
crewai_event_bus.emit(
self,
event=MemoryQueryFailedEvent(
query=query,
limit=limit,
score_threshold=score_threshold,
error=str(e),
source_type="entity_memory",
),
)
raise
def reset(self) -> None:
try:

View File

@@ -1,8 +1,18 @@
from typing import TYPE_CHECKING, Any, Dict, Optional
import time
from crewai.memory.external.external_memory_item import ExternalMemoryItem
from crewai.memory.memory import Memory
from crewai.memory.storage.interface import Storage
from crewai.utilities.events.crewai_event_bus import crewai_event_bus
from crewai.utilities.events.memory_events import (
MemoryQueryStartedEvent,
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemorySaveStartedEvent,
MemorySaveCompletedEvent,
MemorySaveFailedEvent,
)
if TYPE_CHECKING:
from crewai.memory.storage.mem0_storage import Mem0Storage
@@ -46,8 +56,91 @@ class ExternalMemory(Memory):
agent: Optional[str] = None,
) -> None:
"""Saves a value into the external storage."""
item = ExternalMemoryItem(value=value, metadata=metadata, agent=agent)
super().save(value=item.value, metadata=item.metadata, agent=item.agent)
crewai_event_bus.emit(
self,
event=MemorySaveStartedEvent(
value=value,
metadata=metadata,
agent_role=agent,
source_type="external_memory",
),
)
start_time = time.time()
try:
item = ExternalMemoryItem(value=value, metadata=metadata, agent=agent)
super().save(value=item.value, metadata=item.metadata, agent=item.agent)
crewai_event_bus.emit(
self,
event=MemorySaveCompletedEvent(
value=value,
metadata=metadata,
agent_role=agent,
save_time_ms=(time.time() - start_time) * 1000,
source_type="external_memory",
),
)
except Exception as e:
crewai_event_bus.emit(
self,
event=MemorySaveFailedEvent(
value=value,
metadata=metadata,
agent_role=agent,
error=str(e),
source_type="external_memory",
),
)
raise
def search(
self,
query: str,
limit: int = 3,
score_threshold: float = 0.35,
):
crewai_event_bus.emit(
self,
event=MemoryQueryStartedEvent(
query=query,
limit=limit,
score_threshold=score_threshold,
source_type="external_memory",
),
)
start_time = time.time()
try:
results = super().search(
query=query, limit=limit, score_threshold=score_threshold
)
crewai_event_bus.emit(
self,
event=MemoryQueryCompletedEvent(
query=query,
results=results,
limit=limit,
score_threshold=score_threshold,
query_time_ms=(time.time() - start_time) * 1000,
source_type="external_memory",
),
)
return results
except Exception as e:
crewai_event_bus.emit(
self,
event=MemoryQueryFailedEvent(
query=query,
limit=limit,
score_threshold=score_threshold,
error=str(e),
source_type="external_memory",
),
)
raise
def reset(self) -> None:
self.storage.reset()

View File

@@ -1,7 +1,17 @@
from typing import Any, Dict, List
import time
from crewai.memory.long_term.long_term_memory_item import LongTermMemoryItem
from crewai.memory.memory import Memory
from crewai.utilities.events.crewai_event_bus import crewai_event_bus
from crewai.utilities.events.memory_events import (
MemoryQueryStartedEvent,
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemorySaveStartedEvent,
MemorySaveCompletedEvent,
MemorySaveFailedEvent,
)
from crewai.memory.storage.ltm_sqlite_storage import LTMSQLiteStorage
@@ -20,17 +30,87 @@ class LongTermMemory(Memory):
super().__init__(storage=storage)
def save(self, item: LongTermMemoryItem) -> None: # type: ignore # BUG?: Signature of "save" incompatible with supertype "Memory"
metadata = item.metadata
metadata.update({"agent": item.agent, "expected_output": item.expected_output})
self.storage.save( # type: ignore # BUG?: Unexpected keyword argument "task_description","score","datetime" for "save" of "Storage"
task_description=item.task,
score=metadata["quality"],
metadata=metadata,
datetime=item.datetime,
crewai_event_bus.emit(
self,
event=MemorySaveStartedEvent(
value=item.task,
metadata=item.metadata,
agent_role=item.agent,
source_type="long_term_memory",
),
)
start_time = time.time()
try:
metadata = item.metadata
metadata.update({"agent": item.agent, "expected_output": item.expected_output})
self.storage.save( # type: ignore # BUG?: Unexpected keyword argument "task_description","score","datetime" for "save" of "Storage"
task_description=item.task,
score=metadata["quality"],
metadata=metadata,
datetime=item.datetime,
)
crewai_event_bus.emit(
self,
event=MemorySaveCompletedEvent(
value=item.task,
metadata=item.metadata,
agent_role=item.agent,
save_time_ms=(time.time() - start_time) * 1000,
source_type="long_term_memory",
),
)
except Exception as e:
crewai_event_bus.emit(
self,
event=MemorySaveFailedEvent(
value=item.task,
metadata=item.metadata,
agent_role=item.agent,
error=str(e),
source_type="long_term_memory",
),
)
raise
def search(self, task: str, latest_n: int = 3) -> List[Dict[str, Any]]: # type: ignore # signature of "search" incompatible with supertype "Memory"
return self.storage.load(task, latest_n) # type: ignore # BUG?: "Storage" has no attribute "load"
crewai_event_bus.emit(
self,
event=MemoryQueryStartedEvent(
query=task,
limit=latest_n,
source_type="long_term_memory",
),
)
start_time = time.time()
try:
results = self.storage.load(task, latest_n) # type: ignore # BUG?: "Storage" has no attribute "load"
crewai_event_bus.emit(
self,
event=MemoryQueryCompletedEvent(
query=task,
results=results,
limit=latest_n,
query_time_ms=(time.time() - start_time) * 1000,
source_type="long_term_memory",
),
)
return results
except Exception as e:
crewai_event_bus.emit(
self,
event=MemoryQueryFailedEvent(
query=task,
limit=latest_n,
error=str(e),
source_type="long_term_memory",
),
)
raise
def reset(self) -> None:
self.storage.reset()

