adding crew step_callback

This commit is contained in:
João Moura
2024-02-09 01:24:31 -08:00
parent 43542f226b
commit 6d8be72aa7
4 changed files with 79 additions and 2 deletions

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@@ -25,7 +25,7 @@ description: What are crewAI Agents and how to use them.
| **Max RPM** | The maximum number of requests per minute the agent can perform to avoid rate limits |
| **Verbose** | This allow you to actually see what is going on during the Crew execution. |
| **Allow Delegation** | Agents can delegate tasks or questions to one another, ensuring that each task is handled by the most suitable agent. |
| **Step Callback** | A function that is called after each step of the agent. This can be used to log the agent's actions or to perform other operations. |
| **Step Callback** | A function that is called after each step of the agent. This can be used to log the agent's actions or to perform other operations. It will overwrite the crew `step_callback` |
## Creating an Agent

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@@ -20,6 +20,7 @@ description: Understanding and utilizing crews in the crewAI framework.
| **Max RPM** | Maximum requests per minute the crew adheres to during execution. |
| **Language** | Language setting for the crew's operation. |
| **Full Output** | Whether the crew should return the full output with all tasks outputs or just the final output. |
| **Step Callback** | A function that is called after each step of every agent. This can be used to log the agent's actions or to perform other operations, it won't override the agent specific `step_callback` |
| **Share Crew** | Whether you want to share the complete crew infromation and execution with the crewAI team to make the library better, and allow us to train models. |

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@@ -38,6 +38,7 @@ class Crew(BaseModel):
max_rpm: Maximum number of requests per minute for the crew execution to be respected.
id: A unique identifier for the crew instance.
full_output: Whether the crew should return the full output with all tasks outputs or just the final output.
step_callback: Callback to be executed after each step for every agents execution.
share_crew: Whether you want to share the complete crew infromation and execution with crewAI to make the library better, and allow us to train models.
_cache_handler: Handles caching for the crew's operations.
"""
@@ -61,7 +62,11 @@ class Crew(BaseModel):
)
config: Optional[Union[Json, Dict[str, Any]]] = Field(default=None)
id: UUID4 = Field(default_factory=uuid.uuid4, frozen=True)
share_crew: bool = Field(default=False)
share_crew: Optional[bool] = Field(default=False)
step_callback: Optional[Any] = Field(
default=None,
description="Callback to be executed after each step for all agents execution.",
)
max_rpm: Optional[int] = Field(
default=None,
description="Maximum number of requests per minute for the crew execution to be respected.",
@@ -145,6 +150,7 @@ class Crew(BaseModel):
"missing_keys_in_config", "Config should have 'agents' and 'tasks'.", {}
)
self.process = self.config.get("process", self.process)
self.agents = [Agent(**agent) for agent in self.config["agents"]]
self.tasks = [self._create_task(task) for task in self.config["tasks"]]
@@ -169,6 +175,8 @@ class Crew(BaseModel):
for agent in self.agents:
agent.i18n = I18N(language=self.language)
if (self.step_callback) and (not agent.step_callback):
agent.step_callback = self.step_callback
if self.process == Process.sequential:
return self._run_sequential_process()

View File

@@ -449,3 +449,71 @@ def test_async_task_execution():
crew.kickoff()
start.assert_called()
join.assert_called()
def test_set_agents_step_callback():
from unittest.mock import patch
researcher_agent = Agent(
role="Researcher",
goal="Make the best research and analysis on content about AI and AI agents",
backstory="You're an expert researcher, specialized in technology, software engineering, AI and startups. You work as a freelancer and is now working on doing research and analysis for a new customer.",
allow_delegation=False,
)
list_ideas = Task(
description="Give me a list of 5 interesting ideas to explore for na article, what makes them unique and interesting.",
expected_output="Bullet point list of 5 important events.",
agent=researcher_agent,
async_execution=True,
)
crew = Crew(
agents=[researcher_agent],
process=Process.sequential,
tasks=[list_ideas],
step_callback=lambda: None,
)
with patch.object(Agent, "execute_task") as execute:
execute.return_value = "ok"
crew.kickoff()
assert researcher_agent.step_callback is not None
def test_dont_set_agents_step_callback_if_already_set():
from unittest.mock import patch
def agent_callback(_):
pass
def crew_callback(_):
pass
researcher_agent = Agent(
role="Researcher",
goal="Make the best research and analysis on content about AI and AI agents",
backstory="You're an expert researcher, specialized in technology, software engineering, AI and startups. You work as a freelancer and is now working on doing research and analysis for a new customer.",
allow_delegation=False,
step_callback=agent_callback,
)
list_ideas = Task(
description="Give me a list of 5 interesting ideas to explore for na article, what makes them unique and interesting.",
expected_output="Bullet point list of 5 important events.",
agent=researcher_agent,
async_execution=True,
)
crew = Crew(
agents=[researcher_agent],
process=Process.sequential,
tasks=[list_ideas],
step_callback=crew_callback,
)
with patch.object(Agent, "execute_task") as execute:
execute.return_value = "ok"
crew.kickoff()
assert researcher_agent.step_callback is not crew_callback
assert researcher_agent.step_callback is agent_callback