diff --git a/src/crewai/crew.py b/src/crewai/crew.py index f96297eb9..9fefad231 100644 --- a/src/crewai/crew.py +++ b/src/crewai/crew.py @@ -6,15 +6,15 @@ from typing import Any, Dict, List, Optional, Tuple, Union from langchain_core.callbacks import BaseCallbackHandler from pydantic import ( - UUID4, - BaseModel, - ConfigDict, - Field, - InstanceOf, - Json, - PrivateAttr, - field_validator, - model_validator, + UUID4, + BaseModel, + ConfigDict, + Field, + InstanceOf, + Json, + PrivateAttr, + field_validator, + model_validator, ) from pydantic_core import PydanticCustomError @@ -26,9 +26,11 @@ 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.task_output import TaskOutput from crewai.telemetry import Telemetry from crewai.tools.agent_tools import AgentTools from crewai.utilities import I18N, FileHandler, Logger, RPMController +from crewai.utilities.formatter import aggregate_raw_outputs_from_task_outputs class Crew(BaseModel): @@ -246,12 +248,12 @@ class Crew(BaseModel): def kickoff( self, - inputs: Optional[Dict[str, Any]] = {}, + inputs: Optional[Dict[str, Any]] = None, ) -> CrewOutput: """Starts the crew to work on its assigned tasks.""" self._execution_span = self._telemetry.crew_execution_span(self) - # type: ignore # Argument 1 to "_interpolate_inputs" of "Crew" has incompatible type "dict[str, Any] | None"; expected "dict[str, Any]" - self._interpolate_inputs(inputs) + if inputs is not None: + self._interpolate_inputs(inputs) self._set_tasks_callbacks() i18n = I18N(prompt_file=self.prompt_file) @@ -297,12 +299,7 @@ class Crew(BaseModel): for input_data in inputs: crew = self.copy() - for task in crew.tasks: - task.interpolate_inputs(input_data) - for agent in crew.agents: - agent.interpolate_inputs(input_data) - - output = crew.kickoff() + output = crew.kickoff(inputs=input_data) results.append(output) return results @@ -317,12 +314,7 @@ class Crew(BaseModel): async def run_crew(input_data): crew = self.copy() - for task in crew.tasks: - task.interpolate_inputs(input_data) - for agent in crew.agents: - agent.interpolate_inputs(input_data) - - return await crew.kickoff_async() + return await crew.kickoff_async(inputs=input_data) tasks = [asyncio.create_task(run_crew(input_data)) for input_data in inputs] @@ -336,15 +328,8 @@ class Crew(BaseModel): def _run_sequential_process(self) -> CrewOutput: """Executes tasks sequentially and returns the final output.""" - # TODO: Check to see if we need to be clearing task output after each task - task_output = "" - futures: List[Tuple[Task, Future]] = [] - - def _process_task_result(task, output): - role = task.agent.role if task.agent is not None else "None" - self._logger.log("debug", f"== [{role}] Task output: {output}\n\n") - if self.output_log_file: - self._file_handler.log(agent=role, task=output, status="completed") + task_outputs: List[TaskOutput] = [] + futures: List[Tuple[Task, Future[TaskOutput]]] = [] for task in self.tasks: if task.agent.allow_delegation: # type: ignore # Item "None" of "Agent | None" has no attribute "allow_delegation" @@ -366,47 +351,55 @@ class Crew(BaseModel): ) if task.async_execution: + context = aggregate_raw_outputs_from_task_outputs(task_outputs) future = task.execute_async( - agent=task.agent, context=task_output, tools=task.tools + agent=task.agent, context=context, tools=task.tools ) - futures.append(( task, future)) + futures.append((task, future)) else: # Before executing a synchronous task, wait for all async tasks to complete if futures: - task_output = "" + # Clear task_outputs before processing async tasks + task_outputs = [] for future_task, future in futures: - output = future.result() - task_output += output + "\n\n\n" - _process_task_result(future_task, output) + task_output = future.result() + task_outputs.append(task_output) + self._process_task_result(future_task, task_output) # Clear the futures list after processing all async results futures.clear() - output = task.execute_sync( - agent=task.agent, context=task_output, tools=task.tools + context = aggregate_raw_outputs_from_task_outputs(task_outputs) + task_output = task.execute_sync( + agent=task.agent, context=context, tools=task.tools ) - task_output = output - _process_task_result(task, output) - - # TODO: Check with Joao to see if we want to add or ignore outputs from async tasks - # Process any remaining async results + task_outputs = [task_output] + self._process_task_result(task, task_output) if futures: - task_output = "" + # Clear task_outputs before processing async tasks + task_outputs = [] for future_task, future in futures: - output = future.result() - task_output += output + "\n\n\n" - _process_task_result(future_task, output) + task_output = future.result() + task_outputs.append(task_output) + self._process_task_result(future_task, task_output) - self._finish_execution(task_output) + final_string_output = aggregate_raw_outputs_from_task_outputs(task_outputs) + self._finish_execution(final_string_output) # type: ignore # Item "None" of "Agent | None" has no attribute "_token_process" token_usage = task.agent._token_process.get_summary() - return self._format_output(task_output, token_usage) + return self._format_output(task_outputs, token_usage) - # TODO: Updates this to mimic the async and sync exeuction of tasks in sequential process + def _process_task_result(self, task: Task, output: TaskOutput) -> None: + role = task.agent.role if task.agent is not None else "None" + self._logger.log("debug", f"== [{role}] Task output: {output}\n\n") + if self.output_log_file: + self._file_handler.log(agent=role, task=output, status="completed") + + # TODO: Ask Joao if agent conntected to task can delegate to other agents like we + # can in sequential process. Or, can only the manager delegate to other agents in hierarchical process. def _run_hierarchical_process(self) -> Tuple[CrewOutput, Dict[str, Any]]: """Creates and assigns a manager agent to make sure the crew completes the tasks.""" - i18n = I18N(prompt_file=self.prompt_file) if self.manager_agent is not None: self.manager_agent.allow_delegation = True @@ -424,16 +417,12 @@ class Crew(BaseModel): verbose=True, ) - task_output = "" - futures: List[Tuple[Task, Future]] = [] - - def _process_task_result(task, output): - role = task.agent.role if task.agent is not None else "None" - self._logger.log("debug", f"== [{role}] Task output: {output}\n\n") - if self.output_log_file: - self._file_handler.log(agent=role, task=output, status="completed") + task_outputs: List[TaskOutput] = [] + futures: List[Tuple[Task, Future[TaskOutput]]] = [] for task in self.tasks: + # TODO: In sequential, we allow delegation but we ignore it here. Confirm with Joao. + self._logger.log("debug", f"Working Agent: {manager.role}") self._logger.log("info", f"Starting Task: {task.description}") @@ -443,40 +432,45 @@ class Crew(BaseModel): ) if task.async_execution: + context = aggregate_raw_outputs_from_task_outputs(task_outputs) future = task.execute_async( - agent=manager, context=task_output, tools=manager.tools + agent=manager, context=context, tools=manager.tools ) futures.append((task, future)) else: # Before executing a synchronous task, wait for all async tasks to complete if futures: - task_output = "" # Clear task_output before processing async tasks + # Clear task_outputs before processing async tasks + task_outputs = [] for future_task, future in futures: - output = future.result() - task_output += output + "\n\n\n" - _process_task_result(future_task, output) + task_output = future.result() + task_outputs.append(task_output) + self._process_task_result(future_task, task_output) # Clear the futures list after processing all async results futures.clear() - output = task.execute_sync( - agent=manager, context=task_output, tools=manager.tools + context = aggregate_raw_outputs_from_task_outputs(task_outputs) + task_output = task.execute_sync( + agent=manager, context=context, tools=manager.tools ) - task_output = output # Set task_output to the new result for sync tasks - _process_task_result(task, output) + task_outputs = [task_output] + self._process_task_result(task, task_output) # Process any remaining async results if futures: - task_output = "" # Clear task_output before processing async tasks + # Clear task_outputs before processing async tasks + task_outputs = [] for future_task, future in futures: - output = future.result() - task_output += output + "\n\n\n" - _process_task_result(future_task, output) + task_output = future.result() + task_outputs.append(task_output) + self._process_task_result(future_task, task_output) - self._finish_execution(task_output) + final_string_output = aggregate_raw_outputs_from_task_outputs(task_outputs) + self._finish_execution(final_string_output) manager_token_usage = manager._token_process.get_summary() return ( - self._format_output(task_output, manager_token_usage), + self._format_output(task_outputs, manager_token_usage), manager_token_usage, ) @@ -529,25 +523,22 @@ class Crew(BaseModel): [agent.interpolate_inputs(inputs) for agent in self.agents] def _format_output( - self, output: str, token_usage: Optional[Dict[str, Any]] + self, output: List[TaskOutput], token_usage: Optional[Dict[str, Any]] ) -> CrewOutput: """ Formats the output of the crew execution. """ - print("Crew Output: ", output) - print("Crew output type: ", type(output)) - print("SELF TASKS: ", self.tasks) - print("Tasks Output: ", [task.output for task in self.tasks if task]) return CrewOutput( - final_output=output, + output=output, tasks_output=[task.output for task in self.tasks if task], token_output=token_usage, ) - def _finish_execution(self, output: str) -> None: + def _finish_execution(self, final_string_output: str) -> None: if self.max_rpm: self._rpm_controller.stop_rpm_counter() - self._telemetry.end_crew(self, output) + + self._telemetry.end_crew(self, final_string_output) def __repr__(self): return f"Crew(id={self.id}, process={self.process}, number_of_agents={len(self.agents)}, number_of_tasks={len(self.tasks)})" diff --git a/src/crewai/crews/crew_output.py b/src/crewai/crews/crew_output.py index 6da6215cd..d8212ef15 100644 --- a/src/crewai/crews/crew_output.py +++ b/src/crewai/crews/crew_output.py @@ -1,15 +1,13 @@ -from typing import Any, Dict, Union +from typing import Any, Dict, List, Optional, Union from pydantic import BaseModel, Field from crewai.tasks.task_output import TaskOutput +from crewai.utilities.formatter import aggregate_raw_outputs_from_task_outputs -# TODO: Potentially add in JSON_OUTPUT, PYDANTIC_OUTPUT, etc. class CrewOutput(BaseModel): - final_output: Union[str, Dict, BaseModel] = Field( - description="Final output of the crew" - ) + output: List[TaskOutput] = Field(description="Result of the final task") tasks_output: list[TaskOutput] = Field( description="Output of each task", default=[] ) @@ -17,5 +15,19 @@ class CrewOutput(BaseModel): description="Processed token summary", default={} ) + def result(self) -> Union[str, BaseModel, Dict[str, Any]]: + """Return the result of the task based on the available output.""" + return self.output.result() + + def raw_output(self) -> str: + """Return the raw output of the task.""" + return aggregate_raw_outputs_from_task_outputs(self.output) + + def to_output_dict(self) -> Dict[str, Any]: + self.output.to_output_dict() + + def __getitem__(self, key: str) -> Any: + self.output[key] + def __str__(self): - return self.final_output + return str(self.raw_output()) diff --git a/src/crewai/task.py b/src/crewai/task.py index 66e955d2a..fdeca0b3a 100644 --- a/src/crewai/task.py +++ b/src/crewai/task.py @@ -151,16 +151,16 @@ class Task(BaseModel): agent: Optional[Agent] = None, context: Optional[str] = None, tools: Optional[List[Any]] = None, - ) -> str: + ) -> TaskOutput: """Execute the task synchronously.""" - return self._execute_task_sync(agent, context, tools) + return self._execute_core(agent, context, tools) def execute_async( self, agent: Optional[Agent] = None, context: Optional[str] = None, tools: Optional[List[Any]] = None, - ) -> Future: + ) -> Future[TaskOutput]: """Execute the task asynchronously.""" future = Future() threading.Thread( @@ -168,21 +168,12 @@ class Task(BaseModel): ).start() return future - def _execute_task_sync( - self, - agent: Optional[Agent], - context: Optional[str], - tools: Optional[List[Any]], - ) -> str: - """Execute the task synchronously with context handling.""" - return self._execute_core(agent, context, tools) - def _execute_task_async( self, agent: Optional[Agent], context: Optional[str], tools: Optional[List[Any]], - future: Future, + future: Future[TaskOutput], ) -> None: """Execute the task asynchronously with context handling.""" result = self._execute_core(agent, context, tools) @@ -193,7 +184,7 @@ class Task(BaseModel): agent: Optional[Agent], context: Optional[str], tools: Optional[List[Any]], - ) -> str: + ) -> TaskOutput: """Run the core execution logic of the task.""" agent = agent or self.agent if not agent: @@ -221,17 +212,19 @@ class Task(BaseModel): exported_output = self._export_output(result) - self.output = TaskOutput( + task_output = TaskOutput( description=self.description, - exported_output=exported_output, raw_output=result, + pydantic_output=exported_output["pydantic"], + json_output=exported_output["json"], agent=agent.role, ) + self.output = task_output if self.callback: self.callback(self.output) - return exported_output + return task_output def prompt(self) -> str: """Prompt the task. @@ -292,70 +285,92 @@ class Task(BaseModel): ) return copied_task - def _export_output(self, result: str) -> Union[str, dict, BaseModel]: - exported_result = result - instructions = "I'm gonna convert this raw text into valid JSON." + def _export_output( + self, result: str + ) -> Dict[str, Union[BaseModel, Dict[str, Any]]]: + output = { + "pydantic": None, + "json": None, + } if self.output_pydantic or self.output_json: - model = self.output_pydantic or self.output_json + model_output = self._convert_to_model(result) + output["pydantic"] = ( + model_output if isinstance(model_output, BaseModel) else None + ) + output["json"] = model_output if isinstance(model_output, dict) else None - # try to convert task_output directly to pydantic/json + if self.output_file: + self._save_output(output["raw"]) + + return output + + def _convert_to_model(self, result: str) -> Union[dict, BaseModel, str]: + model = self.output_pydantic or self.output_json + try: + return self._validate_model(result, model) + except Exception: + return self._handle_partial_json(result, model) + + def _validate_model( + self, result: str, model: Type[BaseModel] + ) -> Union[dict, BaseModel]: + exported_result = model.model_validate_json(result) + if self.output_json: + return exported_result.model_dump() + return exported_result + + def _handle_partial_json( + self, result: str, model: Type[BaseModel] + ) -> Union[dict, BaseModel, str]: + match = re.search(r"({.*})", result, re.DOTALL) + if match: try: - # type: ignore # Item "None" of "type[BaseModel] | None" has no attribute "model_validate_json" - exported_result = model.model_validate_json(result) + exported_result = model.model_validate_json(match.group(0)) if self.output_json: - # type: ignore # "str" has no attribute "model_dump" return exported_result.model_dump() return exported_result except Exception: - # sometimes the response contains valid JSON in the middle of text - match = re.search(r"({.*})", result, re.DOTALL) - if match: - try: - # type: ignore # Item "None" of "type[BaseModel] | None" has no attribute "model_validate_json" - exported_result = model.model_validate_json(match.group(0)) - if self.output_json: - # type: ignore # "str" has no attribute "model_dump" - return exported_result.model_dump() - return exported_result - except Exception: - pass + pass - # type: ignore # Item "None" of "Agent | None" has no attribute "function_calling_llm" - llm = self.agent.function_calling_llm or self.agent.llm + return self._convert_with_instructions(result, model) - if not self._is_gpt(llm): - # type: ignore # Argument "model" to "PydanticSchemaParser" has incompatible type "type[BaseModel] | None"; expected "type[BaseModel]" - model_schema = PydanticSchemaParser(model=model).get_schema() - instructions = f"{instructions}\n\nThe json should have the following structure, with the following keys:\n{model_schema}" + def _convert_with_instructions( + self, result: str, model: Type[BaseModel] + ) -> Union[dict, BaseModel, str]: + llm = self.agent.function_calling_llm or self.agent.llm + instructions = self._get_conversion_instructions(model, llm) - converter = Converter( - llm=llm, text=result, model=model, instructions=instructions + converter = Converter( + llm=llm, text=result, model=model, instructions=instructions + ) + exported_result = ( + converter.to_pydantic() if self.output_pydantic else converter.to_json() + ) + + if isinstance(exported_result, ConverterError): + Printer().print( + content=f"{exported_result.message} Using raw output instead.", + color="red", ) - - if self.output_pydantic: - exported_result = converter.to_pydantic() - elif self.output_json: - exported_result = converter.to_json() - - if isinstance(exported_result, ConverterError): - Printer().print( - content=f"{exported_result.message} Using raw output instead.", - color="red", - ) - exported_result = result - - if self.output_file: - content = ( - # type: ignore # "str" has no attribute "json" - exported_result - if not self.output_pydantic - else exported_result.json() - ) - self._save_file(content) + return result return exported_result + def _get_conversion_instructions(self, model: Type[BaseModel], llm: Any) -> str: + instructions = "I'm gonna convert this raw text into valid JSON." + if not self._is_gpt(llm): + model_schema = PydanticSchemaParser(model=model).get_schema() + instructions = f"{instructions}\n\nThe json should have the following structure, with the following keys:\n{model_schema}" + return instructions + + def _save_output(self, content: str) -> None: + directory = os.path.dirname(self.output_file) + if directory and not os.path.exists(directory): + os.makedirs(directory) + with open(self.output_file, "w", encoding="utf-8") as file: + file.write(content) + def _is_gpt(self, llm) -> bool: return isinstance(llm, ChatOpenAI) and llm.openai_api_base is None diff --git a/src/crewai/tasks/task_output.py b/src/crewai/tasks/task_output.py index a410a545b..893b6c335 100644 --- a/src/crewai/tasks/task_output.py +++ b/src/crewai/tasks/task_output.py @@ -1,24 +1,56 @@ -from typing import Optional, Union +from typing import Any, Dict, Optional, Union from pydantic import BaseModel, Field, model_validator +# TODO: This is a breaking change. Confirm with @joao class TaskOutput(BaseModel): """Class that represents the result of a task.""" description: str = Field(description="Description of the task") summary: Optional[str] = Field(description="Summary of the task", default=None) - exported_output: Union[str, BaseModel] = Field( - description="Output of the task", default=None + raw_output: str = Field(description="Result of the task") + pydantic_output: Optional[BaseModel] = Field( + description="Pydantic model output", default=None + ) + json_output: Optional[Dict[str, Any]] = Field( + description="JSON output", default=None ) agent: str = Field(description="Agent that executed the task") - raw_output: str = Field(description="Result of the task") @model_validator(mode="after") def set_summary(self): + """Set the summary field based on the description.""" excerpt = " ".join(self.description.split(" ")[:10]) self.summary = f"{excerpt}..." return self - def result(self): - return self.exported_output + # TODO: Ask @joao what is the desired behavior here + def result(self) -> Union[str, BaseModel, Dict[str, Any]]: + """Return the result of the task based on the available output.""" + if self.pydantic_output: + return self.pydantic_output + elif self.json_output: + return self.json_output + else: + return self.raw_output + + def __getitem__(self, key: str) -> Any: + """Retrieve a value from the pydantic_output or json_output based on the key.""" + if self.pydantic_output and hasattr(self.pydantic_output, key): + return getattr(self.pydantic_output, key) + if self.json_output and key in self.json_output: + return self.json_output[key] + raise KeyError(f"Key '{key}' not found in pydantic_output or json_output") + + def to_output_dict(self) -> Dict[str, Any]: + """Convert json_output and pydantic_output to a dictionary.""" + output_dict = {} + if self.json_output: + output_dict.update(self.json_output) + if self.pydantic_output: + output_dict.update(self.pydantic_output.dict()) + return output_dict + + def __str__(self) -> str: + return self.raw_output diff --git a/src/crewai/telemetry/telemetry.py b/src/crewai/telemetry/telemetry.py index 067d1bb22..cf9db841d 100644 --- a/src/crewai/telemetry/telemetry.py +++ b/src/crewai/telemetry/telemetry.py @@ -273,7 +273,7 @@ class Telemetry: except Exception: pass - def end_crew(self, crew, output): + def end_crew(self, crew, final_string_output): if (self.ready) and (crew.share_crew): try: self._add_attribute( @@ -281,7 +281,9 @@ class Telemetry: "crewai_version", pkg_resources.get_distribution("crewai").version, ) - self._add_attribute(crew._execution_span, "crew_output", output) + self._add_attribute( + crew._execution_span, "crew_output", final_string_output + ) self._add_attribute( crew._execution_span, "crew_tasks_output", diff --git a/src/crewai/utilities/__init__.py b/src/crewai/utilities/__init__.py index e21c4815b..d86680629 100644 --- a/src/crewai/utilities/__init__.py +++ b/src/crewai/utilities/__init__.py @@ -1,9 +1,9 @@ from .converter import Converter, ConverterError +from .fileHandler import FileHandler from .i18n import I18N from .instructor import Instructor from .logger