From 6627845372dcd07a610b2b1dfab48e0a6bb6d9e9 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 04:19:06 +0800 Subject: [PATCH 01/66] feat: pass RuntimeState through event bus, add .checkpoint(directory) --- lib/crewai/src/crewai/__init__.py | 29 ++++++++++++++++++- lib/crewai/src/crewai/events/event_bus.py | 21 ++++++++++++-- .../crewai/events/types/event_bus_types.py | 13 +++++++-- .../src/crewai/events/utils/handlers.py | 8 ++++- 4 files changed, 64 insertions(+), 7 deletions(-) diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index a5344c8eba..c05e62db2a 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -184,7 +184,34 @@ def __getattr__(name: str) -> Any: | Annotated[Agent, Tag("agent")], Discriminator(_entity_discriminator), ] - RuntimeState = RootModel[list[Entity]] + + class RuntimeState(RootModel[list[Entity]]): + def checkpoint(self, directory: str) -> str: + """Write a checkpoint file to the directory. + + Args: + directory: Directory to write checkpoint files into. + + Returns: + The path of the written file. + """ + from datetime import datetime, timezone + from pathlib import Path as _Path + import uuid + + from crewai.context import capture_execution_context + + for entity in self.root: + entity.execution_context = capture_execution_context() + + dir_path = _Path(directory) + dir_path.mkdir(parents=True, exist_ok=True) + + ts = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%S") + filename = f"{ts}_{uuid.uuid4().hex[:8]}.json" + file_path = dir_path / filename + file_path.write_text(self.model_dump_json()) + return str(file_path) try: Agent.model_rebuild(force=True, _types_namespace=_full_namespace) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index eefe1ad88e..9675d9b4f2 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -11,6 +11,7 @@ from concurrent.futures import Future, ThreadPoolExecutor from contextlib import contextmanager import contextvars +import inspect import threading from typing import Any, Final, ParamSpec, TypeVar @@ -87,6 +88,7 @@ class CrewAIEventsBus: _futures_lock: threading.Lock _executor_initialized: bool _has_pending_events: bool + _runtime_state: Any def __new__(cls) -> Self: """Create or return the singleton instance. @@ -122,6 +124,7 @@ def _initialize(self) -> None: # Lazy initialization flags - executor and loop created on first emit self._executor_initialized = False self._has_pending_events = False + self._runtime_state: Any = None def _ensure_executor_initialized(self) -> None: """Lazily initialize the thread pool executor and event loop. @@ -248,6 +251,10 @@ def decorator(handler: Callable[P, R]) -> Callable[P, R]: return decorator + def set_runtime_state(self, state: Any) -> None: + """Set the RuntimeState that will be passed to event handlers.""" + self._runtime_state = state + def off( self, event_type: type[BaseEvent], @@ -294,10 +301,12 @@ def _call_handlers( event: The event instance handlers: Frozenset of sync handlers to call """ + state = self._runtime_state errors: list[tuple[SyncHandler, Exception]] = [ (handler, error) for handler in handlers - if (error := is_call_handler_safe(handler, source, event)) is not None + if (error := is_call_handler_safe(handler, source, event, state)) + is not None ] if errors: @@ -319,7 +328,15 @@ async def _acall_handlers( event: The event instance handlers: Frozenset of async handlers to call """ - coros = [handler(source, event) for handler in handlers] + state = self._runtime_state + + async def _call(handler: AsyncHandler) -> Any: + sig = inspect.signature(handler) + if len(sig.parameters) >= 3: + return await handler(source, event, state) # type: ignore[call-arg] + return await handler(source, event) # type: ignore[call-arg] + + coros = [_call(handler) for handler in handlers] results = await asyncio.gather(*coros, return_exceptions=True) for handler, result in zip(handlers, results, strict=False): if isinstance(result, Exception): diff --git a/lib/crewai/src/crewai/events/types/event_bus_types.py b/lib/crewai/src/crewai/events/types/event_bus_types.py index 8a650a7311..677f6ce93d 100644 --- a/lib/crewai/src/crewai/events/types/event_bus_types.py +++ b/lib/crewai/src/crewai/events/types/event_bus_types.py @@ -6,10 +6,17 @@ from crewai.events.base_events import BaseEvent -SyncHandler: TypeAlias = Callable[[Any, BaseEvent], None] -AsyncHandler: TypeAlias = Callable[[Any, BaseEvent], Coroutine[Any, Any, None]] +SyncHandler: TypeAlias = ( + Callable[[Any, BaseEvent], None] | Callable[[Any, BaseEvent, Any], None] +) +AsyncHandler: TypeAlias = ( + Callable[[Any, BaseEvent], Coroutine[Any, Any, None]] + | Callable[[Any, BaseEvent, Any], Coroutine[Any, Any, None]] +) SyncHandlerSet: TypeAlias = frozenset[SyncHandler] AsyncHandlerSet: TypeAlias = frozenset[AsyncHandler] -Handler: TypeAlias = Callable[[Any, BaseEvent], Any] +Handler: TypeAlias = ( + Callable[[Any, BaseEvent], Any] | Callable[[Any, BaseEvent, Any], Any] +) ExecutionPlan: TypeAlias = list[set[Handler]] diff --git a/lib/crewai/src/crewai/events/utils/handlers.py b/lib/crewai/src/crewai/events/utils/handlers.py index bc3e76eee8..4c7dc31a3a 100644 --- a/lib/crewai/src/crewai/events/utils/handlers.py +++ b/lib/crewai/src/crewai/events/utils/handlers.py @@ -41,6 +41,7 @@ def is_call_handler_safe( handler: SyncHandler, source: Any, event: BaseEvent, + state: Any = None, ) -> Exception | None: """Safely call a single handler and return any exception. @@ -48,12 +49,17 @@ def is_call_handler_safe( handler: The handler function to call source: The object that emitted the event event: The event instance + state: Optional RuntimeState passed as third arg if handler accepts it Returns: Exception if handler raised one, None otherwise """ try: - handler(source, event) + sig = inspect.signature(handler) + if len(sig.parameters) >= 3: + handler(source, event, state) # type: ignore[call-arg] + else: + handler(source, event) # type: ignore[call-arg] return None except Exception as e: return e From cf241d85e890244a8ee2792291357fe3f1048a7b Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 05:33:15 +0800 Subject: [PATCH 02/66] feat: pass RuntimeState through event bus, add .checkpoint() and .from_checkpoint() --- lib/crewai/src/crewai/__init__.py | 25 ++++ lib/crewai/src/crewai/agent/core.py | 7 +- .../crewai/agents/agent_builder/base_agent.py | 23 +++- .../base_agent_executor_mixin.py | 61 ++++++--- .../src/crewai/agents/crew_agent_executor.py | 126 ++++++++---------- lib/crewai/src/crewai/crew.py | 28 ++++ .../src/crewai/experimental/agent_executor.py | 24 ++-- lib/crewai/src/crewai/flow/flow.py | 21 +++ 8 files changed, 201 insertions(+), 114 deletions(-) diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index c05e62db2a..fb64f61114 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -185,6 +185,30 @@ def __getattr__(name: str) -> Any: Discriminator(_entity_discriminator), ] + def _sync_checkpoint_fields(entity: object) -> None: + """Copy private runtime attrs into checkpoint fields before serializing.""" + if isinstance(entity, Flow): + entity.checkpoint_completed_methods = ( + set(entity._completed_methods) if entity._completed_methods else None + ) + entity.checkpoint_method_outputs = ( + list(entity._method_outputs) if entity._method_outputs else None + ) + entity.checkpoint_method_counts = ( + {str(k): v for k, v in entity._method_execution_counts.items()} + if entity._method_execution_counts + else None + ) + entity.checkpoint_state = ( + entity._copy_and_serialize_state() + if entity._state is not None + else None + ) + if isinstance(entity, Crew): + entity.checkpoint_inputs = entity._inputs + entity.checkpoint_train = entity._train + entity.checkpoint_kickoff_event_id = entity._kickoff_event_id + class RuntimeState(RootModel[list[Entity]]): def checkpoint(self, directory: str) -> str: """Write a checkpoint file to the directory. @@ -203,6 +227,7 @@ def checkpoint(self, directory: str) -> str: for entity in self.root: entity.execution_context = capture_execution_context() + _sync_checkpoint_fields(entity) dir_path = _Path(directory) dir_path.mkdir(parents=True, exist_ok=True) diff --git a/lib/crewai/src/crewai/agent/core.py b/lib/crewai/src/crewai/agent/core.py index 34250436f0..46ff903c1b 100644 --- a/lib/crewai/src/crewai/agent/core.py +++ b/lib/crewai/src/crewai/agent/core.py @@ -27,7 +27,6 @@ BeforeValidator, ConfigDict, Field, - InstanceOf, PrivateAttr, model_validator, ) @@ -297,8 +296,8 @@ class Agent(BaseAgent): Can be a single A2AConfig/A2AClientConfig/A2AServerConfig, or a list of any number of A2AConfig/A2AClientConfig with a single A2AServerConfig. """, ) - agent_executor: InstanceOf[CrewAgentExecutor] | InstanceOf[AgentExecutor] | None = ( - Field(default=None, description="An instance of the CrewAgentExecutor class.") + agent_executor: CrewAgentExecutor | AgentExecutor | None = Field( + default=None, description="An instance of the CrewAgentExecutor class." ) executor_class: Annotated[ type[CrewAgentExecutor] | type[AgentExecutor], @@ -1011,7 +1010,7 @@ def create_agent_executor( ) self.agent_executor = self.executor_class( llm=self.llm, - task=task, # type: ignore[arg-type] + task=task, i18n=self.i18n, agent=self, crew=self.crew, # type: ignore[arg-type] diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index d71f27a2d9..4e81878926 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -14,7 +14,6 @@ BaseModel, BeforeValidator, Field, - InstanceOf, PrivateAttr, field_validator, model_validator, @@ -197,7 +196,7 @@ class BaseAgent(BaseModel, ABC, metaclass=AgentMeta): max_iter: int = Field( default=25, description="Maximum iterations for an agent to execute a task" ) - agent_executor: InstanceOf[CrewAgentExecutorMixin] | None = Field( + agent_executor: CrewAgentExecutorMixin | None = Field( default=None, description="An instance of the CrewAgentExecutor class." ) llm: Annotated[ @@ -276,6 +275,26 @@ class BaseAgent(BaseModel, ABC, metaclass=AgentMeta): ) execution_context: ExecutionContext | None = Field(default=None) + @classmethod + def from_checkpoint(cls, path: str) -> Self: + """Restore an Agent from a checkpoint file.""" + from pathlib import Path as _Path + + from crewai.context import apply_execution_context + + json_str = _Path(path).read_text() + from crewai import RuntimeState + + state = RuntimeState.model_validate_json( + json_str, context={"from_checkpoint": True} + ) + for entity in state.root: + if isinstance(entity, cls): + if entity.execution_context is not None: + apply_execution_context(entity.execution_context) + return entity + raise ValueError(f"No {cls.__name__} found in checkpoint: {path}") + @model_validator(mode="before") @classmethod def process_model_config(cls, values: Any) -> dict[str, Any]: diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py index 6d01f1e27d..566404d5db 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py @@ -1,6 +1,8 @@ from __future__ import annotations -from typing import TYPE_CHECKING +from typing import TYPE_CHECKING, Any + +from pydantic import BaseModel, Field, PrivateAttr from crewai.agents.parser import AgentFinish from crewai.memory.utils import sanitize_scope_name @@ -9,22 +11,44 @@ if TYPE_CHECKING: - from crewai.agent import Agent - from crewai.crew import Crew - from crewai.task import Task - from crewai.utilities.i18n import I18N - from crewai.utilities.types import LLMMessage - - -class CrewAgentExecutorMixin: - crew: Crew | None - agent: Agent - task: Task | None - iterations: int - max_iter: int - messages: list[LLMMessage] - _i18n: I18N - _printer: Printer = Printer() + pass + + +class CrewAgentExecutorMixin(BaseModel): + model_config = {"arbitrary_types_allowed": True} + + _crew: Any = PrivateAttr(default=None) + _agent: Any = PrivateAttr(default=None) + _task: Any = PrivateAttr(default=None) + iterations: int = Field(default=0) + max_iter: int = Field(default=25) + messages: list[Any] = Field(default_factory=list) + _i18n: Any = PrivateAttr(default=None) + _printer: Printer = PrivateAttr(default_factory=Printer) + + @property + def crew(self) -> Any: + return self._crew + + @crew.setter + def crew(self, value: Any) -> None: + self._crew = value + + @property + def agent(self) -> Any: + return self._agent + + @agent.setter + def agent(self, value: Any) -> None: + self._agent = value + + @property + def task(self) -> Any: + return self._task + + @task.setter + def task(self, value: Any) -> None: + self._task = value def _save_to_memory(self, output: AgentFinish) -> None: """Save task result to unified memory (memory or crew._memory). @@ -49,11 +73,9 @@ def _save_to_memory(self, output: AgentFinish) -> None: ) extracted = memory.extract_memories(raw) if extracted: - # Get the memory's existing root_scope base_root = getattr(memory, "root_scope", None) if isinstance(base_root, str) and base_root: - # Memory has a root_scope — extend it with agent info agent_role = self.agent.role or "unknown" sanitized_role = sanitize_scope_name(agent_role) agent_root = f"{base_root.rstrip('/')}/agent/{sanitized_role}" @@ -63,7 +85,6 @@ def _save_to_memory(self, output: AgentFinish) -> None: extracted, agent_role=self.agent.role, root_scope=agent_root ) else: - # No base root_scope — don't inject one, preserve backward compat memory.remember_many(extracted, agent_role=self.agent.role) except Exception as e: self.agent._logger.log("error", f"Failed to save to memory: {e}") diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index 0707f59d60..cc70319072 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -14,8 +14,7 @@ import logging from typing import TYPE_CHECKING, Any, Literal, cast -from pydantic import BaseModel, GetCoreSchemaHandler, ValidationError -from pydantic_core import CoreSchema, core_schema +from pydantic import BaseModel, Field, ValidationError from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin from crewai.agents.parser import ( @@ -58,7 +57,6 @@ from crewai.utilities.constants import TRAINING_DATA_FILE from crewai.utilities.file_store import aget_all_files, get_all_files from crewai.utilities.i18n import I18N, get_i18n -from crewai.utilities.printer import Printer from crewai.utilities.string_utils import sanitize_tool_name from crewai.utilities.tool_utils import ( aexecute_tool_and_check_finality, @@ -89,19 +87,38 @@ class CrewAgentExecutor(CrewAgentExecutorMixin): LLM interactions, tool execution, and feedback handling. """ + llm: Any = Field(default=None) + prompt: Any = Field(default=None) + tools: list[Any] = Field(default_factory=list) + tools_names: str = Field(default="") + stop: list[str] = Field(default_factory=list) + tools_description: str = Field(default="") + tools_handler: Any = Field(default=None) + step_callback: Any = Field(default=None) + original_tools: list[Any] = Field(default_factory=list) + function_calling_llm: Any = Field(default=None) + respect_context_window: bool = Field(default=False) + request_within_rpm_limit: Any = Field(default=None) + callbacks: list[Any] = Field(default_factory=list) + response_model: Any = Field(default=None) + ask_for_human_input: bool = Field(default=False) + log_error_after: int = Field(default=3) + before_llm_call_hooks: list[Any] = Field(default_factory=list) + after_llm_call_hooks: list[Any] = Field(default_factory=list) + def __init__( self, - llm: BaseLLM, - task: Task, - crew: Crew, - agent: Agent, - prompt: SystemPromptResult | StandardPromptResult, - max_iter: int, - tools: list[CrewStructuredTool], - tools_names: str, - stop_words: list[str], - tools_description: str, - tools_handler: ToolsHandler, + llm: BaseLLM | None = None, + task: Task | None = None, + crew: Crew | None = None, + agent: Agent | None = None, + prompt: SystemPromptResult | StandardPromptResult | None = None, + max_iter: int = 25, + tools: list[CrewStructuredTool] | None = None, + tools_names: str = "", + stop_words: list[str] | None = None, + tools_description: str = "", + tools_handler: ToolsHandler | None = None, step_callback: Any = None, original_tools: list[BaseTool] | None = None, function_calling_llm: BaseLLM | Any | None = None, @@ -110,59 +127,33 @@ def __init__( callbacks: list[Any] | None = None, response_model: type[BaseModel] | None = None, i18n: I18N | None = None, + **kwargs: Any, ) -> None: - """Initialize executor. - - Args: - llm: Language model instance. - task: Task to execute. - crew: Crew instance. - agent: Agent to execute. - prompt: Prompt templates. - max_iter: Maximum iterations. - tools: Available tools. - tools_names: Tool names string. - stop_words: Stop word list. - tools_description: Tool descriptions. - tools_handler: Tool handler instance. - step_callback: Optional step callback. - original_tools: Original tool list. - function_calling_llm: Optional function calling LLM. - respect_context_window: Respect context limits. - request_within_rpm_limit: RPM limit check function. - callbacks: Optional callbacks list. - response_model: Optional Pydantic model for structured outputs. - """ - self._i18n: I18N = i18n or get_i18n() - self.llm = llm - self.task = task - self.agent = agent + super().__init__( + llm=llm, + prompt=prompt, + tools=tools or [], + tools_names=tools_names, + stop=stop_words or [], + max_iter=max_iter, + callbacks=callbacks or [], + tools_handler=tools_handler, + original_tools=original_tools or [], + step_callback=step_callback, + tools_description=tools_description, + function_calling_llm=function_calling_llm, + respect_context_window=respect_context_window, + request_within_rpm_limit=request_within_rpm_limit, + response_model=response_model, + **kwargs, + ) self.crew = crew - self.prompt = prompt - self.tools = tools - self.tools_names = tools_names - self.stop = stop_words - self.max_iter = max_iter - self.callbacks = callbacks or [] - self._printer: Printer = Printer() - self.tools_handler = tools_handler - self.original_tools = original_tools or [] - self.step_callback = step_callback - self.tools_description = tools_description - self.function_calling_llm = function_calling_llm - self.respect_context_window = respect_context_window - self.request_within_rpm_limit = request_within_rpm_limit - self.response_model = response_model - self.ask_for_human_input = False - self.messages: list[LLMMessage] = [] - self.iterations = 0 - self.log_error_after = 3 - self.before_llm_call_hooks: list[Callable[..., Any]] = [] - self.after_llm_call_hooks: list[Callable[..., Any]] = [] + self.agent = agent + self.task = task + self._i18n = i18n or get_i18n() self.before_llm_call_hooks.extend(get_before_llm_call_hooks()) self.after_llm_call_hooks.extend(get_after_llm_call_hooks()) if self.llm: - # This may be mutating the shared llm object and needs further evaluation existing_stop = getattr(self.llm, "stop", []) self.llm.stop = list( set( @@ -1687,14 +1678,3 @@ def _format_feedback_message(self, feedback: str) -> LLMMessage: return format_message_for_llm( self._i18n.slice("feedback_instructions").format(feedback=feedback) ) - - @classmethod - def __get_pydantic_core_schema__( - cls, _source_type: Any, _handler: GetCoreSchemaHandler - ) -> CoreSchema: - """Generate Pydantic core schema for BaseClient Protocol. - - This allows the Protocol to be used in Pydantic models without - requiring arbitrary_types_allowed=True. - """ - return core_schema.any_schema() diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index bd84f30673..37b9b1de9a 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -353,6 +353,34 @@ class Crew(FlowTrackable, BaseModel): checkpoint_train: bool | None = Field(default=None) checkpoint_kickoff_event_id: str | None = Field(default=None) + @classmethod + def from_checkpoint(cls, path: str) -> Crew: + """Restore a Crew from a checkpoint file. + + Args: + path: Path to a checkpoint JSON file. + + Returns: + A Crew instance with state restored from the checkpoint. + """ + from pathlib import Path as _Path + + from crewai.context import apply_execution_context + + json_str = _Path(path).read_text() + # Parse as RuntimeState to handle discriminated union + from crewai import RuntimeState + + state = RuntimeState.model_validate_json( + json_str, context={"from_checkpoint": True} + ) + for entity in state.root: + if isinstance(entity, cls): + if entity.execution_context is not None: + apply_execution_context(entity.execution_context) + return entity + raise ValueError(f"No Crew found in checkpoint: {path}") + @field_validator("id", mode="before") @classmethod def _deny_user_set_id(cls, v: UUID4 | None, info: Any) -> UUID4 | None: diff --git a/lib/crewai/src/crewai/experimental/agent_executor.py b/lib/crewai/src/crewai/experimental/agent_executor.py index bbd14f518d..a736c1f66d 100644 --- a/lib/crewai/src/crewai/experimental/agent_executor.py +++ b/lib/crewai/src/crewai/experimental/agent_executor.py @@ -106,11 +106,8 @@ if TYPE_CHECKING: - from crewai.agent import Agent from crewai.agents.tools_handler import ToolsHandler - from crewai.crew import Crew from crewai.llms.base_llm import BaseLLM - from crewai.task import Task from crewai.tools.tool_types import ToolResult from crewai.utilities.prompts import StandardPromptResult, SystemPromptResult @@ -155,7 +152,7 @@ class AgentExecutorState(BaseModel): ) -class AgentExecutor(Flow[AgentExecutorState], CrewAgentExecutorMixin): +class AgentExecutor(Flow[AgentExecutorState], CrewAgentExecutorMixin): # type: ignore[pydantic-unexpected] """Agent Executor for both standalone agents and crew-bound agents. _skip_auto_memory prevents Flow from eagerly allocating a Memory @@ -174,7 +171,6 @@ class AgentExecutor(Flow[AgentExecutorState], CrewAgentExecutorMixin): suppress_flow_events: bool = True # always suppress for executor llm: BaseLLM = Field(exclude=True) - agent: Agent = Field(exclude=True) prompt: SystemPromptResult | StandardPromptResult = Field(exclude=True) max_iter: int = Field(default=25, exclude=True) tools: list[CrewStructuredTool] = Field(default_factory=list, exclude=True) @@ -182,8 +178,6 @@ class AgentExecutor(Flow[AgentExecutorState], CrewAgentExecutorMixin): stop_words: list[str] = Field(default_factory=list, exclude=True) tools_description: str = Field(default="", exclude=True) tools_handler: ToolsHandler | None = Field(default=None, exclude=True) - task: Task | None = Field(default=None, exclude=True) - crew: Crew | None = Field(default=None, exclude=True) step_callback: Any = Field(default=None, exclude=True) original_tools: list[BaseTool] = Field(default_factory=list, exclude=True) function_calling_llm: BaseLLM | None = Field(default=None, exclude=True) @@ -268,20 +262,20 @@ def state(self) -> AgentExecutorState: """Get thread-safe state proxy.""" return StateProxy(self._state, self._state_lock) # type: ignore[return-value] - @property + @property # type: ignore[misc] def iterations(self) -> int: """Compatibility property for mixin - returns state iterations.""" - return self._state.iterations # type: ignore[no-any-return] + return int(self._state.iterations) @iterations.setter def iterations(self, value: int) -> None: """Set state iterations.""" self._state.iterations = value - @property + @property # type: ignore[misc] def messages(self) -> list[LLMMessage]: """Compatibility property - returns state messages.""" - return self._state.messages # type: ignore[no-any-return] + return list(self._state.messages) @messages.setter def messages(self, value: list[LLMMessage]) -> None: @@ -395,28 +389,28 @@ def _get_reasoning_effort(self) -> str: """ config = self.agent.planning_config if config is not None: - return config.reasoning_effort + return str(config.reasoning_effort) return "medium" def _get_max_replans(self) -> int: """Get max replans from planning config or default to 3.""" config = self.agent.planning_config if config is not None: - return config.max_replans + return int(config.max_replans) return 3 def _get_max_step_iterations(self) -> int: """Get max step iterations from planning config or default to 15.""" config = self.agent.planning_config if config is not None: - return config.max_step_iterations + return int(config.max_step_iterations) return 15 def _get_step_timeout(self) -> int | None: """Get per-step timeout from planning config or default to None.""" config = self.agent.planning_config if config is not None: - return config.step_timeout + return int(config.step_timeout) if config.step_timeout is not None else None return None def _build_context_for_todo(self, todo: TodoItem) -> StepExecutionContext: diff --git a/lib/crewai/src/crewai/flow/flow.py b/lib/crewai/src/crewai/flow/flow.py index a1be6317a7..cad4da304d 100644 --- a/lib/crewai/src/crewai/flow/flow.py +++ b/lib/crewai/src/crewai/flow/flow.py @@ -919,6 +919,27 @@ class Flow(BaseModel, Generic[T], metaclass=FlowMeta): max_method_calls: int = Field(default=100) execution_context: ExecutionContext | None = Field(default=None) + + @classmethod + def from_checkpoint(cls, path: str) -> Flow: # type: ignore[type-arg] + """Restore a Flow from a checkpoint file.""" + from pathlib import Path as _Path + + from crewai.context import apply_execution_context + + json_str = _Path(path).read_text() + from crewai import RuntimeState + + state = RuntimeState.model_validate_json( + json_str, context={"from_checkpoint": True} + ) + for entity in state.root: + if isinstance(entity, cls): + if entity.execution_context is not None: + apply_execution_context(entity.execution_context) + return entity + raise ValueError(f"No {cls.__name__} found in checkpoint: {path}") + checkpoint_completed_methods: set[str] | None = Field(default=None) checkpoint_method_outputs: list[Any] | None = Field(default=None) checkpoint_method_counts: dict[str, int] | None = Field(default=None) From 2e1f88223431daabc0b4a63ebd2e3f5226e926e0 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 12:03:11 +0800 Subject: [PATCH 03/66] feat: convert executor/tools/prompts to BaseModel, enable checkpoint resume via kickoff() --- lib/crewai/src/crewai/crew.py | 27 ++++++- .../src/crewai/tools/structured_tool.py | 70 ++++++++----------- lib/crewai/src/crewai/utilities/prompts.py | 20 ++++-- .../utilities/token_counter_callback.py | 46 ++++-------- 4 files changed, 81 insertions(+), 82 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 37b9b1de9a..162462fe4c 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -355,20 +355,19 @@ class Crew(FlowTrackable, BaseModel): @classmethod def from_checkpoint(cls, path: str) -> Crew: - """Restore a Crew from a checkpoint file. + """Restore a Crew from a checkpoint file, ready to resume via kickoff(). Args: path: Path to a checkpoint JSON file. Returns: - A Crew instance with state restored from the checkpoint. + A Crew instance. Call kickoff() to resume from the last completed task. """ from pathlib import Path as _Path from crewai.context import apply_execution_context json_str = _Path(path).read_text() - # Parse as RuntimeState to handle discriminated union from crewai import RuntimeState state = RuntimeState.model_validate_json( @@ -378,9 +377,28 @@ def from_checkpoint(cls, path: str) -> Crew: if isinstance(entity, cls): if entity.execution_context is not None: apply_execution_context(entity.execution_context) + entity._restore_runtime() return entity raise ValueError(f"No Crew found in checkpoint: {path}") + def _restore_runtime(self) -> None: + """Re-create runtime objects after restoring from a checkpoint.""" + for agent in self.agents: + if isinstance(agent.llm, str): + agent.llm = create_llm(agent.llm) + agent.crew = self + agent.agent_executor = None + for task in self.tasks: + if task.agent is not None: + for agent in self.agents: + if agent.role == task.agent.role: + task.agent = agent + break + if self.checkpoint_inputs is not None: + self._inputs = self.checkpoint_inputs + if self.checkpoint_kickoff_event_id is not None: + self._kickoff_event_id = self.checkpoint_kickoff_event_id + @field_validator("id", mode="before") @classmethod def _deny_user_set_id(cls, v: UUID4 | None, info: Any) -> UUID4 | None: @@ -1264,6 +1282,9 @@ def _create_manager_agent(self) -> None: manager.crew = self def _get_execution_start_index(self, tasks: list[Task]) -> int | None: + for i, task in enumerate(tasks): + if task.output is None: + return i if i > 0 else None return None def _execute_tasks( diff --git a/lib/crewai/src/crewai/tools/structured_tool.py b/lib/crewai/src/crewai/tools/structured_tool.py index 60a457f3bf..766c75f206 100644 --- a/lib/crewai/src/crewai/tools/structured_tool.py +++ b/lib/crewai/src/crewai/tools/structured_tool.py @@ -7,14 +7,22 @@ import textwrap from typing import TYPE_CHECKING, Any, get_type_hints -from pydantic import BaseModel, Field, create_model +from pydantic import ( + BaseModel, + ConfigDict, + Field, + PrivateAttr, + create_model, + model_validator, +) +from typing_extensions import Self from crewai.utilities.logger import Logger from crewai.utilities.string_utils import sanitize_tool_name if TYPE_CHECKING: - from crewai.tools.base_tool import BaseTool + pass def build_schema_hint(args_schema: type[BaseModel]) -> str: @@ -42,49 +50,31 @@ class ToolUsageLimitExceededError(Exception): """Exception raised when a tool has reached its maximum usage limit.""" -class CrewStructuredTool: +class CrewStructuredTool(BaseModel): """A structured tool that can operate on any number of inputs. This tool intends to replace StructuredTool with a custom implementation that integrates better with CrewAI's ecosystem. """ - def __init__( - self, - name: str, - description: str, - args_schema: type[BaseModel], - func: Callable[..., Any], - result_as_answer: bool = False, - max_usage_count: int | None = None, - current_usage_count: int = 0, - cache_function: Callable[..., bool] | None = None, - ) -> None: - """Initialize the structured tool. - - Args: - name: The name of the tool - description: A description of what the tool does - args_schema: The pydantic model for the tool's arguments - func: The function to run when the tool is called - result_as_answer: Whether to return the output directly - max_usage_count: Maximum number of times this tool can be used. None means unlimited usage. - current_usage_count: Current number of times this tool has been used. - cache_function: Function to determine if the tool result should be cached. - """ - self.name = name - self.description = description - self.args_schema = args_schema - self.func = func - self._logger = Logger() - self.result_as_answer = result_as_answer - self.max_usage_count = max_usage_count - self.current_usage_count = current_usage_count - self.cache_function = cache_function - self._original_tool: BaseTool | None = None - - # Validate the function signature matches the schema - self._validate_function_signature() + model_config = ConfigDict(arbitrary_types_allowed=True) + + name: str = Field(default="") + description: str = Field(default="") + args_schema: Any = Field(default=None) + func: Any = Field(default=None, exclude=True) + result_as_answer: bool = Field(default=False) + max_usage_count: int | None = Field(default=None) + current_usage_count: int = Field(default=0) + cache_function: Any = Field(default=None, exclude=True) + _logger: Logger = PrivateAttr(default_factory=Logger) + _original_tool: Any = PrivateAttr(default=None) + + @model_validator(mode="after") + def _validate_func(self) -> Self: + if self.func is not None: + self._validate_function_signature() + return self @classmethod def from_function( @@ -230,7 +220,7 @@ def _parse_args(self, raw_args: str | dict[str, Any]) -> dict[str, Any]: try: validated_args = self.args_schema.model_validate(raw_args) - return validated_args.model_dump() + return dict(validated_args.model_dump()) except Exception as e: hint = build_schema_hint(self.args_schema) raise ValueError(f"Arguments validation failed: {e}{hint}") from e diff --git a/lib/crewai/src/crewai/utilities/prompts.py b/lib/crewai/src/crewai/utilities/prompts.py index e88a9708a9..821623b897 100644 --- a/lib/crewai/src/crewai/utilities/prompts.py +++ b/lib/crewai/src/crewai/utilities/prompts.py @@ -2,25 +2,33 @@ from __future__ import annotations -from typing import Annotated, Any, Literal +from typing import Any, Literal from pydantic import BaseModel, Field -from typing_extensions import TypedDict from crewai.utilities.i18n import I18N, get_i18n -class StandardPromptResult(TypedDict): +class StandardPromptResult(BaseModel): """Result with only prompt field for standard mode.""" - prompt: Annotated[str, "The generated prompt string"] + prompt: str = Field(default="") + + def get(self, key: str, default: Any = None) -> Any: + return getattr(self, key, default) + + def __getitem__(self, key: str) -> Any: + return getattr(self, key) + + def __contains__(self, key: str) -> bool: + return hasattr(self, key) and getattr(self, key) is not None class SystemPromptResult(StandardPromptResult): """Result with system, user, and prompt fields for system prompt mode.""" - system: Annotated[str, "The system prompt component"] - user: Annotated[str, "The user prompt component"] + system: str = Field(default="") + user: str = Field(default="") COMPONENTS = Literal[ diff --git a/lib/crewai/src/crewai/utilities/token_counter_callback.py b/lib/crewai/src/crewai/utilities/token_counter_callback.py index 9c3a5cc5f7..64a0ab2998 100644 --- a/lib/crewai/src/crewai/utilities/token_counter_callback.py +++ b/lib/crewai/src/crewai/utilities/token_counter_callback.py @@ -7,6 +7,8 @@ from typing import Any +from pydantic import BaseModel, Field + from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess from crewai.utilities.logger_utils import suppress_warnings @@ -21,35 +23,24 @@ LITELLM_AVAILABLE = False -# Create a base class that conditionally inherits from litellm's CustomLogger -# when available, or from object when not available -if LITELLM_AVAILABLE and LiteLLMCustomLogger is not None: - _BaseClass: type = LiteLLMCustomLogger -else: - _BaseClass = object - - -class TokenCalcHandler(_BaseClass): # type: ignore[misc] +class TokenCalcHandler(BaseModel): """Handler for calculating and tracking token usage in LLM calls. This handler tracks prompt tokens, completion tokens, and cached tokens across requests. It works standalone and also integrates with litellm's logging system when litellm is installed (for the fallback path). - - Attributes: - token_cost_process: The token process tracker to accumulate usage metrics. """ - def __init__(self, token_cost_process: TokenProcess | None, **kwargs: Any) -> None: - """Initialize the token calculation handler. + model_config = {"arbitrary_types_allowed": True} - Args: - token_cost_process: Optional token process tracker for accumulating metrics. - """ - # Only call super().__init__ if we have a real parent class with __init__ - if LITELLM_AVAILABLE and LiteLLMCustomLogger is not None: - super().__init__(**kwargs) - self.token_cost_process = token_cost_process + token_cost_process: TokenProcess | None = Field(default=None) + + def __init__( + self, token_cost_process: TokenProcess | None = None, /, **kwargs: Any + ) -> None: + if token_cost_process is not None: + kwargs["token_cost_process"] = token_cost_process + super().__init__(**kwargs) def log_success_event( self, @@ -58,18 +49,7 @@ def log_success_event( start_time: float, end_time: float, ) -> None: - """Log successful LLM API call and track token usage. - - This method has the same interface as litellm's CustomLogger.log_success_event() - so it can be used as a litellm callback when litellm is installed, or called - directly when litellm is not installed. - - Args: - kwargs: The arguments passed to the LLM call. - response_obj: The response object from the LLM API. - start_time: The timestamp when the call started. - end_time: The timestamp when the call completed. - """ + """Log successful LLM API call and track token usage.""" if self.token_cost_process is None: return From 743ebedd1bb78ffe68ea1257dbf8fc60e3f0c516 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 12:21:05 +0800 Subject: [PATCH 04/66] fix: preserve kickoff_event_id on resume, verbose already works --- lib/crewai/src/crewai/crews/utils.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/lib/crewai/src/crewai/crews/utils.py b/lib/crewai/src/crewai/crews/utils.py index 2b62240d2e..d9edb2b0ac 100644 --- a/lib/crewai/src/crewai/crews/utils.py +++ b/lib/crewai/src/crewai/crews/utils.py @@ -297,7 +297,8 @@ def prepare_kickoff( normalized = before_callback(normalized) started_event = CrewKickoffStartedEvent(crew_name=crew.name, inputs=normalized) - crew._kickoff_event_id = started_event.event_id + if crew._kickoff_event_id is None: + crew._kickoff_event_id = started_event.event_id future = crewai_event_bus.emit(crew, started_event) if future is not None: try: From 9ab85e642c30302ae627fd570ba36aa661bed5b5 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 12:41:13 +0800 Subject: [PATCH 05/66] refactor: make CrewAgentExecutorMixin a proper base class with Fields instead of PrivateAttr properties --- .../base_agent_executor_mixin.py | 43 +++---------------- .../src/crewai/agents/crew_agent_executor.py | 6 +-- 2 files changed, 8 insertions(+), 41 deletions(-) diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py index 566404d5db..224bcb7761 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py @@ -1,6 +1,6 @@ from __future__ import annotations -from typing import TYPE_CHECKING, Any +from typing import Any from pydantic import BaseModel, Field, PrivateAttr @@ -10,53 +10,20 @@ from crewai.utilities.string_utils import sanitize_tool_name -if TYPE_CHECKING: - pass - - class CrewAgentExecutorMixin(BaseModel): model_config = {"arbitrary_types_allowed": True} - _crew: Any = PrivateAttr(default=None) - _agent: Any = PrivateAttr(default=None) - _task: Any = PrivateAttr(default=None) + crew: Any = Field(default=None, exclude=True) + agent: Any = Field(default=None, exclude=True) + task: Any = Field(default=None, exclude=True) iterations: int = Field(default=0) max_iter: int = Field(default=25) messages: list[Any] = Field(default_factory=list) _i18n: Any = PrivateAttr(default=None) _printer: Printer = PrivateAttr(default_factory=Printer) - @property - def crew(self) -> Any: - return self._crew - - @crew.setter - def crew(self, value: Any) -> None: - self._crew = value - - @property - def agent(self) -> Any: - return self._agent - - @agent.setter - def agent(self, value: Any) -> None: - self._agent = value - - @property - def task(self) -> Any: - return self._task - - @task.setter - def task(self, value: Any) -> None: - self._task = value - def _save_to_memory(self, output: AgentFinish) -> None: - """Save task result to unified memory (memory or crew._memory). - - Extends the memory's root_scope with agent-specific path segment - (e.g., '/crew/research-crew/agent/researcher') so that agent memories - are scoped hierarchically under their crew. - """ + """Save task result to unified memory (memory or crew._memory).""" memory = getattr(self.agent, "memory", None) or ( getattr(self.crew, "_memory", None) if self.crew else None ) diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index cc70319072..479e7cee6c 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -131,6 +131,9 @@ def __init__( ) -> None: super().__init__( llm=llm, + crew=crew, + agent=agent, + task=task, prompt=prompt, tools=tools or [], tools_names=tools_names, @@ -147,9 +150,6 @@ def __init__( response_model=response_model, **kwargs, ) - self.crew = crew - self.agent = agent - self.task = task self._i18n = i18n or get_i18n() self.before_llm_call_hooks.extend(get_before_llm_call_hooks()) self.after_llm_call_hooks.extend(get_after_llm_call_hooks()) From 6504e39d47a834d319348cea1a4e39aa682bf625 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 17:12:41 +0800 Subject: [PATCH 06/66] feat: type executor fields, auto-register entities in event bus, convert TokenProcess to BaseModel --- lib/crewai/src/crewai/__init__.py | 13 ++ .../utilities/base_token_process.py | 55 ++----- .../src/crewai/agents/crew_agent_executor.py | 150 ++++++++---------- lib/crewai/src/crewai/events/event_bus.py | 28 +++- 4 files changed, 114 insertions(+), 132 deletions(-) diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index 82cee5148e..93cd1db3d1 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -120,8 +120,16 @@ def __getattr__(name: str) -> Any: "Task": Task, "CrewAgentExecutorMixin": _CrewAgentExecutorMixin, "ExecutionContext": ExecutionContext, + "StandardPromptResult": _StandardPromptResult, + "SystemPromptResult": _SystemPromptResult, } + from crewai.tools.base_tool import BaseTool as _BaseTool + from crewai.tools.structured_tool import CrewStructuredTool as _CrewStructuredTool + + _base_namespace["BaseTool"] = _BaseTool + _base_namespace["CrewStructuredTool"] = _CrewStructuredTool + try: from crewai.a2a.config import ( A2AClientConfig as _A2AClientConfig, @@ -161,15 +169,20 @@ def __getattr__(name: str) -> Any: Crew.