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4 Commits
Canary-Cre
...
lg-memory-
| Author | SHA1 | Date | |
|---|---|---|---|
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174215980b | ||
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15c5654a70 | ||
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41906badd7 | ||
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071bc4faea |
@@ -1,5 +1,6 @@
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import shutil
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import subprocess
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import time
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from typing import Any, Callable, Dict, List, Literal, Optional, Sequence, Tuple, Type, Union
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from pydantic import Field, InstanceOf, PrivateAttr, model_validator
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@@ -32,6 +33,10 @@ from crewai.utilities.events.agent_events import (
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AgentExecutionStartedEvent,
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)
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from crewai.utilities.events.crewai_event_bus import crewai_event_bus
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from crewai.utilities.events.memory_events import (
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MemoryRetrievalStartedEvent,
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MemoryRetrievalCompletedEvent,
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)
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from crewai.utilities.events.knowledge_events import (
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KnowledgeQueryCompletedEvent,
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KnowledgeQueryFailedEvent,
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@@ -302,6 +307,15 @@ class Agent(BaseAgent):
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)
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if self._is_any_available_memory():
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crewai_event_bus.emit(
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self,
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event=MemoryRetrievalStartedEvent(
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task_id=str(task.id) if task else None,
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source_type="agent",
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),
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)
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start_time = time.time()
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contextual_memory = ContextualMemory(
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self.crew.memory_config,
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self.crew._short_term_memory,
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@@ -313,6 +327,16 @@ class Agent(BaseAgent):
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memory = contextual_memory.build_context_for_task(task, context)
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if memory.strip() != "":
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task_prompt += self.i18n.slice("memory").format(memory=memory)
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crewai_event_bus.emit(
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self,
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event=MemoryRetrievalCompletedEvent(
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task_id=str(task.id) if task else None,
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memory_content=memory,
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retrieval_time_ms=(time.time() - start_time) * 1000,
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source_type="agent",
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),
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)
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knowledge_config = (
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self.knowledge_config.model_dump() if self.knowledge_config else {}
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)
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@@ -1,10 +1,20 @@
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from typing import Optional
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import time
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from pydantic import PrivateAttr
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from crewai.memory.entity.entity_memory_item import EntityMemoryItem
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from crewai.memory.memory import Memory
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from crewai.memory.storage.rag_storage import RAGStorage
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from crewai.utilities.events.crewai_event_bus import crewai_event_bus
