mirror of
https://github.com/crewAIInc/crewAI.git
synced 2026-01-08 15:48:29 +00:00
Add RPM control to both agents and crews (#133)
* moving file into utilities * creating Logger and RPMController * Adding support for RPM to agents and crew
This commit is contained in:
João Moura
@@ -24,8 +24,7 @@ from crewai.agents import (
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CrewAgentOutputParser,
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ToolsHandler,
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)
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from crewai.i18n import I18N
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from crewai.prompts import Prompts
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from crewai.utilities import I18N, Logger, Prompts, RPMController
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class Agent(BaseModel):
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@@ -42,11 +41,14 @@ class Agent(BaseModel):
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llm: The language model that will run the agent.
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max_iter: Maximum number of iterations for an agent to execute a task.
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memory: Whether the agent should have memory or not.
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max_rpm: Maximum number of requests per minute for the agent execution to be respected.
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verbose: Whether the agent execution should be in verbose mode.
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allow_delegation: Whether the agent is allowed to delegate tasks to other agents.
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"""
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__hash__ = object.__hash__
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_logger: Logger = PrivateAttr()
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_rpm_controller: RPMController = PrivateAttr(default=None)
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_request_within_rpm_limit: Any = PrivateAttr(default=None)
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model_config = ConfigDict(arbitrary_types_allowed=True)
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@@ -58,6 +60,10 @@ class Agent(BaseModel):
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role: str = Field(description="Role of the agent")
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goal: str = Field(description="Objective of the agent")
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backstory: str = Field(description="Backstory of the agent")
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max_rpm: Optional[int] = Field(
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default=None,
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description="Maximum number of requests per minute for the agent execution to be respected.",
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)
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memory: bool = Field(
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default=True, description="Whether the agent should have memory or not"
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)
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@@ -101,6 +107,15 @@ class Agent(BaseModel):
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"may_not_set_field", "This field is not to be set by the user.", {}
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)
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@model_validator(mode="after")
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def set_private_attrs(self):
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self._logger = Logger(self.verbose)
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if self.max_rpm and not self._rpm_controller:
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self._rpm_controller = RPMController(
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max_rpm=self.max_rpm, logger=self._logger
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)
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return self
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@model_validator(mode="after")
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def check_agent_executor(self) -> "Agent":
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if not self.agent_executor:
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@@ -128,7 +143,7 @@ class Agent(BaseModel):
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tools = tools or self.tools
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self.agent_executor.tools = tools
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return self.agent_executor.invoke(
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result = self.agent_executor.invoke(
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{
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"input": task,
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"tool_names": self.__tools_names(tools),
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@@ -137,14 +152,20 @@ class Agent(BaseModel):
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RunnableConfig(callbacks=[self.tools_handler]),
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)["output"]
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if self.max_rpm:
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self._rpm_controller.stop_rpm_counter()
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return result
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def set_cache_handler(self, cache_handler) -> None:
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self.cache_handler = cache_handler
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self.tools_handler = ToolsHandler(cache=self.cache_handler)
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self.__create_agent_executor()
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def set_request_within_rpm_limit(self, ensure_function) -> None:
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self._request_within_rpm_limit = ensure_function
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self.__create_agent_executor()
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def set_rpm_controller(self, rpm_controller) -> None:
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if not self._rpm_controller:
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self._rpm_controller = rpm_controller
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self.__create_agent_executor()
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def __create_agent_executor(self) -> CrewAgentExecutor:
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"""Create an agent executor for the agent.