__module__, Flow.__module__, Task.__module__, + "crewai.agents.crew_agent_executor", _AgentExecutor.__module__, ): sys.modules[_mod_name].__dict__.update(_resolve_namespace) + from crewai.agents.crew_agent_executor import ( + CrewAgentExecutor as _CrewAgentExecutor, + ) from crewai.tasks.conditional_task import ConditionalTask as _ConditionalTask _BaseAgent.model_rebuild(force=True, _types_namespace=_full_namespace) Task.model_rebuild(force=True, _types_namespace=_full_namespace) _ConditionalTask.model_rebuild(force=True, _types_namespace=_full_namespace) + _CrewAgentExecutor.model_rebuild(force=True, _types_namespace=_full_namespace) Crew.model_rebuild(force=True, _types_namespace=_full_namespace) Flow.model_rebuild(force=True, _types_namespace=_full_namespace) _AgentExecutor.model_rebuild(force=True, _types_namespace=_full_namespace) diff --git a/lib/crewai/src/crewai/agents/agent_builder/utilities/base_token_process.py b/lib/crewai/src/crewai/agents/agent_builder/utilities/base_token_process.py index 1fa46dd611..7f1b2cf0fd 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/utilities/base_token_process.py +++ b/lib/crewai/src/crewai/agents/agent_builder/utilities/base_token_process.py @@ -1,71 +1,34 @@ -"""Token usage tracking utilities. +"""Token usage tracking utilities.""" -This module provides utilities for tracking token consumption and request -metrics during agent execution. -""" +from pydantic import BaseModel, Field from crewai.types.usage_metrics import UsageMetrics -class TokenProcess: - """Track token usage during agent processing. +class TokenProcess(BaseModel): + """Track token usage during agent processing.""" - Attributes: - total_tokens: Total number of tokens used. - prompt_tokens: Number of tokens used in prompts. - cached_prompt_tokens: Number of cached prompt tokens used. - completion_tokens: Number of tokens used in completions. - successful_requests: Number of successful requests made. - """ - - def __init__(self) -> None: - """Initialize token tracking with zero values.""" - self.total_tokens: int = 0 - self.prompt_tokens: int = 0 - self.cached_prompt_tokens: int = 0 - self.completion_tokens: int = 0 - self.successful_requests: int = 0 + total_tokens: int = Field(default=0) + prompt_tokens: int = Field(default=0) + cached_prompt_tokens: int = Field(default=0) + completion_tokens: int = Field(default=0) + successful_requests: int = Field(default=0) def sum_prompt_tokens(self, tokens: int) -> None: - """Add prompt tokens to the running totals. - - Args: - tokens: Number of prompt tokens to add. - """ self.prompt_tokens += tokens self.total_tokens += tokens def sum_completion_tokens(self, tokens: int) -> None: - """Add completion tokens to the running totals. - - Args: - tokens: Number of completion tokens to add. - """ self.completion_tokens += tokens self.total_tokens += tokens def sum_cached_prompt_tokens(self, tokens: int) -> None: - """Add cached prompt tokens to the running total. - - Args: - tokens: Number of cached prompt tokens to add. - """ self.cached_prompt_tokens += tokens def sum_successful_requests(self, requests: int) -> None: - """Add successful requests to the running total. - - Args: - requests: Number of successful requests to add. - """ self.successful_requests += requests def get_summary(self) -> UsageMetrics: - """Get a summary of all tracked metrics. - - Returns: - UsageMetrics object with current totals. - """ return UsageMetrics( total_tokens=self.total_tokens, prompt_tokens=self.prompt_tokens, diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index 479e7cee6c..d3b4829689 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -12,10 +12,19 @@ import contextvars import inspect import logging -from typing import TYPE_CHECKING, Any, Literal, cast - -from pydantic import BaseModel, Field, ValidationError +from typing import TYPE_CHECKING, Annotated, Any, Literal, cast + +from pydantic import ( + AliasChoices, + BaseModel, + BeforeValidator, + ConfigDict, + Field, + ValidationError, +) +from pydantic.functional_serializers import PlainSerializer +from crewai.agents.agent_builder.base_agent import _serialize_llm_ref, _validate_llm_ref from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin from crewai.agents.parser import ( AgentAction, @@ -68,11 +77,8 @@ logger = logging.getLogger(__name__) if TYPE_CHECKING: - from crewai.agent import Agent from crewai.agents.tools_handler import ToolsHandler - from crewai.crew import Crew from crewai.llms.base_llm import BaseLLM - from crewai.task import Task from crewai.tools.base_tool import BaseTool from crewai.tools.structured_tool import CrewStructuredTool from crewai.tools.tool_types import ToolResult @@ -87,73 +93,43 @@ class CrewAgentExecutor(CrewAgentExecutorMixin): LLM interactions, tool execution, and feedback handling. """ - llm: Any = Field(default=None) - prompt: Any = Field(default=None) - tools: list[Any] = Field(default_factory=list) + llm: Annotated[ + BaseLLM | str | None, + BeforeValidator(_validate_llm_ref), + PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + ] = Field(default=None) + prompt: SystemPromptResult | StandardPromptResult | None = Field(default=None) + tools: list[CrewStructuredTool] = Field(default_factory=list) tools_names: str = Field(default="") - stop: list[str] = Field(default_factory=list) + stop: list[str] = Field( + default_factory=list, validation_alias=AliasChoices("stop", "stop_words") + ) tools_description: str = Field(default="") - tools_handler: Any = Field(default=None) - step_callback: Any = Field(default=None) - original_tools: list[Any] = Field(default_factory=list) - function_calling_llm: Any = Field(default=None) + tools_handler: ToolsHandler | None = Field(default=None) + step_callback: Any = Field(default=None, exclude=True) + original_tools: list[BaseTool] = Field(default_factory=list) + function_calling_llm: Annotated[ + BaseLLM | str | None, + BeforeValidator(_validate_llm_ref), + PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + ] = Field(default=None) respect_context_window: bool = Field(default=False) - request_within_rpm_limit: Any = Field(default=None) - callbacks: list[Any] = Field(default_factory=list) - response_model: Any = Field(default=None) + request_within_rpm_limit: Any = Field(default=None, exclude=True) + callbacks: list[Any] = Field(default_factory=list, exclude=True) + response_model: Any = Field(default=None, exclude=True) ask_for_human_input: bool = Field(default=False) log_error_after: int = Field(default=3) - before_llm_call_hooks: list[Any] = Field(default_factory=list) - after_llm_call_hooks: list[Any] = Field(default_factory=list) + before_llm_call_hooks: list[Any] = Field(default_factory=list, exclude=True) + after_llm_call_hooks: list[Any] = Field(default_factory=list, exclude=True) - def __init__( - self, - llm: BaseLLM | None = None, - task: Task | None = None, - crew: Crew | None = None, - agent: Agent | None = None, - prompt: SystemPromptResult | StandardPromptResult | None = None, - max_iter: int = 25, - tools: list[CrewStructuredTool] | None = None, - tools_names: str = "", - stop_words: list[str] | None = None, - tools_description: str = "", - tools_handler: ToolsHandler | None = None, - step_callback: Any = None, - original_tools: list[BaseTool] | None = None, - function_calling_llm: BaseLLM | Any | None = None, - respect_context_window: bool = False, - request_within_rpm_limit: Callable[[], bool] | None = None, - callbacks: list[Any] | None = None, - response_model: type[BaseModel] | None = None, - i18n: I18N | None = None, - **kwargs: Any, - ) -> None: - super().__init__( - llm=llm, - crew=crew, - agent=agent, - task=task, - prompt=prompt, - tools=tools or [], - tools_names=tools_names, - stop=stop_words or [], - max_iter=max_iter, - callbacks=callbacks or [], - tools_handler=tools_handler, - original_tools=original_tools or [], - step_callback=step_callback, - tools_description=tools_description, - function_calling_llm=function_calling_llm, - respect_context_window=respect_context_window, - request_within_rpm_limit=request_within_rpm_limit, - response_model=response_model, - **kwargs, - ) + model_config = ConfigDict(arbitrary_types_allowed=True, populate_by_name=True) + + def __init__(self, i18n: I18N | None = None, **kwargs: Any) -> None: + super().__init__(**kwargs) self._i18n = i18n or get_i18n() self.before_llm_call_hooks.extend(get_before_llm_call_hooks()) self.after_llm_call_hooks.extend(get_after_llm_call_hooks()) - if self.llm: + if self.llm and not isinstance(self.llm, str): existing_stop = getattr(self.llm, "stop", []) self.llm.stop = list( set( @@ -170,7 +146,11 @@ def use_stop_words(self) -> bool: Returns: bool: True if tool should be used or not. """ - return self.llm.supports_stop_words() if self.llm else False + from crewai.llms.base_llm import BaseLLM + + return ( + self.llm.supports_stop_words() if isinstance(self.llm, BaseLLM) else False + ) def _setup_messages(self, inputs: dict[str, Any]) -> None: """Set up messages for the agent execution. @@ -182,7 +162,7 @@ def _setup_messages(self, inputs: dict[str, Any]) -> None: if provider.setup_messages(cast(ExecutorContext, cast(object, self))): return - if "system" in self.prompt: + if self.prompt is not None and "system" in self.prompt: system_prompt = self._format_prompt( cast(str, self.prompt.get("system", "")), inputs ) @@ -191,7 +171,7 @@ def _setup_messages(self, inputs: dict[str, Any]) -> None: ) self.messages.append(format_message_for_llm(system_prompt, role="system")) self.messages.append(format_message_for_llm(user_prompt)) - else: + elif self.prompt is not None: user_prompt = self._format_prompt(self.prompt.get("prompt", ""), inputs) self.messages.append(format_message_for_llm(user_prompt)) @@ -306,7 +286,7 @@ def _invoke_loop(self) -> AgentFinish: use_native_tools = ( hasattr(self.llm, "supports_function_calling") and callable(getattr(self.llm, "supports_function_calling", None)) - and self.llm.supports_function_calling() + and self.llm.supports_function_calling() # type: ignore[union-attr] and self.original_tools ) @@ -335,7 +315,7 @@ def _invoke_loop_react(self) -> AgentFinish: printer=self._printer, i18n=self._i18n, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, verbose=self.agent.verbose, ) @@ -344,7 +324,7 @@ def _invoke_loop_react(self) -> AgentFinish: enforce_rpm_limit(self.request_within_rpm_limit) answer = get_llm_response( - llm=self.llm, + llm=cast("BaseLLM", self.llm), messages=self.messages, callbacks=self.callbacks, printer=self._printer, @@ -441,7 +421,7 @@ def _invoke_loop_react(self) -> AgentFinish: respect_context_window=self.respect_context_window, printer=self._printer, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, i18n=self._i18n, verbose=self.agent.verbose, @@ -491,7 +471,7 @@ def _invoke_loop_native_tools(self) -> AgentFinish: printer=self._printer, i18n=self._i18n, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, verbose=self.agent.verbose, ) @@ -505,7 +485,7 @@ def _invoke_loop_native_tools(self) -> AgentFinish: # without executing them. The executor handles tool execution # via _handle_native_tool_calls to properly manage message history. answer = get_llm_response( - llm=self.llm, + llm=cast("BaseLLM", self.llm), messages=self.messages, callbacks=self.callbacks, printer=self._printer, @@ -578,7 +558,7 @@ def _invoke_loop_native_tools(self) -> AgentFinish: respect_context_window=self.respect_context_window, printer=self._printer, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, i18n=self._i18n, verbose=self.agent.verbose, @@ -598,7 +578,7 @@ def _invoke_loop_native_no_tools(self) -> AgentFinish: enforce_rpm_limit(self.request_within_rpm_limit) answer = get_llm_response( - llm=self.llm, + llm=cast("BaseLLM", self.llm), messages=self.messages, callbacks=self.callbacks, printer=self._printer, @@ -1150,7 +1130,7 @@ async def _ainvoke_loop(self) -> AgentFinish: use_native_tools = ( hasattr(self.llm, "supports_function_calling") and callable(getattr(self.llm, "supports_function_calling", None)) - and self.llm.supports_function_calling() + and self.llm.supports_function_calling() # type: ignore[union-attr] and self.original_tools ) @@ -1175,7 +1155,7 @@ async def _ainvoke_loop_react(self) -> AgentFinish: printer=self._printer, i18n=self._i18n, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, verbose=self.agent.verbose, ) @@ -1184,7 +1164,7 @@ async def _ainvoke_loop_react(self) -> AgentFinish: enforce_rpm_limit(self.request_within_rpm_limit) answer = await aget_llm_response( - llm=self.llm, + llm=cast("BaseLLM", self.llm), messages=self.messages, callbacks=self.callbacks, printer=self._printer, @@ -1279,7 +1259,7 @@ async def _ainvoke_loop_react(self) -> AgentFinish: respect_context_window=self.respect_context_window, printer=self._printer, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, i18n=self._i18n, verbose=self.agent.verbose, @@ -1323,7 +1303,7 @@ async def _ainvoke_loop_native_tools(self) -> AgentFinish: printer=self._printer, i18n=self._i18n, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, verbose=self.agent.verbose, ) @@ -1337,7 +1317,7 @@ async def _ainvoke_loop_native_tools(self) -> AgentFinish: # without executing them. The executor handles tool execution # via _handle_native_tool_calls to properly manage message history. answer = await aget_llm_response( - llm=self.llm, + llm=cast("BaseLLM", self.llm), messages=self.messages, callbacks=self.callbacks, printer=self._printer, @@ -1409,7 +1389,7 @@ async def _ainvoke_loop_native_tools(self) -> AgentFinish: respect_context_window=self.respect_context_window, printer=self._printer, messages=self.messages, - llm=self.llm, + llm=cast("BaseLLM", self.llm), callbacks=self.callbacks, i18n=self._i18n, verbose=self.agent.verbose, @@ -1429,7 +1409,7 @@ async def _ainvoke_loop_native_no_tools(self) -> AgentFinish: enforce_rpm_limit(self.request_within_rpm_limit) answer = await aget_llm_response( - llm=self.llm, + llm=cast("BaseLLM", self.llm), messages=self.messages, callbacks=self.callbacks, printer=self._printer, @@ -1642,7 +1622,7 @@ def _handle_human_feedback(self, formatted_answer: AgentFinish) -> AgentFinish: Final answer after feedback. """ provider = get_provider() - return provider.handle_feedback(formatted_answer, self) + return provider.handle_feedback(formatted_answer, self) # type: ignore[arg-type] async def _ahandle_human_feedback( self, formatted_answer: AgentFinish @@ -1656,7 +1636,7 @@ async def _ahandle_human_feedback( Final answer after feedback. """ provider = get_provider() - return await provider.handle_feedback_async(formatted_answer, self) + return await provider.handle_feedback_async(formatted_answer, self) # type: ignore[arg-type] def _is_training_mode(self) -> bool: """Check if training mode is active. diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 9675d9b4f2..9d31914f55 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -125,6 +125,7 @@ def _initialize(self) -> None: self._executor_initialized = False self._has_pending_events = False self._runtime_state: Any = None + self._registered_entity_ids: set[int] = set() def _ensure_executor_initialized(self) -> None: """Lazily initialize the thread pool executor and event loop. @@ -253,7 +254,26 @@ def decorator(handler: Callable[P, R]) -> Callable[P, R]: def set_runtime_state(self, state: Any) -> None: """Set the RuntimeState that will be passed to event handlers.""" - self._runtime_state = state + with self._instance_lock: + self._runtime_state = state + + _registered_entity_ids: set[int] + + def register_entity(self, entity: Any) -> None: + """Add an entity to the RuntimeState, creating it if needed.""" + eid = id(entity) + if eid in self._registered_entity_ids: + return + with self._instance_lock: + if eid in self._registered_entity_ids: + return + if self._runtime_state is None: + from crewai import RuntimeState + + self._runtime_state = RuntimeState(root=[entity]) + else: + self._runtime_state.root.append(entity) + self._registered_entity_ids.add(eid) def off( self, @@ -434,6 +454,12 @@ def emit(self, source: Any, event: BaseEvent) -> Future[None] | None: ... await asyncio.wrap_future(future) # In async test ... # or future.result(timeout=5.0) in sync code """ + if ( + hasattr(source, "entity_type") + and id(source) not in self._registered_entity_ids + ): + self.register_entity(source) + event.previous_event_id = get_last_event_id() event.triggered_by_event_id = get_triggering_event_id() event.emission_sequence = get_next_emission_sequence() From 78fbe455b946ed20fb5323c26884b569d1182c08 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 17:25:51 +0800 Subject: [PATCH 07/66] fix: TokenCalcHandler hashability, test MinimalExecutor as instance --- .../utilities/token_counter_callback.py | 2 + .../tests/memory/test_memory_root_scope.py | 68 +++++++------------ 2 files changed, 26 insertions(+), 44 deletions(-) diff --git a/lib/crewai/src/crewai/utilities/token_counter_callback.py b/lib/crewai/src/crewai/utilities/token_counter_callback.py index 64a0ab2998..d64e5b2f08 100644 --- a/lib/crewai/src/crewai/utilities/token_counter_callback.py +++ b/lib/crewai/src/crewai/utilities/token_counter_callback.py @@ -33,6 +33,8 @@ class TokenCalcHandler(BaseModel): model_config = {"arbitrary_types_allowed": True} + __hash__ = object.__hash__ + token_cost_process: TokenProcess | None = Field(default=None) def __init__( diff --git a/lib/crewai/tests/memory/test_memory_root_scope.py b/lib/crewai/tests/memory/test_memory_root_scope.py index 8b0c382afd..0647fa93b3 100644 --- a/lib/crewai/tests/memory/test_memory_root_scope.py +++ b/lib/crewai/tests/memory/test_memory_root_scope.py @@ -543,17 +543,12 @@ def test_agent_save_extends_crew_root_scope(self) -> None: mock_task.description = "Research task" mock_task.expected_output = "Report" - class MinimalExecutor(CrewAgentExecutorMixin): - crew = None - agent = mock_agent - task = mock_task - iterations = 0 - max_iter = 1 - messages = [] - _i18n = MagicMock() - _printer = Printer() - - executor = MinimalExecutor() + executor = CrewAgentExecutorMixin( + crew=None, + agent=mock_agent, + task=mock_task, + ) + executor._save_to_memory(AgentFinish(thought="", output="Result", text="Result")) mock_memory.remember_many.assert_called_once() @@ -582,17 +577,12 @@ def test_agent_save_sanitizes_role(self) -> None: mock_task.description = "Task" mock_task.expected_output = "Output" - class MinimalExecutor(CrewAgentExecutorMixin): - crew = None - agent = mock_agent - task = mock_task - iterations = 0 - max_iter = 1 - messages = [] - _i18n = MagicMock() - _printer = Printer() - - executor = MinimalExecutor() + executor = CrewAgentExecutorMixin( + crew=None, + agent=mock_agent, + task=mock_task, + ) + executor._save_to_memory(AgentFinish(thought="", output="R", text="R")) call_kwargs = mock_memory.remember_many.call_args.kwargs @@ -1077,17 +1067,12 @@ def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: mock_task.description = "Task" mock_task.expected_output = "Output" - class MinimalExecutor(CrewAgentExecutorMixin): - crew = None - agent = mock_agent - task = mock_task - iterations = 0 - max_iter = 1 - messages = [] - _i18n = MagicMock() - _printer = Printer() - - executor = MinimalExecutor() + executor = CrewAgentExecutorMixin( + crew=None, + agent=mock_agent, + task=mock_task, + ) + executor._save_to_memory(AgentFinish(thought="", output="R", text="R")) # Should NOT pass root_scope when memory has none @@ -1117,17 +1102,12 @@ def test_agent_executor_extends_root_scope_when_memory_has_one(self) -> None: mock_task.description = "Task" mock_task.expected_output = "Output" - class MinimalExecutor(CrewAgentExecutorMixin): - crew = None - agent = mock_agent - task = mock_task - iterations = 0 - max_iter = 1 - messages = [] - _i18n = MagicMock() - _printer = Printer() - - executor = MinimalExecutor() + executor = CrewAgentExecutorMixin( + crew=None, + agent=mock_agent, + task=mock_task, + ) + executor._save_to_memory(AgentFinish(thought="", output="R", text="R")) # Should pass extended root_scope From de9f121cf7adc18a062e104e1a76ceb8dca12af1 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 17:32:00 +0800 Subject: [PATCH 08/66] fix: type remaining Any fields on CrewAgentExecutor --- .../src/crewai/agents/crew_agent_executor.py | 20 +++++++++++++------ 1 file changed, 14 insertions(+), 6 deletions(-) diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index d3b4829689..7fdf8e49ec 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -46,6 +46,7 @@ get_after_tool_call_hooks, get_before_tool_call_hooks, ) +from crewai.types.callback import SerializableCallable from crewai.utilities.agent_utils import ( aget_llm_response, convert_tools_to_openai_schema, @@ -67,6 +68,7 @@ from crewai.utilities.file_store import aget_all_files, get_all_files from crewai.utilities.i18n import I18N, get_i18n from crewai.utilities.string_utils import sanitize_tool_name +from crewai.utilities.token_counter_callback import TokenCalcHandler from crewai.utilities.tool_utils import ( aexecute_tool_and_check_finality, execute_tool_and_check_finality, @@ -106,7 +108,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin): ) tools_description: str = Field(default="") tools_handler: ToolsHandler | None = Field(default=None) - step_callback: Any = Field(default=None, exclude=True) + step_callback: SerializableCallable | None = Field(default=None, exclude=True) original_tools: list[BaseTool] = Field(default_factory=list) function_calling_llm: Annotated[ BaseLLM | str | None, @@ -114,13 +116,19 @@ class CrewAgentExecutor(CrewAgentExecutorMixin): PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), ] = Field(default=None) respect_context_window: bool = Field(default=False) - request_within_rpm_limit: Any = Field(default=None, exclude=True) - callbacks: list[Any] = Field(default_factory=list, exclude=True) - response_model: Any = Field(default=None, exclude=True) + request_within_rpm_limit: SerializableCallable | None = Field( + default=None, exclude=True + ) + callbacks: list[TokenCalcHandler] = Field(default_factory=list, exclude=True) + response_model: type[BaseModel] | None = Field(default=None, exclude=True) ask_for_human_input: bool = Field(default=False) log_error_after: int = Field(default=3) - before_llm_call_hooks: list[Any] = Field(default_factory=list, exclude=True) - after_llm_call_hooks: list[Any] = Field(default_factory=list, exclude=True) + before_llm_call_hooks: list[SerializableCallable] = Field( + default_factory=list, exclude=True + ) + after_llm_call_hooks: list[SerializableCallable] = Field( + default_factory=list, exclude=True + ) model_config = ConfigDict(arbitrary_types_allowed=True, populate_by_name=True) From 0b980db1e9d8ff5290401a44900d023a75a0a9a8 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 17:42:47 +0800 Subject: [PATCH 09/66] fix: use spec= on test mocks for typed executor fields --- lib/crewai/tests/agents/test_async_agent_executor.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/lib/crewai/tests/agents/test_async_agent_executor.py b/lib/crewai/tests/agents/test_async_agent_executor.py index 01297bdcca..4b065637a1 100644 --- a/lib/crewai/tests/agents/test_async_agent_executor.py +++ b/lib/crewai/tests/agents/test_async_agent_executor.py @@ -8,13 +8,15 @@ from crewai.agents.crew_agent_executor import CrewAgentExecutor from crewai.agents.parser import AgentAction, AgentFinish +from crewai.agents.tools_handler import ToolsHandler +from crewai.llms.base_llm import BaseLLM from crewai.tools.tool_types import ToolResult @pytest.fixture def mock_llm() -> MagicMock: """Create a mock LLM for testing.""" - llm = MagicMock() + llm = MagicMock(spec=BaseLLM) llm.supports_stop_words.return_value = True llm.stop = [] return llm @@ -51,7 +53,7 @@ def mock_crew() -> MagicMock: @pytest.fixture def mock_tools_handler() -> MagicMock: """Create a mock tools handler.""" - return MagicMock() + return MagicMock(spec=ToolsHandler) @pytest.fixture From 3a08e954e76310b5207e4083042d54139039cd66 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 18:42:31 +0800 Subject: [PATCH 10/66] fix: replace object.__new__ and MinimalExecutor subclass with proper construction --- .../tests/agents/test_native_tool_calling.py | 18 ++++------- .../tests/memory/test_unified_memory.py | 32 ++++++------------- 2 files changed, 17 insertions(+), 33 deletions(-) diff --git a/lib/crewai/tests/agents/test_native_tool_calling.py b/lib/crewai/tests/agents/test_native_tool_calling.py index 73a2c51568..13c5dc5e1b 100644 --- a/lib/crewai/tests/agents/test_native_tool_calling.py +++ b/lib/crewai/tests/agents/test_native_tool_calling.py @@ -1158,17 +1158,13 @@ def _make_executor(self, tools: list[BaseTool]) -> "CrewAgentExecutor": mock_task.description = "test" mock_task.id = "test-id" - executor = object.__new__(CrewAgentExecutor) - executor.agent = mock_agent - executor.task = mock_task - executor.crew = Mock() - executor.tools = structured_tools - executor.original_tools = tools - executor.tools_handler = None - executor._printer = Mock() - executor.messages = [] - - return executor + return CrewAgentExecutor( + agent=mock_agent, + task=mock_task, + crew=Mock(), + tools=structured_tools, + original_tools=tools, + ) def test_malformed_json_returns_parse_error(self) -> None: """Malformed JSON args must return a descriptive error, not silently become {}.""" diff --git a/lib/crewai/tests/memory/test_unified_memory.py b/lib/crewai/tests/memory/test_unified_memory.py index 98a041086e..cb6fca8bb6 100644 --- a/lib/crewai/tests/memory/test_unified_memory.py +++ b/lib/crewai/tests/memory/test_unified_memory.py @@ -331,17 +331,11 @@ def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: mock_task.description = "Do research" mock_task.expected_output = "A report" - class MinimalExecutor(CrewAgentExecutorMixin): - crew = None - agent = mock_agent - task = mock_task - iterations = 0 - max_iter = 1 - messages = [] - _i18n = MagicMock() - _printer = Printer() - - executor = MinimalExecutor() + executor = CrewAgentExecutorMixin( + crew=None, + agent=mock_agent, + task=mock_task, + ) executor._save_to_memory( AgentFinish(thought="", output="We found X and Y.", text="We found X and Y.") ) @@ -366,19 +360,13 @@ def test_executor_save_to_memory_skips_delegation_output() -> None: mock_agent._logger = MagicMock() mock_task = MagicMock(description="Task", expected_output="Out") - class MinimalExecutor(CrewAgentExecutorMixin): - crew = None - agent = mock_agent - task = mock_task - iterations = 0 - max_iter = 1 - messages = [] - _i18n = MagicMock() - _printer = Printer() - delegate_text = f"Action: {sanitize_tool_name('Delegate work to coworker')}" full_text = delegate_text + " rest" - executor = MinimalExecutor() + executor = CrewAgentExecutorMixin( + crew=None, + agent=mock_agent, + task=mock_task, + ) executor._save_to_memory( AgentFinish(thought="", output=full_text, text=full_text) ) From caaccd748d39361ba091aff921a463946cbbfded Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 18:49:23 +0800 Subject: [PATCH 11/66] fix: validate entity_type tag before auto-registering in emit() --- lib/crewai/src/crewai/events/event_bus.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 9d31914f55..334138ba86 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -455,7 +455,7 @@ def emit(self, source: Any, event: BaseEvent) -> Future[None] | None: ... # or future.result(timeout=5.0) in sync code """ if ( - hasattr(source, "entity_type") + getattr(source, "entity_type", None) in ("flow", "crew", "agent") and id(source) not in self._registered_entity_ids ): self.register_entity(source) From 2e1525f69a3e95ca6c6d37abf34e9d6eb69d91d9 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 19:32:29 +0800 Subject: [PATCH 12/66] fix: mypy errors in streaming.py and core.py --- lib/crewai/src/crewai/agent/core.py | 4 ++-- lib/crewai/src/crewai/utilities/streaming.py | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/lib/crewai/src/crewai/agent/core.py b/lib/crewai/src/crewai/agent/core.py index 46ff903c1b..214e552276 100644 --- a/lib/crewai/src/crewai/agent/core.py +++ b/lib/crewai/src/crewai/agent/core.py @@ -1013,7 +1013,7 @@ def create_agent_executor( task=task, i18n=self.i18n, agent=self, - crew=self.crew, # type: ignore[arg-type] + crew=self.crew, tools=parsed_tools, prompt=prompt, original_tools=raw_tools, @@ -1075,7 +1075,7 @@ def _update_executor_parameters( self.agent_executor.tools_handler = self.tools_handler self.agent_executor.request_within_rpm_limit = rpm_limit_fn - if self.agent_executor.llm: + if isinstance(self.agent_executor.llm, BaseLLM): existing_stop = getattr(self.agent_executor.llm, "stop", []) self.agent_executor.llm.stop = list( set( diff --git a/lib/crewai/src/crewai/utilities/streaming.py b/lib/crewai/src/crewai/utilities/streaming.py index 5db09ba9cf..dd0992684c 100644 --- a/lib/crewai/src/crewai/utilities/streaming.py +++ b/lib/crewai/src/crewai/utilities/streaming.py @@ -142,8 +142,8 @@ def _unregister_handler(handler: Callable[[Any, BaseEvent], None]) -> None: handler: The handler function to unregister. """ with crewai_event_bus._rwlock.w_locked(): - handlers: frozenset[Callable[[Any, BaseEvent], None]] = ( - crewai_event_bus._sync_handlers.get(LLMStreamChunkEvent, frozenset()) + handlers: frozenset[Callable[..., None]] = crewai_event_bus._sync_handlers.get( + LLMStreamChunkEvent, frozenset() ) crewai_event_bus._sync_handlers[LLMStreamChunkEvent] = handlers - {handler} From 1ed6646eaefc6e6e37aef9a1a75b8003a8027344 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 20:36:57 +0800 Subject: [PATCH 13/66] refactor: move RuntimeState to runtime_state.py, type _runtime_state on event bus --- lib/crewai/src/crewai/__init__.py | 64 ++++------------------- lib/crewai/src/crewai/events/event_bus.py | 33 ++++++------ lib/crewai/src/crewai/runtime_state.py | 64 +++++++++++++++++++++-- lib/crewai/tests/test_crew.py | 1 + 4 files changed, 87 insertions(+), 75 deletions(-) diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index 93cd1db3d1..fec6f5f7b7 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -16,7 +16,6 @@ from crewai.llm import LLM from crewai.llms.base_llm import BaseLLM from crewai.process import Process -from crewai.runtime_state import _entity_discriminator from crewai.task import Task from crewai.tasks.llm_guardrail import LLMGuardrail from crewai.tasks.task_output import TaskOutput @@ -163,6 +162,8 @@ def __getattr__(name: str) -> Any: **sys.modules[_BaseAgent.__module__].__dict__, } + import crewai.runtime_state as _runtime_state_mod + for _mod_name in ( _BaseAgent.__module__, Agent.__module__, @@ -170,6 +171,7 @@ def __getattr__(name: str) -> Any: Flow.__module__, Task.__module__, "crewai.agents.crew_agent_executor", + _runtime_state_mod.__name__, _AgentExecutor.__module__, ): sys.modules[_mod_name].__dict__.update(_resolve_namespace) @@ -189,7 +191,9 @@ def __getattr__(name: str) -> Any: from typing import Annotated - from pydantic import Discriminator, RootModel, Tag + from pydantic import Discriminator, Tag + + from crewai.runtime_state import RuntimeState, _entity_discriminator Entity = Annotated[ Annotated[Flow, Tag("flow")] # type: ignore[type-arg] @@ -198,58 +202,10 @@ def __getattr__(name: str) -> Any: Discriminator(_entity_discriminator), ] - def _sync_checkpoint_fields(entity: object) -> None: - """Copy private runtime attrs into checkpoint fields before serializing.""" - if isinstance(entity, Flow): - entity.checkpoint_completed_methods = ( - set(entity._completed_methods) if entity._completed_methods else None - ) - entity.checkpoint_method_outputs = ( - list(entity._method_outputs) if entity._method_outputs else None - ) - entity.checkpoint_method_counts = ( - {str(k): v for k, v in entity._method_execution_counts.items()} - if entity._method_execution_counts - else None - ) - entity.checkpoint_state = ( - entity._copy_and_serialize_state() - if entity._state is not None - else None - ) - if isinstance(entity, Crew): - entity.checkpoint_inputs = entity._inputs - entity.checkpoint_train = entity._train - entity.checkpoint_kickoff_event_id = entity._kickoff_event_id - - class RuntimeState(RootModel[list[Entity]]): - def checkpoint(self, directory: str) -> str: - """Write a checkpoint file to the directory. - - Args: - directory: Directory to write checkpoint files into. - - Returns: - The path of the written file. - """ - from datetime import datetime, timezone - from pathlib import Path as _Path - import uuid - - from crewai.context import capture_execution_context - - for entity in self.root: - entity.execution_context = capture_execution_context() - _sync_checkpoint_fields(entity) - - dir_path = _Path(directory) - dir_path.mkdir(parents=True, exist_ok=True) - - ts = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%S") - filename = f"{ts}_{uuid.uuid4().hex[:8]}.json" - file_path = dir_path / filename - file_path.write_text(self.model_dump_json()) - return str(file_path) + RuntimeState.model_rebuild( + force=True, + _types_namespace={**_full_namespace, "Entity": Entity}, + ) try: Agent.model_rebuild(force=True, _types_namespace=_full_namespace) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 334138ba86..045b5bd60c 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -5,6 +5,8 @@ event handlers with optional dependency management. """ +from __future__ import annotations + import asyncio import atexit from collections.abc import Callable, Generator @@ -13,10 +15,14 @@ import contextvars import inspect import threading -from typing import Any, Final, ParamSpec, TypeVar +from typing import TYPE_CHECKING, Any, Final, ParamSpec, TypeVar from typing_extensions import Self + +if TYPE_CHECKING: + from crewai.runtime_state import RuntimeState + from crewai.events.base_events import BaseEvent, get_next_emission_sequence from crewai.events.depends import Depends from crewai.events.event_context import ( @@ -88,7 +94,7 @@ class CrewAIEventsBus: _futures_lock: threading.Lock _executor_initialized: bool _has_pending_events: bool - _runtime_state: Any + _runtime_state: RuntimeState | None def __new__(cls) -> Self: """Create or return the singleton instance. @@ -124,7 +130,7 @@ def _initialize(self) -> None: # Lazy initialization flags - executor and loop created on first emit self._executor_initialized = False self._has_pending_events = False - self._runtime_state: Any = None + self._runtime_state: RuntimeState | None = None self._registered_entity_ids: set[int] = set() def _ensure_executor_initialized(self) -> None: @@ -213,25 +219,16 @@ def on( ) -> Callable[[Callable[P, R]], Callable[P, R]]: """Decorator to register an event handler for a specific event type. + Handlers can accept 2 or 3 arguments: + - ``(source, event)`` — standard handler + - ``(source, event, state: RuntimeState)`` — handler with runtime state + Args: event_type: The event class to listen for - depends_on: Optional dependency or list of dependencies. Handlers with - dependencies will execute after their dependencies complete. + depends_on: Optional dependency or list of dependencies. Returns: Decorator function that registers the handler - - Example: - >>> from crewai.events import crewai_event_bus, Depends - >>> from crewai.events.types.llm_events import LLMCallStartedEvent - >>> - >>> @crewai_event_bus.on(LLMCallStartedEvent) - >>> def setup_context(source, event): - ... print("Setting up context") - >>> - >>> @crewai_event_bus.on(LLMCallStartedEvent, depends_on=Depends(setup_context)) - >>> def process(source, event): - ... print("Processing (runs after setup_context)") """ def decorator(handler: Callable[P, R]) -> Callable[P, R]: @@ -252,7 +249,7 @@ def decorator(handler: Callable[P, R]) -> Callable[P, R]: return decorator - def set_runtime_state(self, state: Any) -> None: + def set_runtime_state(self, state: RuntimeState) -> None: """Set the RuntimeState that will be passed to event handlers.""" with self._instance_lock: self._runtime_state = state diff --git a/lib/crewai/src/crewai/runtime_state.py b/lib/crewai/src/crewai/runtime_state.py index 5e0079ae28..0ceff2b85e 100644 --- a/lib/crewai/src/crewai/runtime_state.py +++ b/lib/crewai/src/crewai/runtime_state.py @@ -3,11 +3,22 @@ ``RuntimeState`` is a ``RootModel`` whose ``model_dump_json()`` produces a complete, self-contained snapshot of every active entity in the program. -The ``Entity`` type alias and ``RuntimeState`` model are built at import time -in ``crewai/__init__.py`` after all forward references are resolved. +The ``Entity`` type is resolved at import time in ``crewai/__init__.py`` +via ``RuntimeState.model_rebuild()``. """ -from typing import Any +from __future__ import annotations + +from datetime import datetime, timezone +from pathlib import Path +from typing import TYPE_CHECKING, Any +import uuid + +from pydantic import RootModel + + +if TYPE_CHECKING: + pass def _entity_discriminator(v: dict[str, Any] | object) -> str: @@ -16,3 +27,50 @@ def _entity_discriminator(v: dict[str, Any] | object) -> str: else: raw = getattr(v, "entity_type", "agent") return str(raw) + + +def _sync_checkpoint_fields(entity: object) -> None: + """Copy private runtime attrs into checkpoint fields before serializing.""" + from crewai.crew import Crew + from crewai.flow.flow import Flow + + if isinstance(entity, Flow): + entity.checkpoint_completed_methods = ( + set(entity._completed_methods) if entity._completed_methods else None + ) + entity.checkpoint_method_outputs = ( + list(entity._method_outputs) if entity._method_outputs else None + ) + entity.checkpoint_method_counts = ( + {str(k): v for k, v in entity._method_execution_counts.items()} + if entity._method_execution_counts + else None + ) + entity.checkpoint_state = ( + entity._copy_and_serialize_state() if entity._state is not None else None + ) + if isinstance(entity, Crew): + entity.checkpoint_inputs = entity._inputs + entity.checkpoint_train = entity._train + entity.checkpoint_kickoff_event_id = entity._kickoff_event_id + + +class RuntimeState(RootModel): # type: ignore[type-arg] + root: list[Entity] # type: ignore[name-defined] # noqa: F821 + + def checkpoint(self, directory: str) -> str: + """Write a checkpoint file to the directory.""" + from crewai.context import capture_execution_context + + for entity in self.root: + entity.execution_context = capture_execution_context() + _sync_checkpoint_fields(entity) + + dir_path = Path(directory) + dir_path.mkdir(parents=True, exist_ok=True) + + ts = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%S") + filename = f"{ts}_{uuid.uuid4().hex[:8]}.json" + file_path = dir_path / filename + file_path.write_text(self.model_dump_json()) + return str(file_path) diff --git a/lib/crewai/tests/test_crew.py b/lib/crewai/tests/test_crew.py index f941a7965f..9621a1f0d5 100644 --- a/lib/crewai/tests/test_crew.py +++ b/lib/crewai/tests/test_crew.py @@ -2141,6 +2141,7 @@ def test_task_same_callback_both_on_task_and_crew(): @pytest.mark.vcr() def test_tools_with_custom_caching(): + @tool def multiplcation_tool(first_number: int, second_number: int) -> int: """Useful for when you need to multiply two numbers together.""" From de9300705d1b85cb2cb8dd807f0264c45444e43c Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 21:29:27 +0800 Subject: [PATCH 14/66] refactor: move RuntimeState to state/, add async checkpoint with provider pattern - Move runtime_state.py to state/runtime.py - Add acheckpoint async method using aiofiles - Introduce BaseProvider protocol and JsonProvider for pluggable storage - Add aiofiles dependency to crewai package - Use PrivateAttr for provider on RootModel --- lib/crewai/pyproject.toml | 1 + lib/crewai/src/crewai/__init__.py | 5 +- lib/crewai/src/crewai/context.py | 2 +- lib/crewai/src/crewai/events/event_bus.py | 2 +- lib/crewai/src/crewai/state/__init__.py | 0 .../src/crewai/state/provider/__init__.py | 0 lib/crewai/src/crewai/state/provider/core.py | 59 +++++++++++++++++ .../crewai/state/provider/json_provider.py | 64 +++++++++++++++++++ .../{runtime_state.py => state/runtime.py} | 63 ++++++++++++------ uv.lock | 2 + 10 files changed, 175 insertions(+), 23 deletions(-) create mode 100644 lib/crewai/src/crewai/state/__init__.py create mode 100644 lib/crewai/src/crewai/state/provider/__init__.py create mode 100644 lib/crewai/src/crewai/state/provider/core.py create mode 100644 lib/crewai/src/crewai/state/provider/json_provider.py rename lib/crewai/src/crewai/{runtime_state.py => state/runtime.py} (52%) diff --git a/lib/crewai/pyproject.toml b/lib/crewai/pyproject.toml index de26cb7849..57942a01ec 100644 --- a/lib/crewai/pyproject.toml +++ b/lib/crewai/pyproject.toml @@ -43,6 +43,7 @@ dependencies = [ "uv~=0.9.13", "aiosqlite~=0.21.0", "pyyaml~=6.0", + "aiofiles~=24.1.0", "lancedb>=0.29.2,<0.30.1", ] diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index fec6f5f7b7..24d9fd085e 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -162,7 +162,7 @@ def __getattr__(name: str) -> Any: **sys.modules[_BaseAgent.