import Logger +from .parser import YamlParser from .printer import Printer from .prompts import Prompts from .rpm_controller import RPMController -from .fileHandler import FileHandler -from .parser import YamlParser diff --git a/src/crewai/utilities/formatter.py b/src/crewai/utilities/formatter.py new file mode 100644 index 000000000..13c891641 --- /dev/null +++ b/src/crewai/utilities/formatter.py @@ -0,0 +1,12 @@ +from typing import List + +from crewai.tasks.task_output import TaskOutput + + +def aggregate_raw_outputs_from_task_outputs(task_outputs: List[TaskOutput]) -> str: + """Generate string context from the task outputs.""" + dividers = "\n\n----------\n\n" + + # Join task outputs with dividers + context = dividers.join(output.raw_output for output in task_outputs) + return context diff --git a/tests/cassettes/test_async_task_execution_completion.yaml b/tests/cassettes/test_async_task_execution_completion.yaml deleted file mode 100644 index b3681bc96..000000000 --- a/tests/cassettes/test_async_task_execution_completion.yaml +++ /dev/null @@ -1,5212 +0,0 @@ -interactions: -- request: - 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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\nDelegate work to + coworker: Delegate work to coworker(task: str, context: Optional[str] = None, + coworker: Optional[str] = None, **kwargs) - 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.\nAsk question to + coworker: Ask question to coworker(question: str, context: Optional[str] = None, + coworker: Optional[str] = None, **kwargs) - 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.\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 a list of 5 interesting ideas to explore for na article, what makes them + unique and interesting.\n\nThis is the expect criteria for your final answer: + Bullet point list of 5 important events. \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, + I need to understand the current trends, hot topics, and areas of interest in + various fields. As a manager, I don''t have the time to do this research myself, + but I can delegate this task to the Researcher on my team.\n\nAction: Delegate + work to coworker\nAction Input: {\"task\": \"Research and provide a list of + 5 current trends or hot topics that could be interesting to explore for an article. + Please also provide a brief explanation of why each topic is unique and interesting.\", + \"coworker\": \"Researcher\"} \n\nObservation: 1. **Generative AI and Creative + Applications**\n - **Explanation**: Generative AI, particularly models like + GPT-3 and DALL-E, are revolutionizing creative fields such as art, music, and + literature. These models can generate human-like text, create intricate artworks, + and even compose music. This trend is unique because it blends technology with + creativity, opening up new possibilities for artists and creators to collaborate + with AI, thereby pushing the boundaries of human imagination and productivity.\n\n2. + **Ethical AI and Bias Mitigation**\n - **Explanation**: As AI systems are + increasingly deployed in critical areas such as hiring, law enforcement, and + healthcare, the need to address ethical concerns and biases in AI has become + paramount. This topic is particularly interesting because it focuses on making + AI systems fairer and more trustworthy. Researchers and companies are developing + new algorithms and frameworks to detect and mitigate biases, ensuring that AI + benefits all sections of society equitably.\n\n3. **AI in Healthcare: Precision + Medicine**\n - **Explanation**: AI is making significant strides in healthcare, + particularly in the field of precision medicine, where treatments are tailored + to individual patients based on their genetic, environmental, and lifestyle + factors. This trend is unique because it represents a shift from one-size-fits-all + treatments to more personalized approaches, enhancing the effectiveness of medical + interventions and improving patient outcomes.\n\n4. **Autonomous AI Agents and + Robotics**\n - **Explanation**: Autonomous AI agents and robotics are becoming + increasingly sophisticated, capable of performing complex tasks with minimal + human intervention. This includes self-driving cars, drones for delivery services, + and robotic assistants in manufacturing and healthcare. The uniqueness of this + trend lies in its potential to transform industries by improving efficiency, + reducing costs, and opening up new business opportunities.