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from crewai.utilities.events.memory_events import (
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MemoryQueryStartedEvent,
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MemoryQueryCompletedEvent,
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MemoryQueryFailedEvent,
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MemorySaveStartedEvent,
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MemorySaveCompletedEvent,
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MemorySaveFailedEvent,
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)
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class EntityMemory(Memory):
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@@ -48,16 +58,96 @@ class EntityMemory(Memory):
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def save(self, item: EntityMemoryItem) -> None: # type: ignore # BUG?: Signature of "save" incompatible with supertype "Memory"
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"""Saves an entity item into the SQLite storage."""
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if self._memory_provider == "mem0":
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data = f"""
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Remember details about the following entity:
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Name: {item.name}
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Type: {item.type}
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Entity Description: {item.description}
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"""
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else:
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data = f"{item.name}({item.type}): {item.description}"
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super().save(data, item.metadata)
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crewai_event_bus.emit(
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self,
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event=MemorySaveStartedEvent(
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metadata=item.metadata,
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source_type="entity_memory",
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),
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)
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start_time = time.time()
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try:
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if self._memory_provider == "mem0":
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data = f"""
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Remember details about the following entity:
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Name: {item.name}
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Type: {item.type}
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Entity Description: {item.description}
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"""
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else:
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data = f"{item.name}({item.type}): {item.description}"
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super().save(data, item.metadata)
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# Emit memory save completed event
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crewai_event_bus.emit(
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self,
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event=MemorySaveCompletedEvent(
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value=data,
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metadata=item.metadata,
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save_time_ms=(time.time() - start_time) * 1000,
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source_type="entity_memory",
|
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),
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)
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except Exception as e:
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crewai_event_bus.emit(
|
||||
self,
|
||||
event=MemorySaveFailedEvent(
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||||
metadata=item.metadata,
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||||
error=str(e),
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source_type="entity_memory",
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||||
),
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||||
)
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raise
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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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crewai_event_bus.emit(
|
||||
self,
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event=MemoryQueryStartedEvent(