__module__].__dict__, } - import crewai.runtime_state as _runtime_state_mod + import crewai.state.runtime as _runtime_state_mod for _mod_name in ( _BaseAgent.__module__, @@ -193,7 +193,7 @@ def __getattr__(name: str) -> Any: from pydantic import Discriminator, Tag - from crewai.runtime_state import RuntimeState, _entity_discriminator + from crewai.state.runtime import RuntimeState, _entity_discriminator Entity = Annotated[ Annotated[Flow, Tag("flow")] # type: ignore[type-arg] @@ -226,6 +226,7 @@ def __getattr__(name: str) -> Any: "BaseLLM", "Crew", "CrewOutput", + "Entity", "ExecutionContext", "Flow", "Knowledge", diff --git a/lib/crewai/src/crewai/context.py b/lib/crewai/src/crewai/context.py index e6efe43490..10184ff395 100644 --- a/lib/crewai/src/crewai/context.py +++ b/lib/crewai/src/crewai/context.py @@ -90,7 +90,7 @@ class ExecutionContext(BaseModel): flow_id: str | None = Field(default=None) flow_method_name: str = Field(default="unknown") - event_id_stack: tuple[tuple[str, str], ...] = Field(default=()) + event_id_stack: tuple[tuple[str, str], ...] = Field(default_factory=tuple) last_event_id: str | None = Field(default=None) triggering_event_id: str | None = Field(default=None) emission_sequence: int = Field(default=0) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 045b5bd60c..01aa1d9a60 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -21,7 +21,7 @@ if TYPE_CHECKING: - from crewai.runtime_state import RuntimeState + from crewai.state.runtime import RuntimeState from crewai.events.base_events import BaseEvent, get_next_emission_sequence from crewai.events.depends import Depends diff --git a/lib/crewai/src/crewai/state/__init__.py b/lib/crewai/src/crewai/state/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/lib/crewai/src/crewai/state/provider/__init__.py b/lib/crewai/src/crewai/state/provider/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/lib/crewai/src/crewai/state/provider/core.py b/lib/crewai/src/crewai/state/provider/core.py new file mode 100644 index 0000000000..a3f7c9c5aa --- /dev/null +++ b/lib/crewai/src/crewai/state/provider/core.py @@ -0,0 +1,59 @@ +"""Base protocol for state providers.""" + +from __future__ import annotations + +from typing import Any, Protocol, runtime_checkable + +from pydantic import GetCoreSchemaHandler +from pydantic_core import CoreSchema, core_schema + + +@runtime_checkable +class BaseProvider(Protocol): + """Interface for persisting and restoring runtime state checkpoints. + + Implementations handle the storage backend (filesystem, cloud, database, + etc.) while ``RuntimeState`` handles serialization. + """ + + @classmethod + def __get_pydantic_core_schema__( + cls, source_type: Any, handler: GetCoreSchemaHandler + ) -> CoreSchema: + """Allow Pydantic to validate any ``BaseProvider`` instance.""" + + def _validate(v: Any) -> BaseProvider: + if isinstance(v, BaseProvider): + return v + raise TypeError(f"Expected a BaseProvider instance, got {type(v)}") + + return core_schema.no_info_plain_validator_function( + _validate, + serialization=core_schema.plain_serializer_function_ser_schema( + lambda v: type(v).__name__, info_arg=False + ), + ) + + def checkpoint(self, data: str, directory: str) -> str: + """Persist a snapshot synchronously. + + Args: + data: The serialized string to persist. + directory: Logical destination (path, bucket prefix, etc.). + + Returns: + A location identifier for the saved checkpoint (e.g. file path, URI). + """ + ... + + async def acheckpoint(self, data: str, directory: str) -> str: + """Persist a snapshot asynchronously. + + Args: + data: The serialized string to persist. + directory: Logical destination (path, bucket prefix, etc.). + + Returns: + A location identifier for the saved checkpoint (e.g. file path, URI). + """ + ... diff --git a/lib/crewai/src/crewai/state/provider/json_provider.py b/lib/crewai/src/crewai/state/provider/json_provider.py new file mode 100644 index 0000000000..67f7709253 --- /dev/null +++ b/lib/crewai/src/crewai/state/provider/json_provider.py @@ -0,0 +1,64 @@ +"""Filesystem JSON state provider.""" + +from __future__ import annotations + +from datetime import datetime, timezone +from pathlib import Path +import uuid + +import aiofiles +import aiofiles.os + +from crewai.state.provider.core import BaseProvider + + +class JsonProvider(BaseProvider): + """Persists runtime state checkpoints as JSON files on the local filesystem.""" + + def checkpoint(self, data: str, directory: str) -> str: + """Write a JSON checkpoint file to the directory. + + Args: + data: The serialized JSON string to persist. + directory: Filesystem path where the checkpoint will be saved. + + Returns: + The path to the written checkpoint file. + """ + file_path = _build_path(directory) + file_path.parent.mkdir(parents=True, exist_ok=True) + + with open(file_path, "w") as f: + f.write(data) + return str(file_path) + + async def acheckpoint(self, data: str, directory: str) -> str: + """Write a JSON checkpoint file to the directory asynchronously. + + Args: + data: The serialized JSON string to persist. + directory: Filesystem path where the checkpoint will be saved. + + Returns: + The path to the written checkpoint file. + """ + file_path = _build_path(directory) + await aiofiles.os.makedirs(str(file_path.parent), exist_ok=True) + + async with aiofiles.open(file_path, "w") as f: + await f.write(data) + return str(file_path) + + +def _build_path(directory: str) -> Path: + """Build a timestamped checkpoint file path. + + Args: + directory: Parent directory for the checkpoint file. + + Returns: + The target file path. + """ + ts = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%S") + filename = f"{ts}_{uuid.uuid4().hex[:8]}.json" + return Path(directory) / filename diff --git a/lib/crewai/src/crewai/runtime_state.py b/lib/crewai/src/crewai/state/runtime.py similarity index 52% rename from lib/crewai/src/crewai/runtime_state.py rename to lib/crewai/src/crewai/state/runtime.py index 0ceff2b85e..784154c821 100644 --- a/lib/crewai/src/crewai/runtime_state.py +++ b/lib/crewai/src/crewai/state/runtime.py @@ -9,16 +9,17 @@ from __future__ import annotations -from datetime import datetime, timezone -from pathlib import Path from typing import TYPE_CHECKING, Any -import uuid -from pydantic import RootModel +from pydantic import PrivateAttr, RootModel + +from crewai.context import capture_execution_context +from crewai.state.provider.core import BaseProvider +from crewai.state.provider.json_provider import JsonProvider if TYPE_CHECKING: - pass + from crewai import Entity def _entity_discriminator(v: dict[str, Any] | object) -> str: @@ -30,7 +31,12 @@ def _entity_discriminator(v: dict[str, Any] | object) -> str: def _sync_checkpoint_fields(entity: object) -> None: - """Copy private runtime attrs into checkpoint fields before serializing.""" + """Copy private runtime attrs into checkpoint fields before serializing. + + Args: + entity: The entity whose private runtime attributes will be + copied into its public checkpoint fields. + """ from crewai.crew import Crew from crewai.flow.flow import Flow @@ -56,21 +62,40 @@ def _sync_checkpoint_fields(entity: object) -> None: class RuntimeState(RootModel): # type: ignore[type-arg] - root: list[Entity] # type: ignore[name-defined] # noqa: F821 + root: list[Entity] + _provider: BaseProvider = PrivateAttr(default_factory=JsonProvider) def checkpoint(self, directory: str) -> str: - """Write a checkpoint file to the directory.""" - from crewai.context import capture_execution_context + """Write a checkpoint file to the directory. + + Args: + directory: Filesystem path where the checkpoint JSON will be saved. + + Returns: + A location identifier for the saved checkpoint. + """ + _prepare_entities(self.root) + return self._provider.checkpoint(self.model_dump_json(), directory) + + async def acheckpoint(self, directory: str) -> str: + """Async version of :meth:`checkpoint`. + + Args: + directory: Filesystem path where the checkpoint JSON will be saved. + + Returns: + A location identifier for the saved checkpoint. + """ + _prepare_entities(self.root) + return await self._provider.acheckpoint(self.model_dump_json(), directory) - for entity in self.root: - entity.execution_context = capture_execution_context() - _sync_checkpoint_fields(entity) - dir_path = Path(directory) - dir_path.mkdir(parents=True, exist_ok=True) +def _prepare_entities(root: list[Entity]) -> None: + """Capture execution context and sync checkpoint fields on each entity. - ts = datetime.now(timezone.utc).strftime("%Y%m%dT%H%M%S") - filename = f"{ts}_{uuid.uuid4().hex[:8]}.json" - file_path = dir_path / filename - file_path.write_text(self.model_dump_json()) - return str(file_path) + Args: + root: List of entities to prepare for serialization. + """ + for entity in root: + entity.execution_context = capture_execution_context() + _sync_checkpoint_fields(entity) diff --git a/uv.lock b/uv.lock index 3179fb67df..8445b9b0d4 100644 --- a/uv.lock +++ b/uv.lock @@ -1138,6 +1138,7 @@ wheels = [ name = "crewai" source = { editable = "lib/crewai" } dependencies = [ + { name = "aiofiles" }, { name = "aiosqlite" }, { name = "appdirs" }, { name = "chromadb" }, @@ -1234,6 +1235,7 @@ requires-dist = [ { name = "a2a-sdk", marker = "extra == 'a2a'", specifier = "~=0.3.10" }, { name = "aiobotocore", marker = "extra == 'aws'", specifier = "~=2.25.2" }, { name = "aiocache", extras = ["memcached", "redis"], marker = "extra == 'a2a'", specifier = "~=0.12.3" }, + { name = "aiofiles", specifier = "~=24.1.0" }, { name = "aiosqlite", specifier = "~=0.21.0" }, { name = "anthropic", marker = "extra == 'anthropic'", specifier = "~=0.73.0" }, { name = "appdirs", specifier = "~=1.4.4" }, From c653d41b89c3b0292c0b0e7ae19ec2a19ebbcd93 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 22:31:36 +0800 Subject: [PATCH 15/66] feat: add EventRecord to RuntimeState checkpoints --- lib/crewai/src/crewai/events/event_bus.py | 7 + lib/crewai/src/crewai/state/event_record.py | 150 +++++++ lib/crewai/src/crewai/state/provider/core.py | 12 +- lib/crewai/src/crewai/state/runtime.py | 43 +- lib/crewai/tests/test_event_record.py | 414 +++++++++++++++++++ 5 files changed, 618 insertions(+), 8 deletions(-) create mode 100644 lib/crewai/src/crewai/state/event_record.py create mode 100644 lib/crewai/tests/test_event_record.py diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 01aa1d9a60..10a612dd31 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -480,6 +480,10 @@ def emit(self, source: Any, event: BaseEvent) -> Future[None] | None: event.parent_event_id = get_current_parent_id() set_last_event_id(event.event_id) + + if self._runtime_state is not None: + self._runtime_state.event_record.add(event) + event_type = type(event) with self._rwlock.r_locked(): @@ -578,6 +582,9 @@ async def aemit(self, source: Any, event: BaseEvent) -> None: source: The object emitting the event event: The event instance to emit """ + if self._runtime_state is not None: + self._runtime_state.event_record.add(event) + event_type = type(event) with self._rwlock.r_locked(): diff --git a/lib/crewai/src/crewai/state/event_record.py b/lib/crewai/src/crewai/state/event_record.py new file mode 100644 index 0000000000..bfa6b1fbb7 --- /dev/null +++ b/lib/crewai/src/crewai/state/event_record.py @@ -0,0 +1,150 @@ +"""Directed record of execution events. + +Stores events as nodes with typed edges for parent/child, causal, and +sequential relationships. Provides O(1) lookups and traversal. +""" + +from __future__ import annotations + +from typing import Literal + +from pydantic import BaseModel, Field + +from crewai.events.base_events import BaseEvent + + +EdgeType = Literal[ + "parent", + "child", + "trigger", + "triggered_by", + "next", + "previous", + "started", + "completed_by", +] + + +class EventNode(BaseModel): + """A node wrapping a single event with its adjacency lists.""" + + event: BaseEvent + edges: dict[EdgeType, list[str]] = Field(default_factory=dict) + + def add_edge(self, edge_type: EdgeType, target_id: str) -> None: + """Add an edge from this node to another. + + Args: + edge_type: The relationship type. + target_id: The event_id of the target node. + """ + self.edges.setdefault(edge_type, []).append(target_id) + + def neighbors(self, edge_type: EdgeType) -> list[str]: + """Return neighbor IDs for a given edge type. + + Args: + edge_type: The relationship type to query. + + Returns: + List of event IDs connected by this edge type. + """ + return self.edges.get(edge_type, []) + + +class EventRecord(BaseModel): + """Directed record of execution events with O(1) node lookup. + + Events are added via :meth:`add` which automatically wires edges + based on the event's relationship fields — ``parent_event_id``, + ``triggered_by_event_id``, ``previous_event_id``, ``started_event_id``. + """ + + nodes: dict[str, EventNode] = Field(default_factory=dict) + + def add(self, event: BaseEvent) -> EventNode: + """Add an event to the record and wire its edges. + + Args: + event: The event to insert. + + Returns: + The created node. + """ + node = EventNode(event=event) + self.nodes[event.event_id] = node + + if event.parent_event_id and event.parent_event_id in self.nodes: + node.add_edge("parent", event.parent_event_id) + self.nodes[event.parent_event_id].add_edge("child", event.event_id) + + if event.triggered_by_event_id and event.triggered_by_event_id in self.nodes: + node.add_edge("triggered_by", event.triggered_by_event_id) + self.nodes[event.triggered_by_event_id].add_edge("trigger", event.event_id) + + if event.previous_event_id and event.previous_event_id in self.nodes: + node.add_edge("previous", event.previous_event_id) + self.nodes[event.previous_event_id].add_edge("next", event.event_id) + + if event.started_event_id and event.started_event_id in self.nodes: + node.add_edge("started", event.started_event_id) + self.nodes[event.started_event_id].add_edge("completed_by", event.event_id) + + return node + + def get(self, event_id: str) -> EventNode | None: + """Look up a node by event ID. + + Args: + event_id: The event's unique identifier. + + Returns: + The node, or None if not found. + """ + return self.nodes.get(event_id) + + def descendants(self, event_id: str) -> list[EventNode]: + """Return all descendant nodes, children recursively. + + Args: + event_id: The root event ID to start from. + + Returns: + All descendant nodes in breadth-first order. + """ + result: list[EventNode] = [] + queue = [event_id] + visited: set[str] = set() + + while queue: + current_id = queue.pop(0) + if current_id in visited: + continue + visited.add(current_id) + + node = self.nodes.get(current_id) + if node is None: + continue + + for child_id in node.neighbors("child"): + if child_id not in visited: + child_node = self.nodes.get(child_id) + if child_node: + result.append(child_node) + queue.append(child_id) + + return result + + def roots(self) -> list[EventNode]: + """Return all root nodes — events with no parent. + + Returns: + List of root event nodes. + """ + return [node for node in self.nodes.values() if not node.neighbors("parent")] + + def __len__(self) -> int: + return len(self.nodes) + + def __contains__(self, event_id: str) -> bool: + return event_id in self.nodes diff --git a/lib/crewai/src/crewai/state/provider/core.py b/lib/crewai/src/crewai/state/provider/core.py index a3f7c9c5aa..71698c7120 100644 --- a/lib/crewai/src/crewai/state/provider/core.py +++ b/lib/crewai/src/crewai/state/provider/core.py @@ -12,8 +12,8 @@ class BaseProvider(Protocol): """Interface for persisting and restoring runtime state checkpoints. - Implementations handle the storage backend (filesystem, cloud, database, - etc.) while ``RuntimeState`` handles serialization. + Implementations handle the storage backend — filesystem, cloud, database, + etc. — while ``RuntimeState`` handles serialization. """ @classmethod @@ -39,10 +39,10 @@ def checkpoint(self, data: str, directory: str) -> str: Args: data: The serialized string to persist. - directory: Logical destination (path, bucket prefix, etc.). + directory: Logical destination: path, bucket prefix, etc. Returns: - A location identifier for the saved checkpoint (e.g. file path, URI). + A location identifier for the saved checkpoint, such as a file path or URI. """ ... @@ -51,9 +51,9 @@ async def acheckpoint(self, data: str, directory: str) -> str: Args: data: The serialized string to persist. - directory: Logical destination (path, bucket prefix, etc.). + directory: Logical destination: path, bucket prefix, etc. Returns: - A location identifier for the saved checkpoint (e.g. file path, URI). + A location identifier for the saved checkpoint, such as a file path or URI. """ ... diff --git a/lib/crewai/src/crewai/state/runtime.py b/lib/crewai/src/crewai/state/runtime.py index 784154c821..8fa6842649 100644 --- a/lib/crewai/src/crewai/state/runtime.py +++ b/lib/crewai/src/crewai/state/runtime.py @@ -9,11 +9,19 @@ from __future__ import annotations -from typing import TYPE_CHECKING, Any +from typing import TYPE_CHECKING, Any, TypedDict -from pydantic import PrivateAttr, RootModel +from pydantic import ( + ModelWrapValidatorHandler, + PrivateAttr, + RootModel, + SerializerFunctionWrapHandler, + model_serializer, + model_validator, +) from crewai.context import capture_execution_context +from crewai.state.event_record import EventRecord from crewai.state.provider.core import BaseProvider from crewai.state.provider.json_provider import JsonProvider @@ -22,6 +30,11 @@ from crewai import Entity +class CheckpointPayload(TypedDict): + entities: list[Entity] + event_record: dict[str, Any] + + def _entity_discriminator(v: dict[str, Any] | object) -> str: if isinstance(v, dict): raw = v.get("entity_type", "agent") @@ -64,6 +77,32 @@ def _sync_checkpoint_fields(entity: object) -> None: class RuntimeState(RootModel): # type: ignore[type-arg] root: list[Entity] _provider: BaseProvider = PrivateAttr(default_factory=JsonProvider) + _event_record: EventRecord = PrivateAttr(default_factory=EventRecord) + + @property + def event_record(self) -> EventRecord: + """The execution event record.""" + return self._event_record + + @model_serializer(mode="wrap") + def _serialize(self, handler: SerializerFunctionWrapHandler) -> CheckpointPayload: + return { + "entities": handler(self), + "event_record": self._event_record.model_dump(), + } + + @model_validator(mode="wrap") + @classmethod + def _deserialize( + cls, data: Any, handler: ModelWrapValidatorHandler[RuntimeState] + ) -> RuntimeState: + if isinstance(data, dict) and "entities" in data: + record_data = data.get("event_record") + state = handler(data["entities"]) + if record_data: + state._event_record = EventRecord.model_validate(record_data) + return state + return handler(data) def checkpoint(self, directory: str) -> str: """Write a checkpoint file to the directory. diff --git a/lib/crewai/tests/test_event_record.py b/lib/crewai/tests/test_event_record.py new file mode 100644 index 0000000000..9cd384b02e --- /dev/null +++ b/lib/crewai/tests/test_event_record.py @@ -0,0 +1,414 @@ +"""Tests for EventRecord data structure and RuntimeState integration.""" + +from __future__ import annotations + +import json + +import pytest + +from crewai.events.base_events import BaseEvent +from crewai.state.event_record import EventRecord, EventNode + + +# ── Helpers ────────────────────────────────────────────────────────── + + +def _event(type: str, **kwargs) -> BaseEvent: + return BaseEvent(type=type, **kwargs) + + +def _linear_record(n: int = 5) -> tuple[EventRecord, list[BaseEvent]]: + """Build a simple chain: e0 → e1 → e2 → ... with previous_event_id.""" + g = EventRecord() + events: list[BaseEvent] = [] + for i in range(n): + e = _event( + f"step_{i}", + previous_event_id=events[-1].event_id if events else None, + emission_sequence=i + 1, + ) + events.append(e) + g.add(e) + return g, events + + +def _tree_record() -> tuple[EventRecord, dict[str, BaseEvent]]: + """Build a parent/child tree: + + crew_start + ├── task_start + │ ├── agent_start + │ └── agent_complete (started=agent_start) + └── task_complete (started=task_start) + """ + g = EventRecord() + crew_start = _event("crew_kickoff_started", emission_sequence=1) + task_start = _event( + "task_started", + parent_event_id=crew_start.event_id, + previous_event_id=crew_start.event_id, + emission_sequence=2, + ) + agent_start = _event( + "agent_execution_started", + parent_event_id=task_start.event_id, + previous_event_id=task_start.event_id, + emission_sequence=3, + ) + agent_complete = _event( + "agent_execution_completed", + parent_event_id=task_start.event_id, + previous_event_id=agent_start.event_id, + started_event_id=agent_start.event_id, + emission_sequence=4, + ) + task_complete = _event( + "task_completed", + parent_event_id=crew_start.event_id, + previous_event_id=agent_complete.event_id, + started_event_id=task_start.event_id, + emission_sequence=5, + ) + + for e in [crew_start, task_start, agent_start, agent_complete, task_complete]: + g.add(e) + + return g, { + "crew_start": crew_start, + "task_start": task_start, + "agent_start": agent_start, + "agent_complete": agent_complete, + "task_complete": task_complete, + } + + +# ── EventNode tests ───────────────────────────────────────────────── + + +class TestEventNode: + def test_add_edge(self): + node = EventNode(event=_event("test")) + node.add_edge("child", "abc") + assert node.neighbors("child") == ["abc"] + + def test_neighbors_empty(self): + node = EventNode(event=_event("test")) + assert node.neighbors("parent") == [] + + def test_multiple_edges_same_type(self): + node = EventNode(event=_event("test")) + node.add_edge("child", "a") + node.add_edge("child", "b") + assert node.neighbors("child") == ["a", "b"] + + +# ── EventRecord core tests ─────────────────────────────────────────── + + +class TestEventRecordCore: + def test_add_single_event(self): + g = EventRecord() + e = _event("test") + node = g.add(e) + assert len(g) == 1 + assert e.event_id in g + assert node.event.type == "test" + + def test_get_existing(self): + g = EventRecord() + e = _event("test") + g.add(e) + assert g.get(e.event_id) is not None + + def test_get_missing(self): + g = EventRecord() + assert g.get("nonexistent") is None + + def test_contains(self): + g = EventRecord() + e = _event("test") + g.add(e) + assert e.event_id in g + assert "missing" not in g + + +# ── Edge wiring tests ─────────────────────────────────────────────── + + +class TestEdgeWiring: + def test_parent_child_bidirectional(self): + g = EventRecord() + parent = _event("parent") + child = _event("child", parent_event_id=parent.event_id) + g.add(parent) + g.add(child) + + parent_node = g.get(parent.event_id) + child_node = g.get(child.event_id) + assert child.event_id in parent_node.neighbors("child") + assert parent.event_id in child_node.neighbors("parent") + + def test_previous_next_bidirectional(self): + g, events = _linear_record(3) + node0 = g.get(events[0].event_id) + node1 = g.get(events[1].event_id) + node2 = g.get(events[2].event_id) + + assert events[1].event_id in node0.neighbors("next") + assert events[0].event_id in node1.neighbors("previous") + assert events[2].event_id in node1.neighbors("next") + assert events[1].event_id in node2.neighbors("previous") + + def test_trigger_bidirectional(self): + g = EventRecord() + cause = _event("cause") + effect = _event("effect", triggered_by_event_id=cause.event_id) + g.add(cause) + g.add(effect) + + assert effect.event_id in g.get(cause.event_id).neighbors("trigger") + assert cause.event_id in g.get(effect.event_id).neighbors("triggered_by") + + def test_started_completed_by_bidirectional(self): + g = EventRecord() + start = _event("start") + end = _event("end", started_event_id=start.event_id) + g.add(start) + g.add(end) + + assert end.event_id in g.get(start.event_id).neighbors("completed_by") + assert start.event_id in g.get(end.event_id).neighbors("started") + + def test_dangling_reference_ignored(self): + """Edge to a non-existent node should not be wired.""" + g = EventRecord() + e = _event("orphan", parent_event_id="nonexistent") + g.add(e) + node = g.get(e.event_id) + assert node.neighbors("parent") == [] + + +# ── Edge symmetry validation ───────────────────────────────────────── + + +SYMMETRIC_PAIRS = [ + ("parent", "child"), + ("previous", "next"), + ("triggered_by", "trigger"), + ("started", "completed_by"), +] + + +class TestEdgeSymmetry: + @pytest.mark.parametrize("forward,reverse", SYMMETRIC_PAIRS) + def test_symmetry_on_tree(self, forward, reverse): + g, _ = _tree_record() + for node_id, node in g.nodes.items(): + for target_id in node.neighbors(forward): + target_node = g.get(target_id) + assert target_node is not None, f"{target_id} missing from record" + assert node_id in target_node.neighbors(reverse), ( + f"Asymmetric edge: {node_id} --{forward.value}--> {target_id} " + f"but {target_id} has no {reverse.value} back to {node_id}" + ) + + @pytest.mark.parametrize("forward,reverse", SYMMETRIC_PAIRS) + def test_symmetry_on_linear(self, forward, reverse): + g, _ = _linear_record(10) + for node_id, node in g.nodes.items(): + for target_id in node.neighbors(forward): + target_node = g.get(target_id) + assert target_node is not None + assert node_id in target_node.neighbors(reverse) + + +# ── Ordering tests ─────────────────────────────────────────────────── + + +class TestOrdering: + def test_emission_sequence_monotonic(self): + g, events = _linear_record(10) + sequences = [e.emission_sequence for e in events] + assert sequences == sorted(sequences) + assert len(set(sequences)) == len(sequences), "Duplicate sequences" + + def test_next_chain_follows_sequence_order(self): + g, events = _linear_record(5) + current = g.get(events[0].event_id) + visited = [] + while current: + visited.append(current.event.event_id) + nexts = current.neighbors("next") + current = g.get(nexts[0]) if nexts else None + assert visited == [e.event_id for e in events] + + +# ── Traversal tests ───────────────────────────────────────────────── + + +class TestTraversal: + def test_roots_single_root(self): + g, events = _tree_record() + roots = g.roots() + assert len(roots) == 1 + assert roots[0].event.type == "crew_kickoff_started" + + def test_roots_multiple(self): + g = EventRecord() + g.add(_event("root1")) + g.add(_event("root2")) + assert len(g.roots()) == 2 + + def test_descendants_of_crew_start(self): + g, events = _tree_record() + desc = g.descendants(events["crew_start"].event_id) + desc_types = {n.event.type for n in desc} + assert desc_types == { + "task_started", + "task_completed", + "agent_execution_started", + "agent_execution_completed", + } + + def test_descendants_of_leaf(self): + g, events = _tree_record() + desc = g.descendants(events["task_complete"].event_id) + assert desc == [] + + def test_descendants_does_not_include_self(self): + g, events = _tree_record() + desc = g.descendants(events["crew_start"].event_id) + desc_ids = {n.event.event_id for n in desc} + assert events["crew_start"].event_id not in desc_ids + + +# ── Serialization round-trip tests ────────────────────────────────── + + +class TestSerialization: + def test_empty_record_roundtrip(self): + g = EventRecord() + restored = EventRecord.model_validate_json(g.model_dump_json()) + assert len(restored) == 0 + + def test_linear_record_roundtrip(self): + g, events = _linear_record(5) + restored = EventRecord.model_validate_json(g.model_dump_json()) + assert len(restored) == 5 + for e in events: + assert e.event_id in restored + + def test_tree_record_roundtrip(self): + g, events = _tree_record() + restored = EventRecord.model_validate_json(g.model_dump_json()) + assert len(restored) == 5 + + # Verify edges survived + crew_node = restored.get(events["crew_start"].event_id) + assert len(crew_node.neighbors("child")) == 2 + + def test_roundtrip_preserves_edge_symmetry(self): + g, _ = _tree_record() + restored = EventRecord.model_validate_json(g.model_dump_json()) + for node_id, node in restored.nodes.items(): + for forward, reverse in SYMMETRIC_PAIRS: + for target_id in node.neighbors(forward): + target_node = restored.get(target_id) + assert node_id in target_node.neighbors(reverse) + + def test_roundtrip_preserves_event_data(self): + g = EventRecord() + e = _event( + "test", + source_type="crew", + task_id="t1", + agent_role="researcher", + emission_sequence=42, + ) + g.add(e) + restored = EventRecord.model_validate_json(g.model_dump_json()) + re = restored.get(e.event_id).event + assert re.type == "test" + assert re.source_type == "crew" + assert re.task_id == "t1" + assert re.agent_role == "researcher" + assert re.emission_sequence == 42 + + +# ── RuntimeState integration tests ────────────────────────────────── + + +class TestRuntimeStateIntegration: + def test_runtime_state_serializes_event_record(self): + from crewai import Agent, Crew, RuntimeState + + agent = Agent( + role="test", goal="test", backstory="test", llm="gpt-4o-mini" + ) + crew = Crew(agents=[agent], tasks=[], verbose=False) + state = RuntimeState(root=[crew]) + + e1 = _event("crew_started", emission_sequence=1) + e2 = _event( + "task_started", + parent_event_id=e1.event_id, + emission_sequence=2, + ) + state.event_record.add(e1) + state.event_record.add(e2) + + dumped = json.loads(state.model_dump_json()) + assert "entities" in dumped + assert "event_record" in dumped + assert len(dumped["event_record"]["nodes"]) == 2 + + def test_runtime_state_roundtrip_with_record(self): + from crewai import Agent, Crew, RuntimeState + + agent = Agent( + role="test", goal="test", backstory="test", llm="gpt-4o-mini" + ) + crew = Crew(agents=[agent], tasks=[], verbose=False) + state = RuntimeState(root=[crew]) + + e1 = _event("crew_started", emission_sequence=1) + e2 = _event( + "task_started", + parent_event_id=e1.event_id, + emission_sequence=2, + ) + state.event_record.add(e1) + state.event_record.add(e2) + + raw = state.model_dump_json() + restored = RuntimeState.model_validate_json( + raw, context={"from_checkpoint": True} + ) + + assert len(restored.event_record) == 2 + assert e1.event_id in restored.event_record + assert e2.event_id in restored.event_record + + # Verify edges survived + e2_node = restored.event_record.get(e2.event_id) + assert e1.event_id in e2_node.neighbors("parent") + + def test_runtime_state_without_record_still_loads(self): + """Backwards compat: a bare entity list should still validate.""" + from crewai import Agent, Crew, RuntimeState + + agent = Agent( + role="test", goal="test", backstory="test", llm="gpt-4o-mini" + ) + crew = Crew(agents=[agent], tasks=[], verbose=False) + state = RuntimeState(root=[crew]) + + # Simulate old-format JSON (just the entity list) + old_json = json.dumps( + [json.loads(crew.model_dump_json())] + ) + restored = RuntimeState.model_validate_json( + old_json, context={"from_checkpoint": True} + ) + assert len(restored.root) == 1 + assert len(restored.event_record) == 0 \ No newline at end of file From 5ace0bfe4a297483d3c8730ad8e99a04c9532d59 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Fri, 3 Apr 2026 23:02:16 +0800 Subject: [PATCH 16/66] fix: suppress duplicate lifecycle events on checkpoint resume --- lib/crewai/src/crewai/crew.py | 2 ++ lib/crewai/src/crewai/crews/utils.py | 34 ++++++++++++++++++++-------- 2 files changed, 27 insertions(+), 9 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 162462fe4c..37273f8003 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -369,10 +369,12 @@ def from_checkpoint(cls, path: str) -> Crew: json_str = _Path(path).read_text() from crewai import RuntimeState + from crewai.events.event_bus import crewai_event_bus state = RuntimeState.model_validate_json( json_str, context={"from_checkpoint": True} ) + crewai_event_bus.set_runtime_state(state) for entity in state.root: if isinstance(entity, cls): if entity.execution_context is not None: diff --git a/lib/crewai/src/crewai/crews/utils.py b/lib/crewai/src/crewai/crews/utils.py index d9edb2b0ac..b149d3447f 100644 --- a/lib/crewai/src/crewai/crews/utils.py +++ b/lib/crewai/src/crewai/crews/utils.py @@ -278,7 +278,9 @@ def prepare_kickoff( from crewai.events.event_context import get_current_parent_id, reset_last_event_id from crewai.events.types.crew_events import CrewKickoffStartedEvent - if get_current_parent_id() is None: + resuming = crew._kickoff_event_id is not None + + if not resuming and get_current_parent_id() is None: reset_emission_counter() reset_last_event_id() @@ -296,15 +298,29 @@ def prepare_kickoff( normalized = {} normalized = before_callback(normalized) - started_event = CrewKickoffStartedEvent(crew_name=crew.name, inputs=normalized) - if crew._kickoff_event_id is None: + if resuming: + if crew.verbose: + from crewai.events.utils.console_formatter import ConsoleFormatter + + fmt = ConsoleFormatter(verbose=True) + content = fmt.create_status_content( + "Resuming from Checkpoint", + crew.name or "Crew", + "bright_magenta", + ID=str(crew.id), + ) + fmt.print_panel( + content, "\U0001f504 Resuming from Checkpoint", "bright_magenta" + ) + else: + started_event = CrewKickoffStartedEvent(crew_name=crew.name, inputs=normalized) crew._kickoff_event_id = started_event.event_id - future = crewai_event_bus.emit(crew, started_event) - if future is not None: - try: - future.result() - except Exception: # noqa: S110 - pass + future = crewai_event_bus.emit(crew, started_event) + if future is not None: + try: + future.result() + except Exception: # noqa: S110 + pass crew._task_output_handler.reset() crew._logging_color = "bold_purple" From 6dc9f462f934600ddbd8666b81d2ed8bc6a4595d Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 01:07:45 +0800 Subject: [PATCH 17/66] feat: mid-task checkpoint resume and executor refactor --- lib/crewai/src/crewai/__init__.py | 6 ++-- lib/crewai/src/crewai/agent/core.py | 7 ++-- .../crewai/agents/agent_builder/base_agent.py | 32 +++++++++++++++---- ...ecutor_mixin.py => base_agent_executor.py} | 23 +++++++++---- .../src/crewai/agents/crew_agent_executor.py | 24 ++++++++------ .../src/crewai/agents/planner_observer.py | 4 +-- lib/crewai/src/crewai/agents/step_executor.py | 4 +-- lib/crewai/src/crewai/crew.py | 20 ++++++++---- lib/crewai/src/crewai/crews/utils.py | 13 ++++++-- .../src/crewai/experimental/agent_executor.py | 24 +++++++------- lib/crewai/src/crewai/llm.py | 20 ++++++------ lib/crewai/src/crewai/llms/base_llm.py | 22 ++++++------- lib/crewai/src/crewai/task.py | 15 +++++++-- .../src/crewai/utilities/agent_utils.py | 12 +++---- .../tests/memory/test_memory_root_scope.py | 24 +++++++------- .../tests/memory/test_unified_memory.py | 8 ++--- .../test_google_vertex_memory_integration.py | 4 +-- 17 files changed, 160 insertions(+), 102 deletions(-) rename lib/crewai/src/crewai/agents/agent_builder/{base_agent_executor_mixin.py => base_agent_executor.py} (74%) diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index 24d9fd085e..d98fdb30f7 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -98,8 +98,8 @@ def __getattr__(name: str) -> Any: try: from crewai.agents.agent_builder.base_agent import BaseAgent as _BaseAgent - from crewai.agents.agent_builder.base_agent_executor_mixin import ( - CrewAgentExecutorMixin as _CrewAgentExecutorMixin, + from crewai.agents.agent_builder.base_agent_executor import ( + BaseAgentExecutor as _BaseAgentExecutor, ) from crewai.agents.tools_handler import ToolsHandler as _ToolsHandler from crewai.experimental.agent_executor import AgentExecutor as _AgentExecutor @@ -117,7 +117,7 @@ def __getattr__(name: str) -> Any: "Flow": Flow, "BaseLLM": BaseLLM, "Task": Task, - "CrewAgentExecutorMixin": _CrewAgentExecutorMixin, + "BaseAgentExecutor": _BaseAgentExecutor, "ExecutionContext": ExecutionContext, "StandardPromptResult": _StandardPromptResult, "SystemPromptResult": _SystemPromptResult, diff --git a/lib/crewai/src/crewai/agent/core.py b/lib/crewai/src/crewai/agent/core.py index 214e552276..66554c59d7 100644 --- a/lib/crewai/src/crewai/agent/core.py +++ b/lib/crewai/src/crewai/agent/core.py @@ -194,12 +194,12 @@ class Agent(BaseAgent): llm: Annotated[ str | BaseLLM | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field(description="Language model that will run the agent.", default=None) function_calling_llm: Annotated[ str | BaseLLM | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field(description="Language model that will run the agent.", default=None) system_template: str | None = Field( default=None, description="System format for the agent." @@ -1056,7 +1056,8 @@ def _update_executor_parameters( if self.agent_executor is None: raise RuntimeError("Agent executor is not initialized.") - self.agent_executor.task = task + if task is not None: + self.agent_executor.task = task self.agent_executor.tools = tools self.agent_executor.original_tools = raw_tools self.agent_executor.prompt = prompt diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index 4e81878926..5cbe3ccbf1 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -15,6 +15,7 @@ BeforeValidator, Field, PrivateAttr, + SerializeAsAny, field_validator, model_validator, ) @@ -23,7 +24,7 @@ from typing_extensions import Self from crewai.agent.internal.meta import AgentMeta -from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin +from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.agent_builder.utilities.base_token_process import TokenProcess from crewai.agents.cache.cache_handler import CacheHandler from crewai.agents.tools_handler import ToolsHandler @@ -63,6 +64,10 @@ def _serialize_crew_ref(value: Any) -> str | None: def _validate_llm_ref(value: Any) -> Any: + if isinstance(value, dict): + from crewai.llm import LLM + + return LLM(**value) return value @@ -74,12 +79,21 @@ def _resolve_agent(value: Any, info: Any) -> Any: return Agent.model_validate(value, context=getattr(info, "context", None)) -def _serialize_llm_ref(value: Any) -> str | None: +def _validate_executor_ref(value: Any) -> Any: + if isinstance(value, dict): + from crewai.agents.crew_agent_executor import CrewAgentExecutor + + return CrewAgentExecutor.model_validate(value) + return value + + +def _serialize_llm_ref(value: Any) -> dict[str, Any] | None: if value is None: return None if isinstance(value, str): - return value - return getattr(value, "model", str(value)) + return {"model": value} + result: dict[str, Any] = value.model_dump() + return result _SLUG_RE: Final[re.Pattern[str]] = re.compile( @@ -196,13 +210,19 @@ class BaseAgent(BaseModel, ABC, metaclass=AgentMeta): max_iter: int = Field( default=25, description="Maximum iterations for an agent to execute a task" ) - agent_executor: CrewAgentExecutorMixin | None = Field( + agent_executor: SerializeAsAny[BaseAgentExecutor] | None = Field( default=None, description="An instance of the CrewAgentExecutor class." ) + + @field_validator("agent_executor", mode="before") + @classmethod + def _validate_agent_executor(cls, v: Any) -> Any: + return _validate_executor_ref(v) + llm: Annotated[ str | BaseLLM | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field(default=None, description="Language model that will run the agent.") crew: Annotated[ Crew | str | None, diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py similarity index 74% rename from lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py rename to lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py index 224bcb7761..ee076dfe09 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor_mixin.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py @@ -1,6 +1,6 @@ from __future__ import annotations -from typing import Any +from typing import TYPE_CHECKING from pydantic import BaseModel, Field, PrivateAttr @@ -8,18 +8,27 @@ from crewai.memory.utils import sanitize_scope_name from crewai.utilities.printer import Printer from crewai.utilities.string_utils import sanitize_tool_name +from crewai.utilities.types import LLMMessage -class CrewAgentExecutorMixin(BaseModel): +if TYPE_CHECKING: + from crewai.agents.agent_builder.base_agent import BaseAgent + from crewai.crew import Crew + from crewai.task import Task + from crewai.utilities.i18n import I18N + + +class BaseAgentExecutor(BaseModel): model_config = {"arbitrary_types_allowed": True} - crew: Any = Field(default=None, exclude=True) - agent: Any = Field(default=None, exclude=True) - task: Any = Field(default=None, exclude=True) + crew: Crew = Field(default=None, exclude=True) # type: ignore[assignment] + agent: BaseAgent = Field(default=None, exclude=True) # type: ignore[assignment] + task: Task = Field(default=None, exclude=True) # type: ignore[assignment] iterations: int = Field(default=0) max_iter: int = Field(default=25) - messages: list[Any] = Field(default_factory=list) - _i18n: Any = PrivateAttr(default=None) + messages: list[LLMMessage] = Field(default_factory=list) + _resuming: bool = PrivateAttr(default=False) + _i18n: I18N = PrivateAttr(default=None) # type: ignore[assignment] _printer: Printer = PrivateAttr(default_factory=Printer) def _save_to_memory(self, output: AgentFinish) -> None: diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index 7fdf8e49ec..02d2e0e405 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -25,7 +25,7 @@ from pydantic.functional_serializers import PlainSerializer from crewai.agents.agent_builder.base_agent import _serialize_llm_ref, _validate_llm_ref -from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin +from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import ( AgentAction, AgentFinish, @@ -88,7 +88,7 @@ from crewai.utilities.types import LLMMessage -class CrewAgentExecutor(CrewAgentExecutorMixin): +class CrewAgentExecutor(BaseAgentExecutor): """Executor for crew agents. Manages the execution lifecycle of an agent including prompt formatting, @@ -98,7 +98,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin): llm: Annotated[ BaseLLM | str | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field(default=None) prompt: SystemPromptResult | StandardPromptResult | None = Field(default=None) tools: list[CrewStructuredTool] = Field(default_factory=list) @@ -113,7 +113,7 @@ class CrewAgentExecutor(CrewAgentExecutorMixin): function_calling_llm: Annotated[ BaseLLM | str | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field(default=None) respect_context_window: bool = Field(default=False) request_within_rpm_limit: SerializableCallable | None = Field( @@ -194,9 +194,11 @@ def invoke(self, inputs: dict[str, Any]) -> dict[str, Any]: Returns: Dictionary with agent output. """ - self._setup_messages(inputs) - - self._inject_multimodal_files(inputs) + if self._resuming: + self._resuming = False + else: + self._setup_messages(inputs) + self._inject_multimodal_files(inputs) self._show_start_logs() @@ -1098,9 +1100,11 @@ async def ainvoke(self, inputs: dict[str, Any]) -> dict[str, Any]: Returns: Dictionary with agent output. """ - self._setup_messages(inputs) - - await self._ainject_multimodal_files(inputs) + if self._resuming: + self._resuming = False + else: + self._setup_messages(inputs) + await self._ainject_multimodal_files(inputs) self._show_start_logs() diff --git a/lib/crewai/src/crewai/agents/planner_observer.py b/lib/crewai/src/crewai/agents/planner_observer.py index 8be1c73683..16d1a747e1 100644 --- a/lib/crewai/src/crewai/agents/planner_observer.py +++ b/lib/crewai/src/crewai/agents/planner_observer.py @@ -30,7 +30,7 @@ if TYPE_CHECKING: - from crewai.agent import Agent + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.task import Task logger = logging.getLogger(__name__) @@ -56,7 +56,7 @@ class PlannerObserver: def __init__( self, - agent: Agent, + agent: BaseAgent, task: Task | None = None, kickoff_input: str = "", ) -> None: diff --git a/lib/crewai/src/crewai/agents/step_executor.py b/lib/crewai/src/crewai/agents/step_executor.py index dad13afa20..29836497cd 100644 --- a/lib/crewai/src/crewai/agents/step_executor.py +++ b/lib/crewai/src/crewai/agents/step_executor.py @@ -48,7 +48,7 @@ if TYPE_CHECKING: - from crewai.agent import Agent + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.tools_handler import ToolsHandler from crewai.crew import Crew from crewai.llms.base_llm import BaseLLM @@ -88,7 +88,7 @@ def __init__( self, llm: BaseLLM, tools: list[CrewStructuredTool], - agent: Agent, + agent: BaseAgent, original_tools: list[BaseTool] | None = None, tools_handler: ToolsHandler | None = None, task: Task | None = None, diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 37273f8003..4f01623147 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -234,7 +234,7 @@ class Crew(FlowTrackable, BaseModel): manager_llm: Annotated[ str | BaseLLM | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field(description="Language model that will run the agent.", default=None) manager_agent: Annotated[ BaseAgent | None, @@ -243,7 +243,7 @@ class Crew(FlowTrackable, BaseModel): function_calling_llm: Annotated[ str | LLM | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field(description="Language model that will run the agent.", default=None) config: Json[dict[str, Any]] | dict[str, Any] | None = Field(default=None) id: UUID4 = Field(default_factory=uuid.uuid4, frozen=True) @@ -296,7 +296,7 @@ class Crew(FlowTrackable, BaseModel): planning_llm: Annotated[ str | BaseLLM | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field( default=None, description=( @@ -321,7 +321,7 @@ class Crew(FlowTrackable, BaseModel): chat_llm: Annotated[ str | BaseLLM | None, BeforeValidator(_validate_llm_ref), - PlainSerializer(_serialize_llm_ref, return_type=str | None, when_used="json"), + PlainSerializer(_serialize_llm_ref, return_type=dict | None, when_used="json"), ] = Field( default=None, description="LLM used to handle chatting with the crew.", @@ -386,15 +386,21 @@ def from_checkpoint(cls, path: str) -> Crew: def _restore_runtime(self) -> None: """Re-create runtime objects after restoring from a checkpoint.""" for agent in self.agents: - if isinstance(agent.llm, str): - agent.llm = create_llm(agent.llm) agent.crew = self - agent.agent_executor = None + executor = agent.agent_executor + if executor and executor.messages: + executor.crew = self + executor.agent = agent + executor._resuming = True + else: + agent.agent_executor = None for task in self.tasks: if task.agent is not None: for agent in self.agents: if agent.role == task.agent.role: task.agent = agent + if agent.agent_executor is not None and task.output is None: + agent.agent_executor.task = task break if self.checkpoint_inputs is not None: self._inputs = self.checkpoint_inputs diff --git a/lib/crewai/src/crewai/crews/utils.py b/lib/crewai/src/crewai/crews/utils.py index b149d3447f..a047f508ac 100644 --- a/lib/crewai/src/crewai/crews/utils.py +++ b/lib/crewai/src/crewai/crews/utils.py @@ -183,7 +183,9 @@ def prepare_task_execution( tools_for_task, ) - crew._log_task_start(task, agent_to_use.role) + executor = agent_to_use.agent_executor + if not (executor and executor._resuming): + crew._log_task_start(task, agent_to_use.role) return ( TaskExecutionData(agent=agent_to_use, tools=tools_for_task), @@ -275,7 +277,11 @@ def prepare_kickoff( """ from crewai.events.base_events import reset_emission_counter from crewai.events.event_bus import crewai_event_bus - from crewai.events.event_context import get_current_parent_id, reset_last_event_id + from crewai.events.event_context import ( + get_current_parent_id, + push_event_scope, + reset_last_event_id, + ) from crewai.events.types.crew_events import CrewKickoffStartedEvent resuming = crew._kickoff_event_id is not None @@ -298,7 +304,8 @@ def prepare_kickoff( normalized = {} normalized = before_callback(normalized) - if resuming: + if resuming and crew._kickoff_event_id: + push_event_scope(crew._kickoff_event_id, "crew_kickoff_started") if crew.verbose: from crewai.events.utils.console_formatter import ConsoleFormatter diff --git a/lib/crewai/src/crewai/experimental/agent_executor.py b/lib/crewai/src/crewai/experimental/agent_executor.py index 4981d5e1c3..c54f18f2ea 100644 --- a/lib/crewai/src/crewai/experimental/agent_executor.py +++ b/lib/crewai/src/crewai/experimental/agent_executor.py @@ -21,7 +21,7 @@ from rich.text import Text from typing_extensions import Self -from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin +from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import ( AgentAction, AgentFinish, @@ -152,7 +152,7 @@ class AgentExecutorState(BaseModel): ) -class AgentExecutor(Flow[AgentExecutorState], CrewAgentExecutorMixin): # type: ignore[pydantic-unexpected] +class AgentExecutor(Flow[AgentExecutorState], BaseAgentExecutor): # type: ignore[pydantic-unexpected] """Agent Executor for both standalone agents and crew-bound agents. _skip_auto_memory prevents Flow from eagerly allocating a Memory @@ -160,7 +160,7 @@ class AgentExecutor(Flow[AgentExecutorState], CrewAgentExecutorMixin): # type: Inherits from: - Flow[AgentExecutorState]: Provides flow orchestration capabilities - - CrewAgentExecutorMixin: Provides memory methods (short/long/external term) + - BaseAgentExecutor: Provides memory methods (short/long/external term) This executor can operate in two modes: - Standalone mode: When crew and task are None (used by Agent.kickoff()) @@ -297,12 +297,12 @@ def generate_plan(self) -> None: from crewai.utilities.reasoning_handler import AgentReasoning if self.task: - planning_handler = AgentReasoning(agent=self.agent, task=self.task) + planning_handler = AgentReasoning(agent=self.agent, task=self.task) # type: ignore[arg-type] else: # For kickoff() path - use input text directly, no Task needed input_text = getattr(self, "_kickoff_input", "") planning_handler = AgentReasoning( - agent=self.agent, + agent=self.agent, # type: ignore[arg-type] description=input_text or "Complete the requested task", expected_output="Complete the task successfully", ) @@ -387,28 +387,28 @@ def _get_reasoning_effort(self) -> str: step failures reliably trigger replanning rather than being silently ignored. """ - config = self.agent.planning_config + config = self.agent.planning_config # type: ignore[attr-defined] if config is not None: return str(config.reasoning_effort) return "medium" def _get_max_replans(self) -> int: """Get max replans from planning config or default to 3.""" - config = self.agent.planning_config + config = self.agent.planning_config # type: ignore[attr-defined] if config is not None: return int(config.max_replans) return 3 def _get_max_step_iterations(self) -> int: """Get max step iterations from planning config or default to 15.""" - config = self.agent.planning_config + config = self.agent.planning_config # type: ignore[attr-defined] if config is not None: return int(config.max_step_iterations) return 15 def _get_step_timeout(self) -> int | None: """Get per-step timeout from planning config or default to None.""" - config = self.agent.planning_config + config = self.agent.planning_config # type: ignore[attr-defined] if config is not None: return int(config.step_timeout) if config.step_timeout is not None else None return None @@ -2358,11 +2358,11 @@ def _trigger_replan(self, reason: str) -> None: from crewai.utilities.reasoning_handler import AgentReasoning if self.task: - planning_handler = AgentReasoning(agent=self.agent, task=self.task) + planning_handler = AgentReasoning(agent=self.agent, task=self.task) # type: ignore[arg-type] else: input_text = getattr(self, "_kickoff_input", "") planning_handler = AgentReasoning( - agent=self.agent, + agent=self.agent, # type: ignore[arg-type] description=input_text or "Complete the requested task", expected_output="Complete the task successfully", ) @@ -2379,7 +2379,7 @@ def _trigger_replan(self, reason: str) -> None: # description is a read-only property — recreate with enhanced text input_text = getattr(self, "_kickoff_input", "") planning_handler = AgentReasoning( - agent=self.agent, + agent=self.agent, # type: ignore[arg-type] description=enhanced_description or input_text or "Complete the requested task", diff --git a/lib/crewai/src/crewai/llm.py b/lib/crewai/src/crewai/llm.py index c294d6a84f..57079f63e6 100644 --- a/lib/crewai/src/crewai/llm.py +++ b/lib/crewai/src/crewai/llm.py @@ -66,7 +66,7 @@ if TYPE_CHECKING: - from crewai.agent.core import Agent + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.task import Task from crewai.tools.base_tool import BaseTool from crewai.utilities.types import LLMMessage @@ -735,7 +735,7 @@ def _handle_streaming_response( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> Any: """Handle a streaming response from the LLM. @@ -1048,7 +1048,7 @@ def _handle_streaming_tool_calls( accumulated_tool_args: defaultdict[int, AccumulatedToolArgs], available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_id: str | None = None, ) -> Any: for tool_call in tool_calls: @@ -1137,7 +1137,7 @@ def _handle_non_streaming_response( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Handle a non-streaming response from the LLM. @@ -1289,7 +1289,7 @@ async def _ahandle_non_streaming_response( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Handle an async non-streaming response from the LLM. @@ -1430,7 +1430,7 @@ async def _ahandle_streaming_response( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> Any: """Handle an async streaming response from the LLM. @@ -1606,7 +1606,7 @@ def _handle_tool_call( tool_calls: list[Any], available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, ) -> Any: """Handle a tool call from the LLM. @@ -1702,7 +1702,7 @@ def call( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """High-level LLM call method. @@ -1852,7 +1852,7 @@ async def acall( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Async high-level LLM call method. @@ -2001,7 +2001,7 @@ def _handle_emit_call_events( response: Any, call_type: LLMCallType, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, messages: str | list[LLMMessage] | None = None, usage: dict[str, Any] | None = None, ) -> None: diff --git a/lib/crewai/src/crewai/llms/base_llm.py b/lib/crewai/src/crewai/llms/base_llm.py index a0bf7c56ae..9f00d1db8b 100644 --- a/lib/crewai/src/crewai/llms/base_llm.py +++ b/lib/crewai/src/crewai/llms/base_llm.py @@ -53,7 +53,7 @@ if TYPE_CHECKING: - from crewai.agent.core import Agent + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.task import Task from crewai.tools.base_tool import BaseTool from crewai.utilities.types import LLMMessage @@ -240,7 +240,7 @@ def call( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Call the LLM with the given messages. @@ -277,7 +277,7 @@ async def acall( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Call the LLM with the given messages. @@ -434,7 +434,7 @@ def _emit_call_started_event( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, ) -> None: """Emit LLM call started event.""" from crewai.utilities.serialization import to_serializable @@ -458,7 +458,7 @@ def _emit_call_completed_event( response: Any, call_type: LLMCallType, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, messages: str | list[LLMMessage] | None = None, usage: dict[str, Any] | None = None, ) -> None: @@ -483,7 +483,7 @@ def _emit_call_failed_event( self, error: str, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, ) -> None: """Emit LLM call failed event.""" crewai_event_bus.emit( @@ -501,7 +501,7 @@ def _emit_stream_chunk_event( self, chunk: str, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, tool_call: dict[str, Any] | None = None, call_type: LLMCallType | None = None, response_id: str | None = None, @@ -533,7 +533,7 @@ def _emit_thinking_chunk_event( self, chunk: str, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_id: str | None = None, ) -> None: """Emit thinking/reasoning chunk event from a thinking model. @@ -561,7 +561,7 @@ def _handle_tool_execution( function_args: dict[str, Any], available_functions: dict[str, Any], from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, ) -> str | None: """Handle tool execution with proper event emission. @@ -827,7 +827,7 @@ def get_token_usage_summary(self) -> UsageMetrics: def _invoke_before_llm_call_hooks( self, messages: list[LLMMessage], - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, ) -> bool: """Invoke before_llm_call hooks for direct LLM calls (no agent context). @@ -896,7 +896,7 @@ def _invoke_after_llm_call_hooks( self, messages: list[LLMMessage], response: str, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, ) -> str: """Invoke after_llm_call hooks for direct LLM calls (no agent context). diff --git a/lib/crewai/src/crewai/task.py b/lib/crewai/src/crewai/task.py index 7cd0bdca5a..eff5a3b60a 100644 --- a/lib/crewai/src/crewai/task.py +++ b/lib/crewai/src/crewai/task.py @@ -39,6 +39,7 @@ from crewai.context import reset_current_task_id, set_current_task_id from crewai.core.providers.content_processor import process_content from crewai.events.event_bus import crewai_event_bus +from crewai.events.event_context import push_event_scope from crewai.events.types.task_events import ( TaskCompletedEvent, TaskFailedEvent, @@ -598,7 +599,12 @@ async def _aexecute_core( tools = tools or self.tools or [] self.processed_by_agents.add(agent.role) - crewai_event_bus.emit(self, TaskStartedEvent(context=context, task=self)) + if agent.agent_executor and agent.agent_executor._resuming: + push_event_scope(str(self.id), "task_started") + else: + crewai_event_bus.emit( + self, TaskStartedEvent(context=context, task=self) + ) result = await agent.aexecute_task( task=self, context=context, @@ -717,7 +723,12 @@ def _execute_core( tools = tools or self.tools or [] self.processed_by_agents.add(agent.role) - crewai_event_bus.emit(self, TaskStartedEvent(context=context, task=self)) + if agent.agent_executor and agent.agent_executor._resuming: + push_event_scope(str(self.id), "task_started") + else: + crewai_event_bus.emit( + self, TaskStartedEvent(context=context, task=self) + ) result = agent.execute_task( task=self, context=context, diff --git a/lib/crewai/src/crewai/utilities/agent_utils.py b/lib/crewai/src/crewai/utilities/agent_utils.py index c1a341c392..09c570facb 100644 --- a/lib/crewai/src/crewai/utilities/agent_utils.py +++ b/lib/crewai/src/crewai/utilities/agent_utils.py @@ -40,7 +40,7 @@ if TYPE_CHECKING: - from crewai.agent import Agent + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.crew_agent_executor import CrewAgentExecutor from crewai.agents.tools_handler import ToolsHandler from crewai.experimental.agent_executor import AgentExecutor @@ -431,7 +431,7 @@ def get_llm_response( tools: list[dict[str, Any]] | None = None, available_functions: dict[str, Callable[..., Any]] | None = None, from_task: Task | None = None, - from_agent: Agent | LiteAgent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, executor_context: CrewAgentExecutor | AgentExecutor | LiteAgent | None = None, verbose: bool = True, @@ -468,7 +468,7 @@ def get_llm_response( callbacks=callbacks, available_functions=available_functions, from_task=from_task, - from_agent=from_agent, # type: ignore[arg-type] + from_agent=from_agent, response_model=response_model, ) except Exception as e: @@ -487,7 +487,7 @@ async def aget_llm_response( tools: list[dict[str, Any]] | None = None, available_functions: dict[str, Callable[..., Any]] | None = None, from_task: Task | None = None, - from_agent: Agent | LiteAgent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, executor_context: CrewAgentExecutor | AgentExecutor | None = None, verbose: bool = True, @@ -524,7 +524,7 @@ async def aget_llm_response( callbacks=callbacks, available_functions=available_functions, from_task=from_task, - from_agent=from_agent, # type: ignore[arg-type] + from_agent=from_agent, response_model=response_model, ) except Exception as e: @@ -1363,7 +1363,7 @@ def execute_single_native_tool_call( original_tools: list[BaseTool], structured_tools: list[CrewStructuredTool] | None, tools_handler: ToolsHandler | None, - agent: Agent | None, + agent: BaseAgent | None, task: Task | None, crew: Any | None, event_source: Any, diff --git a/lib/crewai/tests/memory/test_memory_root_scope.py b/lib/crewai/tests/memory/test_memory_root_scope.py index 0647fa93b3..9fd5ffb70c 100644 --- a/lib/crewai/tests/memory/test_memory_root_scope.py +++ b/lib/crewai/tests/memory/test_memory_root_scope.py @@ -523,8 +523,8 @@ class TestAgentScopeExtension: def test_agent_save_extends_crew_root_scope(self) -> None: """Agent._save_to_memory extends crew's root_scope with agent info.""" - from crewai.agents.agent_builder.base_agent_executor_mixin import ( - CrewAgentExecutorMixin, + from crewai.agents.agent_builder.base_agent_executor import ( + BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish from crewai.utilities.printer import Printer @@ -543,7 +543,7 @@ def test_agent_save_extends_crew_root_scope(self) -> None: mock_task.description = "Research task" mock_task.expected_output = "Report" - executor = CrewAgentExecutorMixin( + executor = BaseAgentExecutor( crew=None, agent=mock_agent, task=mock_task, @@ -557,8 +557,8 @@ def test_agent_save_extends_crew_root_scope(self) -> None: def test_agent_save_sanitizes_role(self) -> None: """Agent role with special chars is sanitized for scope path.""" - from crewai.agents.agent_builder.base_agent_executor_mixin import ( - CrewAgentExecutorMixin, + from crewai.agents.agent_builder.base_agent_executor import ( + BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish from crewai.utilities.printer import Printer @@ -577,7 +577,7 @@ def test_agent_save_sanitizes_role(self) -> None: mock_task.description = "Task" mock_task.expected_output = "Output" - executor = CrewAgentExecutorMixin( + executor = BaseAgentExecutor( crew=None, agent=mock_agent, task=mock_task, @@ -1047,8 +1047,8 @@ class TestAgentExecutorBackwardCompat: def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: """Agent executor doesn't inject root_scope when memory has none.""" - from crewai.agents.agent_builder.base_agent_executor_mixin import ( - CrewAgentExecutorMixin, + from crewai.agents.agent_builder.base_agent_executor import ( + BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish from crewai.utilities.printer import Printer @@ -1067,7 +1067,7 @@ def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: mock_task.description = "Task" mock_task.expected_output = "Output" - executor = CrewAgentExecutorMixin( + executor = BaseAgentExecutor( crew=None, agent=mock_agent, task=mock_task, @@ -1082,8 +1082,8 @@ def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: def test_agent_executor_extends_root_scope_when_memory_has_one(self) -> None: """Agent executor extends root_scope when memory has one.""" - from crewai.agents.agent_builder.base_agent_executor_mixin import ( - CrewAgentExecutorMixin, + from crewai.agents.agent_builder.base_agent_executor import ( + BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish from crewai.utilities.printer import Printer @@ -1102,7 +1102,7 @@ def test_agent_executor_extends_root_scope_when_memory_has_one(self) -> None: mock_task.description = "Task" mock_task.expected_output = "Output" - executor = CrewAgentExecutorMixin( + executor = BaseAgentExecutor( crew=None, agent=mock_agent, task=mock_task, diff --git a/lib/crewai/tests/memory/test_unified_memory.py b/lib/crewai/tests/memory/test_unified_memory.py index cb6fca8bb6..e6b48333a5 100644 --- a/lib/crewai/tests/memory/test_unified_memory.py +++ b/lib/crewai/tests/memory/test_unified_memory.py @@ -315,7 +315,7 @@ def test_memory_extract_memories_empty_content_returns_empty_list(tmp_path: Path def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: """_save_to_memory calls memory.extract_memories(raw) then memory.remember(m) for each.""" - from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin + from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import AgentFinish mock_memory = MagicMock() @@ -331,7 +331,7 @@ def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: mock_task.description = "Do research" mock_task.expected_output = "A report" - executor = CrewAgentExecutorMixin( + executor = BaseAgentExecutor( crew=None, agent=mock_agent, task=mock_task, @@ -349,7 +349,7 @@ def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: def test_executor_save_to_memory_skips_delegation_output() -> None: """_save_to_memory does nothing when output contains delegate action.""" - from crewai.agents.agent_builder.base_agent_executor_mixin import CrewAgentExecutorMixin + from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import AgentFinish from crewai.utilities.string_utils import sanitize_tool_name @@ -362,7 +362,7 @@ def test_executor_save_to_memory_skips_delegation_output() -> None: delegate_text = f"Action: {sanitize_tool_name('Delegate work to coworker')}" full_text = delegate_text + " rest" - executor = CrewAgentExecutorMixin( + executor = BaseAgentExecutor( crew=None, agent=mock_agent, task=mock_task, diff --git a/lib/crewai/tests/rag/embeddings/test_google_vertex_memory_integration.py b/lib/crewai/tests/rag/embeddings/test_google_vertex_memory_integration.py index 149320adf3..28ea84304e 100644 --- a/lib/crewai/tests/rag/embeddings/test_google_vertex_memory_integration.py +++ b/lib/crewai/tests/rag/embeddings/test_google_vertex_memory_integration.py @@ -102,7 +102,7 @@ def test_crew_memory_with_google_vertex_embedder( # Mock _save_to_memory during kickoff so it doesn't make embedding API calls # that VCR can't replay (GCP metadata auth, embedding endpoints). with patch( - "crewai.agents.agent_builder.base_agent_executor_mixin.CrewAgentExecutorMixin._save_to_memory" + "crewai.agents.agent_builder.base_agent_executor.BaseAgentExecutor._save_to_memory" ): result = crew.kickoff() @@ -163,7 +163,7 @@ def test_crew_memory_with_google_vertex_project_id(simple_agent, simple_task) -> assert crew._memory is memory with patch( - "crewai.agents.agent_builder.base_agent_executor_mixin.CrewAgentExecutorMixin._save_to_memory" + "crewai.agents.agent_builder.base_agent_executor.BaseAgentExecutor._save_to_memory" ): result = crew.kickoff() From 191053c41b53a68a1a8f42f486a37c6d92f351cc Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 01:25:31 +0800 Subject: [PATCH 18/66] refactor: generic from_checkpoint with provider, full LLM serialization --- .../crewai/agents/agent_builder/base_agent.py | 18 +++++----- .../agent_builder/base_agent_executor.py | 10 +++--- lib/crewai/src/crewai/crew.py | 19 ++++++----- lib/crewai/src/crewai/flow/flow.py | 18 +++++----- lib/crewai/src/crewai/state/provider/core.py | 22 ++++++++++++ .../crewai/state/provider/json_provider.py | 23 +++++++++++++ lib/crewai/src/crewai/state/runtime.py | 34 +++++++++++++++++++ 7 files changed, 116 insertions(+), 28 deletions(-) diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index 5cbe3ccbf1..9ea223b461 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -51,6 +51,7 @@ if TYPE_CHECKING: from crewai.context import ExecutionContext from crewai.crew import Crew + from crewai.state.provider.core import BaseProvider def _validate_crew_ref(value: Any) -> Any: @@ -296,17 +297,18 @@ def _validate_agent_executor(cls, v: Any) -> Any: execution_context: ExecutionContext | None = Field(default=None) @classmethod - def from_checkpoint(cls, path: str) -> Self: + def from_checkpoint( + cls, path: str, *, provider: BaseProvider | None = None + ) -> Self: """Restore an Agent from a checkpoint file.""" - from pathlib import Path as _Path - from crewai.context import apply_execution_context + from crewai.state.provider.json_provider import JsonProvider + from crewai.state.runtime import RuntimeState - json_str = _Path(path).read_text() - from crewai import RuntimeState - - state = RuntimeState.model_validate_json( - json_str, context={"from_checkpoint": True} + state = RuntimeState.from_checkpoint( + path, + provider=provider or JsonProvider(), + context={"from_checkpoint": True}, ) for entity in state.root: if isinstance(entity, cls): diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py index ee076dfe09..37028a63b4 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py @@ -21,18 +21,20 @@ class BaseAgentExecutor(BaseModel): model_config = {"arbitrary_types_allowed": True} - crew: Crew = Field(default=None, exclude=True) # type: ignore[assignment] - agent: BaseAgent = Field(default=None, exclude=True) # type: ignore[assignment] - task: Task = Field(default=None, exclude=True) # type: ignore[assignment] + crew: Crew | None = Field(default=None, exclude=True) + agent: BaseAgent | None = Field(default=None, exclude=True) + task: Task | None = Field(default=None, exclude=True) iterations: int = Field(default=0) max_iter: int = Field(default=25) messages: list[LLMMessage] = Field(default_factory=list) _resuming: bool = PrivateAttr(default=False) - _i18n: I18N = PrivateAttr(default=None) # type: ignore[assignment] + _i18n: I18N | None = PrivateAttr(default=None) _printer: Printer = PrivateAttr(default_factory=Printer) def _save_to_memory(self, output: AgentFinish) -> None: """Save task result to unified memory (memory or crew._memory).""" + if self.agent is None: + return memory = getattr(self.agent, "memory", None) or ( getattr(self.crew, "_memory", None) if self.crew else None ) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 4f01623147..19d4aeb934 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -42,6 +42,7 @@ from opentelemetry.trace import Span from crewai.context import ExecutionContext + from crewai.state.provider.core import BaseProvider try: from crewai_files import get_supported_content_types @@ -354,25 +355,27 @@ class Crew(FlowTrackable, BaseModel): checkpoint_kickoff_event_id: str | None = Field(default=None) @classmethod - def from_checkpoint(cls, path: str) -> Crew: + def from_checkpoint( + cls, path: str, *, provider: BaseProvider | None = None + ) -> Crew: """Restore a Crew from a checkpoint file, ready to resume via kickoff(). Args: path: Path to a checkpoint JSON file. + provider: Storage backend to read from. Defaults to JsonProvider. Returns: A Crew instance. Call kickoff() to resume from the last completed task. """ - from pathlib import Path as _Path - from crewai.context import apply_execution_context - - json_str = _Path(path).read_text() - from crewai import RuntimeState from crewai.events.event_bus import crewai_event_bus + from crewai.state.provider.json_provider import JsonProvider + from crewai.state.runtime import RuntimeState - state = RuntimeState.model_validate_json( - json_str, context={"from_checkpoint": True} + state = RuntimeState.from_checkpoint( + path, + provider=provider or JsonProvider(), + context={"from_checkpoint": True}, ) crewai_event_bus.set_runtime_state(state) for entity in state.root: diff --git a/lib/crewai/src/crewai/flow/flow.py b/lib/crewai/src/crewai/flow/flow.py index cad4da304d..ed1eda7e54 100644 --- a/lib/crewai/src/crewai/flow/flow.py +++ b/lib/crewai/src/crewai/flow/flow.py @@ -121,6 +121,7 @@ from crewai.context import ExecutionContext from crewai.flow.async_feedback.types import PendingFeedbackContext from crewai.llms.base_llm import BaseLLM + from crewai.state.provider.core import BaseProvider from crewai.flow.visualization import build_flow_structure, render_interactive from crewai.types.streaming import CrewStreamingOutput, FlowStreamingOutput @@ -921,17 +922,18 @@ class Flow(BaseModel, Generic[T], metaclass=FlowMeta): execution_context: ExecutionContext | None = Field(default=None) @classmethod - def from_checkpoint(cls, path: str) -> Flow: # type: ignore[type-arg] + def from_checkpoint( + cls, path: str, *, provider: BaseProvider | None = None + ) -> Flow: # type: ignore[type-arg] """Restore a Flow from a checkpoint file.""" - from pathlib import Path as _Path - from crewai.context import apply_execution_context + from crewai.state.provider.json_provider import JsonProvider + from crewai.state.runtime import RuntimeState - json_str = _Path(path).read_text() - from crewai import RuntimeState - - state = RuntimeState.model_validate_json( - json_str, context={"from_checkpoint": True} + state = RuntimeState.from_checkpoint( + path, + provider=provider or JsonProvider(), + context={"from_checkpoint": True}, ) for entity in state.root: if isinstance(entity, cls): diff --git a/lib/crewai/src/crewai/state/provider/core.py b/lib/crewai/src/crewai/state/provider/core.py index 71698c7120..ee420eea0b 100644 --- a/lib/crewai/src/crewai/state/provider/core.py +++ b/lib/crewai/src/crewai/state/provider/core.py @@ -57,3 +57,25 @@ async def acheckpoint(self, data: str, directory: str) -> str: A location identifier for the saved checkpoint, such as a file path or URI. """ ... + + def from_checkpoint(self, location: str) -> str: + """Read a snapshot synchronously. + + Args: + location: The identifier returned by a previous ``checkpoint`` call. + + Returns: + The raw serialized string. + """ + ... + + async def afrom_checkpoint(self, location: str) -> str: + """Read a snapshot asynchronously. + + Args: + location: The identifier returned by a previous ``acheckpoint`` call. + + Returns: + The raw serialized string. + """ + ... diff --git a/lib/crewai/src/crewai/state/provider/json_provider.py b/lib/crewai/src/crewai/state/provider/json_provider.py index 67f7709253..656e19fe0f 100644 --- a/lib/crewai/src/crewai/state/provider/json_provider.py +++ b/lib/crewai/src/crewai/state/provider/json_provider.py @@ -49,6 +49,29 @@ async def acheckpoint(self, data: str, directory: str) -> str: await f.write(data) return str(file_path) + def from_checkpoint(self, location: str) -> str: + """Read a JSON checkpoint file. + + Args: + location: Filesystem path to the checkpoint file. + + Returns: + The raw JSON string. + """ + return Path(location).read_text() + + async def afrom_checkpoint(self, location: str) -> str: + """Read a JSON checkpoint file asynchronously. + + Args: + location: Filesystem path to the checkpoint file. + + Returns: + The raw JSON string. + """ + async with aiofiles.open(location) as f: + return await f.read() + def _build_path(directory: str) -> Path: """Build a timestamped checkpoint file path. diff --git a/lib/crewai/src/crewai/state/runtime.py b/lib/crewai/src/crewai/state/runtime.py index 8fa6842649..a4bc8584c5 100644 --- a/lib/crewai/src/crewai/state/runtime.py +++ b/lib/crewai/src/crewai/state/runtime.py @@ -128,6 +128,40 @@ async def acheckpoint(self, directory: str) -> str: _prepare_entities(self.root) return await self._provider.acheckpoint(self.model_dump_json(), directory) + @classmethod + def from_checkpoint( + cls, location: str, provider: BaseProvider, **kwargs: Any + ) -> RuntimeState: + """Restore a RuntimeState from a checkpoint. + + Args: + location: The identifier returned by a previous ``checkpoint`` call. + provider: The storage backend to read from. + **kwargs: Passed to ``model_validate_json``. + + Returns: + A restored RuntimeState. + """ + raw = provider.from_checkpoint(location) + return cls.model_validate_json(raw, **kwargs) + + @classmethod + async def afrom_checkpoint( + cls, location: str, provider: BaseProvider, **kwargs: Any + ) -> RuntimeState: + """Async version of :meth:`from_checkpoint`. + + Args: + location: The identifier returned by a previous ``acheckpoint`` call. + provider: The storage backend to read from. + **kwargs: Passed to ``model_validate_json``. + + Returns: + A restored RuntimeState. + """ + raw = await provider.afrom_checkpoint(location) + return cls.model_validate_json(raw, **kwargs) + def _prepare_entities(root: list[Entity]) -> None: """Capture execution context and sync checkpoint fields on each entity. From fb8b59d0010c37dd7b3d91b87fc9a52f759c02d2 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 02:07:48 +0800 Subject: [PATCH 19/66] fix: guard register_entity when RuntimeState is None --- lib/crewai/src/crewai/events/event_bus.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 10a612dd31..7f7779f676 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -14,6 +14,7 @@ from contextlib import contextmanager import contextvars import inspect +import logging import threading from typing import TYPE_CHECKING, Any, Final, ParamSpec, TypeVar @@ -54,6 +55,8 @@ from crewai.utilities.rw_lock import RWLock +logger = logging.getLogger(__name__) + P = ParamSpec("P") R = TypeVar("R") @@ -267,6 +270,11 @@ def register_entity(self, entity: Any) -> None: if self._runtime_state is None: from crewai import RuntimeState + if RuntimeState is None: + logger.warning( + "RuntimeState unavailable; skipping entity registration." + ) + return self._runtime_state = RuntimeState(root=[entity]) else: self._runtime_state.root.append(entity) From f9d58d4d32515eb6c9115b962a7f623598310ea9 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 02:11:48 +0800 Subject: [PATCH 20/66] fix: add BaseAgentExecutor to model_rebuild chain --- lib/crewai/src/crewai/__init__.py | 1 + 1 file changed, 1 insertion(+) diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index d98fdb30f7..94fef38e27 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -181,6 +181,7 @@ def __getattr__(name: str) -> Any: ) from crewai.tasks.conditional_task import ConditionalTask as _ConditionalTask + _BaseAgentExecutor.model_rebuild(force=True, _types_namespace=_full_namespace) _BaseAgent.model_rebuild(force=True, _types_namespace=_full_namespace) Task.model_rebuild(force=True, _types_namespace=_full_namespace) _ConditionalTask.model_rebuild(force=True, _types_namespace=_full_namespace) From fba56056c0ccbd7b402f6b227e5e0a1e7c55097e Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 02:16:34 +0800 Subject: [PATCH 21/66] fix: use spec= on mocks for typed executor fields --- lib/crewai/tests/memory/test_memory_root_scope.py | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/lib/crewai/tests/memory/test_memory_root_scope.py b/lib/crewai/tests/memory/test_memory_root_scope.py index 9fd5ffb70c..ec81fa5246 100644 --- a/lib/crewai/tests/memory/test_memory_root_scope.py +++ b/lib/crewai/tests/memory/test_memory_root_scope.py @@ -1047,23 +1047,24 @@ class TestAgentExecutorBackwardCompat: def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: """Agent executor doesn't inject root_scope when memory has none.""" + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish - from crewai.utilities.printer import Printer + from crewai.task import Task mock_memory = MagicMock() mock_memory.read_only = False mock_memory.root_scope = None # No root_scope set mock_memory.extract_memories.return_value = ["Fact A"] - mock_agent = MagicMock() + mock_agent = MagicMock(spec=BaseAgent) mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock() + mock_task = MagicMock(spec=Task) mock_task.description = "Task" mock_task.expected_output = "Output" @@ -1082,23 +1083,24 @@ def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: def test_agent_executor_extends_root_scope_when_memory_has_one(self) -> None: """Agent executor extends root_scope when memory has one.""" + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish - from crewai.utilities.printer import Printer + from crewai.task import Task mock_memory = MagicMock() mock_memory.read_only = False mock_memory.root_scope = "/crew/test" # Has root_scope mock_memory.extract_memories.return_value = ["Fact A"] - mock_agent = MagicMock() + mock_agent = MagicMock(spec=BaseAgent) mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock() + mock_task = MagicMock(spec=Task) mock_task.description = "Task" mock_task.expected_output = "Output" From 7f24d74795bb2b9bf49a5419a2404fd6a2a8704c Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 03:05:06 +0800 Subject: [PATCH 22/66] fix: use real pydantic instances in executor tests, preserve cache handler across re-validation - Replace MagicMock fixtures with real Agent/Task instances in test_async_agent_executor.py so pydantic validation passes - Guard CacheHandler creation in Crew.set_private_attrs to avoid replacing an existing handler when the model validator re-runs during RuntimeState registration --- lib/crewai/src/crewai/crew.py | 3 +- .../tests/agents/test_async_agent_executor.py | 61 +++++++++---------- 2 files changed, 30 insertions(+), 34 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 19d4aeb934..08653028ef 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -438,7 +438,8 @@ def check_config_type( @model_validator(mode="after") def set_private_attrs(self) -> Crew: """set private attributes.""" - self._cache_handler = CacheHandler() + if not getattr(self, "_cache_handler", None): + self._cache_handler = CacheHandler() event_listener = EventListener() # Determine and set tracing state once for this execution diff --git a/lib/crewai/tests/agents/test_async_agent_executor.py b/lib/crewai/tests/agents/test_async_agent_executor.py index 4b065637a1..0ed37d824f 100644 --- a/lib/crewai/tests/agents/test_async_agent_executor.py +++ b/lib/crewai/tests/agents/test_async_agent_executor.py @@ -6,10 +6,12 @@ import pytest +from crewai.agent import Agent from crewai.agents.crew_agent_executor import CrewAgentExecutor from crewai.agents.parser import AgentAction, AgentFinish from crewai.agents.tools_handler import ToolsHandler from crewai.llms.base_llm import BaseLLM +from crewai.task import Task from crewai.tools.tool_types import ToolResult @@ -23,31 +25,25 @@ def mock_llm() -> MagicMock: @pytest.fixture -def mock_agent() -> MagicMock: - """Create a mock agent for testing.""" - agent = MagicMock() - agent.role = "Test Agent" - agent.key = "test_agent_key" - agent.verbose = False - agent.id = "test_agent_id" - return agent - - -@pytest.fixture -def mock_task() -> MagicMock: - """Create a mock task for testing.""" - task = MagicMock() - task.description = "Test task description" - return task +def test_agent(mock_llm: MagicMock) -> Agent: + """Create a real Agent for testing.""" + return Agent( + role="Test Agent", + goal="Test goal", + backstory="Test backstory", + llm=mock_llm, + verbose=False, + ) @pytest.fixture -def mock_crew() -> MagicMock: - """Create a mock crew for testing.""" - crew = MagicMock() - crew.verbose = False - crew._train = False - return crew +def test_task(test_agent: Agent) -> Task: + """Create a real Task for testing.""" + return Task( + description="Test task description", + expected_output="Test output", + agent=test_agent, + ) @pytest.fixture @@ -59,17 +55,16 @@ def mock_tools_handler() -> MagicMock: @pytest.fixture def executor( mock_llm: MagicMock, - mock_agent: MagicMock, - mock_task: MagicMock, - mock_crew: MagicMock, + test_agent: Agent, + test_task: Task, mock_tools_handler: MagicMock, ) -> CrewAgentExecutor: """Create a CrewAgentExecutor instance for testing.""" return CrewAgentExecutor( llm=mock_llm, - task=mock_task, - crew=mock_crew, - agent=mock_agent, + task=test_task, + crew=None, + agent=test_agent, prompt={"prompt": "Test prompt {input} {tool_names} {tools}"}, max_iter=5, tools=[], @@ -231,8 +226,8 @@ async def test_ainvoke_handles_exceptions( @pytest.mark.asyncio async def test_concurrent_ainvoke_calls( - self, mock_llm: MagicMock, mock_agent: MagicMock, mock_task: MagicMock, - mock_crew: MagicMock, mock_tools_handler: MagicMock + self, mock_llm: MagicMock, test_agent: Agent, test_task: Task, + mock_tools_handler: MagicMock, ) -> None: """Test that multiple ainvoke calls can run concurrently.""" max_concurrent = 0 @@ -244,9 +239,9 @@ async def create_and_run_executor(executor_id: int) -> dict[str, Any]: executor = CrewAgentExecutor( llm=mock_llm, - task=mock_task, - crew=mock_crew, - agent=mock_agent, + task=test_task, + crew=None, + agent=test_agent, prompt={"prompt": "Test {input} {tool_names} {tools}"}, max_iter=5, tools=[], From a3d25c661a7fdd9f3d00d20c1953d1ff9269fe3d Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 03:09:57 +0800 Subject: [PATCH 23/66] fix: register RuntimeState in Flow.from_checkpoint Crew.from_checkpoint called set_runtime_state but Flow.from_checkpoint did not, leaving the event bus without the restored state. --- lib/crewai/src/crewai/flow/flow.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/lib/crewai/src/crewai/flow/flow.py b/lib/crewai/src/crewai/flow/flow.py index ed1eda7e54..848743ba27 100644 --- a/lib/crewai/src/crewai/flow/flow.py +++ b/lib/crewai/src/crewai/flow/flow.py @@ -927,6 +927,7 @@ def from_checkpoint( ) -> Flow: # type: ignore[type-arg] """Restore a Flow from a checkpoint file.""" from crewai.context import apply_execution_context + from crewai.events.event_bus import crewai_event_bus from crewai.state.provider.json_provider import JsonProvider from crewai.state.runtime import RuntimeState @@ -935,6 +936,7 @@ def from_checkpoint( provider=provider or JsonProvider(), context={"from_checkpoint": True}, ) + crewai_event_bus.set_runtime_state(state) for entity in state.root: if isinstance(entity, cls): if entity.execution_context is not None: From 206259b5375610dbdc4cbd33c8d207104b5e6761 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 03:12:21 +0800 Subject: [PATCH 24/66] fix: add spec= to remaining mocks passed to pydantic models --- .../tests/agents/test_native_tool_calling.py | 9 ++++++--- lib/crewai/tests/memory/test_memory_root_scope.py | 12 ++++++++---- lib/crewai/tests/memory/test_unified_memory.py | 14 ++++++++++---- 3 files changed, 24 insertions(+), 11 deletions(-) diff --git a/lib/crewai/tests/agents/test_native_tool_calling.py b/lib/crewai/tests/agents/test_native_tool_calling.py index 13c5dc5e1b..1314c9680c 100644 --- a/lib/crewai/tests/agents/test_native_tool_calling.py +++ b/lib/crewai/tests/agents/test_native_tool_calling.py @@ -1142,18 +1142,21 @@ class TestNativeToolCallingJsonParseError: def _make_executor(self, tools: list[BaseTool]) -> "CrewAgentExecutor": """Create a minimal CrewAgentExecutor with mocked dependencies.""" + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.crew_agent_executor import CrewAgentExecutor + from crewai.crew import Crew + from crewai.task import Task from crewai.tools.base_tool import to_langchain structured_tools = to_langchain(tools) - mock_agent = Mock() + mock_agent = Mock(spec=BaseAgent) mock_agent.key = "test_agent" mock_agent.role = "tester" mock_agent.verbose = False mock_agent.fingerprint = None mock_agent.tools_results = [] - mock_task = Mock() + mock_task = Mock(spec=Task) mock_task.name = "test" mock_task.description = "test" mock_task.id = "test-id" @@ -1161,7 +1164,7 @@ def _make_executor(self, tools: list[BaseTool]) -> "CrewAgentExecutor": return CrewAgentExecutor( agent=mock_agent, task=mock_task, - crew=Mock(), + crew=Mock(spec=Crew), tools=structured_tools, original_tools=tools, ) diff --git a/lib/crewai/tests/memory/test_memory_root_scope.py b/lib/crewai/tests/memory/test_memory_root_scope.py index ec81fa5246..c213832c27 100644 --- a/lib/crewai/tests/memory/test_memory_root_scope.py +++ b/lib/crewai/tests/memory/test_memory_root_scope.py @@ -523,10 +523,12 @@ class TestAgentScopeExtension: def test_agent_save_extends_crew_root_scope(self) -> None: """Agent._save_to_memory extends crew's root_scope with agent info.""" + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish + from crewai.task import Task from crewai.utilities.printer import Printer mock_memory = MagicMock() @@ -534,12 +536,12 @@ def test_agent_save_extends_crew_root_scope(self) -> None: mock_memory.root_scope = "/crew/research-crew" mock_memory.extract_memories.return_value = ["Fact A"] - mock_agent = MagicMock() + mock_agent = MagicMock(spec=BaseAgent) mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock() + mock_task = MagicMock(spec=Task) mock_task.description = "Research task" mock_task.expected_output = "Report" @@ -557,10 +559,12 @@ def test_agent_save_extends_crew_root_scope(self) -> None: def test_agent_save_sanitizes_role(self) -> None: """Agent role with special chars is sanitized for scope path.""" + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish + from crewai.task import Task from crewai.utilities.printer import Printer mock_memory = MagicMock() @@ -568,12 +572,12 @@ def test_agent_save_sanitizes_role(self) -> None: mock_memory.root_scope = "/crew/test" mock_memory.extract_memories.return_value = ["Fact"] - mock_agent = MagicMock() + mock_agent = MagicMock(spec=BaseAgent) mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Senior Research Analyst #1" - mock_task = MagicMock() + mock_task = MagicMock(spec=Task) mock_task.description = "Task" mock_task.expected_output = "Output" diff --git a/lib/crewai/tests/memory/test_unified_memory.py b/lib/crewai/tests/memory/test_unified_memory.py index e6b48333a5..aeed6fa72e 100644 --- a/lib/crewai/tests/memory/test_unified_memory.py +++ b/lib/crewai/tests/memory/test_unified_memory.py @@ -315,19 +315,21 @@ def test_memory_extract_memories_empty_content_returns_empty_list(tmp_path: Path def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: """_save_to_memory calls memory.extract_memories(raw) then memory.remember(m) for each.""" + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import AgentFinish + from crewai.task import Task mock_memory = MagicMock() mock_memory.read_only = False mock_memory.extract_memories.return_value = ["Fact A.", "Fact B."] - mock_agent = MagicMock() + mock_agent = MagicMock(spec=BaseAgent) mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock() + mock_task = MagicMock(spec=Task) mock_task.description = "Do research" mock_task.expected_output = "A report" @@ -349,16 +351,20 @@ def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: def test_executor_save_to_memory_skips_delegation_output() -> None: """_save_to_memory does nothing when output contains delegate action.""" + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import AgentFinish + from crewai.task import Task from crewai.utilities.string_utils import sanitize_tool_name mock_memory = MagicMock() mock_memory.read_only = False - mock_agent = MagicMock() + mock_agent = MagicMock(spec=BaseAgent) mock_agent.memory = mock_memory mock_agent._logger = MagicMock() - mock_task = MagicMock(description="Task", expected_output="Out") + mock_task = MagicMock(spec=Task) + mock_task.description = "Task" + mock_task.expected_output = "Out" delegate_text = f"Action: {sanitize_tool_name('Delegate work to coworker')}" full_text = delegate_text + " rest" From a94c2bf786401ced02e12cf4a6068b5879ebf494 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 03:33:07 +0800 Subject: [PATCH 25/66] fix: bypass pydantic validation for mocks in BaseAgentExecutor tests After model_rebuild, BaseAgentExecutor rejects plain MagicMock for typed fields. Construct with defaults then assign mocks post-init. Also guard RuntimeState tests for environments where model_rebuild fails. --- .../tests/memory/test_memory_root_scope.py | 44 +++++++------------ .../tests/memory/test_unified_memory.py | 28 +++++------- lib/crewai/tests/test_event_record.py | 9 ++++ 3 files changed, 34 insertions(+), 47 deletions(-) diff --git a/lib/crewai/tests/memory/test_memory_root_scope.py b/lib/crewai/tests/memory/test_memory_root_scope.py index c213832c27..7442f1465d 100644 --- a/lib/crewai/tests/memory/test_memory_root_scope.py +++ b/lib/crewai/tests/memory/test_memory_root_scope.py @@ -523,33 +523,28 @@ class TestAgentScopeExtension: def test_agent_save_extends_crew_root_scope(self) -> None: """Agent._save_to_memory extends crew's root_scope with agent info.""" - from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish - from crewai.task import Task - from crewai.utilities.printer import Printer mock_memory = MagicMock() mock_memory.read_only = False mock_memory.root_scope = "/crew/research-crew" mock_memory.extract_memories.return_value = ["Fact A"] - mock_agent = MagicMock(spec=BaseAgent) + mock_agent = MagicMock() mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock(spec=Task) + mock_task = MagicMock() mock_task.description = "Research task" mock_task.expected_output = "Report" - executor = BaseAgentExecutor( - crew=None, - agent=mock_agent, - task=mock_task, - ) + executor = BaseAgentExecutor() + executor.agent = mock_agent + executor.task = mock_task executor._save_to_memory(AgentFinish(thought="", output="Result", text="Result")) @@ -559,33 +554,28 @@ def test_agent_save_extends_crew_root_scope(self) -> None: def test_agent_save_sanitizes_role(self) -> None: """Agent role with special chars is sanitized for scope path.""" - from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish - from crewai.task import Task - from crewai.utilities.printer import Printer mock_memory = MagicMock() mock_memory.read_only = False mock_memory.root_scope = "/crew/test" mock_memory.extract_memories.return_value = ["Fact"] - mock_agent = MagicMock(spec=BaseAgent) + mock_agent = MagicMock() mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Senior Research Analyst #1" - mock_task = MagicMock(spec=Task) + mock_task = MagicMock() mock_task.description = "Task" mock_task.expected_output = "Output" - executor = BaseAgentExecutor( - crew=None, - agent=mock_agent, - task=mock_task, - ) + executor = BaseAgentExecutor() + executor.agent = mock_agent + executor.task = mock_task executor._save_to_memory(AgentFinish(thought="", output="R", text="R")) @@ -1087,32 +1077,28 @@ def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: def test_agent_executor_extends_root_scope_when_memory_has_one(self) -> None: """Agent executor extends root_scope when memory has one.""" - from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish - from crewai.task import Task mock_memory = MagicMock() mock_memory.read_only = False mock_memory.root_scope = "/crew/test" # Has root_scope mock_memory.extract_memories.return_value = ["Fact A"] - mock_agent = MagicMock(spec=BaseAgent) + mock_agent = MagicMock() mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock(spec=Task) + mock_task = MagicMock() mock_task.description = "Task" mock_task.expected_output = "Output" - executor = BaseAgentExecutor( - crew=None, - agent=mock_agent, - task=mock_task, - ) + executor = BaseAgentExecutor() + executor.agent = mock_agent + executor.task = mock_task executor._save_to_memory(AgentFinish(thought="", output="R", text="R")) diff --git a/lib/crewai/tests/memory/test_unified_memory.py b/lib/crewai/tests/memory/test_unified_memory.py index aeed6fa72e..8982eb406f 100644 --- a/lib/crewai/tests/memory/test_unified_memory.py +++ b/lib/crewai/tests/memory/test_unified_memory.py @@ -315,29 +315,25 @@ def test_memory_extract_memories_empty_content_returns_empty_list(tmp_path: Path def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: """_save_to_memory calls memory.extract_memories(raw) then memory.remember(m) for each.""" - from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import AgentFinish - from crewai.task import Task mock_memory = MagicMock() mock_memory.read_only = False mock_memory.extract_memories.return_value = ["Fact A.", "Fact B."] - mock_agent = MagicMock(spec=BaseAgent) + mock_agent = MagicMock() mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock(spec=Task) + mock_task = MagicMock() mock_task.description = "Do research" mock_task.expected_output = "A report" - executor = BaseAgentExecutor( - crew=None, - agent=mock_agent, - task=mock_task, - ) + executor = BaseAgentExecutor() + executor.agent = mock_agent + executor.task = mock_task executor._save_to_memory( AgentFinish(thought="", output="We found X and Y.", text="We found X and Y.") ) @@ -351,28 +347,24 @@ def test_executor_save_to_memory_calls_extract_then_remember_per_item() -> None: def test_executor_save_to_memory_skips_delegation_output() -> None: """_save_to_memory does nothing when output contains delegate action.""" - from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import BaseAgentExecutor from crewai.agents.parser import AgentFinish - from crewai.task import Task from crewai.utilities.string_utils import sanitize_tool_name mock_memory = MagicMock() mock_memory.read_only = False - mock_agent = MagicMock(spec=BaseAgent) + mock_agent = MagicMock() mock_agent.memory = mock_memory mock_agent._logger = MagicMock() - mock_task = MagicMock(spec=Task) + mock_task = MagicMock() mock_task.description = "Task" mock_task.expected_output = "Out" delegate_text = f"Action: {sanitize_tool_name('Delegate work to coworker')}" full_text = delegate_text + " rest" - executor = BaseAgentExecutor( - crew=None, - agent=mock_agent, - task=mock_task, - ) + executor = BaseAgentExecutor() + executor.agent = mock_agent + executor.task = mock_task executor._save_to_memory( AgentFinish(thought="", output=full_text, text=full_text) ) diff --git a/lib/crewai/tests/test_event_record.py b/lib/crewai/tests/test_event_record.py index 9cd384b02e..d0be4ec764 100644 --- a/lib/crewai/tests/test_event_record.py +++ b/lib/crewai/tests/test_event_record.py @@ -342,6 +342,9 @@ class TestRuntimeStateIntegration: def test_runtime_state_serializes_event_record(self): from crewai import Agent, Crew, RuntimeState + if RuntimeState is None: + pytest.skip("RuntimeState unavailable (model_rebuild failed)") + agent = Agent( role="test", goal="test", backstory="test", llm="gpt-4o-mini" ) @@ -365,6 +368,9 @@ def test_runtime_state_serializes_event_record(self): def test_runtime_state_roundtrip_with_record(self): from crewai import Agent, Crew, RuntimeState + if RuntimeState is None: + pytest.skip("RuntimeState unavailable (model_rebuild failed)") + agent = Agent( role="test", goal="test", backstory="test", llm="gpt-4o-mini" ) @@ -397,6 +403,9 @@ def test_runtime_state_without_record_still_loads(self): """Backwards compat: a bare entity list should still validate.""" from crewai import Agent, Crew, RuntimeState + if RuntimeState is None: + pytest.skip("RuntimeState unavailable (model_rebuild failed)") + agent = Agent( role="test", goal="test", backstory="test", llm="gpt-4o-mini" ) From c1f9d9270b56de886eeb2e346d1fdddd6ef073f3 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 03:38:46 +0800 Subject: [PATCH 26/66] fix: assign mocks post-init for remaining executor tests Remove spec= from mocks and construct executors with defaults, then assign mock agent/task/crew after init to avoid pydantic validation. --- .../tests/agents/test_native_tool_calling.py | 15 ++++++--------- lib/crewai/tests/memory/test_memory_root_scope.py | 14 +++++--------- 2 files changed, 11 insertions(+), 18 deletions(-) diff --git a/lib/crewai/tests/agents/test_native_tool_calling.py b/lib/crewai/tests/agents/test_native_tool_calling.py index 1314c9680c..5cc218fa2b 100644 --- a/lib/crewai/tests/agents/test_native_tool_calling.py +++ b/lib/crewai/tests/agents/test_native_tool_calling.py @@ -1142,32 +1142,29 @@ class TestNativeToolCallingJsonParseError: def _make_executor(self, tools: list[BaseTool]) -> "CrewAgentExecutor": """Create a minimal CrewAgentExecutor with mocked dependencies.""" - from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.crew_agent_executor import CrewAgentExecutor - from crewai.crew import Crew - from crewai.task import Task from crewai.tools.base_tool import to_langchain structured_tools = to_langchain(tools) - mock_agent = Mock(spec=BaseAgent) + mock_agent = Mock() mock_agent.key = "test_agent" mock_agent.role = "tester" mock_agent.verbose = False mock_agent.fingerprint = None mock_agent.tools_results = [] - mock_task = Mock(spec=Task) + mock_task = Mock() mock_task.name = "test" mock_task.description = "test" mock_task.id = "test-id" - return CrewAgentExecutor( - agent=mock_agent, - task=mock_task, - crew=Mock(spec=Crew), + executor = CrewAgentExecutor( tools=structured_tools, original_tools=tools, ) + executor.agent = mock_agent + executor.task = mock_task + return executor def test_malformed_json_returns_parse_error(self) -> None: """Malformed JSON args must return a descriptive error, not silently become {}.""" diff --git a/lib/crewai/tests/memory/test_memory_root_scope.py b/lib/crewai/tests/memory/test_memory_root_scope.py index 7442f1465d..8872a9e098 100644 --- a/lib/crewai/tests/memory/test_memory_root_scope.py +++ b/lib/crewai/tests/memory/test_memory_root_scope.py @@ -1041,32 +1041,28 @@ class TestAgentExecutorBackwardCompat: def test_agent_executor_no_root_scope_when_memory_has_none(self) -> None: """Agent executor doesn't inject root_scope when memory has none.""" - from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.agents.agent_builder.base_agent_executor import ( BaseAgentExecutor, ) from crewai.agents.parser import AgentFinish - from crewai.task import Task mock_memory = MagicMock() mock_memory.read_only = False mock_memory.root_scope = None # No root_scope set mock_memory.extract_memories.return_value = ["Fact A"] - mock_agent = MagicMock(spec=BaseAgent) + mock_agent = MagicMock() mock_agent.memory = mock_memory mock_agent._logger = MagicMock() mock_agent.role = "Researcher" - mock_task = MagicMock(spec=Task) + mock_task = MagicMock() mock_task.description = "Task" mock_task.expected_output = "Output" - executor = BaseAgentExecutor( - crew=None, - agent=mock_agent, - task=mock_task, - ) + executor = BaseAgentExecutor() + executor.agent = mock_agent + executor.task = mock_task executor._save_to_memory(AgentFinish(thought="", output="R", text="R")) From e72b08ec4981f79c368f72c82d69843cf86ebeb8 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 03:57:39 +0800 Subject: [PATCH 27/66] fix: resolve mypy errors from optional executor fields - Disable union-attr/arg-type at file level in the two executor files where agent/task/crew are always set at runtime but typed as optional - Fix Liskov override in OpenAICompletion: use BaseAgent instead of Agent - Remove stale type: ignore comments now covered by file-level disables --- .../src/crewai/agents/crew_agent_executor.py | 21 +++++++++-------- .../src/crewai/experimental/agent_executor.py | 23 ++++++++++--------- lib/crewai/src/crewai/lite_agent.py | 2 +- .../llms/providers/openai/completion.py | 14 +++++------ 4 files changed, 31 insertions(+), 29 deletions(-) diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index 02d2e0e405..c8bc1a0dcd 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -1,3 +1,4 @@ +# mypy: disable-error-code="union-attr,arg-type" """Agent executor for crew AI agents. Handles agent execution flow including LLM interactions, tool execution, @@ -296,7 +297,7 @@ def _invoke_loop(self) -> AgentFinish: use_native_tools = ( hasattr(self.llm, "supports_function_calling") and callable(getattr(self.llm, "supports_function_calling", None)) - and self.llm.supports_function_calling() # type: ignore[union-attr] + and self.llm.supports_function_calling() and self.original_tools ) @@ -409,8 +410,8 @@ def _invoke_loop_react(self) -> AgentFinish: formatted_answer, tool_result ) - self._invoke_step_callback(formatted_answer) # type: ignore[arg-type] - self._append_message(formatted_answer.text) # type: ignore[union-attr] + self._invoke_step_callback(formatted_answer) + self._append_message(formatted_answer.text) except OutputParserError as e: formatted_answer = handle_output_parser_exception( # type: ignore[assignment] @@ -947,7 +948,7 @@ def _execute_single_native_tool_call( before_hook_context = ToolCallHookContext( tool_name=func_name, tool_input=args_dict or {}, - tool=structured_tool, # type: ignore[arg-type] + tool=structured_tool, agent=self.agent, task=self.task, crew=self.crew, @@ -1012,7 +1013,7 @@ def _execute_single_native_tool_call( after_hook_context = ToolCallHookContext( tool_name=func_name, tool_input=args_dict or {}, - tool=structured_tool, # type: ignore[arg-type] + tool=structured_tool, agent=self.agent, task=self.task, crew=self.crew, @@ -1142,7 +1143,7 @@ async def _ainvoke_loop(self) -> AgentFinish: use_native_tools = ( hasattr(self.llm, "supports_function_calling") and callable(getattr(self.llm, "supports_function_calling", None)) - and self.llm.supports_function_calling() # type: ignore[union-attr] + and self.llm.supports_function_calling() and self.original_tools ) @@ -1250,8 +1251,8 @@ async def _ainvoke_loop_react(self) -> AgentFinish: formatted_answer, tool_result ) - await self._ainvoke_step_callback(formatted_answer) # type: ignore[arg-type] - self._append_message(formatted_answer.text) # type: ignore[union-attr] + await self._ainvoke_step_callback(formatted_answer) + self._append_message(formatted_answer.text) except OutputParserError as e: formatted_answer = handle_output_parser_exception( # type: ignore[assignment] @@ -1634,7 +1635,7 @@ def _handle_human_feedback(self, formatted_answer: AgentFinish) -> AgentFinish: Final answer after feedback. """ provider = get_provider() - return provider.handle_feedback(formatted_answer, self) # type: ignore[arg-type] + return provider.handle_feedback(formatted_answer, self) async def _ahandle_human_feedback( self, formatted_answer: AgentFinish @@ -1648,7 +1649,7 @@ async def _ahandle_human_feedback( Final answer after feedback. """ provider = get_provider() - return await provider.handle_feedback_async(formatted_answer, self) # type: ignore[arg-type] + return await provider.handle_feedback_async(formatted_answer, self) def _is_training_mode(self) -> bool: """Check if training mode is active. diff --git a/lib/crewai/src/crewai/experimental/agent_executor.py b/lib/crewai/src/crewai/experimental/agent_executor.py index c54f18f2ea..ff31251f36 100644 --- a/lib/crewai/src/crewai/experimental/agent_executor.py +++ b/lib/crewai/src/crewai/experimental/agent_executor.py @@ -1,3 +1,4 @@ +# mypy: disable-error-code="union-attr,arg-type" from __future__ import annotations import asyncio @@ -297,12 +298,12 @@ def generate_plan(self) -> None: from crewai.utilities.reasoning_handler import AgentReasoning if self.task: - planning_handler = AgentReasoning(agent=self.agent, task=self.task) # type: ignore[arg-type] + planning_handler = AgentReasoning(agent=self.agent, task=self.task) else: # For kickoff() path - use input text directly, no Task needed input_text = getattr(self, "_kickoff_input", "") planning_handler = AgentReasoning( - agent=self.agent, # type: ignore[arg-type] + agent=self.agent, description=input_text or "Complete the requested task", expected_output="Complete the task successfully", ) @@ -387,28 +388,28 @@ def _get_reasoning_effort(self) -> str: step failures reliably trigger replanning rather than being silently ignored. """ - config = self.agent.planning_config # type: ignore[attr-defined] + config = self.agent.planning_config if config is not None: return str(config.reasoning_effort) return "medium" def _get_max_replans(self) -> int: """Get max replans from planning config or default to 3.""" - config = self.agent.planning_config # type: ignore[attr-defined] + config = self.agent.planning_config if config is not None: return int(config.max_replans) return 3 def _get_max_step_iterations(self) -> int: """Get max step iterations from planning config or default to 15.""" - config = self.agent.planning_config # type: ignore[attr-defined] + config = self.agent.planning_config if config is not None: return int(config.max_step_iterations) return 15 def _get_step_timeout(self) -> int | None: """Get per-step timeout from planning config or default to None.""" - config = self.agent.planning_config # type: ignore[attr-defined] + config = self.agent.planning_config if config is not None: return int(config.step_timeout) if config.step_timeout is not None else None return None @@ -1784,7 +1785,7 @@ def _execute_single_native_tool_call(self, tool_call: Any) -> dict[str, Any]: before_hook_context = ToolCallHookContext( tool_name=func_name, tool_input=args_dict, - tool=structured_tool, # type: ignore[arg-type] + tool=structured_tool, agent=self.agent, task=self.task, crew=self.crew, @@ -1858,7 +1859,7 @@ def _execute_single_native_tool_call(self, tool_call: Any) -> dict[str, Any]: after_hook_context = ToolCallHookContext( tool_name=func_name, tool_input=args_dict, - tool=structured_tool, # type: ignore[arg-type] + tool=structured_tool, agent=self.agent, task=self.task, crew=self.crew, @@ -2358,11 +2359,11 @@ def _trigger_replan(self, reason: str) -> None: from crewai.utilities.reasoning_handler import AgentReasoning if self.task: - planning_handler = AgentReasoning(agent=self.agent, task=self.task) # type: ignore[arg-type] + planning_handler = AgentReasoning(agent=self.agent, task=self.task) else: input_text = getattr(self, "_kickoff_input", "") planning_handler = AgentReasoning( - agent=self.agent, # type: ignore[arg-type] + agent=self.agent, description=input_text or "Complete the requested task", expected_output="Complete the task successfully", ) @@ -2379,7 +2380,7 @@ def _trigger_replan(self, reason: str) -> None: # description is a read-only property — recreate with enhanced text input_text = getattr(self, "_kickoff_input", "") planning_handler = AgentReasoning( - agent=self.agent, # type: ignore[arg-type] + agent=self.agent, description=enhanced_description or input_text or "Complete the requested task", diff --git a/lib/crewai/src/crewai/lite_agent.py b/lib/crewai/src/crewai/lite_agent.py index bbb4640109..2bed7e92fb 100644 --- a/lib/crewai/src/crewai/lite_agent.py +++ b/lib/crewai/src/crewai/lite_agent.py @@ -891,7 +891,7 @@ def _invoke_loop( messages=self._messages, callbacks=self._callbacks, printer=self._printer, - from_agent=self, + from_agent=self, # type: ignore[arg-type] executor_context=self, response_model=response_model, verbose=self.verbose, diff --git a/lib/crewai/src/crewai/llms/providers/openai/completion.py b/lib/crewai/src/crewai/llms/providers/openai/completion.py index d58e6b0d91..804ce29279 100644 --- a/lib/crewai/src/crewai/llms/providers/openai/completion.py +++ b/lib/crewai/src/crewai/llms/providers/openai/completion.py @@ -29,7 +29,7 @@ if TYPE_CHECKING: - from crewai.agent.core import Agent + from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.task import Task from crewai.tools.base_tool import BaseTool @@ -359,7 +359,7 @@ def call( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Call OpenAI API (Chat Completions or Responses based on api setting). @@ -427,7 +427,7 @@ def _call_completions( tools: list[dict[str, BaseTool]] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Call OpenAI Chat Completions API.""" @@ -459,7 +459,7 @@ async def acall( callbacks: list[Any] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Async call to OpenAI API (Chat Completions or Responses). @@ -522,7 +522,7 @@ async def _acall_completions( tools: list[dict[str, BaseTool]] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Async call to OpenAI Chat Completions API.""" @@ -553,7 +553,7 @@ def _call_responses( tools: list[dict[str, BaseTool]] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Call OpenAI Responses API.""" @@ -584,7 +584,7 @@ async def _acall_responses( tools: list[dict[str, BaseTool]] | None = None, available_functions: dict[str, Any] | None = None, from_task: Task | None = None, - from_agent: Agent | None = None, + from_agent: BaseAgent | None = None, response_model: type[BaseModel] | None = None, ) -> str | Any: """Async call to OpenAI Responses API.""" From b8829881289bb8a96099cad56d519395e8d429f4 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 04:11:22 +0800 Subject: [PATCH 28/66] fix: checkpoint resume bugs and handler signature caching - Return len(tasks) from _get_execution_start_index when all tasks complete, preventing full re-execution of finished checkpoints - Add _get_execution_start_index call to _aexecute_tasks so async resume skips completed tasks like the sync path does - Cache inspect.signature results per handler to avoid repeated introspection on every event emission --- lib/crewai/src/crewai/crew.py | 6 +++++- lib/crewai/src/crewai/events/event_bus.py | 10 ++++++---- lib/crewai/src/crewai/events/utils/handlers.py | 16 ++++++++++++++-- 3 files changed, 25 insertions(+), 7 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 08653028ef..7ea9350d53 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -1113,6 +1113,10 @@ async def _aexecute_tasks( Returns: CrewOutput: Final output of the crew """ + custom_start = self._get_execution_start_index(tasks) + if custom_start is not None: + start_index = custom_start + task_outputs: list[TaskOutput] = [] pending_tasks: list[tuple[Task, asyncio.Task[TaskOutput], int]] = [] last_sync_output: TaskOutput | None = None @@ -1297,7 +1301,7 @@ def _get_execution_start_index(self, tasks: list[Task]) -> int | None: for i, task in enumerate(tasks): if task.output is None: return i if i > 0 else None - return None + return len(tasks) if tasks else None def _execute_tasks( self, diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 7f7779f676..b952c03b73 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -13,7 +13,6 @@ from concurrent.futures import Future, ThreadPoolExecutor from contextlib import contextmanager import contextvars -import inspect import logging import threading from typing import TYPE_CHECKING, Any, Final, ParamSpec, TypeVar @@ -51,7 +50,11 @@ ) from crewai.events.types.llm_events import LLMStreamChunkEvent from crewai.events.utils.console_formatter import ConsoleFormatter -from crewai.events.utils.handlers import is_async_handler, is_call_handler_safe +from crewai.events.utils.handlers import ( + _get_param_count, + is_async_handler, + is_call_handler_safe, +) from crewai.utilities.rw_lock import RWLock @@ -356,8 +359,7 @@ async def _acall_handlers( state = self._runtime_state async def _call(handler: AsyncHandler) -> Any: - sig = inspect.signature(handler) - if len(sig.parameters) >= 3: + if _get_param_count(handler) >= 3: return await handler(source, event, state) # type: ignore[call-arg] return await handler(source, event) # type: ignore[call-arg] diff --git a/lib/crewai/src/crewai/events/utils/handlers.py b/lib/crewai/src/crewai/events/utils/handlers.py index 4c7dc31a3a..97713e3b21 100644 --- a/lib/crewai/src/crewai/events/utils/handlers.py +++ b/lib/crewai/src/crewai/events/utils/handlers.py @@ -10,6 +10,19 @@ from crewai.events.types.event_bus_types import AsyncHandler, SyncHandler +_handler_param_count: dict[int, int] = {} + + +def _get_param_count(handler: Any) -> int: + """Return the number of parameters a handler accepts, with caching.""" + key = id(handler) + count = _handler_param_count.get(key) + if count is None: + count = len(inspect.signature(handler).parameters) + _handler_param_count[key] = count + return count + + def is_async_handler( handler: Any, ) -> TypeIs[AsyncHandler]: @@ -55,8 +68,7 @@ def is_call_handler_safe( Exception if handler raised one, None otherwise """ try: - sig = inspect.signature(handler) - if len(sig.parameters) >= 3: + if _get_param_count(handler) >= 3: handler(source, event, state) # type: ignore[call-arg] else: handler(source, event) # type: ignore[call-arg] From ebb58a237ef60a0544e0f1dfbd9b740a5c8435af Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 21:29:30 +0800 Subject: [PATCH 29/66] fix: bump uv-pre-commit to 0.11.3, distinguish checkpoint resume - Bump uv-pre-commit from 0.9.3 to 0.11.3 to support relative exclude-newer values in pyproject.toml - Use checkpoint_kickoff_event_id to detect resume, preventing second kickoff() from skipping tasks or suppressing events --- .pre-commit-config.yaml | 2 +- lib/crewai/src/crewai/crew.py | 2 + lib/crewai/src/crewai/crews/utils.py | 2 +- uv.lock | 3270 ++++++++++++++------------ 4 files changed, 1713 insertions(+), 1563 deletions(-) diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index defe87b5c4..d704c83b11 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -21,7 +21,7 @@ repos: types: [python] exclude: ^(lib/crewai/src/crewai/cli/templates/|lib/crewai/tests/|lib/crewai-tools/tests/|lib/crewai-files/tests/) - repo: https://github.com/astral-sh/uv-pre-commit - rev: 0.9.3 + rev: 0.11.3 hooks: - id: uv-lock - repo: https://github.com/commitizen-tools/commitizen diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 7ea9350d53..ef8408c57c 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -1298,6 +1298,8 @@ def _create_manager_agent(self) -> None: manager.crew = self def _get_execution_start_index(self, tasks: list[Task]) -> int | None: + if self.checkpoint_kickoff_event_id is None: + return None for i, task in enumerate(tasks): if task.output is None: return i if i > 0 else None diff --git a/lib/crewai/src/crewai/crews/utils.py b/lib/crewai/src/crewai/crews/utils.py index a047f508ac..d82c297e63 100644 --- a/lib/crewai/src/crewai/crews/utils.py +++ b/lib/crewai/src/crewai/crews/utils.py @@ -284,7 +284,7 @@ def prepare_kickoff( ) from crewai.events.types.crew_events import CrewKickoffStartedEvent - resuming = crew._kickoff_event_id is not None + resuming = crew.checkpoint_kickoff_event_id is not None if not resuming and 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b/lib/crewai/src/crewai/crew.py index ef8408c57c..0b77ee72ad 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -409,6 +409,8 @@ def _restore_runtime(self) -> None: self._inputs = self.checkpoint_inputs if self.checkpoint_kickoff_event_id is not None: self._kickoff_event_id = self.checkpoint_kickoff_event_id + if self.checkpoint_train is not None: + self._train = self.checkpoint_train @field_validator("id", mode="before") @classmethod From c4bbb039da0703954c784c92a78360cee3083ef7 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 21:35:00 +0800 Subject: [PATCH 31/66] refactor: use lru_cache for handler param count --- lib/crewai/src/crewai/events/utils/handlers.py | 11 ++--------- 1 file changed, 2 insertions(+), 9 deletions(-) diff --git a/lib/crewai/src/crewai/events/utils/handlers.py b/lib/crewai/src/crewai/events/utils/handlers.py index 97713e3b21..386da6b47e 100644 --- a/lib/crewai/src/crewai/events/utils/handlers.py +++ 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Bump openai to 2.x to satisfy litellm's dependency. --- lib/crewai/pyproject.toml | 2 +- lib/devtools/pyproject.toml | 2 +- uv.lock | 95 ++++++++++++++++++++++++++++--------- 3 files changed, 75 insertions(+), 24 deletions(-) diff --git a/lib/crewai/pyproject.toml b/lib/crewai/pyproject.toml index 737f5457ad..bd300cef97 100644 --- a/lib/crewai/pyproject.toml +++ b/lib/crewai/pyproject.toml @@ -84,7 +84,7 @@ voyageai = [ "voyageai~=0.3.5", ] litellm = [ - "litellm>=1.74.9,<=1.82.6", + "litellm~=1.83.0", ] bedrock = [ "boto3~=1.40.45", diff --git a/lib/devtools/pyproject.toml b/lib/devtools/pyproject.toml index e023752413..a3f4769cbf 100644 --- a/lib/devtools/pyproject.toml +++ b/lib/devtools/pyproject.toml @@ -12,7 +12,7 @@ private = true dependencies = [ "click~=8.1.7", "toml~=0.10.2", - "openai~=1.83.0", + "openai~=2.30.0", "python-dotenv~=1.1.1", "pygithub~=1.59.1", "rich>=13.9.4", diff --git a/uv.lock b/uv.lock index 03082a8a74..3e636217d4 100644 --- a/uv.lock +++ b/uv.lock @@ -13,7 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number of parameters a handler accepts, with caching.""" +def _get_param_count_cached(handler: Any) -> int: return len(inspect.signature(handler).parameters) +def _get_param_count(handler: Any) -> int: + """Return the number of parameters a handler accepts, with caching. + + Falls back to uncached introspection for unhashable handlers + like functools.partial. + """ + try: + return _get_param_count_cached(handler) + except TypeError: + return len(inspect.signature(handler).parameters) + + def is_async_handler( handler: Any, ) -> TypeIs[AsyncHandler]: From 686cff65140cadd4afb92443bac0ffcc417b14eb Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 22:12:19 +0800 Subject: [PATCH 34/66] fix: register entities in aemit like emit does --- lib/crewai/src/crewai/events/event_bus.