\n\n5. **AI in Cybersecurity**\n - + **Explanation**: With the rise in cyber threats, AI is playing a crucial role + in enhancing cybersecurity measures. AI-powered systems can detect and respond + to threats in real-time, analyze vast amounts of data to identify vulnerabilities, + and predict potential attacks before they occur. This topic is particularly + compelling because it highlights how AI can be leveraged to protect critical + infrastructure and sensitive data in an increasingly digital world.\n\nThese + trends highlight the diverse and transformative impact of AI across various + sectors, making them highly relevant and engaging topics for an article.\nThought: + \nThe Researcher has provided a comprehensive list of 5 interesting topics along + with their unique aspects. However, to ensure that these topics can be effectively + written about, I need to confirm with the Senior Writer that they have enough + information and resources to write about these topics. \n\nAction: Ask question + to coworker\nAction Input: {\"question\": \"Given these 5 topics provided by + the Researcher, do you have enough information and resources to write an engaging + article about each of them? If not, what additional information do you need?\", + \"context\": \"The topics are: 1. Generative AI and Creative Applications, 2. + Ethical AI and Bias Mitigation, 3. AI in Healthcare: Precision Medicine, 4. + Autonomous AI Agents and Robotics, 5. AI in Cybersecurity. The Researcher has + provided explanations on why each topic is unique and interesting.\", \"coworker\": + \"Senior Writer\"} \n\nObservation: Given the topics provided, I have sufficient + information and resources to write engaging and comprehensive articles on each + subject. Below are the detailed outlines and potential angles for each article + to ensure they are informative, captivating, and complete.\n\n1. **Generative + AI and Creative Applications**\n\n **Introduction:**\n - Definition of Generative + AI\n - Brief overview of creative applications\n\n **Body:**\n - Art and + Design: How Generative AI is revolutionizing digital art, graphic design, and + video creation.\n - Music: AI''s role in composing music and generating soundscapes.\n - + Writing: Use of AI in drafting stories, articles, and even poetry.\n - Fashion: + How AI is shaping new fashion trends by designing clothing and accessories.\n - + Interactive Applications: AI in video games and virtual reality experiences.\n\n **Conclusion:**\n - + Future Outlook: Potential advancements in Generative AI\n - Ethical Considerations: + Ownership and authenticity in AI-generated content\n\n2. **Ethical AI and Bias + Mitigation**\n\n **Introduction:**\n - Definition of Ethical AI and its + 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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\nDelegate work to + coworker: Delegate work to coworker(task: str, context: Optional[str] = None, + coworker: Optional[str] = None, **kwargs) - 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.\nAsk question to + coworker: Ask question to coworker(question: str, context: Optional[str] = None, + coworker: Optional[str] = None, **kwargs) - 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.\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: Write + an article about the history of AI and its most important events.\n\nThis is + the expect criteria for your final answer: A 4 paragraph article about AI. \n + you MUST return the actual complete content as the final answer, not a summary.\n\nThis + is the context you''re working with:\nHere are the 5 interesting ideas to explore + for an article, along with what makes them unique and interesting:\n\n1. **Generative + AI and Creative Applications**\n - This topic is unique because it blends + technology with creativity, opening up new possibilities for artists and creators + to collaborate with AI, thereby pushing the boundaries of human imagination + and productivity.\n\n2. **Ethical AI and Bias Mitigation**\n - This topic + is particularly interesting because it focuses on making AI systems fairer and + more trustworthy. Researchers and companies are developing new algorithms and + frameworks to detect and mitigate biases, ensuring that AI benefits all sections + of society equitably.