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query=query,
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||||
limit=limit,
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score_threshold=score_threshold,
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source_type="entity_memory",
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),
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)
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start_time = time.time()
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try:
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results = super().search(
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query=query, limit=limit, score_threshold=score_threshold
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)
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crewai_event_bus.emit(
|
||||
self,
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event=MemoryQueryCompletedEvent(
|
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query=query,
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results=results,
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limit=limit,
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score_threshold=score_threshold,
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query_time_ms=(time.time() - start_time) * 1000,
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source_type="entity_memory",
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),
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)
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return results
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except Exception as e:
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crewai_event_bus.emit(
|
||||
self,
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event=MemoryQueryFailedEvent(
|
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query=query,
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limit=limit,
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score_threshold=score_threshold,
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error=str(e),
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source_type="entity_memory",
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||||
),
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)
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raise
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def reset(self) -> None:
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try:
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97
src/crewai/memory/external/external_memory.py
vendored
97
src/crewai/memory/external/external_memory.py
vendored
@@ -1,8 +1,18 @@
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from typing import TYPE_CHECKING, Any, Dict, Optional
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import time
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||||
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from crewai.memory.external.external_memory_item import ExternalMemoryItem
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from crewai.memory.memory import Memory
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from crewai.memory.storage.interface import Storage
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from crewai.utilities.events.crewai_event_bus import crewai_event_bus
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||||
from crewai.utilities.events.memory_events import (
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
MemoryQueryFailedEvent,
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemorySaveFailedEvent,
|
||||
)
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||||
|
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if TYPE_CHECKING:
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||||
from crewai.memory.storage.mem0_storage import Mem0Storage
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||||
@@ -46,8 +56,91 @@ class ExternalMemory(Memory):
|
||||
agent: Optional[str] = None,
|
||||
) -> None:
|
||||
"""Saves a value into the external storage."""
|
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item = ExternalMemoryItem(value=value, metadata=metadata, agent=agent)
|
||||
super().save(value=item.value, metadata=item.metadata, agent=item.agent)
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||||
crewai_event_bus.emit(
|
||||
self,
|
||||
event=MemorySaveStartedEvent(
|
||||
value=value,
|
||||
metadata=metadata,
|
||||
agent_role=agent,
|
||||
source_type="external_memory",
|
||||
),
|
||||
)
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||||
|
||||
start_time = time.time()
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||||
try:
|
||||
item = ExternalMemoryItem(value=value, metadata=metadata, agent=agent)
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||||
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()
|
||||
|
||||
@@ -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()
|
||||
|
||||
@@ -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:
|
||||
|
||||
@@ -51,6 +51,71 @@ from .llm_events import (
|
||||
LLMStreamChunkEvent,
|
||||
)
|
||||
|
||||
from .memory_events import (
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemorySaveFailedEvent,
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
MemoryQueryFailedEvent,
|
||||
MemoryRetrievalStartedEvent,
|
||||
MemoryRetrievalCompletedEvent,
|
||||
)
|
||||
|
||||
# events
|
||||
from .event_listener import EventListener
|
||||
from .third_party.agentops_listener import agentops_listener
|
||||
|
||||
__all__ = [
|
||||
"EventListener",
|
||||
"agentops_listener",
|
||||
"CrewAIEventsBus",
|
||||
"crewai_event_bus",
|
||||
"AgentExecutionStartedEvent",
|
||||
"AgentExecutionCompletedEvent",
|
||||
"AgentExecutionErrorEvent",
|
||||
"TaskStartedEvent",
|
||||
"TaskCompletedEvent",
|
||||
"TaskFailedEvent",
|
||||
"TaskEvaluationEvent",
|
||||
"FlowCreatedEvent",
|
||||
"FlowStartedEvent",
|
||||
"FlowFinishedEvent",
|
||||
"FlowPlotEvent",
|
||||
"MethodExecutionStartedEvent",
|
||||
"MethodExecutionFinishedEvent",
|
||||
"MethodExecutionFailedEvent",
|
||||
"LLMCallCompletedEvent",
|
||||
"LLMCallFailedEvent",
|
||||
"LLMCallStartedEvent",
|
||||
"LLMCallType",
|
||||
"LLMStreamChunkEvent",
|
||||
"MemorySaveStartedEvent",
|
||||
"MemorySaveCompletedEvent",
|
||||
"MemorySaveFailedEvent",
|
||||
"MemoryQueryStartedEvent",
|
||||
"MemoryQueryCompletedEvent",
|
||||
"MemoryQueryFailedEvent",
|
||||
"MemoryRetrievalStartedEvent",
|
||||
"MemoryRetrievalCompletedEvent",
|
||||
"EventListener",
|
||||
"agentops_listener",
|
||||
"CrewKickoffStartedEvent",
|
||||
"CrewKickoffCompletedEvent",
|
||||
"CrewKickoffFailedEvent",
|
||||
"CrewTrainStartedEvent",
|
||||
"CrewTrainCompletedEvent",
|
||||
"CrewTrainFailedEvent",
|
||||
"CrewTestStartedEvent",
|
||||
"CrewTestCompletedEvent",
|
||||
"CrewTestFailedEvent",
|
||||
"LLMGuardrailCompletedEvent",
|
||||
"LLMGuardrailStartedEvent",
|
||||
"ToolUsageFinishedEvent",
|
||||
"ToolUsageErrorEvent",
|
||||
"ToolUsageStartedEvent",
|
||||
"ToolExecutionErrorEvent",
|
||||
"ToolSelectionErrorEvent",
|
||||
"ToolUsageEvent",
|
||||
"ToolValidateInputErrorEvent",
|
||||
]
|
||||
|
||||
@@ -12,7 +12,7 @@ class BaseEvent(BaseModel):
|
||||
timestamp: datetime = Field(default_factory=datetime.now)
|
||||
type: str
|
||||
source_fingerprint: Optional[str] = None # UUID string of the source entity
|
||||
source_type: Optional[str] = None # "agent", "task", "crew"
|
||||
source_type: Optional[str] = None # "agent", "task", "crew", "memory", "entity_memory", "short_term_memory", "long_term_memory", "external_memory"
|
||||
fingerprint_metadata: Optional[Dict[str, Any]] = None # Any relevant metadata
|
||||
|
||||
def to_json(self, exclude: set[str] | None = None):
|
||||
|
||||
@@ -57,6 +57,17 @@ from .knowledge_events import (
|
||||
KnowledgeSearchQueryFailedEvent,
|
||||
)
|
||||
|
||||
from .memory_events import (
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemorySaveFailedEvent,
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
MemoryQueryFailedEvent,
|
||||
MemoryRetrievalStartedEvent,
|
||||
MemoryRetrievalCompletedEvent,
|
||||
)
|
||||
|
||||
EventTypes = Union[
|
||||
CrewKickoffStartedEvent,
|
||||
CrewKickoffCompletedEvent,
|
||||
@@ -96,4 +107,12 @@ EventTypes = Union[
|
||||
KnowledgeQueryCompletedEvent,
|
||||
KnowledgeQueryFailedEvent,
|
||||
KnowledgeSearchQueryFailedEvent,
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemorySaveFailedEvent,
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
MemoryQueryFailedEvent,
|
||||
MemoryRetrievalStartedEvent,
|
||||
MemoryRetrievalCompletedEvent,
|
||||
]
|
||||
|
||||
78
src/crewai/utilities/events/memory_events.py
Normal file
78
src/crewai/utilities/events/memory_events.py
Normal file
@@ -0,0 +1,78 @@
|
||||
from typing import Any, Dict, Optional
|
||||
|
||||
from crewai.utilities.events.base_events import BaseEvent
|
||||
|
||||
|
||||
class MemoryQueryStartedEvent(BaseEvent):
|
||||
"""Event emitted when a memory query is started"""
|
||||
|
||||
type: str = "memory_query_started"
|
||||
query: str
|
||||
limit: int
|
||||
score_threshold: Optional[float] = None
|
||||
|
||||
|
||||
class MemoryQueryCompletedEvent(BaseEvent):
|
||||
"""Event emitted when a memory query is completed successfully"""
|
||||
|
||||
type: str = "memory_query_completed"
|
||||
query: str
|
||||
results: Any
|
||||
limit: int
|
||||
score_threshold: Optional[float] = None
|
||||
query_time_ms: float
|
||||
|
||||
|
||||
class MemoryQueryFailedEvent(BaseEvent):
|
||||
"""Event emitted when a memory query fails"""
|
||||
|
||||
type: str = "memory_query_failed"
|
||||
query: str
|
||||
limit: int
|
||||
score_threshold: Optional[float] = None
|
||||
error: str
|
||||
|
||||
|
||||
class MemorySaveStartedEvent(BaseEvent):
|
||||
"""Event emitted when a memory save operation is started"""
|
||||
|
||||
type: str = "memory_save_started"
|
||||
value: Optional[str] = None
|
||||
metadata: Optional[Dict[str, Any]] = None
|
||||
agent_role: Optional[str] = None
|
||||
|
||||
|
||||
class MemorySaveCompletedEvent(BaseEvent):
|
||||
"""Event emitted when a memory save operation is completed successfully"""
|
||||
|
||||
type: str = "memory_save_completed"
|
||||
value: str
|
||||
metadata: Optional[Dict[str, Any]] = None
|
||||
agent_role: Optional[str] = None
|
||||
save_time_ms: float
|
||||
|
||||
|
||||
class MemorySaveFailedEvent(BaseEvent):
|
||||
"""Event emitted when a memory save operation fails"""
|
||||
|
||||
type: str = "memory_save_failed"
|
||||
value: Optional[str] = None
|
||||
metadata: Optional[Dict[str, Any]] = None
|
||||
agent_role: Optional[str] = None
|
||||
error: str
|
||||
|
||||
|
||||
class MemoryRetrievalStartedEvent(BaseEvent):
|
||||
"""Event emitted when memory retrieval for a task prompt starts"""
|
||||
|
||||
type: str = "memory_retrieval_started"
|
||||
task_id: Optional[str] = None
|
||||
|
||||
|
||||
class MemoryRetrievalCompletedEvent(BaseEvent):
|
||||
"""Event emitted when memory retrieval for a task prompt completes successfully"""
|
||||
|
||||
type: str = "memory_retrieval_completed"
|
||||
task_id: Optional[str] = None
|
||||
memory_content: str
|
||||
retrieval_time_ms: float
|
||||
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
1969
tests/cassettes/test_memory_events_are_emitted.yaml
Normal file
1969
tests/cassettes/test_memory_events_are_emitted.yaml
Normal file
File diff suppressed because one or more lines are too long
@@ -5,6 +5,7 @@ import json
|
||||
from concurrent.futures import Future
|
||||
from unittest import mock
|
||||
from unittest.mock import ANY, MagicMock, patch
|
||||
from collections import defaultdict
|
||||
|
||||
import pydantic_core
|
||||
import pytest
|
||||
@@ -40,6 +41,16 @@ from crewai.utilities.events.event_listener import EventListener
|
||||
from crewai.utilities.rpm_controller import RPMController
|
||||
from crewai.utilities.task_output_storage_handler import TaskOutputStorageHandler
|
||||
|
||||
from crewai.utilities.events.memory_events import (
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemorySaveFailedEvent,
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
MemoryQueryFailedEvent,
|
||||
MemoryRetrievalStartedEvent,
|
||||
MemoryRetrievalCompletedEvent,
|
||||
)
|
||||
|
||||
@pytest.fixture
|
||||
def ceo():
|
||||
@@ -2478,11 +2489,79 @@ def test_using_contextual_memory():
|
||||
memory=True,
|
||||
)
|
||||
|
||||
with patch.object(ContextualMemory, "build_context_for_task") as contextual_mem:
|
||||
with patch.object(ContextualMemory, "build_context_for_task", return_value="") as contextual_mem:
|
||||
crew.kickoff()
|
||||
contextual_mem.assert_called_once()
|
||||
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_memory_events_are_emitted():
|
||||
events = defaultdict(list)
|
||||
|
||||
with crewai_event_bus.scoped_handlers():
|
||||
@crewai_event_bus.on(MemorySaveStartedEvent)
|
||||
def handle_memory_save_started(source, event):
|
||||
events["MemorySaveStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemorySaveCompletedEvent)
|
||||
def handle_memory_save_completed(source, event):
|
||||
events["MemorySaveCompletedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemorySaveFailedEvent)
|
||||
def handle_memory_save_failed(source, event):
|
||||
events["MemorySaveFailedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryQueryStartedEvent)
|
||||
def handle_memory_query_started(source, event):
|
||||
events["MemoryQueryStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryQueryCompletedEvent)
|
||||
def handle_memory_query_completed(source, event):
|
||||
events["MemoryQueryCompletedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryQueryFailedEvent)
|
||||
def handle_memory_query_failed(source, event):
|
||||
events["MemoryQueryFailedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryRetrievalStartedEvent)
|
||||
def handle_memory_retrieval_started(source, event):
|
||||
events["MemoryRetrievalStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryRetrievalCompletedEvent)
|
||||
def handle_memory_retrieval_completed(source, event):
|
||||
events["MemoryRetrievalCompletedEvent"].append(event)
|
||||
|
||||
math_researcher = Agent(
|
||||
role="Researcher",
|
||||
goal="You research about math.",
|
||||
backstory="You're an expert in research and you love to learn new things.",
|
||||
allow_delegation=False,
|
||||
)
|
||||
|
||||
task1 = Task(
|
||||
description="Research a topic to teach a kid aged 6 about math.",
|
||||
expected_output="A topic, explanation, angle, and examples.",
|
||||
agent=math_researcher,
|
||||
)
|
||||
|
||||
crew = Crew(
|
||||
agents=[math_researcher],
|
||||
tasks=[task1],
|
||||
memory=True,
|
||||
)
|
||||
|
||||
crew.kickoff()
|
||||
|
||||
assert len(events["MemorySaveStartedEvent"]) == 6
|
||||
assert len(events["MemorySaveCompletedEvent"]) == 6
|
||||
assert len(events["MemorySaveFailedEvent"]) == 0
|
||||
assert len(events["MemoryQueryStartedEvent"]) == 3
|
||||
assert len(events["MemoryQueryCompletedEvent"]) == 3
|
||||
assert len(events["MemoryQueryFailedEvent"]) == 0
|
||||
assert len(events["MemoryRetrievalStartedEvent"]) == 1
|
||||
assert len(events["MemoryRetrievalCompletedEvent"]) == 1
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_using_contextual_memory_with_long_term_memory():
|
||||
from unittest.mock import patch
|
||||
@@ -2506,7 +2585,7 @@ def test_using_contextual_memory_with_long_term_memory():
|
||||
long_term_memory=LongTermMemory(),
|
||||
)
|
||||
|
||||
with patch.object(ContextualMemory, "build_context_for_task") as contextual_mem:
|
||||
with patch.object(ContextualMemory, "build_context_for_task", return_value="") as contextual_mem:
|
||||
crew.kickoff()
|
||||
contextual_mem.assert_called_once()
|
||||
assert crew.memory is False
|
||||
@@ -2607,7 +2686,7 @@ def test_using_contextual_memory_with_short_term_memory():
|
||||
short_term_memory=ShortTermMemory(),
|
||||
)
|
||||
|
||||
with patch.object(ContextualMemory, "build_context_for_task") as contextual_mem:
|
||||
with patch.object(ContextualMemory, "build_context_for_task", return_value="") as contextual_mem:
|
||||
crew.kickoff()
|
||||
contextual_mem.assert_called_once()
|
||||
assert crew.memory is False
|
||||
@@ -2636,7 +2715,7 @@ def test_disabled_memory_using_contextual_memory():
|
||||
memory=False,
|
||||
)
|
||||
|
||||
with patch.object(ContextualMemory, "build_context_for_task") as contextual_mem:
|
||||
with patch.object(ContextualMemory, "build_context_for_task", return_value="") as contextual_mem:
|
||||
crew.kickoff()
|
||||
contextual_mem.assert_not_called()
|
||||
|
||||
|
||||
@@ -1,5 +1,12 @@
|
||||
from unittest.mock import MagicMock, patch
|
||||
|
||||
from unittest.mock import MagicMock, patch, ANY
|
||||
from collections import defaultdict
|
||||
from crewai.utilities.events import crewai_event_bus
|
||||
from crewai.utilities.events.memory_events import (
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
)
|
||||
import pytest
|
||||
from mem0.memory.main import Memory
|
||||
|
||||
@@ -10,7 +17,6 @@ from crewai.memory.external.external_memory_item import ExternalMemoryItem
|
||||
from crewai.memory.storage.interface import Storage
|
||||
from crewai.task import Task
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def mock_mem0_memory():
|
||||
mock_memory = MagicMock(spec=Memory)
|
||||
@@ -188,7 +194,8 @@ def test_crew_external_memory_save_using_crew_without_memory_flag(
|
||||
assert mock_method.call_count > 0
|
||||
|
||||
|
||||
def test_external_memory_custom_storage(crew_with_external_memory):
|
||||
@pytest.fixture
|
||||
def custom_storage():
|
||||
class CustomStorage(Storage):
|
||||
def __init__(self):
|
||||
self.memories = []
|
||||
@@ -203,6 +210,9 @@ def test_external_memory_custom_storage(crew_with_external_memory):
|
||||
self.memories = []
|
||||
|
||||
custom_storage = CustomStorage()
|
||||
return custom_storage
|
||||
|
||||
def test_external_memory_custom_storage(custom_storage, crew_with_external_memory):
|
||||
external_memory = ExternalMemory(storage=custom_storage)
|
||||
|
||||
# by ensuring the crew is set, we can test that the storage is used
|
||||
@@ -221,3 +231,101 @@ def test_external_memory_custom_storage(crew_with_external_memory):
|
||||
external_memory.reset()
|
||||
results = external_memory.search("test")
|
||||
assert len(results) == 0
|
||||
|
||||
|
||||
|
||||
def test_external_memory_search_events(custom_storage, external_memory_with_mocked_config):
|
||||
events = defaultdict(list)
|
||||
|
||||
external_memory_with_mocked_config.storage = custom_storage
|
||||
with crewai_event_bus.scoped_handlers():
|
||||
@crewai_event_bus.on(MemoryQueryStartedEvent)
|
||||
def on_search_started(source, event):
|
||||
events["MemoryQueryStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryQueryCompletedEvent)
|
||||
def on_search_completed(source, event):
|
||||
events["MemoryQueryCompletedEvent"].append(event)
|
||||
|
||||
external_memory_with_mocked_config.search(
|
||||
query="test value",
|
||||
limit=3,
|
||||
score_threshold=0.35,
|
||||
)
|
||||
|
||||
assert len(events["MemoryQueryStartedEvent"]) == 1
|
||||
assert len(events["MemoryQueryCompletedEvent"]) == 1
|
||||
assert len(events["MemoryQueryFailedEvent"]) == 0
|
||||
|
||||
assert dict(events["MemoryQueryStartedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_query_started',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'external_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'query': 'test value',
|
||||
'limit': 3,
|
||||
'score_threshold': 0.35
|
||||
}
|
||||
|
||||
assert dict(events["MemoryQueryCompletedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_query_completed',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'external_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'query': 'test value',
|
||||
'results': [],
|
||||
'limit': 3,
|
||||
'score_threshold': 0.35,
|
||||
'query_time_ms': ANY
|
||||
}
|
||||
|
||||
|
||||
|
||||
def test_external_memory_save_events(custom_storage, external_memory_with_mocked_config):
|
||||
events = defaultdict(list)
|
||||
|
||||
external_memory_with_mocked_config.storage = custom_storage
|
||||
|
||||
with crewai_event_bus.scoped_handlers():
|
||||
@crewai_event_bus.on(MemorySaveStartedEvent)
|
||||
def on_save_started(source, event):
|
||||
events["MemorySaveStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemorySaveCompletedEvent)
|
||||
def on_save_completed(source, event):
|
||||
events["MemorySaveCompletedEvent"].append(event)
|
||||
|
||||
external_memory_with_mocked_config.save(
|
||||
value="saving value",
|
||||
metadata={"task": "test_task"},
|
||||
agent="test_agent",
|
||||
)
|
||||
|
||||
assert len(events["MemorySaveStartedEvent"]) == 1
|
||||
assert len(events["MemorySaveCompletedEvent"]) == 1
|
||||
assert len(events["MemorySaveFailedEvent"]) == 0
|
||||
|
||||
assert dict(events["MemorySaveStartedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_save_started',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'external_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'value': 'saving value',
|
||||
'metadata': {'task': 'test_task'},
|
||||
'agent_role': "test_agent"
|
||||
}
|
||||
|
||||
assert dict(events["MemorySaveCompletedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_save_completed',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'external_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'value': 'saving value',
|
||||
'metadata': {'task': 'test_task', 'agent': 'test_agent'},
|
||||
'agent_role': "test_agent",
|
||||
'save_time_ms': ANY
|
||||
}
|
||||
|
||||
@@ -1,8 +1,15 @@
|
||||
import pytest
|
||||
|
||||
from unittest.mock import ANY
|
||||
from collections import defaultdict
|
||||
from crewai.utilities.events import crewai_event_bus
|
||||
from crewai.memory.long_term.long_term_memory import LongTermMemory
|
||||
from crewai.memory.long_term.long_term_memory_item import LongTermMemoryItem
|
||||
|
||||
from crewai.utilities.events.memory_events import (
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
)
|
||||
|
||||
@pytest.fixture
|
||||
def long_term_memory():
|
||||
@@ -10,6 +17,103 @@ def long_term_memory():
|
||||
return LongTermMemory()
|
||||
|
||||
|
||||
def test_long_term_memory_save_events(long_term_memory):
|
||||
events = defaultdict(list)
|
||||
|
||||
with crewai_event_bus.scoped_handlers():
|
||||
@crewai_event_bus.on(MemorySaveStartedEvent)
|
||||
def on_save_started(source, event):
|
||||
events["MemorySaveStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemorySaveCompletedEvent)
|
||||
def on_save_completed(source, event):
|
||||
events["MemorySaveCompletedEvent"].append(event)
|
||||
|
||||
memory = LongTermMemoryItem(
|
||||
agent="test_agent",
|
||||
task="test_task",
|
||||
expected_output="test_output",
|
||||
datetime="test_datetime",
|
||||
quality=0.5,
|
||||
metadata={"task": "test_task", "quality": 0.5},
|
||||
)
|
||||
long_term_memory.save(memory)
|
||||
|
||||
assert len(events["MemorySaveStartedEvent"]) == 1
|
||||
assert len(events["MemorySaveCompletedEvent"]) == 1
|
||||
assert len(events["MemorySaveFailedEvent"]) == 0
|
||||
|
||||
assert dict(events["MemorySaveStartedEvent"][0]) == {
|
||||
"timestamp": ANY,
|
||||
"type": "memory_save_started",
|
||||
"source_fingerprint": None,
|
||||
"source_type": "long_term_memory",
|
||||
"fingerprint_metadata": None,
|
||||
"value": "test_task",
|
||||
"metadata": {"task": "test_task", "quality": 0.5},
|
||||
"agent_role": "test_agent",
|
||||
}
|
||||
assert dict(events["MemorySaveCompletedEvent"][0]) == {
|
||||
"timestamp": ANY,
|
||||
"type": "memory_save_completed",
|
||||
"source_fingerprint": None,
|
||||
"source_type": "long_term_memory",
|
||||
"fingerprint_metadata": None,
|
||||
"value": "test_task",
|
||||
"metadata": {"task": "test_task", "quality": 0.5, "agent": "test_agent", "expected_output": "test_output"},
|
||||
"agent_role": "test_agent",
|
||||
"save_time_ms": ANY,
|
||||
}
|
||||
|
||||
|
||||
def test_long_term_memory_search_events(long_term_memory):
|
||||
events = defaultdict(list)
|
||||
|
||||
with crewai_event_bus.scoped_handlers():
|
||||
@crewai_event_bus.on(MemoryQueryStartedEvent)
|
||||
def on_search_started(source, event):
|
||||
events["MemoryQueryStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryQueryCompletedEvent)
|
||||
def on_search_completed(source, event):
|
||||
events["MemoryQueryCompletedEvent"].append(event)
|
||||
|
||||
test_query = "test query"
|
||||
|
||||
long_term_memory.search(
|
||||
test_query,
|
||||
latest_n=5
|
||||
)
|
||||
|
||||
assert len(events["MemoryQueryStartedEvent"]) == 1
|
||||
assert len(events["MemoryQueryCompletedEvent"]) == 1
|
||||
assert len(events["MemoryQueryFailedEvent"]) == 0
|
||||
|
||||