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index b952c03b73..3e5bd8519b 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -592,6 +592,12 @@ async def aemit(self, source: Any, event: BaseEvent) -> None: source: The object emitting the event event: The event instance to emit """ + if ( + getattr(source, "entity_type", None) in ("flow", "crew", "agent") + and id(source) not in self._registered_entity_ids + ): + self.register_entity(source) + if self._runtime_state is not None: self._runtime_state.event_record.add(event) From 0079c70dda8451164090b8153b85e9d845672273 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 22:18:53 +0800 Subject: [PATCH 35/66] ci: bump uv from 0.8.4 to 0.11.3 in all workflows --- .github/workflows/build-uv-cache.yml | 2 +- .github/workflows/generate-tool-specs.yml | 2 +- .github/workflows/linter.yml | 2 +- .github/workflows/nightly.yml | 2 +- .github/workflows/publish.yml | 2 +- .github/workflows/tests.yml | 2 +- .github/workflows/type-checker.yml | 2 +- .github/workflows/update-test-durations.yml | 2 +- .github/workflows/vulnerability-scan.yml | 2 +- 9 files changed, 9 insertions(+), 9 deletions(-) diff --git a/.github/workflows/build-uv-cache.yml b/.github/workflows/build-uv-cache.yml index 3e5028eb79..06835d14c7 100644 --- a/.github/workflows/build-uv-cache.yml +++ b/.github/workflows/build-uv-cache.yml @@ -28,7 +28,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: ${{ matrix.python-version }} enable-cache: false diff --git a/.github/workflows/generate-tool-specs.yml b/.github/workflows/generate-tool-specs.yml index aa3c1bd5d1..7171359387 100644 --- a/.github/workflows/generate-tool-specs.yml +++ b/.github/workflows/generate-tool-specs.yml @@ -35,7 +35,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: "3.12" enable-cache: true diff --git a/.github/workflows/linter.yml b/.github/workflows/linter.yml index ecef1d1f63..633d6c0e0a 100644 --- a/.github/workflows/linter.yml +++ b/.github/workflows/linter.yml @@ -26,7 +26,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: "3.11" enable-cache: false diff --git a/.github/workflows/nightly.yml b/.github/workflows/nightly.yml index 309014dfeb..2cfadad15a 100644 --- a/.github/workflows/nightly.yml +++ b/.github/workflows/nightly.yml @@ -95,7 +95,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: "3.12" enable-cache: false diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml index 5097231b94..f2b1bc1b0a 100644 --- a/.github/workflows/publish.yml +++ b/.github/workflows/publish.yml @@ -65,7 +65,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: "3.12" enable-cache: false diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index 6d8054ff46..fb75beb8a7 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -36,7 +36,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: ${{ matrix.python-version }} enable-cache: false diff --git a/.github/workflows/type-checker.yml b/.github/workflows/type-checker.yml index 3dd77187f9..2bab1ebb7d 100644 --- a/.github/workflows/type-checker.yml +++ b/.github/workflows/type-checker.yml @@ -33,7 +33,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: ${{ matrix.python-version }} enable-cache: false diff --git a/.github/workflows/update-test-durations.yml b/.github/workflows/update-test-durations.yml index 13f1ecd69a..4084fb64de 100644 --- a/.github/workflows/update-test-durations.yml +++ b/.github/workflows/update-test-durations.yml @@ -40,7 +40,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: ${{ matrix.python-version }} enable-cache: false diff --git a/.github/workflows/vulnerability-scan.yml b/.github/workflows/vulnerability-scan.yml index e28cc5b012..90b289d792 100644 --- a/.github/workflows/vulnerability-scan.yml +++ b/.github/workflows/vulnerability-scan.yml @@ -33,7 +33,7 @@ jobs: - name: Install uv uses: astral-sh/setup-uv@v6 with: - version: "0.8.4" + version: "0.11.3" python-version: "3.11" enable-cache: false From da5a890eae4fb505e6a2039a7f1d21979157f4fa Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 22:24:58 +0800 Subject: [PATCH 36/66] fix: share event metadata setup between emit and aemit Extract _prepare_event to set previous_event_id, triggered_by_event_id, emission_sequence, parent/child scoping, and event_record tracking. Both emit and aemit now call it, fixing aemit's missing metadata. --- lib/crewai/src/crewai/events/event_bus.py | 65 +++++++++++------------ 1 file changed, 31 insertions(+), 34 deletions(-) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 3e5bd8519b..7faedb54d8 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -435,32 +435,8 @@ async def _emit_with_dependencies(self, source: Any, event: BaseEvent) -> None: if level_async: await self._acall_handlers(source, event, level_async) - def emit(self, source: Any, event: BaseEvent) -> Future[None] | None: - """Emit an event to all registered handlers. - - If handlers have dependencies (registered with depends_on), they execute - in dependency order. Otherwise, handlers execute as before (sync in thread - pool, async fire-and-forget). - - Stream chunk events always execute synchronously to preserve ordering. - - Args: - source: The emitting object - event: The event instance to emit - - Returns: - Future that completes when handlers finish. Returns: - - Future for sync-only handlers (ThreadPoolExecutor future) - - Future for async handlers or mixed handlers (asyncio future) - - Future for dependency-managed handlers (asyncio future) - - None if no handlers or sync stream chunk events - - Example: - >>> future = crewai_event_bus.emit(source, event) - >>> if future: - ... await asyncio.wrap_future(future) # In async test - ... # or future.result(timeout=5.0) in sync code - """ + def _prepare_event(self, source: Any, event: BaseEvent) -> None: + """Set event metadata, register the source entity, and record the event.""" if ( getattr(source, "entity_type", None) in ("flow", "crew", "agent") and id(source) not in self._registered_entity_ids @@ -494,6 +470,34 @@ def emit(self, source: Any, event: BaseEvent) -> Future[None] | None: if self._runtime_state is not None: self._runtime_state.event_record.add(event) + def emit(self, source: Any, event: BaseEvent) -> Future[None] | None: + """Emit an event to all registered handlers. + + If handlers have dependencies (registered with depends_on), they execute + in dependency order. Otherwise, handlers execute as before (sync in thread + pool, async fire-and-forget). + + Stream chunk events always execute synchronously to preserve ordering. + + Args: + source: The emitting object + event: The event instance to emit + + Returns: + Future that completes when handlers finish. Returns: + - Future for sync-only handlers (ThreadPoolExecutor future) + - Future for async handlers or mixed handlers (asyncio future) + - Future for dependency-managed handlers (asyncio future) + - None if no handlers or sync stream chunk events + + Example: + >>> future = crewai_event_bus.emit(source, event) + >>> if future: + ... await asyncio.wrap_future(future) # In async test + ... # or future.result(timeout=5.0) in sync code + """ + self._prepare_event(source, event) + event_type = type(event) with self._rwlock.r_locked(): @@ -592,14 +596,7 @@ async def aemit(self, source: Any, event: BaseEvent) -> None: source: The object emitting the event event: The event instance to emit """ - if ( - getattr(source, "entity_type", None) in ("flow", "crew", "agent") - and id(source) not in self._registered_entity_ids - ): - self.register_entity(source) - - if self._runtime_state is not None: - self._runtime_state.event_record.add(event) + self._prepare_event(source, event) event_type = type(event) From 3f447f21d0d8d729409599e0de95277033b7004f Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 22:27:32 +0800 Subject: [PATCH 37/66] cleanup: remove redundant _registered_entity_ids class annotation --- lib/crewai/src/crewai/events/event_bus.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 7faedb54d8..3740c1a540 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -260,8 +260,6 @@ def set_runtime_state(self, state: RuntimeState) -> None: with self._instance_lock: self._runtime_state = state - _registered_entity_ids: set[int] - def register_entity(self, entity: Any) -> None: """Add an entity to the RuntimeState, creating it if needed.""" eid = id(entity) From 0c228b45b746ba76bddc777ce5860998d7dd28b8 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 22:31:39 +0800 Subject: [PATCH 38/66] fix: seed _registered_entity_ids from restored RuntimeState --- lib/crewai/src/crewai/events/event_bus.py | 1 + 1 file changed, 1 insertion(+) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 3740c1a540..fb5f260b96 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -259,6 +259,7 @@ def set_runtime_state(self, state: RuntimeState) -> None: """Set the RuntimeState that will be passed to event handlers.""" with self._instance_lock: self._runtime_state = state + self._registered_entity_ids = {id(e) for e in state.root} def register_entity(self, entity: Any) -> None: """Add an entity to the RuntimeState, creating it if needed.""" From e0fc32144c300f6ff8113bd5cd1008ed6d00747e Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 22:37:42 +0800 Subject: [PATCH 39/66] fix: return 0 instead of None when checkpoint resumes from first task --- lib/crewai/src/crewai/crew.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 0b77ee72ad..4390c338d5 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -1304,7 +1304,7 @@ def _get_execution_start_index(self, tasks: list[Task]) -> int | None: return None for i, task in enumerate(tasks): if task.output is None: - return i if i > 0 else None + return i return len(tasks) if tasks else None def _execute_tasks( From 6e7afb732fd6b7bb7056fc83c4c34f4aabfce9f0 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 22:41:59 +0800 Subject: [PATCH 40/66] fix: avoid duplicating LLM hooks on checkpoint restore --- lib/crewai/src/crewai/agents/crew_agent_executor.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index c8bc1a0dcd..83b9b6de3a 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -136,8 +136,10 @@ class CrewAgentExecutor(BaseAgentExecutor): def __init__(self, i18n: I18N | None = None, **kwargs: Any) -> None: super().__init__(**kwargs) self._i18n = i18n or get_i18n() - self.before_llm_call_hooks.extend(get_before_llm_call_hooks()) - self.after_llm_call_hooks.extend(get_after_llm_call_hooks()) + if not self.before_llm_call_hooks: + self.before_llm_call_hooks.extend(get_before_llm_call_hooks()) + if not self.after_llm_call_hooks: + self.after_llm_call_hooks.extend(get_after_llm_call_hooks()) if self.llm and not isinstance(self.llm, str): existing_stop = getattr(self.llm, "stop", []) self.llm.stop = list( From 055d1469a08204e6719cd0a36288ce7a26368790 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 23:00:49 +0800 Subject: [PATCH 41/66] fix: resolve mypy errors from openai 2.x type changes --- .../llms/providers/openai/completion.py | 24 ++++++++++++++----- .../crewai/utilities/internal_instructor.py | 2 +- 2 files changed, 19 insertions(+), 7 deletions(-) diff --git a/lib/crewai/src/crewai/llms/providers/openai/completion.py b/lib/crewai/src/crewai/llms/providers/openai/completion.py index 804ce29279..89edf7ab31 100644 --- a/lib/crewai/src/crewai/llms/providers/openai/completion.py +++ b/lib/crewai/src/crewai/llms/providers/openai/completion.py @@ -10,7 +10,11 @@ import httpx from openai import APIConnectionError, AsyncOpenAI, NotFoundError, OpenAI, Stream from openai.lib.streaming.chat import ChatCompletionStream -from openai.types.chat import ChatCompletion, ChatCompletionChunk +from openai.types.chat import ( + ChatCompletion, + ChatCompletionChunk, + ChatCompletionMessageFunctionToolCall, +) from openai.types.chat.chat_completion import Choice from openai.types.chat.chat_completion_chunk import ChoiceDelta from openai.types.responses import Response @@ -1359,11 +1363,11 @@ def _extract_builtin_tool_outputs(self, response: Response) -> ResponsesAPIResul file_results: list[FileSearchResultItem] = ( [ FileSearchResultItem( - file_id=r.file_id, # type: ignore[union-attr] - filename=r.filename, # type: ignore[union-attr] - text=r.text, # type: ignore[union-attr] - score=r.score, # type: ignore[union-attr] - attributes=r.attributes, # type: ignore[union-attr] + file_id=r.file_id, + filename=r.filename, + text=r.text, + score=r.score, + attributes=r.attributes, ) for r in item.results # type: ignore[union-attr] ] @@ -1625,6 +1629,8 @@ def _handle_completion( # If there are tool_calls and available_functions, execute the tools if message.tool_calls and available_functions: tool_call = message.tool_calls[0] + if not isinstance(tool_call, ChatCompletionMessageFunctionToolCall): + return message.content function_name = tool_call.function.name try: @@ -2009,7 +2015,13 @@ async def _ahandle_completion( # If there are tool_calls and available_functions, execute the tools if message.tool_calls and available_functions: + from openai.types.chat.chat_completion_message_function_tool_call import ( + ChatCompletionMessageFunctionToolCall, + ) + tool_call = message.tool_calls[0] + if not isinstance(tool_call, ChatCompletionMessageFunctionToolCall): + return message.content function_name = tool_call.function.name try: diff --git a/lib/crewai/src/crewai/utilities/internal_instructor.py b/lib/crewai/src/crewai/utilities/internal_instructor.py index 06a95d2344..86517c1ce4 100644 --- a/lib/crewai/src/crewai/utilities/internal_instructor.py +++ b/lib/crewai/src/crewai/utilities/internal_instructor.py @@ -60,7 +60,7 @@ def __init__( self.llm = llm or (agent.function_calling_llm or agent.llm if agent else None) with suppress_warnings(): - import instructor # type: ignore[import-untyped] + import instructor if ( self.llm is not None From 5c243b72a8c9e96d812556ff370299a970ae5aae Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 23:03:50 +0800 Subject: [PATCH 42/66] fix: skip adding crew-owned agents as top-level RuntimeState entities --- lib/crewai/src/crewai/events/event_bus.py | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index fb5f260b96..12872817fa 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -262,13 +262,23 @@ def set_runtime_state(self, state: RuntimeState) -> None: self._registered_entity_ids = {id(e) for e in state.root} def register_entity(self, entity: Any) -> None: - """Add an entity to the RuntimeState, creating it if needed.""" + """Add an entity to the RuntimeState, creating it if needed. + + Agents that belong to an already-registered Crew are tracked + but not appended to root, since they are serialized as part + of the Crew's agents list. + """ eid = id(entity) if eid in self._registered_entity_ids: return with self._instance_lock: if eid in self._registered_entity_ids: return + self._registered_entity_ids.add(eid) + if getattr(entity, "entity_type", None) == "agent": + crew = getattr(entity, "crew", None) + if crew is not None and id(crew) in self._registered_entity_ids: + return if self._runtime_state is None: from crewai import RuntimeState @@ -280,7 +290,6 @@ def register_entity(self, entity: Any) -> None: self._runtime_state = RuntimeState(root=[entity]) else: self._runtime_state.root.append(entity) - self._registered_entity_ids.add(eid) def off( self, From b46e96532e79565e244f5fe20f6373b61df6c09b Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 23:06:07 +0800 Subject: [PATCH 43/66] fix: return state messages by reference, not copy --- lib/crewai/src/crewai/experimental/agent_executor.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/crewai/src/crewai/experimental/agent_executor.py b/lib/crewai/src/crewai/experimental/agent_executor.py index ff31251f36..20584877a1 100644 --- a/lib/crewai/src/crewai/experimental/agent_executor.py +++ b/lib/crewai/src/crewai/experimental/agent_executor.py @@ -276,7 +276,7 @@ def iterations(self, value: int) -> None: @property # type: ignore[misc] def messages(self) -> list[LLMMessage]: """Compatibility property - returns state messages.""" - return list(self._state.messages) + return self._state.messages # type: ignore[no-any-return] @messages.setter def messages(self, value: list[LLMMessage]) -> None: From 167b609365dcd1728e698290d84f5fcaff0da232 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Sat, 4 Apr 2026 23:18:23 +0800 Subject: [PATCH 44/66] fix: restore event scope stack from checkpoint event record Replay the event record during _restore_runtime to rebuild _event_id_stack with correct event IDs. Remove manual push_event_scope calls from task and crew resume paths that used task UUIDs instead of event IDs. --- lib/crewai/src/crewai/crew.py | 33 +++++++++++++++++++ lib/crewai/src/crewai/crews/utils.py | 2 -- lib/crewai/src/crewai/events/event_context.py | 5 +++ lib/crewai/src/crewai/task.py | 9 ++--- 4 files changed, 40 insertions(+), 9 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 4390c338d5..865613517e 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -412,6 +412,39 @@ def _restore_runtime(self) -> None: if self.checkpoint_train is not None: self._train = self.checkpoint_train + self._restore_event_scope() + + def _restore_event_scope(self) -> None: + """Rebuild the event scope stack from the checkpoint's event record.""" + from crewai.events.event_bus import crewai_event_bus + from crewai.events.event_context import ( + SCOPE_ENDING_EVENTS, + SCOPE_STARTING_EVENTS, + restore_event_scope, + set_last_event_id, + ) + + state = crewai_event_bus._runtime_state + if state is None: + return + + stack: list[tuple[str, str]] = [] + last_event_id: str | None = None + for node in sorted( + state.event_record.nodes.values(), + key=lambda n: n.event.emission_sequence or 0, + ): + evt = node.event + last_event_id = evt.event_id + if evt.type in SCOPE_STARTING_EVENTS: + stack.append((evt.event_id, evt.type)) + elif evt.type in SCOPE_ENDING_EVENTS and stack: + stack.pop() + + restore_event_scope(tuple(stack)) + if last_event_id is not None: + set_last_event_id(last_event_id) + @field_validator("id", mode="before") @classmethod def _deny_user_set_id(cls, v: UUID4 | None, info: Any) -> UUID4 | None: diff --git a/lib/crewai/src/crewai/crews/utils.py b/lib/crewai/src/crewai/crews/utils.py index d82c297e63..20cecc3b45 100644 --- a/lib/crewai/src/crewai/crews/utils.py +++ b/lib/crewai/src/crewai/crews/utils.py @@ -279,7 +279,6 @@ def prepare_kickoff( from crewai.events.event_bus import crewai_event_bus from crewai.events.event_context import ( get_current_parent_id, - push_event_scope, reset_last_event_id, ) from crewai.events.types.crew_events import CrewKickoffStartedEvent @@ -305,7 +304,6 @@ def prepare_kickoff( normalized = before_callback(normalized) if resuming and crew._kickoff_event_id: - push_event_scope(crew._kickoff_event_id, "crew_kickoff_started") if crew.verbose: from crewai.events.utils.console_formatter import ConsoleFormatter diff --git a/lib/crewai/src/crewai/events/event_context.py b/lib/crewai/src/crewai/events/event_context.py index 672daf7865..bcb3de1a27 100644 --- a/lib/crewai/src/crewai/events/event_context.py +++ b/lib/crewai/src/crewai/events/event_context.py @@ -133,6 +133,11 @@ def triggered_by_scope(event_id: str) -> Generator[None, None, None]: _triggering_event_id.set(previous) +def restore_event_scope(stack: tuple[tuple[str, str], ...]) -> None: + """Restore the event scope stack from a checkpoint.""" + _event_id_stack.set(stack) + + def push_event_scope(event_id: str, event_type: str = "") -> None: """Push an event ID and type onto the scope stack.""" config = _event_context_config.get() or _default_config diff --git a/lib/crewai/src/crewai/task.py b/lib/crewai/src/crewai/task.py index eff5a3b60a..73e49ade92 100644 --- a/lib/crewai/src/crewai/task.py +++ b/lib/crewai/src/crewai/task.py @@ -39,7 +39,6 @@ from crewai.context import reset_current_task_id, set_current_task_id from crewai.core.providers.content_processor import process_content from crewai.events.event_bus import crewai_event_bus -from crewai.events.event_context import push_event_scope from crewai.events.types.task_events import ( TaskCompletedEvent, TaskFailedEvent, @@ -599,9 +598,7 @@ async def _aexecute_core( tools = tools or self.tools or [] self.processed_by_agents.add(agent.role) - if agent.agent_executor and agent.agent_executor._resuming: - push_event_scope(str(self.id), "task_started") - else: + if not (agent.agent_executor and agent.agent_executor._resuming): crewai_event_bus.emit( self, TaskStartedEvent(context=context, task=self) ) @@ -723,9 +720,7 @@ def _execute_core( tools = tools or self.tools or [] self.processed_by_agents.add(agent.role) - if agent.agent_executor and agent.agent_executor._resuming: - push_event_scope(str(self.id), "task_started") - else: + if not (agent.agent_executor and agent.agent_executor._resuming): crewai_event_bus.emit( self, TaskStartedEvent(context=context, task=self) ) From e1bbab75b3e3647a056eeead217c05a103be0184 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 19:23:15 +0800 Subject: [PATCH 45/66] fix: eliminate PydanticSerializationUnexpectedValue warnings Switch RuntimeState serializer from mode="wrap" to mode="plain" with dict return type so pydantic doesn't re-serialize entities through the Entity union pipeline. Also switch to string-based field discriminator for Entity union. --- lib/crewai/src/crewai/__init__.py | 10 ++++------ lib/crewai/src/crewai/state/runtime.py | 7 +++---- 2 files changed, 7 insertions(+), 10 deletions(-) diff --git a/lib/crewai/src/crewai/__init__.py b/lib/crewai/src/crewai/__init__.py index 94fef38e27..5835fe7f9c 100644 --- a/lib/crewai/src/crewai/__init__.py +++ b/lib/crewai/src/crewai/__init__.py @@ -192,15 +192,13 @@ def __getattr__(name: str) -> Any: from typing import Annotated - from pydantic import Discriminator, Tag + from pydantic import Field - from crewai.state.runtime import RuntimeState, _entity_discriminator + from crewai.state.runtime import RuntimeState Entity = Annotated[ - Annotated[Flow, Tag("flow")] # type: ignore[type-arg] - | Annotated[Crew, Tag("crew")] - | Annotated[Agent, Tag("agent")], - Discriminator(_entity_discriminator), + Flow | Crew | Agent, # type: ignore[type-arg] + Field(discriminator="entity_type"), ] RuntimeState.model_rebuild( diff --git a/lib/crewai/src/crewai/state/runtime.py b/lib/crewai/src/crewai/state/runtime.py index a4bc8584c5..c5655398ea 100644 --- a/lib/crewai/src/crewai/state/runtime.py +++ b/lib/crewai/src/crewai/state/runtime.py @@ -15,7 +15,6 @@ ModelWrapValidatorHandler, PrivateAttr, RootModel, - SerializerFunctionWrapHandler, model_serializer, model_validator, ) @@ -84,10 +83,10 @@ def event_record(self) -> EventRecord: """The execution event record.""" return self._event_record - @model_serializer(mode="wrap") - def _serialize(self, handler: SerializerFunctionWrapHandler) -> CheckpointPayload: + @model_serializer(mode="plain") + def _serialize(self) -> dict[str, Any]: return { - "entities": handler(self), + "entities": [e.model_dump() for e in self.root], "event_record": self._event_record.model_dump(), } From 97866c68ce2c149454e35129a58a9e28e33eb56f Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 19:37:03 +0800 Subject: [PATCH 46/66] fix: pre-cache tiktoken encoding before VCR intercepts requests --- lib/crewai/tests/llms/anthropic/test_anthropic_async.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/lib/crewai/tests/llms/anthropic/test_anthropic_async.py b/lib/crewai/tests/llms/anthropic/test_anthropic_async.py index e09e02d4b8..3c1d01ea31 100644 --- a/lib/crewai/tests/llms/anthropic/test_anthropic_async.py +++ b/lib/crewai/tests/llms/anthropic/test_anthropic_async.py @@ -7,6 +7,9 @@ from pydantic import BaseModel from crewai.llm import LLM + +# Pre-cache tiktoken encoding so VCR doesn't intercept the download request +tiktoken.get_encoding("cl100k_base") from crewai.llms.providers.anthropic.completion import AnthropicCompletion From 470af2f9e135aff4a38936e48ba07db29050f454 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 20:32:19 +0800 Subject: [PATCH 47/66] feat: add llm_type and executor_type discriminators for checkpoint fidelity Add type discriminator fields to BaseLLM subclasses and BaseAgentExecutor subclasses so checkpoint deserialization restores the correct provider class instead of always creating LLM/CrewAgentExecutor. --- .../crewai/agents/agent_builder/base_agent.py | 34 ++++++++++++++++--- .../agent_builder/base_agent_executor.py | 1 + .../src/crewai/agents/crew_agent_executor.py | 1 + .../src/crewai/experimental/agent_executor.py | 1 + lib/crewai/src/crewai/llm.py | 1 + lib/crewai/src/crewai/llms/base_llm.py | 1 + .../llms/providers/anthropic/completion.py | 1 + .../crewai/llms/providers/azure/completion.py | 3 +- .../llms/providers/bedrock/completion.py | 3 +- .../llms/providers/gemini/completion.py | 1 + .../llms/providers/openai/completion.py | 2 ++ 11 files changed, 43 insertions(+), 6 deletions(-) diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index 9ea223b461..9fc71a5412 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -64,11 +64,26 @@ def _serialize_crew_ref(value: Any) -> str | None: return str(value.id) if hasattr(value, "id") else str(value) +_LLM_TYPE_REGISTRY: dict[str, str] = { + "base": "crewai.llms.base_llm.BaseLLM", + "litellm": "crewai.llm.LLM", + "openai": "crewai.llms.providers.openai.completion.OpenAICompletion", + "anthropic": "crewai.llms.providers.anthropic.completion.AnthropicCompletion", + "azure": "crewai.llms.providers.azure.completion.AzureCompletion", + "bedrock": "crewai.llms.providers.bedrock.completion.BedrockCompletion", + "gemini": "crewai.llms.providers.gemini.completion.GeminiCompletion", +} + + def _validate_llm_ref(value: Any) -> Any: if isinstance(value, dict): - from crewai.llm import LLM + import importlib - return LLM(**value) + llm_type = value["llm_type"] + dotted = _LLM_TYPE_REGISTRY[llm_type] + mod_path, cls_name = dotted.rsplit(".", 1) + cls = getattr(importlib.import_module(mod_path), cls_name) + return cls(**value) return value @@ -80,11 +95,22 @@ def _resolve_agent(value: Any, info: Any) -> Any: return Agent.model_validate(value, context=getattr(info, "context", None)) +_EXECUTOR_TYPE_REGISTRY: dict[str, str] = { + "base": "crewai.agents.agent_builder.base_agent_executor.BaseAgentExecutor", + "crew": "crewai.agents.crew_agent_executor.CrewAgentExecutor", + "experimental": "crewai.experimental.agent_executor.AgentExecutor", +} + + def _validate_executor_ref(value: Any) -> Any: if isinstance(value, dict): - from crewai.agents.crew_agent_executor import CrewAgentExecutor + import importlib - return CrewAgentExecutor.model_validate(value) + executor_type = value["executor_type"] + dotted = _EXECUTOR_TYPE_REGISTRY[executor_type] + mod_path, cls_name = dotted.rsplit(".", 1) + cls = getattr(importlib.import_module(mod_path), cls_name) + return cls.model_validate(value) return value diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py index 37028a63b4..ad56807e47 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent_executor.py @@ -21,6 +21,7 @@ class BaseAgentExecutor(BaseModel): model_config = {"arbitrary_types_allowed": True} + executor_type: str = "base" crew: Crew | None = Field(default=None, exclude=True) agent: BaseAgent | None = Field(default=None, exclude=True) task: Task | None = Field(default=None, exclude=True) diff --git a/lib/crewai/src/crewai/agents/crew_agent_executor.py b/lib/crewai/src/crewai/agents/crew_agent_executor.py index 83b9b6de3a..0a002ed8ec 100644 --- a/lib/crewai/src/crewai/agents/crew_agent_executor.py +++ b/lib/crewai/src/crewai/agents/crew_agent_executor.py @@ -96,6 +96,7 @@ class CrewAgentExecutor(BaseAgentExecutor): LLM interactions, tool execution, and feedback handling. """ + executor_type: Literal["crew"] = "crew" llm: Annotated[ BaseLLM | str | None, BeforeValidator(_validate_llm_ref), diff --git a/lib/crewai/src/crewai/experimental/agent_executor.py b/lib/crewai/src/crewai/experimental/agent_executor.py index 20584877a1..067489c8e2 100644 --- a/lib/crewai/src/crewai/experimental/agent_executor.py +++ b/lib/crewai/src/crewai/experimental/agent_executor.py @@ -170,6 +170,7 @@ class AgentExecutor(Flow[AgentExecutorState], BaseAgentExecutor): # type: ignor _skip_auto_memory: bool = True + executor_type: Literal["experimental"] = "experimental" suppress_flow_events: bool = True # always suppress for executor llm: BaseLLM = Field(exclude=True) prompt: SystemPromptResult | StandardPromptResult = Field(exclude=True) diff --git a/lib/crewai/src/crewai/llm.py b/lib/crewai/src/crewai/llm.py index 57079f63e6..192fffd1a8 100644 --- a/lib/crewai/src/crewai/llm.py +++ b/lib/crewai/src/crewai/llm.py @@ -343,6 +343,7 @@ class AccumulatedToolArgs(BaseModel): class LLM(BaseLLM): + llm_type: Literal["litellm"] = "litellm" completion_cost: float | None = None timeout: float | int | None = None top_p: float | None = None diff --git a/lib/crewai/src/crewai/llms/base_llm.py b/lib/crewai/src/crewai/llms/base_llm.py index 9f00d1db8b..fd3c8c45ed 100644 --- a/lib/crewai/src/crewai/llms/base_llm.py +++ b/lib/crewai/src/crewai/llms/base_llm.py @@ -117,6 +117,7 @@ class BaseLLM(BaseModel, ABC): model_config = ConfigDict(arbitrary_types_allowed=True, populate_by_name=True) + llm_type: str = "base" model: str temperature: float | None = None api_key: str | None = None diff --git a/lib/crewai/src/crewai/llms/providers/anthropic/completion.py b/lib/crewai/src/crewai/llms/providers/anthropic/completion.py index d710404bd6..b6df34b941 100644 --- a/lib/crewai/src/crewai/llms/providers/anthropic/completion.py +++ b/lib/crewai/src/crewai/llms/providers/anthropic/completion.py @@ -148,6 +148,7 @@ class AnthropicCompletion(BaseLLM): offering native tool use, streaming support, and proper message formatting. """ + llm_type: Literal["anthropic"] = "anthropic" model: str = "claude-3-5-sonnet-20241022" timeout: float | None = None max_retries: int = 2 diff --git a/lib/crewai/src/crewai/llms/providers/azure/completion.py b/lib/crewai/src/crewai/llms/providers/azure/completion.py index 52bf055315..db7ab7e738 100644 --- a/lib/crewai/src/crewai/llms/providers/azure/completion.py +++ b/lib/crewai/src/crewai/llms/providers/azure/completion.py @@ -3,7 +3,7 @@ import json import logging import os -from typing import Any, TypedDict +from typing import Any, Literal, TypedDict from urllib.parse import urlparse from pydantic import BaseModel, PrivateAttr, model_validator @@ -74,6 +74,7 @@ class AzureCompletion(BaseLLM): offering native function calling, streaming support, and proper Azure authentication. """ + llm_type: Literal["azure"] = "azure" endpoint: str | None = None api_version: str | None = None timeout: float | None = None diff --git a/lib/crewai/src/crewai/llms/providers/bedrock/completion.py b/lib/crewai/src/crewai/llms/providers/bedrock/completion.py index 6fcf3581d9..c25c9bfece 100644 --- a/lib/crewai/src/crewai/llms/providers/bedrock/completion.py +++ b/lib/crewai/src/crewai/llms/providers/bedrock/completion.py @@ -5,7 +5,7 @@ import json import logging import os -from typing import TYPE_CHECKING, Any, TypedDict, cast +from typing import TYPE_CHECKING, Any, Literal, TypedDict, cast from pydantic import BaseModel, PrivateAttr, model_validator from typing_extensions import Required @@ -228,6 +228,7 @@ class BedrockCompletion(BaseLLM): - Model-specific conversation format handling (e.g., Cohere requirements) """ + llm_type: Literal["bedrock"] = "bedrock" model: str = "anthropic.claude-3-5-sonnet-20241022-v2:0" aws_access_key_id: str | None = None aws_secret_access_key: str | None = None diff --git a/lib/crewai/src/crewai/llms/providers/gemini/completion.py b/lib/crewai/src/crewai/llms/providers/gemini/completion.py index f790e22cf9..c84f7f5fdc 100644 --- a/lib/crewai/src/crewai/llms/providers/gemini/completion.py +++ b/lib/crewai/src/crewai/llms/providers/gemini/completion.py @@ -41,6 +41,7 @@ class GeminiCompletion(BaseLLM): offering native function calling, streaming support, and proper Gemini formatting. """ + llm_type: Literal["gemini"] = "gemini" model: str = "gemini-2.0-flash-001" project: str | None = None location: str | None = None diff --git a/lib/crewai/src/crewai/llms/providers/openai/completion.py b/lib/crewai/src/crewai/llms/providers/openai/completion.py index 89edf7ab31..ee84467a65 100644 --- a/lib/crewai/src/crewai/llms/providers/openai/completion.py +++ b/lib/crewai/src/crewai/llms/providers/openai/completion.py @@ -180,6 +180,8 @@ class OpenAICompletion(BaseLLM): chain-of-thought without storing data on OpenAI servers. """ + llm_type: Literal["openai"] = "openai" + BUILTIN_TOOL_TYPES: ClassVar[dict[str, str]] = { "web_search": "web_search_preview", "file_search": "file_search", From ef7654d7d5e217288267fc245fadc3649aee8b16 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 20:44:55 +0800 Subject: [PATCH 48/66] fix: add RWLock to EventRecord for thread-safe concurrent access --- lib/crewai/src/crewai/state/event_record.py | 111 +++++++++++--------- 1 file changed, 64 insertions(+), 47 deletions(-) diff --git a/lib/crewai/src/crewai/state/event_record.py b/lib/crewai/src/crewai/state/event_record.py index bfa6b1fbb7..a06dec3983 100644 --- a/lib/crewai/src/crewai/state/event_record.py +++ b/lib/crewai/src/crewai/state/event_record.py @@ -8,9 +8,10 @@ from typing import Literal -from pydantic import BaseModel, Field +from pydantic import BaseModel, Field, PrivateAttr from crewai.events.base_events import BaseEvent +from crewai.utilities.rw_lock import RWLock EdgeType = Literal[ @@ -61,6 +62,7 @@ class EventRecord(BaseModel): """ nodes: dict[str, EventNode] = Field(default_factory=dict) + _lock: RWLock = PrivateAttr(default_factory=RWLock) def add(self, event: BaseEvent) -> EventNode: """Add an event to the record and wire its edges. @@ -71,26 +73,34 @@ def add(self, event: BaseEvent) -> EventNode: Returns: The created node. """ - node = EventNode(event=event) - self.nodes[event.event_id] = node - - if event.parent_event_id and event.parent_event_id in self.nodes: - node.add_edge("parent", event.parent_event_id) - self.nodes[event.parent_event_id].add_edge("child", event.event_id) - - if event.triggered_by_event_id and event.triggered_by_event_id in self.nodes: - node.add_edge("triggered_by", event.triggered_by_event_id) - self.nodes[event.triggered_by_event_id].add_edge("trigger", event.event_id) - - if event.previous_event_id and event.previous_event_id in self.nodes: - node.add_edge("previous", event.previous_event_id) - self.nodes[event.previous_event_id].add_edge("next", event.event_id) - - if event.started_event_id and event.started_event_id in self.nodes: - node.add_edge("started", event.started_event_id) - self.nodes[event.started_event_id].add_edge("completed_by", event.event_id) - - return node + with self._lock.w_locked(): + node = EventNode(event=event) + self.nodes[event.event_id] = node + + if event.parent_event_id and event.parent_event_id in self.nodes: + node.add_edge("parent", event.parent_event_id) + self.nodes[event.parent_event_id].add_edge("child", event.event_id) + + if ( + event.triggered_by_event_id + and event.triggered_by_event_id in self.nodes + ): + node.add_edge("triggered_by", event.triggered_by_event_id) + self.nodes[event.triggered_by_event_id].add_edge( + "trigger", event.event_id + ) + + if event.previous_event_id and event.previous_event_id in self.nodes: + node.add_edge("previous", event.previous_event_id) + self.nodes[event.previous_event_id].add_edge("next", event.event_id) + + if event.started_event_id and event.started_event_id in self.nodes: + node.add_edge("started", event.started_event_id) + self.nodes[event.started_event_id].add_edge( + "completed_by", event.event_id + ) + + return node def get(self, event_id: str) -> EventNode | None: """Look up a node by event ID. @@ -101,7 +111,8 @@ def get(self, event_id: str) -> EventNode | None: Returns: The node, or None if not found. """ - return self.nodes.get(event_id) + with self._lock.r_locked(): + return self.nodes.get(event_id) def descendants(self, event_id: str) -> list[EventNode]: """Return all descendant nodes, children recursively. @@ -112,28 +123,29 @@ def descendants(self, event_id: str) -> list[EventNode]: Returns: All descendant nodes in breadth-first order. """ - result: list[EventNode] = [] - queue = [event_id] - visited: set[str] = set() - - while queue: - current_id = queue.pop(0) - if current_id in visited: - continue - visited.add(current_id) - - node = self.nodes.get(current_id) - if node is None: - continue - - for child_id in node.neighbors("child"): - if child_id not in visited: - child_node = self.nodes.get(child_id) - if child_node: - result.append(child_node) - queue.append(child_id) - - return result + with self._lock.r_locked(): + result: list[EventNode] = [] + queue = [event_id] + visited: set[str] = set() + + while queue: + current_id = queue.pop(0) + if current_id in visited: + continue + visited.add(current_id) + + node = self.nodes.get(current_id) + if node is None: + continue + + for child_id in node.neighbors("child"): + if child_id not in visited: + child_node = self.nodes.get(child_id) + if child_node: + result.append(child_node) + queue.append(child_id) + + return result def roots(self) -> list[EventNode]: """Return all root nodes — events with no parent. @@ -141,10 +153,15 @@ def roots(self) -> list[EventNode]: Returns: List of root event nodes. """ - return [node for node in self.nodes.values() if not node.neighbors("parent")] + with self._lock.r_locked(): + return [ + node for node in self.nodes.values() if not node.neighbors("parent") + ] def __len__(self) -> int: - return len(self.nodes) + with self._lock.r_locked(): + return len(self.nodes) def __contains__(self, event_id: str) -> bool: - return event_id in self.nodes + with self._lock.r_locked(): + return event_id in self.nodes From 4e15d49176604bcea49173da4490d7bb724e6b02 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 20:45:57 +0800 Subject: [PATCH 49/66] fix: wire executor back-references in BaseAgent.from_checkpoint --- lib/crewai/src/crewai/agents/agent_builder/base_agent.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index 9fc71a5412..90f352619a 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -340,6 +340,9 @@ def from_checkpoint( if isinstance(entity, cls): if entity.execution_context is not None: apply_execution_context(entity.execution_context) + if entity.agent_executor is not None: + entity.agent_executor.agent = entity + entity.agent_executor._resuming = True return entity raise ValueError(f"No {cls.__name__} found in checkpoint: {path}") From 408cd045e4d2606f5e05229ffc633c445d6d3ce0 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 20:47:41 +0800 Subject: [PATCH 50/66] cleanup: remove dead _entity_discriminator and CheckpointPayload --- lib/crewai/src/crewai/state/runtime.py | 15 +-------------- 1 file changed, 1 insertion(+), 14 deletions(-) diff --git a/lib/crewai/src/crewai/state/runtime.py b/lib/crewai/src/crewai/state/runtime.py index c5655398ea..29fc5d57f1 100644 --- a/lib/crewai/src/crewai/state/runtime.py +++ b/lib/crewai/src/crewai/state/runtime.py @@ -9,7 +9,7 @@ from __future__ import annotations -from typing import TYPE_CHECKING, Any, TypedDict +from typing import TYPE_CHECKING, Any from pydantic import ( ModelWrapValidatorHandler, @@ -29,19 +29,6 @@ from crewai import Entity -class CheckpointPayload(TypedDict): - entities: list[Entity] - event_record: dict[str, Any] - - -def _entity_discriminator(v: dict[str, Any] | object) -> str: - if isinstance(v, dict): - raw = v.get("entity_type", "agent") - else: - raw = getattr(v, "entity_type", "agent") - return str(raw) - - def _sync_checkpoint_fields(entity: object) -> None: """Copy private runtime attrs into checkpoint fields before serializing. From e5452d5e70bd0cbb0d76748c5f77291a4ab70998 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 20:59:32 +0800 Subject: [PATCH 51/66] fix: use json mode in RuntimeState entity serialization --- lib/crewai/src/crewai/state/runtime.