View File

@@ -1,10 +1,20 @@
from typing import Any, Dict, Optional
import time
from pydantic import PrivateAttr
from crewai.memory.memory import Memory
from crewai.memory.short_term.short_term_memory_item import ShortTermMemoryItem
from crewai.memory.storage.rag_storage import RAGStorage
from crewai.utilities.events.crewai_event_bus import crewai_event_bus
from crewai.utilities.events.memory_events import (
MemoryQueryStartedEvent,
MemoryQueryCompletedEvent,
MemoryQueryFailedEvent,
MemorySaveStartedEvent,
MemorySaveCompletedEvent,
MemorySaveFailedEvent,
)
class ShortTermMemory(Memory):
@@ -52,11 +62,46 @@ class ShortTermMemory(Memory):
metadata: Optional[Dict[str, Any]] = None,
agent: Optional[str] = None,
) -> None:
item = ShortTermMemoryItem(data=value, metadata=metadata, agent=agent)
if self._memory_provider == "mem0":
item.data = f"Remember the following insights from Agent run: {item.data}"
crewai_event_bus.emit(
self,
event=MemorySaveStartedEvent(
value=value,
metadata=metadata,
agent_role=agent,
source_type="short_term_memory",
),
)
super().save(value=item.data, metadata=item.metadata, agent=item.agent)
start_time = time.time()
try:
item = ShortTermMemoryItem(data=value, metadata=metadata, agent=agent)
if self._memory_provider == "mem0":
item.data = f"Remember the following insights from Agent run: {item.data}"
super().save(value=item.data, metadata=item.metadata, agent=item.agent)
crewai_event_bus.emit(
self,
event=MemorySaveCompletedEvent(
value=value,
metadata=metadata,
agent_role=agent,
save_time_ms=(time.time() - start_time) * 1000,
source_type="short_term_memory",
),
)
except Exception as e:
crewai_event_bus.emit(
self,
event=MemorySaveFailedEvent(
value=value,
metadata=metadata,
agent_role=agent,
error=str(e),
source_type="short_term_memory",
),
)
raise
def search(
self,
@@ -64,9 +109,47 @@ class ShortTermMemory(Memory):
limit: int = 3,
score_threshold: float = 0.35,
):
return self.storage.search(
query=query, limit=limit, score_threshold=score_threshold
) # type: ignore # BUG? The reference is to the parent class, but the parent class does not have this parameters
crewai_event_bus.emit(
self,
event=MemoryQueryStartedEvent(
query=query,
limit=limit,
score_threshold=score_threshold,
source_type="short_term_memory",
),
)
start_time = time.time()
try:
results = self.storage.search(
query=query, limit=limit, score_threshold=score_threshold
) # type: ignore # BUG? The reference is to the parent class, but the parent class does not have this parameters
crewai_event_bus.emit(
self,
event=MemoryQueryCompletedEvent(
query=query,
results=results,
limit=limit,
score_threshold=score_threshold,
query_time_ms=(time.time() - start_time) * 1000,
source_type="short_term_memory",
),
)
return results
except Exception as e:
crewai_event_bus.emit(
self,
event=MemoryQueryFailedEvent(
query=query,
limit=limit,
score_threshold=score_threshold,
error=str(e),
source_type="short_term_memory",
),
)
raise
def reset(self) -> None:
try: