From 190335863c04f051297c2790d459be81552b880b Mon Sep 17 00:00:00 2001 From: Matthew Thompson Date: Fri, 28 Jun 2024 22:34:10 +0200 Subject: [PATCH 1/4] fix: adding a check for the tools_handler before setting the cache handler --- src/crewai/agents/agent_builder/base_agent.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/crewai/agents/agent_builder/base_agent.py b/src/crewai/agents/agent_builder/base_agent.py index 2504a4f3ea..82815c5df2 100644 --- a/src/crewai/agents/agent_builder/base_agent.py +++ b/src/crewai/agents/agent_builder/base_agent.py @@ -207,7 +207,8 @@ def set_cache_handler(self, cache_handler: CacheHandler) -> None: Args: cache_handler: An instance of the CacheHandler class. """ - self.tools_handler = ToolsHandler() + if not self.tools_handler: + self.tools_handler = ToolsHandler() if self.cache: self.cache_handler = cache_handler self.tools_handler.cache = cache_handler From 233e8eaae58c4c7ddeb68da3a7b8b8023765294a Mon Sep 17 00:00:00 2001 From: Matthew Thompson Date: Thu, 18 Jul 2024 15:17:44 +0200 Subject: [PATCH 2/4] chore: debug statements --- build.sh | 19 + poetry.lock | 976 ++++++++++-------- src/crewai/agent.py | 20 + src/crewai/agents/agent_builder/base_agent.py | 9 + src/crewai/task.py | 2 +- tests/conftest.py | 5 + 6 files changed, 591 insertions(+), 440 deletions(-) create mode 100755 build.sh diff --git a/build.sh b/build.sh new file mode 100755 index 0000000000..f9457a2523 --- /dev/null +++ b/build.sh @@ -0,0 +1,19 @@ +#!/bin/bash + +# Remove all files in the 'dist' directory +rm -f dist/* + +# Remove all files in the '../ctim/crewAI/dist' directory +rm -f ../ctim/crewAI/dist/* + +# Build the project using Poetry +poetry build + +# Copy all files from the 'dist' directory to '../ctim/crewAI/dist' +cp -r dist/* ../ctim/crewAI/dist/ + +cd ../ctim/ + +make build && make up + +cd ../crewAI diff --git a/poetry.lock b/poetry.lock index 62cf284404..b704c774d7 100644 --- a/poetry.lock +++ b/poetry.lock @@ -112,13 +112,13 @@ frozenlist = ">=1.1.0" [[package]] name = "alembic" -version = "1.13.1" +version = "1.13.2" description = "A database migration tool for SQLAlchemy." optional = false python-versions = ">=3.8" files = [ - {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"}, - {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"}, + {file = "alembic-1.13.2-py3-none-any.whl", hash = "sha256:6b8733129a6224a9a711e17c99b08462dbf7cc9670ba8f2e2ae9af860ceb1953"}, + {file = "alembic-1.13.2.tar.gz", hash = "sha256:1ff0ae32975f4fd96028c39ed9bb3c867fe3af956bd7bb37343b54c9fe7445ef"}, ] [package.dependencies] 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__init__(__pydantic_self__, **data): config = data.pop("config", {}) super().__init__(**config, **data) + print( + f"[CrewAI.Agent.__init__]: Agent: {__pydantic_self__.role} has been init with ToolsHandler: {__pydantic_self__.tools_handler}" + ) + print( + f"[CrewAI.Agent.__init__]: Agent: {__pydantic_self__.role} has been init with ToolsHandler: {__pydantic_self__.callbacks}" + ) @model_validator(mode="after") def set_agent_executor(self) -> "Agent": @@ -104,6 +110,9 @@ def set_agent_executor(self) -> "Agent": if not self.agent_executor: if not self.cache_handler: self.cache_handler = CacheHandler() + print( + f"[CrewAI.Agent.set_agent_executor]: calling set_cache_handler for agent {self}" + ) self.set_cache_handler(self.cache_handler) return self @@ -126,6 +135,11 @@ def execute_task( if self.tools_handler: # type: ignore # Incompatible types in assignment (expression has type "dict[Never, Never]", variable has type "ToolCalling") self.tools_handler.last_used_tool = {} + print( + f"[CrewAI.Agent.execute_task]: task has a tools_handler: {self.tools_handler}" + ) + else: + print("[CrewAI.Agent.execute_task]: task DOES NOT HAVE a tools_handler") task_prompt = task.prompt() @@ -246,6 +260,12 @@ def create_agent_executor(self, tools=None) -> None: bind = self.llm.bind(stop=stop_words) inner_agent = agent_args | execution_prompt | bind | CrewAgentParser(agent=self) + + print( + f"[CrewAI.Agent.create_agent_executor]: setting the agent_executor for agent {self}" + ) + callbacks = executor_args.get("callbacks", "No callbacks found") + print(f"[CrewAI.Agent.create_agent_executor]: callbacks are: {callbacks}") self.agent_executor = CrewAgentExecutor( agent=RunnableAgent(runnable=inner_agent), **executor_args ) diff --git a/src/crewai/agents/agent_builder/base_agent.py b/src/crewai/agents/agent_builder/base_agent.py index 82815c5df2..9a4f6b2759 100644 --- a/src/crewai/agents/agent_builder/base_agent.py +++ b/src/crewai/agents/agent_builder/base_agent.py @@ -208,7 +208,16 @@ def set_cache_handler(self, cache_handler: CacheHandler) -> None: cache_handler: An instance of the CacheHandler class. """ if not self.tools_handler: + print( + "[CrewAI.BaseAgent.set_cache_handler]: Using the default ToolsHandler" + ) + print( + f"[CrewAI.BaseAgent.set_cache_handler]: default ToolsHandler is being used by agent: {self}" + ) self.tools_handler = ToolsHandler() + print( + f"[CrewAI.BaseAgent.set_cache_handler]: ToolsHandler = {self.tools_handler}" + ) if self.cache: self.cache_handler = cache_handler self.tools_handler.cache = cache_handler diff --git a/src/crewai/task.py b/src/crewai/task.py index 0e8bf434f5..c765789377 100644 --- a/src/crewai/task.py +++ b/src/crewai/task.py @@ -200,7 +200,7 @@ def _execute(self, agent, task, context, tools): ) exported_output = self._export_output(result) - # type: the responses are usually str but need to figuire out a more elegant solution here + # the responses are usually str but need to figuire out a more elegant solution here self.output = TaskOutput( description=self.description, exported_output=exported_output, diff --git a/tests/conftest.py b/tests/conftest.py index 4fdb3b1441..60a6b5e3a1 100644 --- a/tests/conftest.py +++ b/tests/conftest.py @@ -1,4 +1,9 @@ # conftest.py from dotenv import load_dotenv +import os + +os.environ["OTEL_SDK_DISABLED"] = "true" + + load_result = load_dotenv(override=True) From c982366706837b9a2dd918ad3ead74c2948ccc0e Mon Sep 17 00:00:00 2001 From: Matthew Thompson Date: Fri, 19 Jul 2024 18:39:37 +0200 Subject: [PATCH 3/4] chore: adding logging - tools and agents --- build.sh | 10 ++-- src/crewai/agent.py | 26 ++++++---- src/crewai/agents/agent_builder/base_agent.py | 17 +++---- src/crewai/agents/tools_handler.py | 37 +++++++++++++-- src/crewai/tools/tool_usage.py | 47 ++++++++++++++++++- 5 files changed, 107 insertions(+), 30 deletions(-) diff --git a/build.sh b/build.sh index f9457a2523..d1f98ecd71 100755 --- a/build.sh +++ b/build.sh @@ -1,19 +1,19 @@ #!/bin/bash # Remove all files in the 'dist' directory -rm -f dist/* +rm -f /mnt/d/Infra/crewAI/dist/* # Remove all files in the '../ctim/crewAI/dist' directory -rm -f ../ctim/crewAI/dist/* +rm -f /mnt/d/agentia/agentia_ctim/ctim/crewAI/dist/* # Build the project using Poetry poetry build # Copy all files from the 'dist' directory to '../ctim/crewAI/dist' -cp -r dist/* ../ctim/crewAI/dist/ +cp -r /mnt/d/Infra/crewAI/dist/* /mnt/d/agentia/agentia_ctim/ctim/crewAI/dist/ -cd ../ctim/ +cd /mnt/d/agentia/agentia_ctim/ctim/ make build && make up -cd ../crewAI +cd /mnt/d/agentia/agentia_ctim/crewAI diff --git a/src/crewai/agent.py b/src/crewai/agent.py index 0af782f37b..d8374c6af1 100644 --- a/src/crewai/agent.py +++ b/src/crewai/agent.py @@ -19,6 +19,10 @@ from crewai.agents.agent_builder.base_agent import BaseAgent from crewai.utilities.training_handler import CrewTrainingHandler +import logging + +logger = logging.getLogger(__name__) + class Agent(BaseAgent): """Represents an agent in a system. @@ -84,11 +88,11 @@ class Agent(BaseAgent): def __init__(__pydantic_self__, **data): config = data.pop("config", {}) super().__init__(**config, **data) - print( + logger.info( f"[CrewAI.Agent.__init__]: Agent: {__pydantic_self__.role} has been init with ToolsHandler: {__pydantic_self__.tools_handler}" ) - print( - f"[CrewAI.Agent.