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/crewai/src/crewai/state/runtime.py b/lib/crewai/src/crewai/state/runtime.py index 29fc5d57f1..a5bb6bd8d4 100644 --- a/lib/crewai/src/crewai/state/runtime.py +++ b/lib/crewai/src/crewai/state/runtime.py @@ -73,7 +73,7 @@ def event_record(self) -> EventRecord: @model_serializer(mode="plain") def _serialize(self) -> dict[str, Any]: return { - "entities": [e.model_dump() for e in self.root], + "entities": [e.model_dump(mode="json") for e in self.root], "event_record": self._event_record.model_dump(), } From b55e86ac8c4286b65105c30f83b93c6489e4d5fa Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 21:06:09 +0800 Subject: [PATCH 52/66] fix: only restore crew-level scope on checkpoint resume --- lib/crewai/src/crewai/crew.py | 30 +++++++++++++++--------------- 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index 865613517e..a378a67eeb 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -418,8 +418,6 @@ def _restore_event_scope(self) -> None: """Rebuild the event scope stack from the checkpoint's event record.""" from crewai.events.event_bus import crewai_event_bus from crewai.events.event_context import ( - SCOPE_ENDING_EVENTS, - SCOPE_STARTING_EVENTS, restore_event_scope, set_last_event_id, ) @@ -428,20 +426,22 @@ def _restore_event_scope(self) -> None: if state is None: return - stack: list[tuple[str, str]] = [] + # Only restore the crew-level scope. Inner scopes (task, agent, llm) + # are re-created by the normal execution flow on resume. + if self._kickoff_event_id: + restore_event_scope(((self._kickoff_event_id, "crew_kickoff_started"),)) + + # Set last_event_id to the most recent event in the record last_event_id: str | None = None - for node in sorted( - state.event_record.nodes.values(), - key=lambda n: n.event.emission_sequence or 0, - ): - evt = node.event - last_event_id = evt.event_id - if evt.type in SCOPE_STARTING_EVENTS: - stack.append((evt.event_id, evt.type)) - elif evt.type in SCOPE_ENDING_EVENTS and stack: - stack.pop() - - restore_event_scope(tuple(stack)) + for node in state.event_record.nodes.values(): + seq = node.event.emission_sequence or 0 + if last_event_id is None or seq > ( + state.event_record.nodes.get( + last_event_id, node + ).event.emission_sequence + or 0 + ): + last_event_id = node.event.event_id if last_event_id is not None: set_last_event_id(last_event_id) From 61422be7cf23dd6201e8418d76d883bceb019cd9 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 21:17:33 +0800 Subject: [PATCH 53/66] fix: populate task_id on task events and match in scope restore Set task_id and task_name in _set_task_fingerprint so events carry task identity through serialization. Use task_id to find the correct task_started event when restoring the scope stack on checkpoint resume. --- lib/crewai/src/crewai/crew.py | 22 ++++++++++++++++--- .../src/crewai/events/types/task_events.py | 12 ++++++++-- 2 files changed, 29 insertions(+), 5 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index a378a67eeb..d8bd989fd8 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -426,10 +426,26 @@ def _restore_event_scope(self) -> None: if state is None: return - # Only restore the crew-level scope. Inner scopes (task, agent, llm) - # are re-created by the normal execution flow on resume. + # Restore crew scope and the in-progress task scope. Inner scopes + # (agent, llm, tool) are re-created by the executor on resume. + stack: list[tuple[str, str]] = [] if self._kickoff_event_id: - restore_event_scope(((self._kickoff_event_id, "crew_kickoff_started"),)) + stack.append((self._kickoff_event_id, "crew_kickoff_started")) + + # Find the task_started event for the in-progress task (skipped on resume) + for task in self.tasks: + if task.output is None: + task_id_str = str(task.id) + for node in state.event_record.nodes.values(): + if ( + node.event.type == "task_started" + and node.event.task_id == task_id_str + ): + stack.append((node.event.event_id, "task_started")) + break + break + + restore_event_scope(tuple(stack)) # Set last_event_id to the most recent event in the record last_event_id: str | None = None diff --git a/lib/crewai/src/crewai/events/types/task_events.py b/lib/crewai/src/crewai/events/types/task_events.py index 5d2fd746a2..d042db22e0 100644 --- a/lib/crewai/src/crewai/events/types/task_events.py +++ b/lib/crewai/src/crewai/events/types/task_events.py @@ -5,8 +5,16 @@ def _set_task_fingerprint(event: BaseEvent, task: Any) -> None: - """Set fingerprint data on an event from a task object.""" - if task is not None and task.fingerprint: + """Set task identity and fingerprint data on an event.""" + if task is None: + return + task_id = getattr(task, "id", None) + if task_id is not None: + event.task_id = str(task_id) + task_name = getattr(task, "name", None) or getattr(task, "description", None) + if task_name: + event.task_name = task_name + if task.fingerprint: event.source_fingerprint = task.fingerprint.uuid_str event.source_type = "task" if task.fingerprint.metadata: From 9235edc096963c81f9066d487894ee0e888cd223 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 21:52:32 +0800 Subject: [PATCH 54/66] feat: preserve event subtypes through checkpoint serialization - Add Literal type discriminators to all 119 event subclasses - Add BeforeValidator + PlainSerializer on EventNode.event to deserialize events into the correct subclass using a type registry - Falls back to BaseEvent for unrecognized or incomplete event dicts --- .../src/crewai/events/types/a2a_events.py | 66 ++++++++++--------- .../src/crewai/events/types/agent_events.py | 20 +++--- .../src/crewai/events/types/crew_events.py | 22 +++---- .../src/crewai/events/types/flow_events.py | 28 ++++---- .../crewai/events/types/knowledge_events.py | 16 +++-- .../src/crewai/events/types/llm_events.py | 12 ++-- .../events/types/llm_guardrail_events.py | 8 +-- .../src/crewai/events/types/logging_events.py | 6 +- .../src/crewai/events/types/mcp_events.py | 16 ++--- .../src/crewai/events/types/memory_events.py | 20 +++--- .../crewai/events/types/observation_events.py | 14 ++-- .../crewai/events/types/reasoning_events.py | 8 +-- .../src/crewai/events/types/skill_events.py | 12 ++-- .../src/crewai/events/types/task_events.py | 10 +-- .../crewai/events/types/tool_usage_events.py | 14 ++-- lib/crewai/src/crewai/state/event_record.py | 44 ++++++++++++- 16 files changed, 180 insertions(+), 136 deletions(-) diff --git a/lib/crewai/src/crewai/events/types/a2a_events.py b/lib/crewai/src/crewai/events/types/a2a_events.py index 55de064f8e..4131a1fea5 100644 --- a/lib/crewai/src/crewai/events/types/a2a_events.py +++ b/lib/crewai/src/crewai/events/types/a2a_events.py @@ -73,7 +73,7 @@ class A2ADelegationStartedEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_delegation_started" + type: Literal["a2a_delegation_started"] = "a2a_delegation_started" endpoint: str task_description: str agent_id: str @@ -106,7 +106,7 @@ class A2ADelegationCompletedEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_delegation_completed" + type: Literal["a2a_delegation_completed"] = "a2a_delegation_completed" status: str result: str | None = None error: str | None = None @@ -140,7 +140,7 @@ class A2AConversationStartedEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_conversation_started" + type: Literal["a2a_conversation_started"] = "a2a_conversation_started" agent_id: str endpoint: str context_id: str | None = None @@ -171,7 +171,7 @@ class A2AMessageSentEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_message_sent" + type: Literal["a2a_message_sent"] = "a2a_message_sent" message: str turn_number: int context_id: str | None = None @@ -203,7 +203,7 @@ class A2AResponseReceivedEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_response_received" + type: Literal["a2a_response_received"] = "a2a_response_received" response: str turn_number: int context_id: str | None = None @@ -237,7 +237,7 @@ class A2AConversationCompletedEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_conversation_completed" + type: Literal["a2a_conversation_completed"] = "a2a_conversation_completed" status: Literal["completed", "failed"] final_result: str | None = None error: str | None = None @@ -263,7 +263,7 @@ class A2APollingStartedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_polling_started" + type: Literal["a2a_polling_started"] = "a2a_polling_started" task_id: str context_id: str | None = None polling_interval: float @@ -286,7 +286,7 @@ class A2APollingStatusEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_polling_status" + type: Literal["a2a_polling_status"] = "a2a_polling_status" task_id: str context_id: str | None = None state: str @@ -309,7 +309,9 @@ class A2APushNotificationRegisteredEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_push_notification_registered" + type: Literal["a2a_push_notification_registered"] = ( + "a2a_push_notification_registered" + ) task_id: str context_id: str | None = None callback_url: str @@ -334,7 +336,7 @@ class A2APushNotificationReceivedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_push_notification_received" + type: Literal["a2a_push_notification_received"] = "a2a_push_notification_received" task_id: str context_id: str | None = None state: str @@ -359,7 +361,7 @@ class A2APushNotificationSentEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_push_notification_sent" + type: Literal["a2a_push_notification_sent"] = "a2a_push_notification_sent" task_id: str context_id: str | None = None callback_url: str @@ -381,7 +383,7 @@ class A2APushNotificationTimeoutEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_push_notification_timeout" + type: Literal["a2a_push_notification_timeout"] = "a2a_push_notification_timeout" task_id: str context_id: str | None = None timeout_seconds: float @@ -405,7 +407,7 @@ class A2AStreamingStartedEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_streaming_started" + type: Literal["a2a_streaming_started"] = "a2a_streaming_started" task_id: str | None = None context_id: str | None = None endpoint: str @@ -434,7 +436,7 @@ class A2AStreamingChunkEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_streaming_chunk" + type: Literal["a2a_streaming_chunk"] = "a2a_streaming_chunk" task_id: str | None = None context_id: str | None = None chunk: str @@ -462,7 +464,7 @@ class A2AAgentCardFetchedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_agent_card_fetched" + type: Literal["a2a_agent_card_fetched"] = "a2a_agent_card_fetched" endpoint: str a2a_agent_name: str | None = None agent_card: dict[str, Any] | None = None @@ -486,7 +488,7 @@ class A2AAuthenticationFailedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_authentication_failed" + type: Literal["a2a_authentication_failed"] = "a2a_authentication_failed" endpoint: str auth_type: str | None = None error: str @@ -517,7 +519,7 @@ class A2AArtifactReceivedEvent(A2AEventBase): extensions: List of A2A extension URIs in use. """ - type: str = "a2a_artifact_received" + type: Literal["a2a_artifact_received"] = "a2a_artifact_received" task_id: str artifact_id: str artifact_name: str | None = None @@ -550,7 +552,7 @@ class A2AConnectionErrorEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_connection_error" + type: Literal["a2a_connection_error"] = "a2a_connection_error" endpoint: str error: str error_type: str | None = None @@ -571,7 +573,7 @@ class A2AServerTaskStartedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_server_task_started" + type: Literal["a2a_server_task_started"] = "a2a_server_task_started" task_id: str context_id: str metadata: dict[str, Any] | None = None @@ -587,7 +589,7 @@ class A2AServerTaskCompletedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_server_task_completed" + type: Literal["a2a_server_task_completed"] = "a2a_server_task_completed" task_id: str context_id: str result: str @@ -603,7 +605,7 @@ class A2AServerTaskCanceledEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_server_task_canceled" + type: Literal["a2a_server_task_canceled"] = "a2a_server_task_canceled" task_id: str context_id: str metadata: dict[str, Any] | None = None @@ -619,7 +621,7 @@ class A2AServerTaskFailedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_server_task_failed" + type: Literal["a2a_server_task_failed"] = "a2a_server_task_failed" task_id: str context_id: str error: str @@ -634,7 +636,7 @@ class A2AParallelDelegationStartedEvent(A2AEventBase): task_description: Description of the task being delegated. """ - type: str = "a2a_parallel_delegation_started" + type: Literal["a2a_parallel_delegation_started"] = "a2a_parallel_delegation_started" endpoints: list[str] task_description: str @@ -649,7 +651,9 @@ class A2AParallelDelegationCompletedEvent(A2AEventBase): results: Summary of results from each agent. """ - type: str = "a2a_parallel_delegation_completed" + type: Literal["a2a_parallel_delegation_completed"] = ( + "a2a_parallel_delegation_completed" + ) endpoints: list[str] success_count: int failure_count: int @@ -675,7 +679,7 @@ class A2ATransportNegotiatedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_transport_negotiated" + type: Literal["a2a_transport_negotiated"] = "a2a_transport_negotiated" endpoint: str a2a_agent_name: str | None = None negotiated_transport: str @@ -708,7 +712,7 @@ class A2AContentTypeNegotiatedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_content_type_negotiated" + type: Literal["a2a_content_type_negotiated"] = "a2a_content_type_negotiated" endpoint: str a2a_agent_name: str | None = None skill_name: str | None = None @@ -738,7 +742,7 @@ class A2AContextCreatedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_context_created" + type: Literal["a2a_context_created"] = "a2a_context_created" context_id: str created_at: float metadata: dict[str, Any] | None = None @@ -755,7 +759,7 @@ class A2AContextExpiredEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_context_expired" + type: Literal["a2a_context_expired"] = "a2a_context_expired" context_id: str created_at: float age_seconds: float @@ -775,7 +779,7 @@ class A2AContextIdleEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_context_idle" + type: Literal["a2a_context_idle"] = "a2a_context_idle" context_id: str idle_seconds: float task_count: int @@ -792,7 +796,7 @@ class A2AContextCompletedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_context_completed" + type: Literal["a2a_context_completed"] = "a2a_context_completed" context_id: str total_tasks: int duration_seconds: float @@ -811,7 +815,7 @@ class A2AContextPrunedEvent(A2AEventBase): metadata: Custom A2A metadata key-value pairs. """ - type: str = "a2a_context_pruned" + type: Literal["a2a_context_pruned"] = "a2a_context_pruned" context_id: str task_count: int age_seconds: float diff --git a/lib/crewai/src/crewai/events/types/agent_events.py b/lib/crewai/src/crewai/events/types/agent_events.py index 49e24e0599..8c811d176f 100644 --- a/lib/crewai/src/crewai/events/types/agent_events.py +++ b/lib/crewai/src/crewai/events/types/agent_events.py @@ -3,7 +3,7 @@ from __future__ import annotations from collections.abc import Sequence -from typing import Any +from typing import Any, Literal from pydantic import ConfigDict, model_validator from typing_extensions import Self @@ -21,7 +21,7 @@ class AgentExecutionStartedEvent(BaseEvent): task: Any tools: Sequence[BaseTool | CrewStructuredTool] | None task_prompt: str - type: str = "agent_execution_started" + type: Literal["agent_execution_started"] = "agent_execution_started" model_config = ConfigDict(arbitrary_types_allowed=True) @@ -38,7 +38,7 @@ class AgentExecutionCompletedEvent(BaseEvent): agent: BaseAgent task: Any output: str - type: str = "agent_execution_completed" + type: Literal["agent_execution_completed"] = "agent_execution_completed" model_config = ConfigDict(arbitrary_types_allowed=True) @@ -55,7 +55,7 @@ class AgentExecutionErrorEvent(BaseEvent): agent: BaseAgent task: Any error: str - type: str = "agent_execution_error" + type: Literal["agent_execution_error"] = "agent_execution_error" model_config = ConfigDict(arbitrary_types_allowed=True) @@ -73,7 +73,7 @@ class LiteAgentExecutionStartedEvent(BaseEvent): agent_info: dict[str, Any] tools: Sequence[BaseTool | CrewStructuredTool] | None messages: str | list[dict[str, str]] - type: str = "lite_agent_execution_started" + type: Literal["lite_agent_execution_started"] = "lite_agent_execution_started" model_config = ConfigDict(arbitrary_types_allowed=True) @@ -83,7 +83,7 @@ class LiteAgentExecutionCompletedEvent(BaseEvent): agent_info: dict[str, Any] output: str - type: str = "lite_agent_execution_completed" + type: Literal["lite_agent_execution_completed"] = "lite_agent_execution_completed" class LiteAgentExecutionErrorEvent(BaseEvent): @@ -91,7 +91,7 @@ class LiteAgentExecutionErrorEvent(BaseEvent): agent_info: dict[str, Any] error: str - type: str = "lite_agent_execution_error" + type: Literal["lite_agent_execution_error"] = "lite_agent_execution_error" # Agent Eval events @@ -100,7 +100,7 @@ class AgentEvaluationStartedEvent(BaseEvent): agent_role: str task_id: str | None = None iteration: int - type: str = "agent_evaluation_started" + type: Literal["agent_evaluation_started"] = "agent_evaluation_started" class AgentEvaluationCompletedEvent(BaseEvent): @@ -110,7 +110,7 @@ class AgentEvaluationCompletedEvent(BaseEvent): iteration: int metric_category: Any score: Any - type: str = "agent_evaluation_completed" + type: Literal["agent_evaluation_completed"] = "agent_evaluation_completed" class AgentEvaluationFailedEvent(BaseEvent): @@ -119,7 +119,7 @@ class AgentEvaluationFailedEvent(BaseEvent): task_id: str | None = None iteration: int error: str - type: str = "agent_evaluation_failed" + type: Literal["agent_evaluation_failed"] = "agent_evaluation_failed" def _set_agent_fingerprint(event: BaseEvent, agent: BaseAgent) -> None: diff --git a/lib/crewai/src/crewai/events/types/crew_events.py b/lib/crewai/src/crewai/events/types/crew_events.py index fa198f5aed..cf71cbfe31 100644 --- a/lib/crewai/src/crewai/events/types/crew_events.py +++ b/lib/crewai/src/crewai/events/types/crew_events.py @@ -1,4 +1,4 @@ -from typing import TYPE_CHECKING, Any +from typing import TYPE_CHECKING, Any, Literal from crewai.events.base_events import BaseEvent @@ -37,14 +37,14 @@ class CrewKickoffStartedEvent(CrewBaseEvent): """Event emitted when a crew starts execution""" inputs: dict[str, Any] | None - type: str = "crew_kickoff_started" + type: Literal["crew_kickoff_started"] = "crew_kickoff_started" class CrewKickoffCompletedEvent(CrewBaseEvent): """Event emitted when a crew completes execution""" output: Any - type: str = "crew_kickoff_completed" + type: Literal["crew_kickoff_completed"] = "crew_kickoff_completed" total_tokens: int = 0 @@ -52,7 +52,7 @@ class CrewKickoffFailedEvent(CrewBaseEvent): """Event emitted when a crew fails to complete execution""" error: str - type: str = "crew_kickoff_failed" + type: Literal["crew_kickoff_failed"] = "crew_kickoff_failed" class CrewTrainStartedEvent(CrewBaseEvent): @@ -61,7 +61,7 @@ class CrewTrainStartedEvent(CrewBaseEvent): n_iterations: int filename: str inputs: dict[str, Any] | None - type: str = "crew_train_started" + type: Literal["crew_train_started"] = "crew_train_started" class CrewTrainCompletedEvent(CrewBaseEvent): @@ -69,14 +69,14 @@ class CrewTrainCompletedEvent(CrewBaseEvent): n_iterations: int filename: str - type: str = "crew_train_completed" + type: Literal["crew_train_completed"] = "crew_train_completed" class CrewTrainFailedEvent(CrewBaseEvent): """Event emitted when a crew fails to complete training""" error: str - type: str = "crew_train_failed" + type: Literal["crew_train_failed"] = "crew_train_failed" class CrewTestStartedEvent(CrewBaseEvent): @@ -85,20 +85,20 @@ class CrewTestStartedEvent(CrewBaseEvent): n_iterations: int eval_llm: str | Any | None inputs: dict[str, Any] | None - type: str = "crew_test_started" + type: Literal["crew_test_started"] = "crew_test_started" class CrewTestCompletedEvent(CrewBaseEvent): """Event emitted when a crew completes testing""" - type: str = "crew_test_completed" + type: Literal["crew_test_completed"] = "crew_test_completed" class CrewTestFailedEvent(CrewBaseEvent): """Event emitted when a crew fails to complete testing""" error: str - type: str = "crew_test_failed" + type: Literal["crew_test_failed"] = "crew_test_failed" class CrewTestResultEvent(CrewBaseEvent): @@ -107,4 +107,4 @@ class CrewTestResultEvent(CrewBaseEvent): quality: float execution_duration: float model: str - type: str = "crew_test_result" + type: Literal["crew_test_result"] = "crew_test_result" diff --git a/lib/crewai/src/crewai/events/types/flow_events.py b/lib/crewai/src/crewai/events/types/flow_events.py index d820b8a05a..c2c1e2912c 100644 --- a/lib/crewai/src/crewai/events/types/flow_events.py +++ b/lib/crewai/src/crewai/events/types/flow_events.py @@ -1,4 +1,4 @@ -from typing import Any +from typing import Any, Literal from pydantic import BaseModel, ConfigDict @@ -17,14 +17,14 @@ class FlowStartedEvent(FlowEvent): flow_name: str inputs: dict[str, Any] | None = None - type: str = "flow_started" + type: Literal["flow_started"] = "flow_started" class FlowCreatedEvent(FlowEvent): """Event emitted when a flow is created""" flow_name: str - type: str = "flow_created" + type: Literal["flow_created"] = "flow_created" class MethodExecutionStartedEvent(FlowEvent): @@ -34,7 +34,7 @@ class MethodExecutionStartedEvent(FlowEvent): method_name: str state: dict[str, Any] | BaseModel params: dict[str, Any] | None = None - type: str = "method_execution_started" + type: Literal["method_execution_started"] = "method_execution_started" class MethodExecutionFinishedEvent(FlowEvent): @@ -44,7 +44,7 @@ class MethodExecutionFinishedEvent(FlowEvent): method_name: str result: Any = None state: dict[str, Any] | BaseModel - type: str = "method_execution_finished" + type: Literal["method_execution_finished"] = "method_execution_finished" class MethodExecutionFailedEvent(FlowEvent): @@ -53,7 +53,7 @@ class MethodExecutionFailedEvent(FlowEvent): flow_name: str method_name: str error: Exception - type: str = "method_execution_failed" + type: Literal["method_execution_failed"] = "method_execution_failed" model_config = ConfigDict(arbitrary_types_allowed=True) @@ -78,7 +78,7 @@ class MethodExecutionPausedEvent(FlowEvent): flow_id: str message: str emit: list[str] | None = None - type: str = "method_execution_paused" + type: Literal["method_execution_paused"] = "method_execution_paused" class FlowFinishedEvent(FlowEvent): @@ -86,7 +86,7 @@ class FlowFinishedEvent(FlowEvent): flow_name: str result: Any | None = None - type: str = "flow_finished" + type: Literal["flow_finished"] = "flow_finished" state: dict[str, Any] | BaseModel @@ -110,14 +110,14 @@ class FlowPausedEvent(FlowEvent): state: dict[str, Any] | BaseModel message: str emit: list[str] | None = None - type: str = "flow_paused" + type: Literal["flow_paused"] = "flow_paused" class FlowPlotEvent(FlowEvent): """Event emitted when a flow plot is created""" flow_name: str - type: str = "flow_plot" + type: Literal["flow_plot"] = "flow_plot" class FlowInputRequestedEvent(FlowEvent): @@ -138,7 +138,7 @@ class FlowInputRequestedEvent(FlowEvent): method_name: str message: str metadata: dict[str, Any] | None = None - type: str = "flow_input_requested" + type: Literal["flow_input_requested"] = "flow_input_requested" class FlowInputReceivedEvent(FlowEvent): @@ -163,7 +163,7 @@ class FlowInputReceivedEvent(FlowEvent): response: str | None = None metadata: dict[str, Any] | None = None response_metadata: dict[str, Any] | None = None - type: str = "flow_input_received" + type: Literal["flow_input_received"] = "flow_input_received" class HumanFeedbackRequestedEvent(FlowEvent): @@ -187,7 +187,7 @@ class HumanFeedbackRequestedEvent(FlowEvent): message: str emit: list[str] | None = None request_id: str | None = None - type: str = "human_feedback_requested" + type: Literal["human_feedback_requested"] = "human_feedback_requested" class HumanFeedbackReceivedEvent(FlowEvent): @@ -209,4 +209,4 @@ class HumanFeedbackReceivedEvent(FlowEvent): feedback: str outcome: str | None = None request_id: str | None = None - type: str = "human_feedback_received" + type: Literal["human_feedback_received"] = "human_feedback_received" diff --git a/lib/crewai/src/crewai/events/types/knowledge_events.py b/lib/crewai/src/crewai/events/types/knowledge_events.py index a2d9af7286..086e893779 100644 --- a/lib/crewai/src/crewai/events/types/knowledge_events.py +++ b/lib/crewai/src/crewai/events/types/knowledge_events.py @@ -1,4 +1,4 @@ -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent @@ -20,14 +20,16 @@ def __init__(self, **data: Any) -> None: class KnowledgeRetrievalStartedEvent(KnowledgeEventBase): """Event emitted when a knowledge retrieval is started.""" - type: str = "knowledge_search_query_started" + type: Literal["knowledge_search_query_started"] = "knowledge_search_query_started" class KnowledgeRetrievalCompletedEvent(KnowledgeEventBase): """Event emitted when a knowledge retrieval is completed.""" query: str - type: str = "knowledge_search_query_completed" + type: Literal["knowledge_search_query_completed"] = ( + "knowledge_search_query_completed" + ) retrieved_knowledge: str @@ -35,13 +37,13 @@ class KnowledgeQueryStartedEvent(KnowledgeEventBase): """Event emitted when a knowledge query is started.""" task_prompt: str - type: str = "knowledge_query_started" + type: Literal["knowledge_query_started"] = "knowledge_query_started" class KnowledgeQueryFailedEvent(KnowledgeEventBase): """Event emitted when a knowledge query fails.""" - type: str = "knowledge_query_failed" + type: Literal["knowledge_query_failed"] = "knowledge_query_failed" error: str @@ -49,12 +51,12 @@ class KnowledgeQueryCompletedEvent(KnowledgeEventBase): """Event emitted when a knowledge query is completed.""" query: str - type: str = "knowledge_query_completed" + type: Literal["knowledge_query_completed"] = "knowledge_query_completed" class KnowledgeSearchQueryFailedEvent(KnowledgeEventBase): """Event emitted when a knowledge search query fails.""" query: str - type: str = "knowledge_search_query_failed" + type: Literal["knowledge_search_query_failed"] = "knowledge_search_query_failed" error: str diff --git a/lib/crewai/src/crewai/events/types/llm_events.py b/lib/crewai/src/crewai/events/types/llm_events.py index 4b8c96d9e7..b138f908c8 100644 --- a/lib/crewai/src/crewai/events/types/llm_events.py +++ b/lib/crewai/src/crewai/events/types/llm_events.py @@ -1,5 +1,5 @@ from enum import Enum -from typing import Any +from typing import Any, Literal from pydantic import BaseModel @@ -43,7 +43,7 @@ class LLMCallStartedEvent(LLMEventBase): multimodal content (text, images, etc.) """ - type: str = "llm_call_started" + type: Literal["llm_call_started"] = "llm_call_started" messages: str | list[dict[str, Any]] | None = None tools: list[dict[str, Any]] | None = None callbacks: list[Any] | None = None @@ -53,7 +53,7 @@ class LLMCallStartedEvent(LLMEventBase): class LLMCallCompletedEvent(LLMEventBase): """Event emitted when a LLM call completes""" - type: str = "llm_call_completed" + type: Literal["llm_call_completed"] = "llm_call_completed" messages: str | list[dict[str, Any]] | None = None response: Any call_type: LLMCallType @@ -64,7 +64,7 @@ class LLMCallFailedEvent(LLMEventBase): """Event emitted when a LLM call fails""" error: str - type: str = "llm_call_failed" + type: Literal["llm_call_failed"] = "llm_call_failed" class FunctionCall(BaseModel): @@ -82,7 +82,7 @@ class ToolCall(BaseModel): class LLMStreamChunkEvent(LLMEventBase): """Event emitted when a streaming chunk is received""" - type: str = "llm_stream_chunk" + type: Literal["llm_stream_chunk"] = "llm_stream_chunk" chunk: str tool_call: ToolCall | None = None call_type: LLMCallType | None = None @@ -92,6 +92,6 @@ class LLMStreamChunkEvent(LLMEventBase): class LLMThinkingChunkEvent(LLMEventBase): """Event emitted when a thinking/reasoning chunk is received from a thinking model""" - type: str = "llm_thinking_chunk" + type: Literal["llm_thinking_chunk"] = "llm_thinking_chunk" chunk: str response_id: str | None = None diff --git a/lib/crewai/src/crewai/events/types/llm_guardrail_events.py b/lib/crewai/src/crewai/events/types/llm_guardrail_events.py index fdf82cd2af..8bbcf6e0b7 100644 --- a/lib/crewai/src/crewai/events/types/llm_guardrail_events.py +++ b/lib/crewai/src/crewai/events/types/llm_guardrail_events.py @@ -1,6 +1,6 @@ from collections.abc import Callable from inspect import getsource -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent @@ -27,7 +27,7 @@ class LLMGuardrailStartedEvent(LLMGuardrailBaseEvent): retry_count: The number of times the guardrail has been retried """ - type: str = "llm_guardrail_started" + type: Literal["llm_guardrail_started"] = "llm_guardrail_started" guardrail: str | Callable[..., Any] retry_count: int @@ -53,7 +53,7 @@ class LLMGuardrailCompletedEvent(LLMGuardrailBaseEvent): retry_count: The number of times the guardrail has been retried """ - type: str = "llm_guardrail_completed" + type: Literal["llm_guardrail_completed"] = "llm_guardrail_completed" success: bool result: Any error: str | None = None @@ -68,6 +68,6 @@ class LLMGuardrailFailedEvent(LLMGuardrailBaseEvent): retry_count: The number of times the guardrail has been retried """ - type: str = "llm_guardrail_failed" + type: Literal["llm_guardrail_failed"] = "llm_guardrail_failed" error: str retry_count: int diff --git a/lib/crewai/src/crewai/events/types/logging_events.py b/lib/crewai/src/crewai/events/types/logging_events.py index 31b8bdd1ed..6bd0ff3e38 100644 --- a/lib/crewai/src/crewai/events/types/logging_events.py +++ b/lib/crewai/src/crewai/events/types/logging_events.py @@ -1,6 +1,6 @@ """Agent logging events that don't reference BaseAgent to avoid circular imports.""" -from typing import Any +from typing import Any, Literal from pydantic import ConfigDict @@ -13,7 +13,7 @@ class AgentLogsStartedEvent(BaseEvent): agent_role: str task_description: str | None = None verbose: bool = False - type: str = "agent_logs_started" + type: Literal["agent_logs_started"] = "agent_logs_started" class AgentLogsExecutionEvent(BaseEvent): @@ -22,6 +22,6 @@ class AgentLogsExecutionEvent(BaseEvent): agent_role: str formatted_answer: Any verbose: bool = False - type: str = "agent_logs_execution" + type: Literal["agent_logs_execution"] = "agent_logs_execution" model_config = ConfigDict(arbitrary_types_allowed=True) diff --git a/lib/crewai/src/crewai/events/types/mcp_events.py b/lib/crewai/src/crewai/events/types/mcp_events.py index a89d4df70c..c9278dec0a 100644 --- a/lib/crewai/src/crewai/events/types/mcp_events.py +++ b/lib/crewai/src/crewai/events/types/mcp_events.py @@ -1,5 +1,5 @@ from datetime import datetime -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent @@ -24,7 +24,7 @@ def __init__(self, **data: Any) -> None: class MCPConnectionStartedEvent(MCPEvent): """Event emitted when starting to connect to an MCP server.""" - type: str = "mcp_connection_started" + type: Literal["mcp_connection_started"] = "mcp_connection_started" connect_timeout: int | None = None is_reconnect: bool = ( False # True if this is a reconnection, False for first connection @@ -34,7 +34,7 @@ class MCPConnectionStartedEvent(MCPEvent): class MCPConnectionCompletedEvent(MCPEvent): """Event emitted when successfully connected to an MCP server.""" - type: str = "mcp_connection_completed" + type: Literal["mcp_connection_completed"] = "mcp_connection_completed" started_at: datetime | None = None completed_at: datetime | None = None connection_duration_ms: float | None = None @@ -46,7 +46,7 @@ class MCPConnectionCompletedEvent(MCPEvent): class MCPConnectionFailedEvent(MCPEvent): """Event emitted when connection to an MCP server fails.""" - type: str = "mcp_connection_failed" + type: Literal["mcp_connection_failed"] = "mcp_connection_failed" error: str error_type: str | None = None # "timeout", "authentication", "network", etc. started_at: datetime | None = None @@ -56,7 +56,7 @@ class MCPConnectionFailedEvent(MCPEvent): class MCPToolExecutionStartedEvent(MCPEvent): """Event emitted when starting to execute an MCP tool.""" - type: str = "mcp_tool_execution_started" + type: Literal["mcp_tool_execution_started"] = "mcp_tool_execution_started" tool_name: str tool_args: dict[str, Any] | None = None @@ -64,7 +64,7 @@ class MCPToolExecutionStartedEvent(MCPEvent): class MCPToolExecutionCompletedEvent(MCPEvent): """Event emitted when MCP tool execution completes.""" - type: str = "mcp_tool_execution_completed" + type: Literal["mcp_tool_execution_completed"] = "mcp_tool_execution_completed" tool_name: str tool_args: dict[str, Any] | None = None result: Any | None = None @@ -76,7 +76,7 @@ class MCPToolExecutionCompletedEvent(MCPEvent): class MCPToolExecutionFailedEvent(MCPEvent): """Event emitted when MCP tool execution fails.""" - type: str = "mcp_tool_execution_failed" + type: Literal["mcp_tool_execution_failed"] = "mcp_tool_execution_failed" tool_name: str tool_args: dict[str, Any] | None = None error: str @@ -92,7 +92,7 @@ class MCPConfigFetchFailedEvent(BaseEvent): failed, or native MCP resolution failed after config was fetched. """ - type: str = "mcp_config_fetch_failed" + type: Literal["mcp_config_fetch_failed"] = "mcp_config_fetch_failed" slug: str error: str error_type: str | None = None # "not_connected", "api_error", "connection_failed" diff --git a/lib/crewai/src/crewai/events/types/memory_events.py b/lib/crewai/src/crewai/events/types/memory_events.py index 0fd57a352f..1d6b050173 100644 --- a/lib/crewai/src/crewai/events/types/memory_events.py +++ b/lib/crewai/src/crewai/events/types/memory_events.py @@ -1,4 +1,4 @@ -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent @@ -23,7 +23,7 @@ def __init__(self, **data: Any) -> None: class MemoryQueryStartedEvent(MemoryBaseEvent): """Event emitted when a memory query is started""" - type: str = "memory_query_started" + type: Literal["memory_query_started"] = "memory_query_started" query: str limit: int score_threshold: float | None = None @@ -32,7 +32,7 @@ class MemoryQueryStartedEvent(MemoryBaseEvent): class MemoryQueryCompletedEvent(MemoryBaseEvent): """Event emitted when a memory query is completed successfully""" - type: str = "memory_query_completed" + type: Literal["memory_query_completed"] = "memory_query_completed" query: str results: Any limit: int @@ -43,7 +43,7 @@ class MemoryQueryCompletedEvent(MemoryBaseEvent): class MemoryQueryFailedEvent(MemoryBaseEvent): """Event emitted when a memory query fails""" - type: str = "memory_query_failed" + type: Literal["memory_query_failed"] = "memory_query_failed" query: str limit: int score_threshold: float | None = None @@ -53,7 +53,7 @@ class MemoryQueryFailedEvent(MemoryBaseEvent): class MemorySaveStartedEvent(MemoryBaseEvent): """Event emitted when a memory save operation is started""" - type: str = "memory_save_started" + type: Literal["memory_save_started"] = "memory_save_started" value: str | None = None metadata: dict[str, Any] | None = None agent_role: str | None = None @@ -62,7 +62,7 @@ class MemorySaveStartedEvent(MemoryBaseEvent): class MemorySaveCompletedEvent(MemoryBaseEvent): """Event emitted when a memory save operation is completed successfully""" - type: str = "memory_save_completed" + type: Literal["memory_save_completed"] = "memory_save_completed" value: str metadata: dict[str, Any] | None = None agent_role: str | None = None @@ -72,7 +72,7 @@ class MemorySaveCompletedEvent(MemoryBaseEvent): class MemorySaveFailedEvent(MemoryBaseEvent): """Event emitted when a memory save operation fails""" - type: str = "memory_save_failed" + type: Literal["memory_save_failed"] = "memory_save_failed" value: str | None = None metadata: dict[str, Any] | None = None agent_role: str | None = None @@ -82,14 +82,14 @@ class MemorySaveFailedEvent(MemoryBaseEvent): class MemoryRetrievalStartedEvent(MemoryBaseEvent): """Event emitted when memory retrieval for a task prompt starts""" - type: str = "memory_retrieval_started" + type: Literal["memory_retrieval_started"] = "memory_retrieval_started" task_id: str | None = None class MemoryRetrievalCompletedEvent(MemoryBaseEvent): """Event emitted when memory retrieval for a task prompt completes successfully""" - type: str = "memory_retrieval_completed" + type: Literal["memory_retrieval_completed"] = "memory_retrieval_completed" task_id: str | None = None memory_content: str retrieval_time_ms: float @@ -98,6 +98,6 @@ class MemoryRetrievalCompletedEvent(MemoryBaseEvent): class MemoryRetrievalFailedEvent(MemoryBaseEvent): """Event emitted when memory retrieval for a task prompt fails.""" - type: str = "memory_retrieval_failed" + type: Literal["memory_retrieval_failed"] = "memory_retrieval_failed" task_id: str | None = None error: str diff --git a/lib/crewai/src/crewai/events/types/observation_events.py b/lib/crewai/src/crewai/events/types/observation_events.py index 2c95f3ae03..beac6d235e 100644 --- a/lib/crewai/src/crewai/events/types/observation_events.py +++ b/lib/crewai/src/crewai/events/types/observation_events.py @@ -5,7 +5,7 @@ continuation, refinement, or replanning. """ -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent @@ -32,7 +32,7 @@ class StepObservationStartedEvent(ObservationEvent): Fires after every step execution, before the observation LLM call. """ - type: str = "step_observation_started" + type: Literal["step_observation_started"] = "step_observation_started" class StepObservationCompletedEvent(ObservationEvent): @@ -42,7 +42,7 @@ class StepObservationCompletedEvent(ObservationEvent): the plan is still valid, and what action to take next. """ - type: str = "step_observation_completed" + type: Literal["step_observation_completed"] = "step_observation_completed" step_completed_successfully: bool = True key_information_learned: str = "" remaining_plan_still_valid: bool = True @@ -59,7 +59,7 @@ class StepObservationFailedEvent(ObservationEvent): but the event allows monitoring/alerting on observation failures. """ - type: str = "step_observation_failed" + type: Literal["step_observation_failed"] = "step_observation_failed" error: str = "" @@ -70,7 +70,7 @@ class PlanRefinementEvent(ObservationEvent): sharpening pending todo descriptions based on new information. """ - type: str = "plan_refinement" + type: Literal["plan_refinement"] = "plan_refinement" refined_step_count: int = 0 refinements: list[str] | None = None @@ -82,7 +82,7 @@ class PlanReplanTriggeredEvent(ObservationEvent): regenerated from scratch, preserving completed step results. """ - type: str = "plan_replan_triggered" + type: Literal["plan_replan_triggered"] = "plan_replan_triggered" replan_reason: str = "" replan_count: int = 0 completed_steps_preserved: int = 0 @@ -94,6 +94,6 @@ class GoalAchievedEarlyEvent(ObservationEvent): Remaining steps will be skipped and execution will finalize. """ - type: str = "goal_achieved_early" + type: Literal["goal_achieved_early"] = "goal_achieved_early" steps_remaining: int = 0 steps_completed: int = 0 diff --git a/lib/crewai/src/crewai/events/types/reasoning_events.py b/lib/crewai/src/crewai/events/types/reasoning_events.py index f9c9c1dc3d..cb565a66eb 100644 --- a/lib/crewai/src/crewai/events/types/reasoning_events.py +++ b/lib/crewai/src/crewai/events/types/reasoning_events.py @@ -1,4 +1,4 @@ -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent @@ -24,7 +24,7 @@ def __init__(self, **data: Any) -> None: class AgentReasoningStartedEvent(ReasoningEvent): """Event emitted when an agent starts reasoning about a task.""" - type: str = "agent_reasoning_started" + type: Literal["agent_reasoning_started"] = "agent_reasoning_started" agent_role: str task_id: str @@ -32,7 +32,7 @@ class AgentReasoningStartedEvent(ReasoningEvent): class AgentReasoningCompletedEvent(ReasoningEvent): """Event emitted when an agent finishes its reasoning process.""" - type: str = "agent_reasoning_completed" + type: Literal["agent_reasoning_completed"] = "agent_reasoning_completed" agent_role: str task_id: str plan: str @@ -42,7 +42,7 @@ class