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@@ -164,9 +185,13 @@ class Agent(BaseModel):
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"verbose": self.verbose,
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"handle_parsing_errors": True,
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"max_iterations": self.max_iter,
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"request_within_rpm_limit": self._request_within_rpm_limit,
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}
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if self._rpm_controller:
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executor_args[
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"request_within_rpm_limit"
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] = self._rpm_controller.check_or_wait
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if self.memory:
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summary_memory = ConversationSummaryMemory(
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llm=self.llm, input_key="input", memory_key="chat_history"
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@@ -1,6 +1,6 @@
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from langchain_core.exceptions import OutputParserException
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from crewai.i18n import I18N
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from crewai.utilities import I18N
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class TaskRepeatedUsageException(OutputParserException):
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@@ -12,8 +12,8 @@ from langchain_core.tools import BaseTool
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from langchain_core.utils.input import get_color_mapping
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from crewai.agents.cache.cache_hit import CacheHit
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from crewai.i18n import I18N
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from crewai.tools.cache_tools import CacheTools
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from crewai.utilities import I18N
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class CrewAgentExecutor(AgentExecutor):
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@@ -7,7 +7,7 @@ from langchain_core.agents import AgentAction, AgentFinish
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from crewai.agents.cache import CacheHandler, CacheHit
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from crewai.agents.exceptions import TaskRepeatedUsageException
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from crewai.agents.tools_handler import ToolsHandler
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from crewai.i18n import I18N
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from crewai.utilities import I18N
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FINAL_ANSWER_ACTION = "Final Answer:"
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FINAL_ANSWER_AND_PARSABLE_ACTION_ERROR_MESSAGE = (
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@@ -1,8 +1,6 @@
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import json
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import threading
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import time
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import uuid
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from typing import Any, ClassVar, Dict, List, Optional, Union
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from typing import Any, Dict, List, Optional, Union
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from pydantic import (
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UUID4,
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@@ -19,10 +17,10 @@ from pydantic_core import PydanticCustomError
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from crewai.agent import Agent
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from crewai.agents.cache import CacheHandler
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from crewai.i18n import I18N
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from crewai.process import Process
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from crewai.task import Task
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from crewai.tools.agent_tools import AgentTools
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from crewai.utilities import I18N, Logger, RPMController
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class Crew(BaseModel):
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@@ -37,23 +35,26 @@ class Crew(BaseModel):
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config: Configuration settings for the crew.
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cache_handler: Handles caching for the crew's operations.
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max_rpm: Maximum number of requests per minute for the crew execution to be respected.
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rpm: Current number of requests per minute for the crew execution.
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id: A unique identifier for the crew instance.
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"""
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__hash__ = object.__hash__
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_timer: Optional[threading.Timer] = PrivateAttr(default=None)
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lock: ClassVar[threading.Lock] = threading.Lock()
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rpm: ClassVar[int] = 0
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max_rpm: Optional[int] = Field(default=None)
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_rpm_controller: RPMController = PrivateAttr()
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_logger: Logger = PrivateAttr()
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_cache_handler: Optional[InstanceOf[CacheHandler]] = PrivateAttr(
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default=CacheHandler()
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)
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model_config = ConfigDict(arbitrary_types_allowed=True)
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tasks: List[Task] = Field(default_factory=list)
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agents: List[Agent] = Field(default_factory=list)
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process: Process = Field(default=Process.sequential)
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verbose: Union[int, bool] = Field(default=0)
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config: Optional[Union[Json, Dict[str, Any]]] = Field(default=None)
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cache_handler: Optional[InstanceOf[CacheHandler]] = Field(default=CacheHandler())
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id: UUID4 = Field(default_factory=uuid.uuid4, frozen=True)
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max_rpm: Optional[int] = Field(
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default=None,
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description="Maximum number of requests per minute for the crew execution to be respected.",
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)
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language: str = Field(
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default="en",
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description="Language used for the crew, defaults to English.",
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@@ -74,9 +75,10 @@ class Crew(BaseModel):
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return json.loads(v) if isinstance(v, Json) else v
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@model_validator(mode="after")
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def set_reset_counter(self):
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if self.max_rpm:
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self._reset_request_count()
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def set_private_attrs(self):
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self._cache_handler = CacheHandler()
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self._logger = Logger(self.verbose)
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self._rpm_controller = RPMController(max_rpm=self.max_rpm, logger=self._logger)
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return self
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@model_validator(mode="after")
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@@ -94,8 +96,8 @@ class Crew(BaseModel):
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if self.agents:
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for agent in self.agents:
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agent.set_cache_handler(self.cache_handler)
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agent.set_request_within_rpm_limit(self.ensure_request_within_rpm_limit)
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agent.set_cache_handler(self._cache_handler)
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agent.set_rpm_controller(self._rpm_controller)
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return self
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def _setup_from_config(self):
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@@ -116,28 +118,9 @@ class Crew(BaseModel):
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del task_config["agent"]
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return Task(**task_config, agent=task_agent)
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def ensure_request_within_rpm_limit(self):
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if not self.max_rpm:
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return True
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with Crew.lock:
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if Crew.rpm < self.max_rpm:
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Crew.rpm += 1
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return True
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self._log("info", "Max RPM reached, waiting for next minute to start.")