assert dict(events["MemoryQueryStartedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_query_started',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'long_term_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'query': 'test query',
|
||||
'limit': 5,
|
||||
'score_threshold': None
|
||||
}
|
||||
|
||||
assert dict(events["MemoryQueryCompletedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_query_completed',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'long_term_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'query': 'test query',
|
||||
'results': None,
|
||||
'limit': 5,
|
||||
'score_threshold': None,
|
||||
'query_time_ms': ANY
|
||||
}
|
||||
|
||||
|
||||
def test_save_and_search(long_term_memory):
|
||||
memory = LongTermMemoryItem(
|
||||
agent="test_agent",
|
||||
|
||||
@@ -1,5 +1,5 @@
|
||||
from unittest.mock import patch
|
||||
|
||||
from unittest.mock import patch, ANY
|
||||
from collections import defaultdict
|
||||
import pytest
|
||||
|
||||
from crewai.agent import Agent
|
||||
@@ -7,6 +7,13 @@ from crewai.crew import Crew
|
||||
from crewai.memory.short_term.short_term_memory import ShortTermMemory
|
||||
from crewai.memory.short_term.short_term_memory_item import ShortTermMemoryItem
|
||||
from crewai.task import Task
|
||||
from crewai.utilities.events import crewai_event_bus
|
||||
from crewai.utilities.events.memory_events import (
|
||||
MemorySaveStartedEvent,
|
||||
MemorySaveCompletedEvent,
|
||||
MemoryQueryStartedEvent,
|
||||
MemoryQueryCompletedEvent,
|
||||
)
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
@@ -28,6 +35,98 @@ def short_term_memory():
|
||||
return ShortTermMemory(crew=Crew(agents=[agent], tasks=[task]))
|
||||
|
||||
|
||||
def test_short_term_memory_search_events(short_term_memory):
|
||||
events = defaultdict(list)
|
||||
|
||||
with crewai_event_bus.scoped_handlers():
|
||||
@crewai_event_bus.on(MemoryQueryStartedEvent)
|
||||
def on_search_started(source, event):
|
||||
events["MemoryQueryStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemoryQueryCompletedEvent)
|
||||
def on_search_completed(source, event):
|
||||
events["MemoryQueryCompletedEvent"].append(event)
|
||||
|
||||
# Call the save method
|
||||
short_term_memory.search(
|
||||
query="test value",
|
||||
limit=3,
|
||||
score_threshold=0.35,
|
||||
)
|
||||
|
||||
assert len(events["MemoryQueryStartedEvent"]) == 1
|
||||
assert len(events["MemoryQueryCompletedEvent"]) == 1
|
||||
assert len(events["MemoryQueryFailedEvent"]) == 0
|
||||
|
||||
assert dict(events["MemoryQueryStartedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_query_started',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'short_term_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'query': 'test value',
|
||||
'limit': 3,
|
||||
'score_threshold': 0.35
|
||||
}
|
||||
|
||||
assert dict(events["MemoryQueryCompletedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_query_completed',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'short_term_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'query': 'test value',
|
||||
'results': [],
|
||||
'limit': 3,
|
||||
'score_threshold': 0.35,
|
||||
'query_time_ms': ANY
|
||||
}
|
||||
|
||||
|
||||
def test_short_term_memory_save_events(short_term_memory):
|
||||
events = defaultdict(list)
|
||||
with crewai_event_bus.scoped_handlers():
|
||||
@crewai_event_bus.on(MemorySaveStartedEvent)
|
||||
def on_save_started(source, event):
|
||||
events["MemorySaveStartedEvent"].append(event)
|
||||
|
||||
@crewai_event_bus.on(MemorySaveCompletedEvent)
|
||||
def on_save_completed(source, event):
|
||||
events["MemorySaveCompletedEvent"].append(event)
|
||||
|
||||
short_term_memory.save(
|
||||
value="test value",
|
||||
metadata={"task": "test_task"},
|
||||
agent="test_agent",
|
||||
)
|
||||
|
||||
assert len(events["MemorySaveStartedEvent"]) == 1
|
||||
assert len(events["MemorySaveCompletedEvent"]) == 1
|
||||
assert len(events["MemorySaveFailedEvent"]) == 0
|
||||
|
||||
assert dict(events["MemorySaveStartedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_save_started',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'short_term_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'value': 'test value',
|
||||
'metadata': {'task': 'test_task'},
|
||||
'agent_role': "test_agent"
|
||||
}
|
||||
|
||||
assert dict(events["MemorySaveCompletedEvent"][0]) == {
|
||||
'timestamp': ANY,
|
||||
'type': 'memory_save_completed',
|
||||
'source_fingerprint': None,
|
||||
'source_type': 'short_term_memory',
|
||||
'fingerprint_metadata': None,
|
||||
'value': 'test value',
|
||||
'metadata': {'task': 'test_task', 'agent': 'test_agent'},
|
||||
'agent_role': "test_agent",
|
||||
'save_time_ms': ANY
|
||||
}
|
||||
|
||||
def test_save_and_search(short_term_memory):
|
||||
memory = ShortTermMemoryItem(
|
||||
data="""test value test value test value test value test value test value
|
||||
|
||||
Reference in New Issue
Block a user