__init__]: Agent: {__pydantic_self__.role} has been init with ToolsHandler: {__pydantic_self__.callbacks}" + logger.info( + f"[CrewAI.Agent.__init__]: Agent: {__pydantic_self__.role} has been init with callbacks: {__pydantic_self__.callbacks}" ) @model_validator(mode="after") @@ -110,8 +114,8 @@ def set_agent_executor(self) -> "Agent": if not self.agent_executor: if not self.cache_handler: self.cache_handler = CacheHandler() - print( - f"[CrewAI.Agent.set_agent_executor]: calling set_cache_handler for agent {self}" + logger.info( + f"[CrewAI.Agent.set_agent_executor]: calling set_cache_handler for agent {self.role}" ) self.set_cache_handler(self.cache_handler) return self @@ -135,11 +139,13 @@ def execute_task( if self.tools_handler: # type: ignore # Incompatible types in assignment (expression has type "dict[Never, Never]", variable has type "ToolCalling") self.tools_handler.last_used_tool = {} - print( + logger.info( f"[CrewAI.Agent.execute_task]: task has a tools_handler: {self.tools_handler}" ) else: - print("[CrewAI.Agent.execute_task]: task DOES NOT HAVE a tools_handler") + logger.info( + "[CrewAI.Agent.execute_task]: task DOES NOT HAVE a tools_handler" + ) task_prompt = task.prompt() @@ -261,11 +267,11 @@ def create_agent_executor(self, tools=None) -> None: inner_agent = agent_args | execution_prompt | bind | CrewAgentParser(agent=self) - print( - f"[CrewAI.Agent.create_agent_executor]: setting the agent_executor for agent {self}" + logger.info( + f"[CrewAI.Agent.create_agent_executor]: setting the agent_executor for agent {self.role}" ) callbacks = executor_args.get("callbacks", "No callbacks found") - print(f"[CrewAI.Agent.create_agent_executor]: callbacks are: {callbacks}") + logger.info(f"[CrewAI.Agent.create_agent_executor]: callbacks are: {callbacks}") self.agent_executor = CrewAgentExecutor( agent=RunnableAgent(runnable=inner_agent), **executor_args ) diff --git a/src/crewai/agents/agent_builder/base_agent.py b/src/crewai/agents/agent_builder/base_agent.py index 9a4f6b2759..c934c9d907 100644 --- a/src/crewai/agents/agent_builder/base_agent.py +++ b/src/crewai/agents/agent_builder/base_agent.py @@ -18,6 +18,10 @@ from crewai.agents import CacheHandler, ToolsHandler from crewai.utilities.token_counter_callback import TokenProcess +import logging + +logger = logging.getLogger(__name__) + class BaseAgent(ABC, BaseModel): """Abstract Base Class for all third party agents compatible with CrewAI. @@ -208,15 +212,12 @@ def set_cache_handler(self, cache_handler: CacheHandler) -> None: cache_handler: An instance of the CacheHandler class. """ if not self.tools_handler: - print( - "[CrewAI.BaseAgent.set_cache_handler]: Using the default ToolsHandler" - ) - print( - f"[CrewAI.BaseAgent.set_cache_handler]: default ToolsHandler is being used by agent: {self}" + logger.info( + f"[CrewAI.BaseAgent.set_cache_handler]: Agent {self.role} 's ToolsHandler is being set to default" ) self.tools_handler = ToolsHandler() - print( - f"[CrewAI.BaseAgent.set_cache_handler]: ToolsHandler = {self.tools_handler}" + logger.info( + f"[CrewAI.BaseAgent.set_cache_handler]: Agent {self.role} 's ToolsHandler is = {self.tools_handler}" ) if self.cache: self.cache_handler = cache_handler @@ -224,7 +225,7 @@ def set_cache_handler(self, cache_handler: CacheHandler) -> None: self.create_agent_executor() def increment_formatting_errors(self) -> None: - print("Formatting errors incremented") + logger.info("Formatting errors incremented") def copy(self): exclude = { diff --git a/src/crewai/agents/tools_handler.py b/src/crewai/agents/tools_handler.py index c82f7de8c1..8723599fdf 100644 --- a/src/crewai/agents/tools_handler.py +++ b/src/crewai/agents/tools_handler.py @@ -1,9 +1,14 @@ +import logging +import time + from typing import Any, Optional, Union from ..tools.cache_tools import CacheTools from ..tools.tool_calling import InstructorToolCalling, ToolCalling from .cache.cache_handler import CacheHandler +logger = logging.getLogger(__name__) + class ToolsHandler: """Callback handler for tool usage.""" @@ -15,6 +20,7 @@ def __init__(self, cache: Optional[CacheHandler] = None): """Initialize the callback handler.""" self.cache = cache self.last_used_tool = {} # type: ignore # BUG?: same as above + logger.info(f"ToolsHandler initialized with cache: {cache is not None}") def on_tool_use( self, @@ -23,10 +29,31 @@ def on_tool_use( should_cache: bool = True, ) -> Any: """Run when tool ends running.""" + start_time = time.time() + + logger.info(f"Tool used: {calling.tool_name}") + logger.debug(f"Tool arguments: {calling.arguments}") + logger.debug(f"Tool output length: {len(output)} characters") + self.last_used_tool = calling # type: ignore # BUG?: Incompatible types in assignment (expression has type "Union[ToolCalling, InstructorToolCalling]", variable has type "ToolCalling") if self.cache and should_cache and calling.tool_name != CacheTools().name: - self.cache.add( - tool=calling.tool_name, - input=calling.arguments, - output=output, - ) + logger.debug(f"Caching result for tool: {calling.tool_name}") + try: + self.cache.add( + tool=calling.tool_name, + input=calling.arguments, + output=output, + ) + logger.info(f"Successfully cached result for tool: {calling.tool_name}") + except Exception as e: + logger.error( + f"Error caching result for tool {calling.tool_name}: {str(e)}", + exc_info=True, + ) + elif not should_cache: + logger.info(f"Skipped caching for tool: {calling.tool_name}") + elif calling.tool_name == CacheTools().name: + logger.info("Skipped caching for CacheTools") + + duration = time.time() - start_time + logger.info(f"Tool handling completed in {duration:.4f} seconds") diff --git a/src/crewai/tools/tool_usage.py b/src/crewai/tools/tool_usage.py index ce773b80b9..760ac86cda 100644 --- a/src/crewai/tools/tool_usage.py +++ b/src/crewai/tools/tool_usage.py @@ -10,6 +10,11 @@ from crewai.telemetry import Telemetry from crewai.tools.tool_calling import InstructorToolCalling, ToolCalling from crewai.utilities import I18N, Converter, ConverterError, Printer +import logging +import time + +logger = logging.getLogger(__name__) + OPENAI_BIGGER_MODELS = ["gpt-4"] @@ -70,6 +75,8 @@ def __init__( self._max_parsing_attempts = 2 self._remember_format_after_usages = 4 + logger.info(f"ToolUsage initialized with {len(tools)} tools for task: {task}") + def parse(self, tool_string: str): """Parse the tool string and return the tool calling.""" return self._tool_calling(tool_string) @@ -77,10 +84,17 @@ def parse(self, tool_string: str): def use( self, calling: Union[ToolCalling, InstructorToolCalling], tool_string: str ) -> str: + start_time = time.time() + logger.info(f"Tool usage started for: {calling.tool_name}") + if isinstance(calling, ToolUsageErrorException): error = calling.message self._printer.print(content=f"\n\n{error}\n", color="red") self.task.increment_tools_errors() + duration = time.time() - start_time + logger.info( + f"Tool '{calling.tool_name}' executed in {duration:.2f} seconds" + ) return error # BUG? The code below seems to be unreachable @@ -90,8 +104,18 @@ def use( error = getattr(e, "message", str(e)) self.task.increment_tools_errors() self._printer.print(content=f"\n\n{error}\n", color="red") + duration = time.time() - start_time + logger.info( + f"Tool '{calling.tool_name}' executed in {duration:.2f} seconds" + ) return error - return f"{self._use(tool_string=tool_string, tool=tool, calling=calling)}" # type: ignore # BUG?: "_use" of "ToolUsage" does not return a value (it only ever returns None) + + result = self._use(tool_string=tool_string, tool=tool, calling=calling) + + duration = time.time() - start_time + logger.info(f"Tool '{calling.tool_name}' executed in {duration:.2f} seconds") + + return result # type: ignore # BUG?: "_use" of "ToolUsage" does not return a value (it only ever returns None) def _use( self, @@ -99,6 +123,9 @@ def _use( tool: BaseTool, calling: Union[ToolCalling, InstructorToolCalling], ) -> None: # TODO: Fix this return type + logger.debug(f"Executing tool: {tool.name}") + logger.debug(f"Tool input: {calling.arguments}") + start_time = time.time() if self._check_tool_repeated_usage(calling=calling): # type: ignore # _check_tool_repeated_usage of "ToolUsage" does not return a value (it only ever returns None) try: result = self._i18n.errors("task_repeated_usage").format( @@ -111,10 +138,18 @@ def _use( attempts=self._run_attempts, ) result = self._format_result(result=result) # type: ignore # "_format_result" of "ToolUsage" does not return a value (it only ever returns None) - return result # type: ignore # Fix the reutrn type of this function + logger.info(f"Tool '{tool.name}' output: {result[:100]}...") except Exception: + logger.error(f"Error executing tool '{tool.name}':", exc_info=True) self.task.increment_tools_errors() + finally: + duration = time.time() - start_time + logger.info( + f"Tool '{tool.name}' execution completed in {duration:.2f} seconds" + ) + + return result # type: ignore # Fix the reutrn type of this function result = None # type: ignore # Incompatible types in assignment (expression has type "None", variable has type "str") @@ -123,6 +158,11 @@ def _use( tool=calling.tool_name, input=calling.arguments ) + if result: + logger.info(f"Cache hit for tool: {calling.tool_name}") + else: + logger.info(f"Cache miss for tool: {calling.tool_name}") + if not result: try: if calling.tool_name in [ @@ -219,6 +259,7 @@ def _check_tool_repeated_usage( ) def _select_tool(self, tool_name: str) -> BaseTool: + logger.debug(f"Selecting tool for name: {tool_name}") order_tools = sorted( self.tools, key=lambda tool: SequenceMatcher( @@ -234,6 +275,7 @@ def _select_tool(self, tool_name: str) -> BaseTool: ).ratio() > 0.85 ): + logger.info(f"Selected tool: {tool.name}") return tool self.task.increment_tools_errors() if tool_name and tool_name != "": @@ -270,6 +312,7 @@ def _is_gpt(self, llm) -> bool: def _tool_calling( self, tool_string: str ) -> Union[ToolCalling, InstructorToolCalling]: + logger.debug(f"Parsing tool string: {tool_string[:100]}...") try: if self.function_calling_llm: model = ( From b7b427496adb7d39fdd9571bf012c4d71b59a4cc Mon Sep 17 00:00:00 2001 From: Matthew Thompson Date: Mon, 22 Jul 2024 07:50:03 +0200 Subject: [PATCH 4/4] chore: logging and add config to the agent invocation --- src/crewai/agent.py | 32 ++++++++++++++++++++++++++++++-- src/crewai/task.py | 28 ++++++++++++++++++++++++++++ 2 files changed, 58 insertions(+), 2 deletions(-) diff --git a/src/crewai/agent.py b/src/crewai/agent.py index d8374c6af1..87bfb24625 100644 --- a/src/crewai/agent.py +++ b/src/crewai/agent.py @@ -61,7 +61,7 @@ class Agent(BaseAgent): ) llm: Any = Field( default_factory=lambda: ChatOpenAI( - model=os.environ.get("OPENAI_MODEL_NAME", "gpt-4o") + model=os.environ.get("OPENAI_MODEL_NAME", "gpt-4o-mini") ), description="Language model that will run the agent.", ) @@ -179,13 +179,41 @@ def execute_task( else: task_prompt = self._use_trained_data(task_prompt=task_prompt) + logger.info( + f"[CrewAI.Agent.execute_task] Starting task execution for agent: {self.role}" + ) + + if hasattr(self, "callbacks") and self.callbacks: + logger.info( + f"[CrewAI.Agent.execute_task] Callbacks found for agent {self.role}: {self.callbacks}" + ) + config = {"callbacks": self.callbacks} + else: + logger.warning( + f"[CrewAI.Agent.execute_task] No callbacks found for agent {self.role}" + ) + config = {} + + logger.info( + f"[CrewAI.Agent.execute_task] Invoking agent_executor with config: {config}" + ) + result = self.agent_executor.invoke( { "input": task_prompt, "tool_names": self.agent_executor.tools_names, "tools": self.agent_executor.tools_description, - } + }, + config=config, )["output"] + + logger.info( + f"[CrewAI.Agent.execute_task] Task execution completed for agent {self.role}" + ) + logger.debug( + f"[CrewAI.Agent.execute_task] Task result: {result[:100]}..." + ) # Log first 100 chars of result + if self.max_rpm: self._rpm_controller.stop_rpm_counter() return result diff --git a/src/crewai/task.py b/src/crewai/task.py index c765789377..88c8fbbd8b 100644 --- a/src/crewai/task.py +++ b/src/crewai/task.py @@ -1,3 +1,4 @@ +import logging from copy import deepcopy import os import re @@ -14,6 +15,8 @@ from crewai.utilities.pydantic_schema_parser import PydanticSchemaParser from crewai.agents.agent_builder.base_agent import BaseAgent +logger = logging.getLogger(__name__) + class Task(BaseModel): """Class that represents a task to be executed. @@ -101,6 +104,12 @@ class Config: def __init__(__pydantic_self__, **data): config = data.pop("config", {}) super().__init__(**config, **data) + logger.info( + f"[CrewAI.Task.__init__]: Task initialized with description: {__pydantic_self__.description[:50]}..." + ) + logger.info( + f"[CrewAI.Task.__init__]: Task has {len(__pydantic_self__.tools)} tools" + ) @field_validator("id", mode="before") @classmethod @@ -124,6 +133,7 @@ def set_attributes_based_on_config(self) -> "Task": if self.config: for key, value in self.config.items(): setattr(self, key, value) + logger.info("[CrewAI.Task.set_attributes_based_on_config]: Task config applied") return self @model_validator(mode="after") @@ -131,6 +141,9 @@ def check_tools(self): """Check if the tools are set.""" if not self.tools and self.agent and self.agent.tools: self.tools.extend(self.agent.tools) + logger.info( + f"[CrewAI.Task.check_tools]: Task has {len(self.tools)} tools after check" + ) return self @model_validator(mode="after") @@ -143,6 +156,7 @@ def check_output(self): "Only one output type can be set, either output_pydantic or output_json.", {}, ) + logger.info("[CrewAI.Task.check_output]: Task output type checked") return self def execute( # type: ignore # Missing return statement @@ -156,9 +170,13 @@ def execute( # type: ignore # Missing return statement Returns: Output of the task. """ + logger.info( + f"[CrewAI.Task.execute]: Starting execution of task: {self.description[:50]}..." + ) agent = agent or self.agent if not agent: + logger.error("[CrewAI.Task.execute]: No agent assigned to task") raise Exception( f"The task '{self.description}' has no agent assigned, therefore it can't be executed directly and should be executed in a Crew using a specific process that support that, like hierarchical." ) @@ -175,15 +193,19 @@ def execute( # type: ignore # Missing return statement # type: ignore # Argument 1 to "join" of "str" has incompatible type "str | None"; expected "Iterable[str]" context = "\n".join(context) + logger.info("[CrewAI.Task.execute]: Context prepared for task") + self.prompt_context = context tools = tools or self.tools if self.async_execution: + logger.info("[CrewAI.Task.execute]: Starting asynchronous execution") self.thread = threading.Thread( target=self._execute, args=(agent, self, context, tools) ) self.thread.start() else: + logger.info("[CrewAI.Task.execute]: Starting synchronous execution") result = self._execute( task=self, agent=agent, @@ -193,6 +215,7 @@ def execute( # type: ignore # Missing return statement return result def _execute(self, agent, task, context, tools): + logger.info(f"[CrewAI.Task._execute]: Executing task with agent: {agent.role}") result = agent.execute_task( task=task, context=context, @@ -209,8 +232,10 @@ def _execute(self, agent, task, context, tools): ) if self.callback: + logger.info("[CrewAI.Task._execute]: Executing callback for task") self.callback(self.output) + logger.info("[CrewAI.Task._execute]: Task execution completed") return exported_output def prompt(self) -> str: @@ -350,3 +375,6 @@ def _save_file(self, result: Any) -> None: def __repr__(self): return f"Task(description={self.description}, expected_output={self.expected_output})" + + def __str__(self): + return f"Task(description={self.description[:50]}[:50])"