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return self._wait_for_next_minute()
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def _wait_for_next_minute(self):
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time.sleep(60)
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with Crew.lock:
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Crew.rpm = 0
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return True
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def kickoff(self) -> str:
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"""Starts the crew to work on its assigned tasks."""
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for agent in self.agents:
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agent.cache_handler = self.cache_handler
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agent.i18n = I18N(language=self.language)
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if self.process == Process.sequential:
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@@ -149,8 +132,12 @@ class Crew(BaseModel):
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for task in self.tasks:
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self._prepare_and_execute_task(task)
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task_output = task.execute(task_output)
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self._log("debug", f"\n[{task.agent.role}] Task output: {task_output}\n\n")
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self._stop_timer()
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self._logger.log(
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"debug", f"[{task.agent.role}] Task output: {task_output}\n\n"
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)
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if self.max_rpm:
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self._rpm_controller.stop_rpm_counter()
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return task_output
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def _prepare_and_execute_task(self, task):
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@@ -158,24 +145,5 @@ class Crew(BaseModel):
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if task.agent.allow_delegation:
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task.tools += AgentTools(agents=self.agents).tools()
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self._log("debug", f"Working Agent: {task.agent.role}")
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self._log("info", f"Starting Task: {task.description}")
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def _log(self, level, message):
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"""Logs a message at the specified verbosity level."""
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level_map = {"debug": 1, "info": 2}
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verbose_level = (
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2 if isinstance(self.verbose, bool) and self.verbose else self.verbose
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)
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if verbose_level and level_map[level] <= verbose_level:
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print(f"\n{message}")
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def _stop_timer(self):
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if self._timer:
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self._timer.cancel()
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def _reset_request_count(self):
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self._stop_timer()
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self._timer = threading.Timer(60.0, self._reset_request_count)
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self._timer.start()
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Crew.rpm = 0
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self._logger.log("debug", f"Working Agent: {task.agent.role}")
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self._logger.log("info", f"Starting Task: {task.description}")
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@@ -4,7 +4,7 @@ from langchain.tools import Tool
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from pydantic import BaseModel, Field
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from crewai.agent import Agent
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from crewai.i18n import I18N
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from crewai.utilities import I18N
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class AgentTools(BaseModel):
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4
src/crewai/utilities/__init__.py
Normal file
4
src/crewai/utilities/__init__.py
Normal file
@@ -0,0 +1,4 @@
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from .i18n import I18N
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from .logger import Logger
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from .prompts import Prompts
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from .rpm_controller import RPMController
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@@ -17,7 +17,9 @@ class I18N(BaseModel):
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"""Load translations from a JSON file based on the specified language."""
