diff --git a/docs/how-to/Conditional-Tasks.md b/docs/how-to/Conditional-Tasks.md new file mode 100644 index 000000000..20a7f3952 --- /dev/null +++ b/docs/how-to/Conditional-Tasks.md @@ -0,0 +1,87 @@ +--- +title: Conditional Tasks +description: Learn how to use conditional tasks in a crewAI kickoff +--- + +## Introduction + +Conditional Tasks in crewAI allow for dynamic workflow adaptation based on the outcomes of previous tasks. This powerful feature enables crews to make decisions and execute tasks selectively, enhancing the flexibility and efficiency of your AI-driven processes. + +```python +from typing import List + +from pydantic import BaseModel +from crewai import Agent, Crew +from crewai.tasks.conditional_task import ConditionalTask +from crewai.tasks.task_output import TaskOutput +from crewai.task import Task +from crewai_tools import SerperDevTool + + +# Define a condition function for the conditional task +# if false task will be skipped, true, then execute task +def is_data_missing(output: TaskOutput) -> bool: + return len(output.pydantic.events) < 10: # this will skip this task + +# Define the agents +data_fetcher_agent = Agent( + role="Data Fetcher", + goal="Fetch data online using Serper tool", + backstory="Backstory 1", + verbose=True, + tools=[SerperDevTool()], +) + +data_processor_agent = Agent( + role="Data Processor", + goal="Process fetched data", + backstory="Backstory 2", + verbose=True, +) + +summary_generator_agent = Agent( + role="Summary Generator", + goal="Generate summary from fetched data", + backstory="Backstory 3", + verbose=True, +) + + +class EventOutput(BaseModel): + events: List[str] + + +task1 = Task( + description="Fetch data about events in San Francisco using Serper tool", + expected_output="List of 10 things to do in SF this week", + agent=data_fetcher_agent, + output_pydantic=EventOutput, +) + +conditional_task = ConditionalTask( + description=""" + Check if data is missing. If we have less than 10 events, + fetch more events using Serper tool so that + we have a total of 10 events in SF this week.. + """, + expected_output="List of 10 Things to do in SF this week ", + condition=is_data_missing, + agent=data_processor_agent, +) + +task3 = Task( + description="Generate summary of events in San Francisco from fetched data", + expected_output="summary_generated", + agent=summary_generator_agent, +) + +# Create a crew with the tasks +crew = Crew( + agents=[data_fetcher_agent, data_processor_agent, summary_generator_agent], + tasks=[task1, conditional_task, task3], + verbose=2, +) + +result = crew.kickoff() +print("results", result) +``` diff --git a/docs/index.md b/docs/index.md index 061ee9027..b21c20681 100644 --- a/docs/index.md +++ b/docs/index.md @@ -118,6 +118,11 @@ Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By Replay from a Task +
  • + + Conditional Tasks + +
  • Agent Monitoring with AgentOps diff --git a/mkdocs.yml b/mkdocs.yml index 622340b39..6e8cae1c8 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -146,6 +146,7 @@ nav: - Kickoff a Crew Asynchronously: 'how-to/Kickoff-async.md' - Kickoff a Crew for a List: 'how-to/Kickoff-for-each.md' - Replay from a specific task from a kickoff: 'how-to/Replay-tasks-from-latest-Crew-Kickoff.md' + - Conditional Tasks: 'how-to/Conditional-Tasks.md' - Agent Monitoring with AgentOps: 'how-to/AgentOps-Observability.md' - Agent Monitoring with LangTrace: 'how-to/Langtrace-Observability.md' - Tools Docs: diff --git a/poetry.lock b/poetry.lock index e6a4d1aaa..af93fad3e 100644 --- a/poetry.lock +++ b/poetry.lock @@ -417,13 +417,13 @@ virtualenv = ["virtualenv (>=20.0.35)"] [[package]] name = "cachetools" -version = "5.3.3" +version = "5.4.0" description = "Extensible memoizing collections and decorators" optional = false python-versions = ">=3.7" files = [ - {file = "cachetools-5.3.3-py3-none-any.whl", hash = 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--- a/src/crewai/agents/executor.py +++ b/src/crewai/agents/executor.py @@ -242,6 +242,8 @@ class CrewAgentExecutor(AgentExecutor, CrewAgentExecutorMixin): else: if tool_calling.tool_name.casefold().strip() in [ name.casefold().strip() for name in name_to_tool_map + ] or tool_calling.tool_name.casefold().replace("_", " ") in [ + name.casefold().strip() for name in name_to_tool_map ]: observation = tool_usage.use(tool_calling, agent_action.log) else: diff --git a/src/crewai/crew.py b/src/crewai/crew.py index 3878615ae..62f9421ee 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -28,6 +28,7 @@ from crewai.memory.long_term.long_term_memory import LongTermMemory from crewai.memory.short_term.short_term_memory import ShortTermMemory from crewai.process import Process from crewai.task import Task +from crewai.tasks.conditional_task import ConditionalTask from crewai.tasks.task_output import TaskOutput from crewai.telemetry import Telemetry from crewai.tools.agent_tools import AgentTools @@ -294,6 +295,29 @@ class Crew(BaseModel): return self + @model_validator(mode="after") + def validate_first_task(self) -> "Crew": + """Ensure the first task is not a ConditionalTask.""" + if self.tasks and isinstance(self.tasks[0], ConditionalTask): + raise PydanticCustomError( + "invalid_first_task", + "The first task cannot be a ConditionalTask.", + {}, + ) + return self + + @model_validator(mode="after") + def validate_async_tasks_not_async(self) -> "Crew": + """Ensure that ConditionalTask is not async.""" + for task in self.tasks: + if task.async_execution and isinstance(task, ConditionalTask): + raise PydanticCustomError( + "invalid_async_conditional_task", + f"Conditional Task: {task.description} , cannot be executed asynchronously.", # type: ignore # Argument of type "str" cannot be assigned to parameter "message_template" of type "LiteralString" + {}, + ) + return self + @model_validator(mode="after") def validate_async_task_cannot_include_sequential_async_tasks_in_context(self): """ @@ -611,21 +635,27 @@ class Crew(BaseModel): last_sync_output = task.output continue - self._prepare_task(task, manager) - if self.process == Process.hierarchical: - agent_to_use = manager - else: - agent_to_use = task.agent + agent_to_use = self._get_agent_to_use(task, manager) if agent_to_use is None: raise ValueError( f"No agent available for task: {task.description}. Ensure that either the task has an assigned agent or a manager agent is provided." ) - self._log_task_start(task, agent_to_use) + + self._prepare_agent_tools(task, manager) + self._log_task_start(task, agent_to_use.role) + + if isinstance(task, ConditionalTask): + skipped_task_output = self._handle_conditional_task( + task, task_outputs, futures, task_index, was_replayed + ) + if skipped_task_output: + continue if task.async_execution: context = self._get_context( task, [last_sync_output] if last_sync_output else [] ) + self._log_task_start(task, agent_to_use.role) future = task.execute_async( agent=agent_to_use, context=context, @@ -634,12 +664,11 @@ class Crew(BaseModel): futures.append((task, future, task_index)) else: if futures: - task_outputs.extend( - self._process_async_tasks(futures, was_replayed) - ) + task_outputs = self._process_async_tasks(futures, was_replayed) futures.clear() context = self._get_context(task, task_outputs) + self._log_task_start(task, agent_to_use.role) task_output = task.execute_sync( agent=agent_to_use, context=context, @@ -654,12 +683,48 @@ class Crew(BaseModel): return self._create_crew_output(task_outputs) - def _prepare_task(self, task: Task, manager: Optional[BaseAgent]): + def _handle_conditional_task( + self, + task: ConditionalTask, + task_outputs: List[TaskOutput], + futures: List[Tuple[Task, Future[TaskOutput], int]], + task_index: int, + was_replayed: bool, + ) -> Optional[TaskOutput]: + if futures: + task_outputs = self._process_async_tasks(futures, was_replayed) + futures.clear() + + previous_output = task_outputs[task_index - 1] if task_outputs else None + if previous_output is not None and not task.should_execute(previous_output): + self._logger.log( + "debug", + f"Skipping conditional task: {task.description}", + color="yellow", + ) + skipped_task_output = task.get_skipped_task_output() + + if not was_replayed: + self._store_execution_log(task, skipped_task_output, task_index) + return skipped_task_output + return None + + def _prepare_agent_tools(self, task: Task, manager: Optional[BaseAgent]): if self.process == Process.hierarchical: - self._update_manager_tools(task, manager) + if manager: + self._update_manager_tools(task, manager) + else: + raise ValueError("Manager agent is required for hierarchical process.") elif task.agent and task.agent.allow_delegation: self._add_delegation_tools(task) + def _get_agent_to_use( + self, task: Task, manager: Optional[BaseAgent] + ) -> Optional[BaseAgent]: + if self.process == Process.hierarchical: + return manager + return task.agent + def _add_delegation_tools(self, task: Task): agents_for_delegation = [agent for agent in self.agents if agent != task.agent] if len(self.agents) > 1 and len(agents_for_delegation) > 0 and task.agent: @@ -686,18 +751,17 @@ class Crew(BaseModel): # Add the new tool task.tools.append(new_tool) - def _log_task_start(self, task: Task, agent: Optional[BaseAgent]): + def _log_task_start(self, task: Task, role: str = "None"): color = self._logging_color - role = agent.role if agent else "None" self._logger.log("debug", f"== Working Agent: {role}", color=color) self._logger.log("info", f"== Starting Task: {task.description}", color=color) if self.output_log_file: self._file_handler.log(agent=role, task=task.description, status="started") - def _update_manager_tools(self, task: Task, manager: Optional[BaseAgent]): - if task.agent and manager: + def _update_manager_tools(self, task: Task, manager: BaseAgent): + if task.agent: manager.tools = task.agent.get_delegation_tools([task.agent]) - if manager: + else: manager.tools = manager.get_delegation_tools(self.agents) def _get_context(self, task: Task, task_outputs: List[TaskOutput]): @@ -737,7 +801,7 @@ class Crew(BaseModel): futures: List[Tuple[Task, Future[TaskOutput], int]], was_replayed: bool = False, ) -> List[TaskOutput]: - task_outputs = [] + task_outputs: List[TaskOutput] = [] for future_task, future, task_index in futures: task_output = future.result() task_outputs.append(task_output) diff --git a/src/crewai/task.py b/src/crewai/task.py index 23c6f7151..57a788f49 100644 --- a/src/crewai/task.py +++ b/src/crewai/task.py @@ -8,7 +8,6 @@ from copy import copy from hashlib import md5 from typing import Any, Dict, List, Optional, Tuple, Type, Union - from langchain_openai import ChatOpenAI from opentelemetry.trace import Span from pydantic import UUID4, BaseModel, Field, field_validator, model_validator @@ -255,9 +254,7 @@ class Task(BaseModel): content = ( json_output if json_output - else pydantic_output.model_dump_json() - if pydantic_output - else result + else pydantic_output.model_dump_json() if pydantic_output else result ) self._save_file(content) diff --git a/src/crewai/tasks/conditional_task.py b/src/crewai/tasks/conditional_task.py new file mode 100644 index 000000000..d2edee12f --- /dev/null +++ b/src/crewai/tasks/conditional_task.py @@ -0,0 +1,47 @@ +from typing import Any, Callable + +from pydantic import Field + +from crewai.task import Task +from crewai.tasks.output_format import OutputFormat +from crewai.tasks.task_output import TaskOutput + + +class ConditionalTask(Task): + """ + A task that can be conditionally executed based on the output of another task. + Note: This cannot be the only task you have in your crew and cannot be the first since its needs context from the previous task. + """ + + condition: Callable[[TaskOutput], bool] = Field( + default=None, + description="Maximum number of retries for an agent to execute a task when an error occurs.", + ) + + def __init__( + self, + condition: Callable[[Any], bool], + **kwargs, + ): + super().__init__(**kwargs) + self.condition = condition + + def should_execute(self, context: TaskOutput) -> bool: + """ + Determines whether the conditional task should be executed based on the provided context. + + Args: + context (Any): The context or output from the previous task that will be evaluated by the condition. + + Returns: + bool: True if the task should be executed, False otherwise. + """ + return self.condition(context) + + def get_skipped_task_output(self): + return TaskOutput( + description=self.description, + raw="", + agent=self.agent.role if self.agent else "", + output_format=OutputFormat.RAW, + ) diff --git a/src/crewai/utilities/converter.py b/src/crewai/utilities/converter.py index 1e2641e78..f5732f62f 100644 --- a/src/crewai/utilities/converter.py +++ b/src/crewai/utilities/converter.py @@ -38,10 +38,10 @@ class Converter(OutputConverter): return self._create_instructor().to_json() else: return json.dumps(self._create_chain().invoke({}).model_dump()) - except Exception: + except Exception as e: if current_attempt < self.max_attempts: return self.to_json(current_attempt + 1) - return ConverterError("Failed to convert text into JSON.") + return ConverterError(f"Failed to convert text into JSON, error: {e}.") def _create_instructor(self): """Create an instructor.""" diff --git a/src/crewai/utilities/crew_pydantic_output_parser.py b/src/crewai/utilities/crew_pydantic_output_parser.py index 5172ca645..54025d5e3 100644 --- a/src/crewai/utilities/crew_pydantic_output_parser.py +++ b/src/crewai/utilities/crew_pydantic_output_parser.py @@ -17,6 +17,16 @@ class CrewPydanticOutputParser(PydanticOutputParser): def parse_result(self, result: List[Generation], *, partial: bool = False) -> Any: result[0].text = self._transform_in_valid_json(result[0].text) + + # Treating edge case of function calling llm returning the name instead of tool_name + json_object = json.loads(result[0].text) + json_object["tool_name"] = ( + json_object["name"] + if "tool_name" not in json_object + else json_object["tool_name"] + ) + result[0].text = json.dumps(json_object) + json_object = super().parse_result(result) try: return self.pydantic_object.parse_obj(json_object) diff --git a/src/crewai/utilities/printer.py b/src/crewai/utilities/printer.py index 3d065c169..4bdd585a4 100644 --- a/src/crewai/utilities/printer.py +++ b/src/crewai/utilities/printer.py @@ -10,6 +10,8 @@ class Printer: self._print_bold_purple(content) elif color == "bold_blue": self._print_bold_blue(content) + elif color == "yellow": + self._print_yellow(content) else: print(content) @@ -27,3 +29,6 @@ class Printer: def _print_bold_blue(self, content): print("\033[1m\033[94m {}\033[00m".format(content)) + + def _print_yellow(self, content): + print("\033[93m {}\033[00m".format(content)) diff --git a/tests/cassettes/test_conditional_task_last_task.yaml b/tests/cassettes/test_conditional_task_last_task.yaml new file mode 100644 index 000000000..6677b23ef --- /dev/null +++ b/tests/cassettes/test_conditional_task_last_task.yaml @@ -0,0 +1,3098 @@ +interactions: +- request: + body: '{"messages": [{"content": "You are Researcher. 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You are a seasoned manager + with a knack for getting the best out of your team.\nYou are also known for + your ability to delegate work to the right people, and to ask the right questions + to get the best out of your team.\nEven though you don''t perform tasks by yourself, + you have a lot of experience in the field, which allows you to properly evaluate + the work of your team members.\nYour personal goal is: Manage the team to complete + the task in the best way possible.\nYou ONLY have access to the following tools, + and should NEVER make up tools that are not listed here:\n\nTool Name: Delegate + work to coworker(task: str, context: str, coworker: Optional[str] = None, **kwargs)\nTool + Description: Delegate a specific task to one of the following coworkers: Researcher, + Senior Writer\nThe input to this tool should be the coworker, the task you want + them to do, and ALL necessary context to execute the task, they know nothing + about the task, so share absolute everything you know, don''t reference things + but instead explain them.\nTool Arguments: {''task'': {''title'': ''Task'', + ''type'': ''string''}, ''context'': {''title'': ''Context'', ''type'': ''string''}, + ''coworker'': {''title'': ''Coworker'', ''type'': ''string''}, ''kwargs'': {''title'': + ''Kwargs'', ''type'': ''object''}}\nTool Name: Ask question to coworker(question: + str, context: str, coworker: Optional[str] = None, **kwargs)\nTool Description: + Ask a specific question to one of the following coworkers: Researcher, Senior + Writer\nThe input to this tool should be the coworker, the question you have + for them, and ALL necessary context to ask the question properly, they know + nothing about the question, so share absolute everything you know, don''t reference + things but instead explain them.\nTool Arguments: {''question'': {''title'': + ''Question'', ''type'': ''string''}, ''context'': {''title'': ''Context'', ''type'': + ''string''}, ''coworker'': {''title'': ''Coworker'', ''type'': ''string''}, + ''kwargs'': {''title'': ''Kwargs'', ''type'': ''object''}}\n\nUse the following + format:\n\nThought: you should always think about what to do\nAction: the action + to take, only one name of [Delegate work to coworker, Ask question to coworker], + just the name, exactly as it''s written.\nAction Input: the input to the action, + just a simple python dictionary, enclosed in curly braces, using \" to wrap + keys and values.\nObservation: the result of the action\n\nOnce all necessary + information is gathered:\n\nThought: I now know the final answer\nFinal Answer: + the final answer to the original input question\n\nCurrent Task: Come up with + a list of 5 interesting ideas to explore for an article, then write one amazing + paragraph highlight for each idea that showcases how good an article about this + topic could be. Return the list of ideas with their paragraph and your notes.\n\nThis + is the expect criteria for your final answer: 5 bullet points with a paragraph + for each idea. \n you MUST return the actual complete content as the final answer, + not a summary.\n\nBegin! This is VERY important to you, use the tools available + and give your best Final Answer, your job depends on it!\n\nThought:\nTo start + with, I need to come up with 5 interesting ideas for an article. As I am not + the one who will be doing the research or writing, I will delegate this task + to the Researcher and the Senior Writer. The Researcher will be responsible + for coming up with the ideas, while the Senior Writer will write a paragraph + for each idea.\n\nAction: Delegate work to coworker\nAction Input: {\"task\": + \"Come up with 5 interesting ideas for an article\", \"context\": \"We need + to create an engaging article. Please research and come up with 5 interesting + ideas that our readers would find appealing.\", \"coworker\": \"Researcher\"}\n\nObservation: + Here are five engaging article ideas that would captivate readers interested + in technology, software engineering, AI, and startups:\n\n1. **The Rise of AI + Agents: Transforming Everyday Life and Work**\n - Explore how AI agents are + increasingly becoming part of our daily lives, from virtual assistants like + Siri and Alexa to advanced customer service bots. Discuss their impact on productivity, + convenience, and the potential future developments in this space. Highlight + real-world examples and case studies to make the article relatable and informative.\n\n2. + **AI-Driven Startups: Revolutionizing Industries and Creating New Opportunities**\n - + Delve into how startups are leveraging AI to innovate and disrupt various industries + such as healthcare, finance, and retail. Provide insights into the unique challenges + and opportunities these startups face. Feature interviews with founders and + industry experts to provide a comprehensive view of the startup ecosystem driven + by AI.\n\n3. **Ethical AI: Navigating the Challenges and Responsibilities**\n - + Address the ethical considerations surrounding AI development and deployment. + Discuss issues such as bias, privacy, and the potential for misuse. Offer perspectives + from ethicists, AI researchers, and policymakers on how to create responsible + and fair AI systems. This topic is crucial as it balances technological advancement + with societal impact.\n\n4. **The Future of Software Engineering: Integrating + AI for Smarter Development**\n - Analyze how AI is being integrated into software + engineering practices to enhance development processes, from automated code + generation to intelligent debugging tools. Provide examples of current AI-powered + tools and their benefits to developers. Forecast future trends and the potential + for AI to reshape software engineering fundamentally.\n\n5. **Personalized Education + Through AI: Tailoring Learning Experiences**\n - Investigate the role of AI + in transforming education by creating personalized learning experiences. Look + at how AI-driven platforms can adapt to individual learning styles and needs, + making education more accessible and effective. Include success stories from + educational institutions and edtech startups utilizing AI to revolutionize the + learning process.\n\nThese article ideas are designed to engage readers by covering + a wide range of topics related to AI and its applications, providing a blend + of current trends, future predictions, and ethical considerations.\nThought: + \nThe Researcher has provided five interesting ideas for the article. Now, I + need to delegate the task of writing a highlight paragraph for each idea to + the Senior Writer. \n\nAction: Delegate work to coworker\nAction Input: {\"task\": + \"Write one amazing paragraph highlight for each idea\", \"context\": \"The + Researcher has come up with 5 interesting ideas for an article. Your task is + to write a captivating paragraph for each idea that showcases how good an article + about this topic could be. Here are the ideas: 1. The Rise of AI Agents: Transforming + Everyday Life and Work 2. AI-Driven Startups: Revolutionizing Industries and + Creating New Opportunities 3. Ethical AI: Navigating the Challenges and Responsibilities + 4. The Future of Software Engineering: Integrating AI for Smarter Development + 5. Personalized Education Through AI: Tailoring Learning Experiences\", \"coworker\": + \"Senior Writer\"}\n\nObservation: 1. The Rise of AI Agents: Transforming Everyday + Life and Work\nAI agents are rapidly becoming an integral part of our daily + lives, revolutionizing the way we interact with technology and each other. From + personal assistants like Siri and Alexa that help manage our schedules and control + smart home devices, to sophisticated business solutions that optimize workflows + and enhance decision-making processes, AI agents are transforming both personal + and professional realms. These intelligent systems are not only improving efficiency + but also enabling new levels of customization and personalization, making our + interactions with technology more intuitive and seamless. The rise of AI agents + heralds a new era where routine tasks are automated, allowing humans to focus + on more strategic and creative endeavors, ultimately reshaping the landscape + of work and everyday living.\n\n2. AI-Driven Startups: Revolutionizing Industries + and Creating New Opportunities\nAI-driven startups are at the forefront of innovation, + leveraging cutting-edge technologies to disrupt traditional industries and create + unprecedented opportunities. These agile companies are harnessing the power + of machine learning, natural language processing, and predictive analytics to + develop solutions that address complex problems and enhance efficiency across + various sectors. From healthcare and finance to retail and logistics, AI-driven + startups are driving transformative changes by offering smarter, more efficient, + and highly scalable solutions. They are not only setting new benchmarks for + industry standards but also fostering an environment of continuous innovation + and growth, paving the way for a future where AI is integral to business success + and societal advancement.\n\n3. Ethical AI: Navigating the Challenges and Responsibilities\nAs + AI technology continues to evolve, the ethical implications of its deployment + have become a critical area of focus. Ethical AI involves navigating the complex + challenges and responsibilities associated with ensuring fairness, transparency, + and accountability in AI systems. This includes addressing biases in data, safeguarding + user privacy, and making sure that AI decisions are explainable and justifiable. + The development and implementation of ethical AI require a collaborative effort + from technologists, policymakers, and ethicists to create guidelines and frameworks + that promote responsible AI usage. By prioritizing ethical considerations, we + can harness the full potential of AI while mitigating risks and ensuring that + these powerful technologies serve the greater good of society.\n\n4. The Future + of Software Engineering: Integrating AI for Smarter Development\nThe future + of software engineering is being reshaped by the integration of AI, leading + to smarter and more efficient development processes. AI-powered tools and platforms + are streamlining coding, debugging, and testing, making it easier for developers + to create high-quality software with fewer errors and faster turnaround times. + Automated code generation, intelligent project management systems, and predictive + maintenance are just a few examples of how AI is enhancing the software engineering + landscape. By leveraging AI, developers can focus on more innovative and complex + tasks, ultimately driving technological advancements and delivering superior + software products that meet the ever-evolving demands of users.\n\n5. Personalized + Education Through AI: Tailoring Learning Experiences\nAI is revolutionizing + the education sector by enabling personalized learning experiences that cater + to individual student needs and preferences. Through sophisticated algorithms + and data analysis, AI systems can assess a student''s strengths, weaknesses, + and learning style to create customized educational content and pathways. This + tailored approach not only enhances student engagement and motivation but also + improves learning outcomes by providing targeted support and resources. AI-driven + educational tools, such as intelligent tutoring systems and adaptive learning + platforms, are empowering educators to deliver more effective and personalized + instruction. As AI continues to advance, the potential for creating truly individualized + learning experiences becomes increasingly attainable, promising a future where + education is more inclusive, efficient, and impactful.\n\nThese paragraphs highlight + the transformative potential of AI across various domains, showcasing the exciting + opportunities and challenges that lie ahead. 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You are a seasoned manager + with a knack for getting the best out of your team.\nYou are also known for + your ability to delegate work to the right people, and to ask the right questions + to get the best out of your team.\nEven though you don''t perform tasks by yourself, + you have a lot of experience in the field, which allows you to properly evaluate + the work of your team members.\nYour personal goal is: Manage the team to complete + the task in the best way possible.\nYou ONLY have access to the following tools, + and should NEVER make up tools that are not listed here:\n\nTool Name: Delegate + work to coworker(task: str, context: str, coworker: Optional[str] = None, **kwargs)\nTool + Description: Delegate a specific task to one of the following coworkers: Researcher\nThe + input to this tool should be the coworker, the task you want them to do, and + ALL necessary context to execute the task, they know nothing about the task, + so share absolute everything you know, don''t reference things but instead explain + them.\nTool Arguments: {''task'': {''title'': ''Task'', ''type'': ''string''}, + ''context'': {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': + ''Coworker'', ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': + ''object''}}\nTool Name: Ask question to coworker(question: str, context: str, + coworker: Optional[str] = None, **kwargs)\nTool Description: Ask a specific + question to one of the following coworkers: Researcher\nThe input to this tool + should be the coworker, the question you have for them, and ALL necessary context + to ask the question properly, they know nothing about the question, so share + absolute everything you know, don''t reference things but instead explain them.\nTool + Arguments: {''question'': {''title'': ''Question'', ''type'': ''string''}, ''context'': + {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': ''Coworker'', + ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': ''object''}}\n\nUse + the following format:\n\nThought: you should always think about what to do\nAction: + the action to take, only one name of [Delegate work to coworker, Ask question + to coworker], just the name, exactly as it''s written.\nAction Input: the input + to the action, just a simple python dictionary, enclosed in curly braces, using + \" to wrap keys and values.\nObservation: the result of the action\n\nOnce all + necessary information is gathered:\n\nThought: I now know the final answer\nFinal + Answer: the final answer to the original input question\n\nCurrent Task: Come + up with a list of 5 interesting ideas to explore for an article, then write + one amazing paragraph highlight for each idea that showcases how good an article + about this topic could be. Return the list of ideas with their paragraph and + your notes.\n\nThis is the expect criteria for your final answer: 5 bullet points + with a paragraph for each idea. \n you MUST return the actual complete content + as the final answer, not a summary.\n\nBegin! 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You are a seasoned manager + with a knack for getting the best out of your team.\nYou are also known for + your ability to delegate work to the right people, and to ask the right questions + to get the best out of your team.\nEven though you don''t perform tasks by yourself, + you have a lot of experience in the field, which allows you to properly evaluate + the work of your team members.\nYour personal goal is: Manage the team to complete + the task in the best way possible.\nYou ONLY have access to the following tools, + and should NEVER make up tools that are not listed here:\n\nTool Name: Delegate + work to coworker(task: str, context: str, coworker: Optional[str] = None, **kwargs)\nTool + Description: Delegate a specific task to one of the following coworkers: Researcher\nThe + input to this tool should be the coworker, the task you want them to do, and + ALL necessary context to execute the task, they know nothing about the task, + so share absolute everything you know, don''t reference things but instead explain + them.\nTool Arguments: {''task'': {''title'': ''Task'', ''type'': ''string''}, + ''context'': {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': + ''Coworker'', ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': + ''object''}}\nTool Name: Ask question to coworker(question: str, context: str, + coworker: Optional[str] = None, **kwargs)\nTool Description: Ask a specific + question to one of the following coworkers: Researcher\nThe input to this tool + should be the coworker, the question you have for them, and ALL necessary context + to ask the question properly, they know nothing about the question, so share + absolute everything you know, don''t reference things but instead explain them.\nTool + Arguments: {''question'': {''title'': ''Question'', ''type'': ''string''}, ''context'': + {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': ''Coworker'', + ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': ''object''}}\n\nUse + the following format:\n\nThought: you should always think about what to do\nAction: + the action to take, only one name of [Delegate work to coworker, Ask question + to coworker], just the name, exactly as it''s written.\nAction Input: the input + to the action, just a simple python dictionary, enclosed in curly braces, using + \" to wrap keys and values.\nObservation: the result of the action\n\nOnce all + necessary information is gathered:\n\nThought: I now know the final answer\nFinal + Answer: the final answer to the original input question\n\nCurrent Task: Come + up with a list of 5 interesting ideas to explore for an article, then write + one amazing paragraph highlight for each idea that showcases how good an article + about this topic could be. 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These ideas should be engaging, relevant, and + have the potential to captivate our audience. Think about current trends, unique + perspectives, and topics that can generate a lot of interest.\", \"coworker\": + \"Researcher\"}\n\nObservation: Here are five interesting ideas for articles + that should be engaging, relevant, and captivating for our audience, especially + considering current trends and unique perspectives in the fields of AI and AI + agents:\n\n1. **The Rise of AI Agents in Customer Service: Revolutionizing User + Experience**\n - This article can explore how AI agents are transforming customer + service across various industries. Discuss the technology behind these agents, + real-world applications, the benefits they bring (like 24/7 availability and + personalized interactions), and potential challenges (such as handling complex + queries and maintaining a human touch).\n\n2. **Ethical Considerations in AI + Development: Balancing Innovation and Responsibility**\n - Delve into the + ethical dilemmas that come with the rapid advancement of AI technologies. Topics + could include bias in AI algorithms, privacy concerns, the impact on employment, + and regulatory challenges. Highlight ongoing debates and the importance of responsible + AI development.\n\n3. **AI in Healthcare: Enhancing Diagnosis, Treatment, and + Patient Care**\n - Investigate how AI is revolutionizing healthcare by improving + diagnostic accuracy, personalizing treatment plans, and enhancing patient care. + Provide case studies of successful AI implementations, discuss the technology + behind these innovations, and address concerns such as data security and ethical + considerations.\n\n4. **Building Smarter Homes with AI: The Future of Home Automation**\n - + Explore the integration of AI in home automation systems. Discuss how AI can + manage energy consumption, enhance security, and improve daily living through + smart home devices. 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You are a seasoned manager + with a knack for getting the best out of your team.\nYou are also known for + your ability to delegate work to the right people, and to ask the right questions + to get the best out of your team.\nEven though you don''t perform tasks by yourself, + you have a lot of experience in the field, which allows you to properly evaluate + the work of your team members.\nYour personal goal is: Manage the team to complete + the task in the best way possible.\nYou ONLY have access to the following tools, + and should NEVER make up tools that are not listed here:\n\nTool Name: Delegate + work to coworker(task: str, context: str, coworker: Optional[str] = None, **kwargs)\nTool + Description: Delegate a specific task to one of the following coworkers: Researcher\nThe + input to this tool should be the coworker, the task you want them to do, and + ALL necessary context to execute the task, they know nothing about the task, + so share absolute everything you know, don''t reference things but instead explain + them.\nTool Arguments: {''task'': {''title'': ''Task'', ''type'': ''string''}, + ''context'': {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': + ''Coworker'', ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': + ''object''}}\nTool Name: Ask question to coworker(question: str, context: str, + coworker: Optional[str] = None, **kwargs)\nTool Description: Ask a specific + question to one of the following coworkers: Researcher\nThe input to this tool + should be the coworker, the question you have for them, and ALL necessary context + to ask the question properly, they know nothing about the question, so share + absolute everything you know, don''t reference things but instead explain them.\nTool + Arguments: {''question'': {''title'': ''Question'', ''type'': ''string''}, ''context'': + {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': ''Coworker'', + ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': ''object''}}\n\nUse + the following format:\n\nThought: you should always think about what to do\nAction: + the action to take, only one name of [Delegate work to coworker, Ask question + to coworker], just the name, exactly as it''s written.\nAction Input: the input + to the action, just a simple python dictionary, enclosed in curly braces, using + \" to wrap keys and values.\nObservation: the result of the action\n\nOnce all + necessary information is gathered:\n\nThought: I now know the final answer\nFinal + Answer: the final answer to the original input question\n\nCurrent Task: Come + up with a list of 5 interesting ideas to explore for an article, then write + one amazing paragraph highlight for each idea that showcases how good an article + about this topic could be. Return the list of ideas with their paragraph and + your notes.\n\nThis is the expect criteria for your final answer: 5 bullet points + with a paragraph for each idea. \n you MUST return the actual complete content + as the final answer, not a summary.\n\nBegin! This is VERY important to you, + use the tools available and give your best Final Answer, your job depends on + it!\n\nThought:\nTo come up with a list of 5 interesting ideas for an article + and write a compelling paragraph for each, I need to leverage the expertise + of the Researcher. First, I will delegate the task of brainstorming 5 interesting + article ideas to the Researcher. Once I have the ideas, I will then ask the + Researcher to provide a detailed paragraph for each idea.\n\nAction: Delegate + work to coworker\nAction Input: {\"task\": \"Brainstorm 5 interesting ideas + for an article.\", \"context\": \"We need to come up with a list of 5 interesting + ideas to explore for an article. These ideas should be engaging, relevant, and + have the potential to captivate our audience. Think about current trends, unique + perspectives, and topics that can generate a lot of interest.\", \"coworker\": + \"Researcher\"}\n\nObservation: Here are five interesting ideas for articles + that should be engaging, relevant, and captivating for our audience, especially + considering current trends and unique perspectives in the fields of AI and AI + agents:\n\n1. **The Rise of AI Agents in Customer Service: Revolutionizing User + Experience**\n - This article can explore how AI agents are transforming customer + service across various industries. Discuss the technology behind these agents, + real-world applications, the benefits they bring (like 24/7 availability and + personalized interactions), and potential challenges (such as handling complex + queries and maintaining a human touch).\n\n2. **Ethical Considerations in AI + Development: Balancing Innovation and Responsibility**\n - Delve into the + ethical dilemmas that come with the rapid advancement of AI technologies. Topics + could include bias in AI algorithms, privacy concerns, the impact on employment, + and regulatory challenges. Highlight ongoing debates and the importance of responsible + AI development.\n\n3. **AI in Healthcare: Enhancing Diagnosis, Treatment, and + Patient Care**\n - Investigate how AI is revolutionizing healthcare by improving + diagnostic accuracy, personalizing treatment plans, and enhancing patient care. + Provide case studies of successful AI implementations, discuss the technology + behind these innovations, and address concerns such as data security and ethical + considerations.\n\n4. **Building Smarter Homes with AI: The Future of Home Automation**\n - + Explore the integration of AI in home automation systems. Discuss how AI can + manage energy consumption, enhance security, and improve daily living through + smart home devices. Highlight the latest trends, products, and the potential + future developments in this rapidly growing field.\n\n5. **AI and Creativity: + Can Machines Be Truly Creative?**\n - Examine the intersection of AI and creativity. + Discuss how AI is being used in creative fields such as art, music, and writing. + Provide examples of AI-generated art and its reception, and debate whether machines + can truly be considered creative or if they are merely following programmed + patterns.\n\nThese topics should provide a rich foundation for engaging, informative, + and thought-provoking articles that can attract and retain the interest of our + audience.\nThought:\nNow that I have the five interesting article ideas, I need + to ask the Researcher to provide a detailed paragraph for each idea. This will + help showcase how good an article about each topic could be.\n\nAction: Ask + question to coworker\nAction Input: {\"question\": \"Can you provide a detailed + paragraph for each of the following article ideas? 1. The Rise of AI Agents + in Customer Service: Revolutionizing User Experience 2. Ethical Considerations + in AI Development: Balancing Innovation and Responsibility 3. AI in Healthcare: + Enhancing Diagnosis, Treatment, and Patient Care 4. Building Smarter Homes with + AI: The Future of Home Automation 5. AI and Creativity: Can Machines Be Truly + Creative?\", \"context\": \"We need to write one amazing paragraph highlight + for each of the five article ideas to showcase how good an article about these + topics could be. The paragraphs should be engaging, informative, and highlight + the potential of each topic.\", \"coworker\": \"Researcher\"}\n\nObservation: + 1. **The Rise of AI Agents in Customer Service: Revolutionizing User Experience** \nThe + advent of AI agents in customer service is fundamentally transforming the way + businesses interact with their customers. These intelligent systems, powered + by advanced machine learning algorithms and natural language processing, are + capable of understanding and responding to customer inquiries with unprecedented + accuracy and speed. By providing 24/7 support, reducing wait times, and personalizing + interactions, AI agents not only enhance user satisfaction but also enable companies + to operate more efficiently. This revolution is leading to a new era where customer + service is not just a support function but a strategic asset that drives customer + loyalty and business growth.\n\n2. **Ethical Considerations in AI Development: + Balancing Innovation and Responsibility** \nAs AI technology continues to advance + at a rapid pace, ethical considerations in its development have become increasingly + critical. Developers and companies must navigate complex issues such as data + privacy, algorithmic bias, and the potential for job displacement. Striking + a balance between innovation and responsibility involves implementing robust + ethical guidelines, ensuring transparency, and fostering an inclusive approach + that considers the impact on all stakeholders. This conscientious development + not only mitigates risks but also builds public trust and promotes sustainable + growth in the AI industry, ensuring that technological progress benefits society + as a whole.\n\n3. **AI in Healthcare: Enhancing Diagnosis, Treatment, and Patient + Care** \nAI is poised to revolutionize healthcare by augmenting the capabilities + of medical professionals and enhancing patient care. Through sophisticated algorithms + and vast data analysis, AI systems can assist in diagnosing diseases with higher + accuracy, predicting patient outcomes, and personalizing treatment plans. From + early detection of conditions like cancer to managing chronic diseases more + effectively, AI-driven tools are transforming the medical landscape. Moreover, + AI can streamline administrative tasks, allowing healthcare providers to focus + more on patient interaction and care. This integration of AI in healthcare promises + not only improved health outcomes but also a more efficient and responsive healthcare + system.\n\n4. **Building Smarter Homes with AI: The Future of Home Automation** \nThe + future of home automation is being reshaped by the integration of AI, making + smart homes more intuitive and responsive to the needs of their occupants. AI-powered + systems can learn from user behaviors and preferences to automate daily tasks, + enhance energy efficiency, and improve security. From voice-activated assistants + that manage home environments to intelligent systems that optimize lighting + and climate control, AI is bringing unprecedented convenience and comfort to + everyday living. As these technologies continue to evolve, they promise to transform + homes into adaptive, intelligent living spaces that anticipate and respond to + the needs of their residents seamlessly.\n\n5. **AI and Creativity: Can Machines + Be Truly Creative?** \nThe intersection of AI and creativity is a fascinating + frontier, challenging our traditional notions of what it means to create. AI + technologies, such as generative adversarial networks (GANs) and deep learning, + are now capable of producing art, music, literature, and even innovative solutions + to complex problems. These AI systems analyze vast datasets to generate new + ideas and forms, often surprising human creators with their originality. However, + the question remains: can machines be truly creative, or are they merely mimicking + human creativity? 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20:51:38 GMT + Server: + - cloudflare + Transfer-Encoding: + - chunked + X-Content-Type-Options: + - nosniff + alt-svc: + - h3=":443"; ma=86400 + openai-organization: + - crewai-iuxna1 + openai-processing-ms: + - '203' + openai-version: + - '2020-10-01' + strict-transport-security: + - max-age=15552000; includeSubDomains; preload + x-ratelimit-limit-requests: + - '10000' + x-ratelimit-limit-tokens: + - '22000000' + x-ratelimit-remaining-requests: + - '9999' + x-ratelimit-remaining-tokens: + - '21997218' + x-ratelimit-reset-requests: + - 6ms + x-ratelimit-reset-tokens: + - 7ms + x-request-id: + - req_814685829e1d8a488db2622934980cdc + status: + code: 200 + message: OK +version: 1 diff --git a/tests/cassettes/test_output_json_dict_hierarchical.yaml b/tests/cassettes/test_output_json_dict_hierarchical.yaml index d0dd07222..e9a54b2a6 100644 --- a/tests/cassettes/test_output_json_dict_hierarchical.yaml +++ b/tests/cassettes/test_output_json_dict_hierarchical.yaml @@ -7,31 +7,38 @@ interactions: you have a lot of experience in the field, which allows you to properly evaluate the work of your team members.\nYour personal goal is: Manage the team to complete the task in the best way possible.\nYou ONLY have access to the following tools, - and should NEVER make up tools that are not listed here:\n\nDelegate work to - coworker(task: str, context: str, coworker: Optional[str] = None, **kwargs) - - Delegate a specific task to one of the following coworkers: [Scorer]\nThe + and should NEVER make up tools that are not listed here:\n\nTool Name: Delegate + work to coworker(task: str, context: str, coworker: Optional[str] = None, **kwargs)\nTool + Description: Delegate a specific task to one of the following coworkers: Scorer\nThe input to this tool should be the coworker, the task you want them to do, and ALL necessary context to execute the task, they know nothing about the task, so share absolute everything you know, don''t reference things but instead explain - them.\nAsk question to coworker(question: str, context: str, coworker: Optional[str] - = None, **kwargs) - Ask a specific question to one of the following coworkers: - [Scorer]\nThe input to this tool should be the coworker, the question you have - for them, and ALL necessary context to ask the question properly, they know - nothing about the question, so share absolute everything you know, don''t reference - things but instead explain them.\n\nUse the following format:\n\nThought: you - should always think about what to do\nAction: the action to take, only one name - of [Delegate work to coworker, Ask question to coworker], just the name, exactly - as it''s written.\nAction Input: the input to the action, just a simple python - dictionary, enclosed in curly braces, using \" to wrap keys and values.\nObservation: - the result of the action\n\nOnce all necessary information is gathered:\n\nThought: - I now know the final answer\nFinal Answer: the final answer to the original - input question\n\nCurrent Task: Give me an integer score between 1-5 for the - following title: ''The impact of AI in the future of work''\n\nThis is the expect - criteria for your final answer: The score of the title. \n you MUST return the - actual complete content as the final answer, not a summary.\n\nBegin! This is - VERY important to you, use the tools available and give your best Final Answer, - your job depends on it!\n\nThought:\n", "role": "user"}], "model": "gpt-4o", - "n": 1, "stop": ["\nObservation"], "stream": true, "temperature": 0.7}' + them.\nTool Arguments: {''task'': {''title'': ''Task'', ''type'': ''string''}, + ''context'': {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': + ''Coworker'', ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': + ''object''}}\nTool Name: Ask question to coworker(question: str, context: str, + coworker: Optional[str] = None, **kwargs)\nTool Description: Ask a specific + question to one of the following coworkers: Scorer\nThe input to this tool should + be the coworker, the question you have for them, and ALL necessary context to + ask the question properly, they know nothing about the question, so share absolute + everything you know, don''t reference things but instead explain them.\nTool + Arguments: {''question'': {''title'': ''Question'', ''type'': ''string''}, ''context'': + {''title'': ''Context'', ''type'': ''string''}, ''coworker'': {''title'': ''Coworker'', + ''type'': ''string''}, ''kwargs'': {''title'': ''Kwargs'', ''type'': ''object''}}\n\nUse + the following format:\n\nThought: you should always think about what to do\nAction: + the action to take, only one name of [Delegate work to coworker, Ask question + to coworker], just the name, exactly as it''s written.\nAction Input: the input + to the action, just a simple python dictionary, enclosed in curly braces, using + \" to wrap keys and values.\nObservation: the result of the action\n\nOnce all + necessary information is gathered:\n\nThought: I now know the final answer\nFinal + Answer: the final answer to the original input question\n\nCurrent Task: Give + me an integer score between 1-5 for the following title: ''The impact of AI + in the future of work''\n\nThis is the expect criteria for your final answer: + The score of the title. \n you MUST return the actual complete content as the + final answer, not a summary.\n\nBegin! 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In this case, I would suggest using the topic of \"Animals at the + Zoo.\" This topic is playful, engaging, and allows for the introduction of basic + math concepts like counting, addition, and subtraction.\n\nAngle: \nThe angle + of approach would be to blend a storytelling narrative with math problems. Expressing + math through a story makes it more relatable and less intimidating for a child. + \n\nExplanation: \nThe story would be about a zookeeper who needs help counting + the animals and keeping track of them in the zoo. Each animal in the zoo represents + a number, and the child''s task is to help the zookeeper count the total number + of animals, add new animals, and subtract those that have been adopted.\n\nExamples:\n1. + Counting: The zookeeper has 5 elephants and 3 monkeys. How many animals does + the zookeeper have in total? To solve this, the child would count each animal, + one by one. \n\n2. Addition: The zookeeper just received 2 new lions. 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- Tue, 16 Jul 2024 18:43:12 GMT + status: + code: 200 + message: OK +version: 1 diff --git a/tests/crew_test.py b/tests/crew_test.py index b9f38789e..d3d715ba1 100644 --- a/tests/crew_test.py +++ b/tests/crew_test.py @@ -4,11 +4,10 @@ import hashlib import json from concurrent.futures import Future from unittest import mock -from unittest.mock import patch +from unittest.mock import MagicMock, patch import pydantic_core import pytest - from crewai.agent import Agent from crewai.agents.cache import CacheHandler from crewai.crew import Crew @@ -16,6 +15,7 @@ from crewai.crews.crew_output import CrewOutput from crewai.memory.contextual.contextual_memory import ContextualMemory from crewai.process import Process from crewai.task import Task +from crewai.tasks.conditional_task import ConditionalTask from crewai.tasks.output_format import OutputFormat from crewai.tasks.task_output import TaskOutput from crewai.utilities import Logger, RPMController @@ -286,7 +286,7 @@ def test_hierarchical_process(): crew = Crew( agents=[researcher, writer], process=Process.hierarchical, - manager_llm=ChatOpenAI(temperature=0, model="gpt-4"), + manager_llm=ChatOpenAI(temperature=0, model="gpt-4o"), tasks=[task], ) @@ -312,6 +312,82 @@ def test_manager_llm_requirement_for_hierarchical_process(): ) +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_manager_agent_delegating_to_assigned_task_agent(): + """ + Test that the manager agent delegates to the assigned task agent. + """ + from langchain_openai import ChatOpenAI + + task = Task( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + agent=researcher, + ) + + crew = Crew( + agents=[researcher, writer], + process=Process.hierarchical, + manager_llm=ChatOpenAI(temperature=0, model="gpt-4o"), + tasks=[task], + ) + + crew.kickoff() + + # Check if the manager agent has the correct tools + assert crew.manager_agent is not None + assert crew.manager_agent.tools is not None + + assert len(crew.manager_agent.tools) == 2 + assert ( + "Delegate a specific task to one of the following coworkers: Researcher\n" + in crew.manager_agent.tools[0].description + ) + assert ( + "Ask a specific question to one of the following coworkers: Researcher\n" + in crew.manager_agent.tools[1].description + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_manager_agent_delegating_to_all_agents(): + """ + Test that the manager agent delegates to all agents when none are specified. + """ + from langchain_openai import ChatOpenAI + + task = Task( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + ) + + crew = Crew( + agents=[researcher, writer], + process=Process.hierarchical, + manager_llm=ChatOpenAI(temperature=0, model="gpt-4o"), + tasks=[task], + ) + + crew.kickoff() + + assert crew.manager_agent is not None + assert crew.manager_agent.tools is not None + + assert len(crew.manager_agent.tools) == 2 + print( + "crew.manager_agent.tools[0].description", + crew.manager_agent.tools[0].description, + ) + assert ( + "Delegate a specific task to one of the following coworkers: Researcher, Senior Writer\n" + in crew.manager_agent.tools[0].description + ) + assert ( + "Ask a specific question to one of the following coworkers: Researcher, Senior Writer\n" + in crew.manager_agent.tools[1].description + ) + + @pytest.mark.vcr(filter_headers=["authorization"]) def test_crew_with_delegating_agents(): tasks = [ @@ -917,9 +993,7 @@ async def test_kickoff_async_basic_functionality_and_output(): @pytest.mark.vcr(filter_headers=["authorization"]) @pytest.mark.asyncio async def test_async_kickoff_for_each_async_basic_functionality_and_output(): - """Tests the basic functionality and output of akickoff_for_each_async.""" - from unittest.mock import patch - + """Tests the basic functionality and output of kickoff_for_each_async.""" inputs = [ {"topic": "dog"}, {"topic": "cat"}, @@ -945,8 +1019,13 @@ async def test_async_kickoff_for_each_async_basic_functionality_and_output(): agent=agent, ) + async def mock_kickoff_async(**kwargs): + input_data = kwargs.get("inputs") + index = [input_["topic"] for input_ in inputs].index(input_data["topic"]) + return expected_outputs[index] + with patch.object( - Crew, "kickoff_async", side_effect=expected_outputs + Crew, "kickoff_async", side_effect=mock_kickoff_async ) as mock_kickoff_async: crew = Crew(agents=[agent], tasks=[task]) @@ -1355,6 +1434,7 @@ def test_crew_inputs_interpolate_both_agents_and_tasks_diff(): interpolate_task_inputs.assert_called() +@pytest.mark.vcr(filter_headers=["authorization"]) def test_crew_does_not_interpolate_without_inputs(): from unittest.mock import patch @@ -1997,6 +2077,7 @@ def test_replay_task_with_context(): db_handler.reset() +@pytest.mark.vcr(filter_headers=["authorization"]) def test_replay_from_task_with_context(): agent = Agent(role="test_agent", backstory="Test Description", goal="Test Goal") task1 = Task( @@ -2114,6 +2195,7 @@ def test_replay_with_invalid_task_id(): crew.replay_from_task("bf5b09c9-69bd-4eb8-be12-f9e5bae31c2d") +@pytest.mark.vcr(filter_headers=["authorization"]) @patch.object(Crew, "_interpolate_inputs") def test_replay_interpolates_inputs_properly(mock_interpolate_inputs): agent = Agent(role="test_agent", backstory="Test Description", goal="Test Goal") @@ -2260,3 +2342,160 @@ def test_key(): ).hexdigest() assert crew.key == hash + + +def test_conditional_task_requirement_breaks_when_singular_conditional_task(): + def condition_fn(output) -> bool: + return output.raw.startswith("Andrew Ng has!!") + + task = ConditionalTask( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + condition=condition_fn, + ) + + with pytest.raises(pydantic_core._pydantic_core.ValidationError): + Crew( + agents=[researcher, writer], + tasks=[task], + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_task_last_task_when_conditional_is_true(): + def condition_fn(output) -> bool: + return True + + task1 = Task( + description="Say Hi", + expected_output="Hi", + agent=researcher, + ) + task2 = ConditionalTask( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + condition=condition_fn, + agent=writer, + ) + + crew = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + result = crew.kickoff() + assert result.raw.startswith( + "1. **The Rise of AI Agents in Customer Service: Revolutionizing Customer Interactions**" + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_task_last_task_when_conditional_is_false(): + def condition_fn(output) -> bool: + return False + + task1 = Task( + description="Say Hi", + expected_output="Hi", + agent=researcher, + ) + task2 = ConditionalTask( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + condition=condition_fn, + agent=writer, + ) + + crew = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + result = crew.kickoff() + print(result.raw) + assert result.raw == "Hi" + + +def test_conditional_task_requirement_breaks_when_task_async(): + def my_condition(context): + return context.get("some_value") > 10 + + task = ConditionalTask( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + execute_async=True, + condition=my_condition, + agent=researcher, + ) + task2 = Task( + description="Say Hi", + expected_output="Hi", + agent=writer, + ) + + with pytest.raises(pydantic_core._pydantic_core.ValidationError): + Crew( + agents=[researcher, writer], + tasks=[task, task2], + ) + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_should_skip(): + task1 = Task(description="Return hello", expected_output="say hi", agent=researcher) + + condition_mock = MagicMock(return_value=False) + task2 = ConditionalTask( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + condition=condition_mock, + agent=writer, + ) + crew_met = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + with patch.object(Task, "execute_sync") as mock_execute_sync: + mock_execute_sync.return_value = TaskOutput( + description="Task 1 description", + raw="Task 1 output", + agent="Researcher", + ) + + result = crew_met.kickoff() + assert mock_execute_sync.call_count == 1 + + assert condition_mock.call_count == 1 + assert condition_mock() is False + + assert task2.output is None + assert result.raw.startswith("Task 1 output") + + +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_conditional_should_execute(): + task1 = Task(description="Return hello", expected_output="say hi", agent=researcher) + + condition_mock = MagicMock( + return_value=True + ) # should execute this conditional task + task2 = ConditionalTask( + description="Come up with a list of 5 interesting ideas to explore for an article, then write one amazing paragraph highlight for each idea that showcases how good an article about this topic could be. Return the list of ideas with their paragraph and your notes.", + expected_output="5 bullet points with a paragraph for each idea.", + condition=condition_mock, + agent=writer, + ) + crew_met = Crew( + agents=[researcher, writer], + tasks=[task1, task2], + ) + with patch.object(Task, "execute_sync") as mock_execute_sync: + mock_execute_sync.return_value = TaskOutput( + description="Task 1 description", + raw="Task 1 output", + agent="Researcher", + ) + + crew_met.kickoff() + + assert condition_mock.call_count == 1 + assert condition_mock() is True + assert mock_execute_sync.call_count == 2 diff --git a/tests/task_test.py b/tests/task_test.py index 9e98ecbad..412e42dca 100644 --- a/tests/task_test.py +++ b/tests/task_test.py @@ -6,6 +6,7 @@ from unittest.mock import MagicMock, patch import pytest from crewai import Agent, Crew, Process, Task +from crewai.tasks.conditional_task import ConditionalTask from crewai.tasks.task_output import TaskOutput from crewai.utilities.converter import Converter from pydantic import BaseModel @@ -317,6 +318,7 @@ def test_output_json_hierarchical(): assert result.to_dict() == {"score": 4} +@pytest.mark.vcr(filter_headers=["authorization"]) def test_json_property_without_output_json(): class ScoreOutput(BaseModel): score: int @@ -397,8 +399,8 @@ def test_output_json_dict_hierarchical(): manager_llm=ChatOpenAI(model="gpt-4o"), ) result = crew.kickoff() - assert {"score": 4} == result.json_dict - assert result.to_dict() == {"score": 4} + assert {"score": 5} == result.json_dict + assert result.to_dict() == {"score": 5} @pytest.mark.vcr(filter_headers=["authorization"]) @@ -695,6 +697,19 @@ def test_task_definition_based_on_dict(): assert task.agent is None +def test_conditional_task_definition_based_on_dict(): + config = { + "description": "Give me an integer score between 1-5 for the following title: 'The impact of AI in the future of work', check examples to based your evaluation.", + "expected_output": "The score of the title.", + } + + task = ConditionalTask(config=config, condition=lambda x: True) + + assert task.description == config["description"] + assert task.expected_output == config["expected_output"] + assert task.agent is None + + def test_interpolate_inputs(): task = Task( description="Give me a list of 5 interesting ideas about {topic} to explore for an article, what makes them unique and interesting.",