AgentReasoningCompletedEvent(ReasoningEvent): class AgentReasoningFailedEvent(ReasoningEvent): """Event emitted when the reasoning process fails.""" - type: str = "agent_reasoning_failed" + type: Literal["agent_reasoning_failed"] = "agent_reasoning_failed" agent_role: str task_id: str error: str diff --git a/lib/crewai/src/crewai/events/types/skill_events.py b/lib/crewai/src/crewai/events/types/skill_events.py index f99d6bd708..aab625dda0 100644 --- a/lib/crewai/src/crewai/events/types/skill_events.py +++ b/lib/crewai/src/crewai/events/types/skill_events.py @@ -6,7 +6,7 @@ from __future__ import annotations from pathlib import Path -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent @@ -28,14 +28,14 @@ def __init__(self, **data: Any) -> None: class SkillDiscoveryStartedEvent(SkillEvent): """Event emitted when skill discovery begins.""" - type: str = "skill_discovery_started" + type: Literal["skill_discovery_started"] = "skill_discovery_started" search_path: Path class SkillDiscoveryCompletedEvent(SkillEvent): """Event emitted when skill discovery completes.""" - type: str = "skill_discovery_completed" + type: Literal["skill_discovery_completed"] = "skill_discovery_completed" search_path: Path skills_found: int skill_names: list[str] @@ -44,19 +44,19 @@ class SkillDiscoveryCompletedEvent(SkillEvent): class SkillLoadedEvent(SkillEvent): """Event emitted when a skill is loaded at metadata level.""" - type: str = "skill_loaded" + type: Literal["skill_loaded"] = "skill_loaded" disclosure_level: int = 1 class SkillActivatedEvent(SkillEvent): """Event emitted when a skill is activated (promoted to instructions level).""" - type: str = "skill_activated" + type: Literal["skill_activated"] = "skill_activated" disclosure_level: int = 2 class SkillLoadFailedEvent(SkillEvent): """Event emitted when skill loading fails.""" - type: str = "skill_load_failed" + type: Literal["skill_load_failed"] = "skill_load_failed" error: str diff --git a/lib/crewai/src/crewai/events/types/task_events.py b/lib/crewai/src/crewai/events/types/task_events.py index d042db22e0..69609e3fdb 100644 --- a/lib/crewai/src/crewai/events/types/task_events.py +++ b/lib/crewai/src/crewai/events/types/task_events.py @@ -1,4 +1,4 @@ -from typing import Any +from typing import Any, Literal from crewai.events.base_events import BaseEvent from crewai.tasks.task_output import TaskOutput @@ -24,7 +24,7 @@ def _set_task_fingerprint(event: BaseEvent, task: Any) -> None: class TaskStartedEvent(BaseEvent): """Event emitted when a task starts""" - type: str = "task_started" + type: Literal["task_started"] = "task_started" context: str | None task: Any | None = None @@ -37,7 +37,7 @@ class TaskCompletedEvent(BaseEvent): """Event emitted when a task completes""" output: TaskOutput - type: str = "task_completed" + type: Literal["task_completed"] = "task_completed" task: Any | None = None def __init__(self, **data: Any) -> None: @@ -49,7 +49,7 @@ class TaskFailedEvent(BaseEvent): """Event emitted when a task fails""" error: str - type: str = "task_failed" + type: Literal["task_failed"] = "task_failed" task: Any | None = None def __init__(self, **data: Any) -> None: @@ -60,7 +60,7 @@ def __init__(self, **data: Any) -> None: class TaskEvaluationEvent(BaseEvent): """Event emitted when a task evaluation is completed""" - type: str = "task_evaluation" + type: Literal["task_evaluation"] = "task_evaluation" evaluation_type: str task: Any | None = None diff --git a/lib/crewai/src/crewai/events/types/tool_usage_events.py b/lib/crewai/src/crewai/events/types/tool_usage_events.py index c4e681546e..44edbe0acc 100644 --- a/lib/crewai/src/crewai/events/types/tool_usage_events.py +++ b/lib/crewai/src/crewai/events/types/tool_usage_events.py @@ -1,6 +1,6 @@ from collections.abc import Callable from datetime import datetime -from typing import Any +from typing import Any, Literal from pydantic import ConfigDict @@ -55,7 +55,7 @@ def __init__(self, **data: Any) -> None: class ToolUsageStartedEvent(ToolUsageEvent): """Event emitted when a tool execution is started""" - type: str = "tool_usage_started" + type: Literal["tool_usage_started"] = "tool_usage_started" class ToolUsageFinishedEvent(ToolUsageEvent): @@ -65,35 +65,35 @@ class ToolUsageFinishedEvent(ToolUsageEvent): finished_at: datetime from_cache: bool = False output: Any - type: str = "tool_usage_finished" + type: Literal["tool_usage_finished"] = "tool_usage_finished" class ToolUsageErrorEvent(ToolUsageEvent): """Event emitted when a tool execution encounters an error""" error: Any - type: str = "tool_usage_error" + type: Literal["tool_usage_error"] = "tool_usage_error" class ToolValidateInputErrorEvent(ToolUsageEvent): """Event emitted when a tool input validation encounters an error""" error: Any - type: str = "tool_validate_input_error" + type: Literal["tool_validate_input_error"] = "tool_validate_input_error" class ToolSelectionErrorEvent(ToolUsageEvent): """Event emitted when a tool selection encounters an error""" error: Any - type: str = "tool_selection_error" + type: Literal["tool_selection_error"] = "tool_selection_error" class ToolExecutionErrorEvent(BaseEvent): """Event emitted when a tool execution encounters an error""" error: Any - type: str = "tool_execution_error" + type: Literal["tool_execution_error"] = "tool_execution_error" tool_name: str tool_args: dict[str, Any] tool_class: Callable[..., Any] diff --git a/lib/crewai/src/crewai/state/event_record.py b/lib/crewai/src/crewai/state/event_record.py index a06dec3983..7b8c20c5b3 100644 --- a/lib/crewai/src/crewai/state/event_record.py +++ b/lib/crewai/src/crewai/state/event_record.py @@ -6,14 +6,48 @@ from __future__ import annotations -from typing import Literal +from typing import Annotated, Any, Literal -from pydantic import BaseModel, Field, PrivateAttr +from pydantic import BaseModel, BeforeValidator, Field, PlainSerializer, PrivateAttr from crewai.events.base_events import BaseEvent from crewai.utilities.rw_lock import RWLock +_event_type_map: dict[str, type[BaseEvent]] = {} + + +def _resolve_event(v: Any) -> BaseEvent: + """Validate an event value into the correct BaseEvent subclass.""" + if isinstance(v, BaseEvent): + return v + if not isinstance(v, dict): + return BaseEvent.model_validate(v) + if not _event_type_map: + _build_event_type_map() + event_type = v.get("type", "") + cls = _event_type_map.get(event_type, BaseEvent) + if cls is BaseEvent: + return BaseEvent.model_validate(v) + try: + return cls.model_validate(v) + except Exception: + return BaseEvent.model_validate(v) + + +def _build_event_type_map() -> None: + """Populate _event_type_map from all BaseEvent subclasses.""" + + def _collect(cls: type[BaseEvent]) -> None: + for sub in cls.__subclasses__(): + type_field = sub.model_fields.get("type") + if type_field and type_field.default: + _event_type_map[type_field.default] = sub + _collect(sub) + + _collect(BaseEvent) + + EdgeType = Literal[ "parent", "child", @@ -29,7 +63,11 @@ class EventNode(BaseModel): """A node wrapping a single event with its adjacency lists.""" - event: BaseEvent + event: Annotated[ + BaseEvent, + BeforeValidator(_resolve_event), + PlainSerializer(lambda v: v.model_dump()), + ] edges: dict[EdgeType, list[str]] = Field(default_factory=dict) def add_edge(self, edge_type: EdgeType, target_id: str) -> None: From 57cd9cf5d4d8d9bf6c6a9be608419b4c81ff51ca Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 22:10:55 +0800 Subject: [PATCH 55/66] fix: aemit skips ContextVar scope mutations, only records events --- lib/crewai/src/crewai/events/event_bus.py | 24 ++++++++++++++++++----- 1 file changed, 19 insertions(+), 5 deletions(-) diff --git a/lib/crewai/src/crewai/events/event_bus.py b/lib/crewai/src/crewai/events/event_bus.py index 12872817fa..c2a2956a7d 100644 --- a/lib/crewai/src/crewai/events/event_bus.py +++ b/lib/crewai/src/crewai/events/event_bus.py @@ -443,14 +443,27 @@ async def _emit_with_dependencies(self, source: Any, event: BaseEvent) -> None: if level_async: await self._acall_handlers(source, event, level_async) - def _prepare_event(self, source: Any, event: BaseEvent) -> None: - """Set event metadata, register the source entity, and record the event.""" + def _register_source(self, source: Any) -> None: + """Register the source entity in RuntimeState if applicable.""" if ( getattr(source, "entity_type", None) in ("flow", "crew", "agent") and id(source) not in self._registered_entity_ids ): self.register_entity(source) + def _record_event(self, event: BaseEvent) -> None: + """Add an event to the RuntimeState event record.""" + if self._runtime_state is not None: + self._runtime_state.event_record.add(event) + + def _prepare_event(self, source: Any, event: BaseEvent) -> None: + """Register source, set scope/sequence metadata, and record the event. + + This method mutates ContextVar state (scope stack, last_event_id) + and must only be called from synchronous emit paths. + """ + self._register_source(source) + event.previous_event_id = get_last_event_id() event.triggered_by_event_id = get_triggering_event_id() event.emission_sequence = get_next_emission_sequence() @@ -475,8 +488,7 @@ def _prepare_event(self, source: Any, event: BaseEvent) -> None: set_last_event_id(event.event_id) - if self._runtime_state is not None: - self._runtime_state.event_record.add(event) + self._record_event(event) def emit(self, source: Any, event: BaseEvent) -> Future[None] | None: """Emit an event to all registered handlers. @@ -604,7 +616,9 @@ async def aemit(self, source: Any, event: BaseEvent) -> None: source: The object emitting the event event: The event instance to emit """ - self._prepare_event(source, event) + self._register_source(source) + event.emission_sequence = get_next_emission_sequence() + self._record_event(event) event_type = type(event) From 594e1d48761bb7c67f5922284385a655223629fb Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 22:23:06 +0800 Subject: [PATCH 56/66] fix: restore emission counter from checkpoint event record --- lib/crewai/src/crewai/crew.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/lib/crewai/src/crewai/crew.py b/lib/crewai/src/crewai/crew.py index d8bd989fd8..2e7964fb1f 100644 --- a/lib/crewai/src/crewai/crew.py +++ b/lib/crewai/src/crewai/crew.py @@ -416,6 +416,7 @@ def _restore_runtime(self) -> None: def _restore_event_scope(self) -> None: """Rebuild the event scope stack from the checkpoint's event record.""" + from crewai.events.base_events import set_emission_counter from crewai.events.event_bus import crewai_event_bus from crewai.events.event_context import ( restore_event_scope, @@ -447,19 +448,18 @@ def _restore_event_scope(self) -> None: restore_event_scope(tuple(stack)) - # Set last_event_id to the most recent event in the record + # Restore last_event_id and emission counter from the record last_event_id: str | None = None + max_seq = 0 for node in state.event_record.nodes.values(): seq = node.event.emission_sequence or 0 - if last_event_id is None or seq > ( - state.event_record.nodes.get( - last_event_id, node - ).event.emission_sequence - or 0 - ): + if seq > max_seq: + max_seq = seq last_event_id = node.event.event_id if last_event_id is not None: set_last_event_id(last_event_id) + if max_seq > 0: + set_emission_counter(max_seq) @field_validator("id", mode="before") @classmethod From d2b092a77e4e130c9090eb22eed4193212149727 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 22:32:33 +0800 Subject: [PATCH 57/66] fix: clear error messages for missing llm_type/executor_type --- .../src/crewai/agents/agent_builder/base_agent.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index 90f352619a..cfa08bbc33 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -79,7 +79,12 @@ def _validate_llm_ref(value: Any) -> Any: if isinstance(value, dict): import importlib - llm_type = value["llm_type"] + llm_type = value.get("llm_type") + if not llm_type or llm_type not in _LLM_TYPE_REGISTRY: + raise ValueError( + f"Unknown or missing llm_type: {llm_type!r}. " + f"Expected one of {list(_LLM_TYPE_REGISTRY)}" + ) dotted = _LLM_TYPE_REGISTRY[llm_type] mod_path, cls_name = dotted.rsplit(".", 1) cls = getattr(importlib.import_module(mod_path), cls_name) @@ -106,7 +111,12 @@ def _validate_executor_ref(value: Any) -> Any: if isinstance(value, dict): import importlib - executor_type = value["executor_type"] + executor_type = value.get("executor_type") + if not executor_type or executor_type not in _EXECUTOR_TYPE_REGISTRY: + raise ValueError( + f"Unknown or missing executor_type: {executor_type!r}. " + f"Expected one of {list(_EXECUTOR_TYPE_REGISTRY)}" + ) dotted = _EXECUTOR_TYPE_REGISTRY[executor_type] mod_path, cls_name = dotted.rsplit(".", 1) cls = getattr(importlib.import_module(mod_path), cls_name) From 54897bbc77d3bafdd2e39bf28fa269d9dfdd61b7 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 23:34:40 +0800 Subject: [PATCH 58/66] fix: restore type[BaseModel] | None on CrewStructuredTool.args_schema --- lib/crewai/src/crewai/tools/structured_tool.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/lib/crewai/src/crewai/tools/structured_tool.py b/lib/crewai/src/crewai/tools/structured_tool.py index 766c75f206..cf45e74eca 100644 --- a/lib/crewai/src/crewai/tools/structured_tool.py +++ b/lib/crewai/src/crewai/tools/structured_tool.py @@ -61,7 +61,7 @@ class CrewStructuredTool(BaseModel): name: str = Field(default="") description: str = Field(default="") - args_schema: Any = Field(default=None) + args_schema: type[BaseModel] | None = Field(default=None) func: Any = Field(default=None, exclude=True) result_as_answer: bool = Field(default=False) max_usage_count: int | None = Field(default=None) @@ -179,6 +179,8 @@ def _create_schema_from_function( def _validate_function_signature(self) -> None: """Validate that the function signature matches the args schema.""" + if not self.args_schema: + return sig = inspect.signature(self.func) schema_fields = self.args_schema.model_fields @@ -218,6 +220,8 @@ def _parse_args(self, raw_args: str | dict[str, Any]) -> dict[str, Any]: except json.JSONDecodeError as e: raise ValueError(f"Failed to parse arguments as JSON: {e}") from e + if not self.args_schema: + return raw_args if isinstance(raw_args, dict) else {} try: validated_args = self.args_schema.model_validate(raw_args) return dict(validated_args.model_dump()) @@ -265,6 +269,8 @@ async def ainvoke( def _run(self, *args: Any, **kwargs: Any) -> Any: """Legacy method for compatibility.""" # Convert args/kwargs to our expected format + if not self.args_schema: + return self.func(*args, **kwargs) input_dict = dict(zip(self.args_schema.model_fields.keys(), args, strict=False)) input_dict.update(kwargs) return self.invoke(input_dict) @@ -311,6 +317,8 @@ def _increment_usage_count(self) -> None: @property def args(self) -> dict[str, Any]: """Get the tool's input arguments schema.""" + if not self.args_schema: + return {} schema: dict[str, Any] = self.args_schema.model_json_schema()["properties"] return schema From 07aa7c0558a7b75bfac7d01f96adab895179e7f2 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Mon, 6 Apr 2026 23:51:21 +0800 Subject: [PATCH 59/66] fix: skip create_agent_executor for resuming agents --- lib/crewai/src/crewai/crews/utils.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/lib/crewai/src/crewai/crews/utils.py b/lib/crewai/src/crewai/crews/utils.py index 20cecc3b45..3c2973c4c3 100644 --- a/lib/crewai/src/crewai/crews/utils.py +++ b/lib/crewai/src/crewai/crews/utils.py @@ -105,6 +105,9 @@ def setup_agents( agent.function_calling_llm = function_calling_llm # type: ignore[attr-defined] if not agent.step_callback: # type: ignore[attr-defined] agent.step_callback = step_callback # type: ignore[attr-defined] + executor = getattr(agent, "agent_executor", None) + if executor and getattr(executor, "_resuming", False): + continue agent.create_agent_executor() From c9c3ac8dcc55837e46e90713d5759f953ce5e3c2 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Tue, 7 Apr 2026 00:04:45 +0800 Subject: [PATCH 60/66] fix: serialize args_schema as JSON schema for checkpoint roundtrip Use BeforeValidator/PlainSerializer with create_model_from_schema to serialize type[BaseModel] as its JSON schema dict and reconstruct a dynamic model on deserialization. --- .../src/crewai/tools/structured_tool.py | 23 +++++++++++++++++-- 1 file changed, 21 insertions(+), 2 deletions(-) diff --git a/lib/crewai/src/crewai/tools/structured_tool.py b/lib/crewai/src/crewai/tools/structured_tool.py index cf45e74eca..b301a9eedb 100644 --- a/lib/crewai/src/crewai/tools/structured_tool.py +++ b/lib/crewai/src/crewai/tools/structured_tool.py @@ -5,12 +5,14 @@ import inspect import json import textwrap -from typing import TYPE_CHECKING, Any, get_type_hints +from typing import TYPE_CHECKING, Annotated, Any, get_type_hints from pydantic import ( BaseModel, + BeforeValidator, ConfigDict, Field, + PlainSerializer, PrivateAttr, create_model, model_validator, @@ -18,9 +20,22 @@ from typing_extensions import Self from crewai.utilities.logger import Logger +from crewai.utilities.pydantic_schema_utils import create_model_from_schema from crewai.utilities.string_utils import sanitize_tool_name +def _serialize_schema(v: type[BaseModel] | None) -> dict[str, Any] | None: + return v.model_json_schema() if v else None + + +def _deserialize_schema(v: Any) -> type[BaseModel] | None: + if v is None or isinstance(v, type): + return v + if isinstance(v, dict): + return create_model_from_schema(v) + return None + + if TYPE_CHECKING: pass @@ -61,7 +76,11 @@ class CrewStructuredTool(BaseModel): name: str = Field(default="") description: str = Field(default="") - args_schema: type[BaseModel] | None = Field(default=None) + args_schema: Annotated[ + type[BaseModel] | None, + BeforeValidator(_deserialize_schema), + PlainSerializer(_serialize_schema), + ] = Field(default=None) func: Any = Field(default=None, exclude=True) result_as_answer: bool = Field(default=False) max_usage_count: int | None = Field(default=None) From 14d5d5bbf85a9e98c654cc57f21eecf38e9c3548 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Tue, 7 Apr 2026 00:48:10 +0800 Subject: [PATCH 61/66] fix: accumulate all prior task outputs when skipping on checkpoint resume --- lib/crewai/src/crewai/crews/utils.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/lib/crewai/src/crewai/crews/utils.py b/lib/crewai/src/crewai/crews/utils.py index 3c2973c4c3..4077a9a19b 100644 --- a/lib/crewai/src/crewai/crews/utils.py +++ b/lib/crewai/src/crewai/crews/utils.py @@ -160,10 +160,8 @@ def prepare_task_execution( # Handle replay skip if start_index is not None and task_index < start_index: if task.output: - if task.async_execution: - task_outputs.append(task.output) - else: - task_outputs = [task.output] + task_outputs.append(task.output) + if not task.async_execution: last_sync_output = task.output return ( TaskExecutionData(agent=None, tools=[], should_skip=True), From 7c3b987037eada482d8e9ab30321ae68d8655989 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Tue, 7 Apr 2026 02:14:03 +0800 Subject: [PATCH 62/66] fix: make BaseTool survive checkpoint JSON round-trip BaseTool could not serialize to JSON because args_schema (a class reference) and cache_function (a lambda) are not JSON-serializable. This caused checkpointing to crash for any crew with tools. - Add PlainSerializer to args_schema so it round-trips via JSON schema - Replace default cache_function lambda with named _default_cache_function and type it as SerializableCallable so it serializes to a dotted path - Add computed_field tool_type that stores the fully qualified class name - Add restore_tool_from_dict to reconstruct the concrete subclass from checkpoint dicts, pre-resolving callback strings to callables - Update BaseAgent.validate_tools and Task._restore_tools_from_checkpoint to handle dict inputs from checkpoint deserialization --- .../crewai/agents/agent_builder/base_agent.py | 11 +-- lib/crewai/src/crewai/task.py | 17 ++++- lib/crewai/src/crewai/tools/base_tool.py | 68 +++++++++++++++++-- 3 files changed, 85 insertions(+), 11 deletions(-) diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index cfa08bbc33..e80e190f18 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -39,7 +39,7 @@ from crewai.rag.embeddings.types import EmbedderConfig from crewai.security.security_config import SecurityConfig from crewai.skills.models import Skill -from crewai.tools.base_tool import BaseTool, Tool +from crewai.tools.base_tool import BaseTool, Tool, restore_tool_from_dict from crewai.types.callback import SerializableCallable from crewai.utilities.config import process_config from crewai.utilities.i18n import I18N, get_i18n @@ -361,13 +361,14 @@ def from_checkpoint( def process_model_config(cls, values: Any) -> dict[str, Any]: return process_config(values, cls) - @field_validator("tools") + @field_validator("tools", mode="before") @classmethod def validate_tools(cls, tools: list[Any]) -> list[BaseTool]: """Validate and process the tools provided to the agent. - This method ensures that each tool is either an instance of BaseTool - or an object with 'name', 'func', and 'description' attributes. If the + This method ensures that each tool is either an instance of BaseTool, + a dict from checkpoint deserialization with a ``tool_type`` key, or an + object with 'name', 'func', and 'description' attributes. If the tool meets these criteria, it is processed and added to the list of tools. Otherwise, a ValueError is raised. """ @@ -379,6 +380,8 @@ def validate_tools(cls, tools: list[Any]) -> list[BaseTool]: for tool in tools: if isinstance(tool, BaseTool): processed_tools.append(tool) + elif isinstance(tool, dict) and "tool_type" in tool: + processed_tools.append(restore_tool_from_dict(tool)) elif all(hasattr(tool, attr) for attr in required_attrs): # Tool has the required attributes, create a Tool instance processed_tools.append(Tool.from_langchain(tool)) diff --git a/lib/crewai/src/crewai/task.py b/lib/crewai/src/crewai/task.py index 73e49ade92..4fb5aad04d 100644 --- a/lib/crewai/src/crewai/task.py +++ b/lib/crewai/src/crewai/task.py @@ -48,7 +48,7 @@ from crewai.security import Fingerprint, SecurityConfig from crewai.tasks.output_format import OutputFormat from crewai.tasks.task_output import TaskOutput -from crewai.tools.base_tool import BaseTool +from crewai.tools.base_tool import BaseTool, restore_tool_from_dict from crewai.utilities.config import process_config from crewai.utilities.constants import NOT_SPECIFIED, _NotSpecified from crewai.utilities.converter import Converter, convert_to_model @@ -237,6 +237,21 @@ class Task(BaseModel): _thread: threading.Thread | None = PrivateAttr(default=None) model_config = {"arbitrary_types_allowed": True} + @field_validator("tools", mode="before") + @classmethod + def _restore_tools_from_checkpoint( + cls, tools: list[Any] | None + ) -> list[Any] | None: + if not tools: + return tools + restored: list[Any] = [] + for tool in tools: + if isinstance(tool, dict) and "tool_type" in tool: + restored.append(restore_tool_from_dict(tool)) + else: + restored.append(tool) + return restored + @field_validator("guardrail") @classmethod def validate_guardrail_function( diff --git a/lib/crewai/src/crewai/tools/base_tool.py b/lib/crewai/src/crewai/tools/base_tool.py index 118fa307b4..68260c8f1c 100644 --- a/lib/crewai/src/crewai/tools/base_tool.py +++ b/lib/crewai/src/crewai/tools/base_tool.py @@ -3,10 +3,12 @@ from abc import ABC, abstractmethod import asyncio from collections.abc import Awaitable, Callable +import importlib from inspect import Parameter, signature import json import threading from typing import ( + Annotated, Any, Generic, ParamSpec, @@ -19,13 +21,21 @@ BaseModel as PydanticBaseModel, ConfigDict, Field, + PlainSerializer, PrivateAttr, + computed_field, create_model, field_validator, ) from typing_extensions import TypeIs -from crewai.tools.structured_tool import CrewStructuredTool, build_schema_hint +from crewai.tools.structured_tool import ( + CrewStructuredTool, + _deserialize_schema, + _serialize_schema, + build_schema_hint, +) +from crewai.types.callback import SerializableCallable, _resolve_dotted_path from crewai.utilities.printer import Printer from crewai.utilities.pydantic_schema_utils import generate_model_description from crewai.utilities.string_utils import sanitize_tool_name @@ -37,6 +47,37 @@ R = TypeVar("R", covariant=True) +def restore_tool_from_dict(data: dict[str, Any]) -> BaseTool: + """Reconstruct a concrete ``BaseTool`` subclass from a checkpoint dict. + + The dict must contain a ``tool_type`` key holding the fully qualified + class name (e.g. ``crewai_tools.tools.serper_dev_tool.SerperDevTool``). + The class is imported and instantiated with the remaining fields so that + its ``_run`` method is available. + """ + + data = dict(data) # avoid mutating caller + dotted = data.pop("tool_type") + mod_path, cls_name = dotted.rsplit(".", 1) + cls = getattr(importlib.import_module(mod_path), cls_name) + + for key in ("cache_function",): + val = data.get(key) + if isinstance(val, str): + try: + data[key] = _resolve_dotted_path(val) + except (ValueError, ImportError): + data.pop(key) + + result: BaseTool = cls(**data) + return result + + +def _default_cache_function(_args: Any = None, _result: Any = None) -> bool: + """Default cache function that always allows caching.""" + return True + + def _is_async_callable(func: Callable[..., Any]) -> bool: """Check if a callable is async.""" return asyncio.iscoroutinefunction(func) @@ -70,7 +111,10 @@ class _ArgsSchemaPlaceholder(PydanticBaseModel): default_factory=list, description="List of environment variables used by the tool.", ) - args_schema: type[PydanticBaseModel] = Field( + args_schema: Annotated[ + type[PydanticBaseModel], + PlainSerializer(_serialize_schema, return_type=dict | None, when_used="json"), + ] = Field( default=_ArgsSchemaPlaceholder, validate_default=True, description="The schema for the arguments that the tool accepts.", @@ -80,8 +124,8 @@ class _ArgsSchemaPlaceholder(PydanticBaseModel): default=False, description="Flag to check if the description has been updated." ) - cache_function: Callable[..., bool] = Field( - default=lambda _args=None, _result=None: True, + cache_function: SerializableCallable = Field( + default=_default_cache_function, description="Function that will be used to determine if the tool should be cached, should return a boolean. If None, the tool will be cached.", ) result_as_answer: bool = Field( @@ -98,12 +142,24 @@ class _ArgsSchemaPlaceholder(PydanticBaseModel): ) _usage_lock: threading.Lock = PrivateAttr(default_factory=threading.Lock) + @computed_field # type: ignore[prop-decorator] + @property + def tool_type(self) -> str: + cls = type(self) + return f"{cls.__module__}.{cls.__qualname__}" + @field_validator("args_schema", mode="before") @classmethod def _default_args_schema( - cls, v: type[PydanticBaseModel] + cls, v: type[PydanticBaseModel] | dict[str, Any] | None ) -> type[PydanticBaseModel]: - if v != cls._ArgsSchemaPlaceholder: + if isinstance(v, dict): + restored = _deserialize_schema(v) + if restored is not None: + return restored + if v is None or v == cls._ArgsSchemaPlaceholder: + pass # fall through to generate from signature + elif isinstance(v, type): return v run_sig = signature(cls._run) From ac0a4b2bd9aa5b1480dac42509e2f859d9659db4 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Tue, 7 Apr 2026 02:27:21 +0800 Subject: [PATCH 63/66] fix: make BaseTool survive checkpoint JSON round-trip MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit BaseTool could not serialize to JSON because args_schema (a class reference) and cache_function (a lambda) are not JSON-serializable. This caused checkpointing to crash for any crew with tools. - Add PlainSerializer to args_schema so it round-trips via JSON schema - Replace default cache_function lambda with named _default_cache_function and type it as SerializableCallable - Add computed_field tool_type storing the fully qualified class name - Add __init_subclass__ registry and __get_pydantic_core_schema__ on BaseTool so any list[BaseTool] field automatically dispatches to the concrete subclass during deserialization via tool_type lookup - No changes needed to BaseAgent.validate_tools or Task — Pydantic handles it natively through the custom core schema --- .../crewai/agents/agent_builder/base_agent.py | 11 ++-- lib/crewai/src/crewai/task.py | 17 +---- lib/crewai/src/crewai/tools/base_tool.py | 66 +++++++++++++++---- 3 files changed, 58 insertions(+), 36 deletions(-) diff --git a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py index e80e190f18..cfa08bbc33 100644 --- a/lib/crewai/src/crewai/agents/agent_builder/base_agent.py +++ b/lib/crewai/src/crewai/agents/agent_builder/base_agent.py @@ -39,7 +39,7 @@ from crewai.rag.embeddings.types import EmbedderConfig from crewai.security.security_config import SecurityConfig from crewai.skills.models import Skill -from crewai.tools.base_tool import BaseTool, Tool, restore_tool_from_dict +from crewai.tools.base_tool import BaseTool, Tool from crewai.types.callback import SerializableCallable from crewai.utilities.config import process_config from crewai.utilities.i18n import I18N, get_i18n @@ -361,14 +361,13 @@ def from_checkpoint( def process_model_config(cls, values: Any) -> dict[str, Any]: return process_config(values, cls) - @field_validator("tools", mode="before") + @field_validator("tools") @classmethod def validate_tools(cls, tools: list[Any]) -> list[BaseTool]: """Validate and process the tools provided to the agent. - This method ensures that each tool is either an instance of BaseTool, - a dict from checkpoint deserialization with a ``tool_type`` key, or an - object with 'name', 'func', and 'description' attributes. If the + This method ensures that each tool is either an instance of BaseTool + or an object with 'name', 'func', and 'description' attributes. If the tool meets these criteria, it is processed and added to the list of tools. Otherwise, a ValueError is raised. """ @@ -380,8 +379,6 @@ def validate_tools(cls, tools: list[Any]) -> list[BaseTool]: for tool in tools: if isinstance(tool, BaseTool): processed_tools.append(tool) - elif isinstance(tool, dict) and "tool_type" in tool: - processed_tools.append(restore_tool_from_dict(tool)) elif all(hasattr(tool, attr) for attr in required_attrs): # Tool has the required attributes, create a Tool instance processed_tools.append(Tool.from_langchain(tool)) diff --git a/lib/crewai/src/crewai/task.py b/lib/crewai/src/crewai/task.py index 4fb5aad04d..73e49ade92 100644 --- a/lib/crewai/src/crewai/task.py +++ b/lib/crewai/src/crewai/task.py @@ -48,7 +48,7 @@ from crewai.security import Fingerprint, SecurityConfig from crewai.tasks.output_format import OutputFormat from crewai.tasks.task_output import TaskOutput -from crewai.tools.base_tool import BaseTool, restore_tool_from_dict +from crewai.tools.base_tool import BaseTool from crewai.utilities.config import process_config from crewai.utilities.constants import NOT_SPECIFIED, _NotSpecified from crewai.utilities.converter import Converter, convert_to_model @@ -237,21 +237,6 @@ class Task(BaseModel): _thread: threading.Thread | None = PrivateAttr(default=None) model_config = {"arbitrary_types_allowed": True} - @field_validator("tools", mode="before") - @classmethod - def _restore_tools_from_checkpoint( - cls, tools: list[Any] | None - ) -> list[Any] | None: - if not tools: - return tools - restored: list[Any] = [] - for tool in tools: - if isinstance(tool, dict) and "tool_type" in tool: - restored.append(restore_tool_from_dict(tool)) - else: - restored.append(tool) - return restored - @field_validator("guardrail") @classmethod def validate_guardrail_function( diff --git a/lib/crewai/src/crewai/tools/base_tool.py b/lib/crewai/src/crewai/tools/base_tool.py index 68260c8f1c..11f88a7687 100644 --- a/lib/crewai/src/crewai/tools/base_tool.py +++ b/lib/crewai/src/crewai/tools/base_tool.py @@ -21,12 +21,14 @@ BaseModel as PydanticBaseModel, ConfigDict, Field, + GetCoreSchemaHandler, PlainSerializer, PrivateAttr, computed_field, create_model, field_validator, ) +from pydantic_core import CoreSchema, core_schema from typing_extensions import TypeIs from crewai.tools.structured_tool import ( @@ -46,21 +48,27 @@ P = ParamSpec("P") R = TypeVar("R", covariant=True) +# Registry populated by BaseTool.__init_subclass__; used for checkpoint +# deserialization so that list[BaseTool] fields resolve the concrete class. +_TOOL_TYPE_REGISTRY: dict[str, type] = {} -def restore_tool_from_dict(data: dict[str, Any]) -> BaseTool: - """Reconstruct a concrete ``BaseTool`` subclass from a checkpoint dict. +# Sentinel set after BaseTool is defined so __get_pydantic_core_schema__ +# can distinguish the base class from subclasses despite +# ``from __future__ import annotations``. +_BASE_TOOL_CLS: type | None = None - The dict must contain a ``tool_type`` key holding the fully qualified - class name (e.g. ``crewai_tools.tools.serper_dev_tool.SerperDevTool``). - The class is imported and instantiated with the remaining fields so that - its ``_run`` method is available. - """ - data = dict(data) # avoid mutating caller - dotted = data.pop("tool_type") - mod_path, cls_name = dotted.rsplit(".", 1) - cls = getattr(importlib.import_module(mod_path), cls_name) +def _resolve_tool_dict(value: dict[str, Any]) -> Any: + """Validate a dict with ``tool_type`` into the concrete BaseTool subclass.""" + dotted = value.get("tool_type", "") + tool_cls = _TOOL_TYPE_REGISTRY.get(dotted) + if tool_cls is None: + mod_path, cls_name = dotted.rsplit(".", 1) + tool_cls = getattr(importlib.import_module(mod_path), cls_name) + # Pre-resolve serialized callback strings so SerializableCallable's + # BeforeValidator sees a callable and skips the env-var guard. + data = dict(value) for key in ("cache_function",): val = data.get(key) if isinstance(val, str): @@ -69,8 +77,7 @@ class name (e.g. ``crewai_tools.tools.serper_dev_tool.SerperDevTool``). except (ValueError, ImportError): data.pop(key) - result: BaseTool = cls(**data) - return result + return tool_cls.model_validate(data) # type: ignore[union-attr] def _default_cache_function(_args: Any = None, _result: Any = None) -> bool: @@ -101,6 +108,36 @@ class _ArgsSchemaPlaceholder(PydanticBaseModel): model_config = ConfigDict(arbitrary_types_allowed=True) + def __init_subclass__(cls, **kwargs: Any) -> None: + super().__init_subclass__(**kwargs) + key = f"{cls.__module__}.{cls.__qualname__}" + _TOOL_TYPE_REGISTRY[key] = cls + + @classmethod + def __get_pydantic_core_schema__( + cls, source_type: Any, handler: GetCoreSchemaHandler + ) -> CoreSchema: + default_schema = handler(source_type) + if cls is not _BASE_TOOL_CLS: + return default_schema + + def _validate_tool(value: Any, nxt: Any) -> Any: + if isinstance(value, _BASE_TOOL_CLS): + return value + if isinstance(value, dict) and "tool_type" in value: + return _resolve_tool_dict(value) + return nxt(value) + + return core_schema.no_info_wrap_validator_function( + _validate_tool, + default_schema, + serialization=core_schema.plain_serializer_function_ser_schema( + lambda v: v.model_dump(mode="json"), + info_arg=False, + when_used="json", + ), + ) + name: str = Field( description="The unique name of the tool that clearly communicates its purpose." ) @@ -421,6 +458,9 @@ def _generate_description(self) -> None: ) +_BASE_TOOL_CLS = BaseTool + + class Tool(BaseTool, Generic[P, R]): """Tool that wraps a callable function. From 3ced490ca001abccc8d26073947f1514257a97b3 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Tue, 7 Apr 2026 02:35:52 +0800 Subject: [PATCH 64/66] test: include required in expected init_params_schema keys tool_type computed field is legitimately required in the schema. --- lib/crewai-tools/tests/test_generate_tool_specs.py | 1 + 1 file changed, 1 insertion(+) diff --git a/lib/crewai-tools/tests/test_generate_tool_specs.py b/lib/crewai-tools/tests/test_generate_tool_specs.py index 2f56ed1e62..7506c4ee42 100644 --- a/lib/crewai-tools/tests/test_generate_tool_specs.py +++ b/lib/crewai-tools/tests/test_generate_tool_specs.py @@ -97,6 +97,7 @@ def test_extract_init_params_schema(mock_tool_extractor): assert init_params_schema.keys() == { "$defs", "properties", + "required", "title", "type", } From 4db05c3d2a28cc127f4ddc35060f4442d4147e19 Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Tue, 7 Apr 2026 03:08:29 +0800 Subject: [PATCH 65/66] fix: restore Flow execution state from checkpoint fields Flow.from_checkpoint deserialized the checkpoint_* fields but never copied them back into the private execution attrs (_completed_methods, _method_outputs, _method_execution_counts, _state). Calling kickoff() after from_checkpoint would restart from scratch. Add _restore_from_checkpoint that copies the checkpoint fields into the private attrs, using the existing _restore_state method for state reconstruction. --- lib/crewai/src/crewai/flow/flow.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/lib/crewai/src/crewai/flow/flow.py b/lib/crewai/src/crewai/flow/flow.py index 848743ba27..63fd551f24 100644 --- a/lib/crewai/src/crewai/flow/flow.py +++ b/lib/crewai/src/crewai/flow/flow.py @@ -941,6 +941,7 @@ def from_checkpoint( if isinstance(entity, cls): if entity.execution_context is not None: apply_execution_context(entity.execution_context) + entity._restore_from_checkpoint() return entity raise ValueError(f"No {cls.__name__} found in checkpoint: {path}") @@ -949,6 +950,21 @@ def from_checkpoint( checkpoint_method_counts: dict[str, int] | None = Field(default=None) checkpoint_state: dict[str, Any] | None = Field(default=None) + def _restore_from_checkpoint(self) -> None: + """Restore private execution state from checkpoint fields.""" + if self.checkpoint_completed_methods is not None: + self._completed_methods = { + FlowMethodName(m) for m in self.checkpoint_completed_methods + } + if self.checkpoint_method_outputs is not None: + self._method_outputs = list(self.checkpoint_method_outputs) + if self.checkpoint_method_counts is not None: + self._method_execution_counts = { + FlowMethodName(k): v for k, v in self.checkpoint_method_counts.items() + } + if self.checkpoint_state is not None: + self._restore_state(self.checkpoint_state) + _methods: dict[FlowMethodName, FlowMethod[Any, Any]] = PrivateAttr( default_factory=dict ) From 3be42f910dba1eb9ccff342764bc6b3e3a0536bc Mon Sep 17 00:00:00 2001 From: Greyson LaLonde Date: Tue, 7 Apr 2026 03:11:45 +0800 Subject: [PATCH 66/66] fix: restore Flow subclass on checkpoint resume Flow.from_checkpoint deserializes as base Flow (entity_type discriminator), losing subclass methods and state type. When called on a subclass like MyFlow.from_checkpoint(), create a cls instance and transfer the checkpoint fields so @start methods, listeners, and structured state are available. --- lib/crewai/src/crewai/flow/flow.py | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/lib/crewai/src/crewai/flow/flow.py b/lib/crewai/src/crewai/flow/flow.py index 63fd551f24..d99aa05de2 100644 --- a/lib/crewai/src/crewai/flow/flow.py +++ b/lib/crewai/src/crewai/flow/flow.py @@ -938,12 +938,21 @@ def from_checkpoint( ) crewai_event_bus.set_runtime_state(state) for entity in state.root: + if not isinstance(entity, Flow): + continue + if entity.execution_context is not None: + apply_execution_context(entity.execution_context) if isinstance(entity, cls): - if entity.execution_context is not None: - apply_execution_context(entity.execution_context) entity._restore_from_checkpoint() return entity - raise ValueError(f"No {cls.__name__} found in checkpoint: {path}") + instance = cls() + instance.checkpoint_completed_methods = entity.checkpoint_completed_methods + instance.checkpoint_method_outputs = entity.checkpoint_method_outputs + instance.checkpoint_method_counts = entity.checkpoint_method_counts + instance.checkpoint_state = entity.checkpoint_state + instance._restore_from_checkpoint() + return instance + raise ValueError(f"No Flow found in checkpoint: {path}") checkpoint_completed_methods: set[str] | None = Field(default=None) checkpoint_method_outputs: list[Any] | None = Field(default=None)