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try:
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dir_path = os.path.dirname(os.path.realpath(__file__))
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prompts_path = os.path.join(dir_path, f"translations/{self.language}.json")
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prompts_path = os.path.join(
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dir_path, f"../translations/{self.language}.json"
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)
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with open(prompts_path, "r") as f:
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self._translations = json.load(f)
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11
src/crewai/utilities/logger.py
Normal file
11
src/crewai/utilities/logger.py
Normal file
@@ -0,0 +1,11 @@
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class Logger:
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def __init__(self, verbose_level=0):
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verbose_level = (
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2 if isinstance(verbose_level, bool) and verbose_level else verbose_level
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)
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self.verbose_level = verbose_level
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def log(self, level, message):
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level_map = {"debug": 1, "info": 2}
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if self.verbose_level and level_map.get(level, 0) <= self.verbose_level:
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print(f"\n[{level.upper()}]: {message}")
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@@ -3,7 +3,7 @@ from typing import ClassVar
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from langchain.prompts import PromptTemplate
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from pydantic import BaseModel, Field
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from .i18n import I18N
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from crewai.utilities import I18N
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class Prompts(BaseModel):
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57
src/crewai/utilities/rpm_controller.py
Normal file
57
src/crewai/utilities/rpm_controller.py
Normal file
@@ -0,0 +1,57 @@
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import threading
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import time
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from typing import Union
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from pydantic import BaseModel, ConfigDict, Field, PrivateAttr, model_validator
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from crewai.utilities.logger import Logger
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class RPMController(BaseModel):
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model_config = ConfigDict(arbitrary_types_allowed=True)
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max_rpm: Union[int, None] = Field(default=None)
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logger: Logger = Field(default=None)
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_current_rpm: int = PrivateAttr(default=0)
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_timer: threading.Timer = PrivateAttr(default=None)
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_lock: threading.Lock = PrivateAttr(default=None)
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@model_validator(mode="after")
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def reset_counter(self):
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if self.max_rpm:
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self._lock = threading.Lock()
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self._reset_request_count()
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return self
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def check_or_wait(self):
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if not self.max_rpm:
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return True
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with self._lock:
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if self._current_rpm < self.max_rpm:
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self._current_rpm += 1
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return True
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else:
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self.logger.log(
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"info", "Max RPM reached, waiting for next minute to start."
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)
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self._wait_for_next_minute()
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self._current_rpm = 1
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return True
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def stop_rpm_counter(self):
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if self._timer:
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self._timer.cancel()
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self._timer = None
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def _wait_for_next_minute(self):
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time.sleep(60)
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with self._lock:
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self._current_rpm = 0
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|
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def _reset_request_count(self):
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with self._lock:
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self._current_rpm = 0
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if self._timer:
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self._timer.cancel()
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self._timer = threading.Timer(60.0, self._reset_request_count)
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self._timer.start()
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@@ -6,9 +6,10 @@ import pytest
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from langchain.tools import tool
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from langchain_openai import ChatOpenAI as OpenAI
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|
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from crewai.agent import Agent
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from crewai import Agent, Crew, Task
|
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from crewai.agents.cache import CacheHandler
|
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from crewai.agents.executor import CrewAgentExecutor
|
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from crewai.utilities import RPMController
|
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|
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|
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def test_agent_creation():
|
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@@ -252,3 +253,124 @@ def test_agent_moved_on_after_max_iterations():
|
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== "I have used the tool multiple times and the final answer remains 42."
|
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)
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private_mock.assert_called_once()
|
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|
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|
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@pytest.mark.vcr(filter_headers=["authorization"])
|
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def test_agent_respect_the_max_rpm_set(capsys):
|
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@tool
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def get_final_answer(numbers) -> float:
|
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"""Get the final answer but don't give it yet, just re-use this
|
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tool non-stop."""
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return 42
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|
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agent = Agent(
|
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role="test role",
|
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goal="test goal",
|
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backstory="test backstory",
|
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max_iter=5,
|
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max_rpm=1,
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verbose=True,
|
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allow_delegation=False,
|
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)
|
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|
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with patch.object(RPMController, "_wait_for_next_minute") as moveon:
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moveon.return_value = True
|
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output = agent.execute_task(
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task="The final answer is 42. But don't give it yet, instead keep using the `get_final_answer` tool.",
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tools=[get_final_answer],
|
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)
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assert (
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output
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== "I've used the `get_final_answer` tool multiple times and it consistently returns the number 42."
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)
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captured = capsys.readouterr()
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assert "Max RPM reached, waiting for next minute to start." in captured.out
|
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moveon.assert_called()
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|
||||
|
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@pytest.mark.vcr(filter_headers=["authorization"])
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def test_agent_respect_the_max_rpm_set_over_crew_rpm(capsys):
|
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from unittest.mock import patch
|
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|
||||
from langchain.tools import tool
|
||||
|
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@tool
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def get_final_answer(numbers) -> float:
|
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"""Get the final answer but don't give it yet, just re-use this
|
||||
tool non-stop."""
|
||||
return 42
|
||||
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
goal="test goal",
|
||||
backstory="test backstory",
|
||||
max_iter=4,
|
||||
max_rpm=10,
|
||||
verbose=True,
|
||||
)
|
||||
|
||||
task = Task(
|
||||
description="Don't give a Final Answer, instead keep using the `get_final_answer` tool.",
|
||||
tools=[get_final_answer],
|
||||
agent=agent,
|
||||
)
|
||||
|
||||
crew = Crew(agents=[agent], tasks=[task], max_rpm=1, verbose=2)
|
||||
|
||||
with patch.object(RPMController, "_wait_for_next_minute") as moveon:
|
||||
moveon.return_value = True
|
||||
crew.kickoff()
|
||||
captured = capsys.readouterr()
|
||||
assert "Max RPM reached, waiting for next minute to start." not in captured.out
|
||||
moveon.assert_not_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
def test_agent_without_max_rpm_respet_crew_rpm(capsys):
|
||||
from unittest.mock import patch
|
||||
|
||||
from langchain.tools import tool
|
||||
|
||||
@tool
|
||||
def get_final_answer(numbers) -> float:
|
||||
"""Get the final answer but don't give it yet, just re-use this
|
||||
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|
||||
return 42
|
||||
|
||||
agent1 = Agent(
|
||||
role="test role",
|
||||
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|
||||
backstory="test backstory",
|
||||
max_rpm=10,
|
||||
verbose=True,
|
||||
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|
||||
|
||||
agent2 = Agent(
|
||||
role="test role2",
|
||||
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|
||||
backstory="test backstory2",
|
||||
max_iter=2,
|
||||
verbose=True,
|
||||
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|
||||
|
||||
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|
||||
Task(
|
||||
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|
||||
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|
||||
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|
||||
Task(
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
|
||||
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|
||||
|
||||
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|
||||
moveon.return_value = True
|
||||
crew.kickoff()
|
||||
captured = capsys.readouterr()
|
||||
assert "Action: get_final_answer" in captured.out
|
||||
assert "Max RPM reached, waiting for next minute to start." in captured.out
|
||||
moveon.assert_called_once()
|
||||
|
||||
663
tests/cassettes/test_agent_respect_the_max_rpm_set.yaml
Normal file
663
tests/cassettes/test_agent_respect_the_max_rpm_set.yaml
Normal file
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from crewai.utilities import Logger, RPMController
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ceo = Agent(
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crew.kickoff()
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captured = capsys.readouterr()
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expected_strings = [
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"[Researcher] Task output:",
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"[DEBUG]: [Senior Writer] Task output:",
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]
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crew.verbose = False
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crew._logger = Logger(verbose_level=False)
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crew.kickoff()
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captured = capsys.readouterr()
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assert expected_string in captured.out
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# Now test with verbose set to 2
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crew.verbose = 2
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crew._logger = Logger(verbose_level=2)
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crew.kickoff()
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tasks=tasks,
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assert crew.cache_handler._cache == {}
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output = crew.kickoff()
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assert crew._cache_handler._cache == {"multiplier-2,6": "12"}
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assert output == "12"
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agent=agent,
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)
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tasks = task
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crew = Crew(agents=[agent], tasks=[task], max_rpm=2, verbose=2)
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crew = Crew(agents=[agent], tasks=[tasks], max_rpm=2, verbose=2)
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moveon.return_value = True
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crew.kickoff()
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captured = capsys.readouterr()
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Reference in New Issue
Block a user