\n\n3. **AI in Healthcare: Precision Medicine**\n - This + trend is unique because it represents a shift from one-size-fits-all treatments + to more personalized approaches, enhancing the effectiveness of medical interventions + and improving patient outcomes.\n\n4. **Autonomous AI Agents and Robotics**\n - + The uniqueness of this trend lies in its potential to transform industries by + improving efficiency, reducing costs, and opening up new business opportunities.\n\n5. + **AI in Cybersecurity**\n - This topic is particularly compelling because + it highlights how AI can be leveraged to protect critical infrastructure and + sensitive data in an increasingly digital world.\n\nThe Senior Writer has provided + detailed outlines for each topic, ensuring that they can write comprehensive + and engaging articles.\n- **1956 - Dartmouth Conference**:\n - **Significance**: + The Dartmouth Conference is considered the birthplace of AI as a field. This + event was organized by John McCarthy, Marvin Minsky, Nathaniel Rochester, and + Claude Shannon. It was during this conference that the term \"Artificial Intelligence\" + was coined, and it brought together key figures who would go on to become pioneers + in AI. This event laid the foundational concepts and set the stage for future + research and development in AI.\n\n- **1966 - ELIZA Program by Joseph Weizenbaum**:\n - + **Significance**: ELIZA was one of the first programs capable of natural language + processing. Developed by Joseph Weizenbaum, ELIZA simulated conversation by + using a pattern matching and substitution methodology that gave users an illusion + of understanding. This breakthrough demonstrated the potential of computers + to process human language and spurred further research in natural language processing + and human-computer interaction.\n\n- **1997 - IBM''s Deep Blue Defeats Garry + Kasparov**:\n - **Significance**: Deep Blue''s victory over the reigning world + chess champion Garry Kasparov marked a significant milestone in AI. It showcased + the power of AI in problem-solving and strategic thinking. This event not only + demonstrated the capabilities of AI in specific tasks but also captured the + public''s imagination about the future potential of AI technologies.\n\n- **2012 + - AlexNet Wins ImageNet Competition**:\n - **Significance**: AlexNet, developed + by Alex Krizhevsky, Ilya Sutskever, and Geoffrey Hinton, won the ImageNet Large + Scale Visual Recognition Challenge in 2012 with a substantial margin. This event + is significant because it demonstrated the power of deep learning, particularly + convolutional neural networks (CNNs), in image recognition tasks. It revitalized + interest and investment in neural networks and deep learning, leading to rapid + advancements in AI research and applications in various fields.\n\n- **2020 + - OpenAI''s GPT-3 Release**:\n - **Significance**: The release of GPT-3 by + OpenAI marked a significant leap in natural language processing. GPT-3, with + its 175 billion parameters, is one of the largest and most powerful language + models ever created. Its ability to generate coherent and contextually relevant + text has far-reaching implications for AI applications in content creation, + customer service, and beyond. GPT-3''s release underscored the advancements + in large-scale machine learning models and their potential to transform industries.\n\nThese + events represent pivotal moments in the history of AI, each contributing to + the development and evolution of the technology in significant ways.\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:\nThe task at hand is to write an + article about the history of AI and its most important events. The context provided + includes detailed outlines for each of the five key events in AI history. As + a Crew Manager, I don''t write the articles myself, but I can delegate this + task to the Senior Writer, who has already provided detailed outlines for each + topic. I will provide them with the necessary context and ask them to write + a 4-paragraph article based on the outlines.\n\nAction: Delegate work to coworker\nAction + Input: {\"task\": \"Write an article about the history of AI and its most important + events\", \"context\": \"The article should be structured in 4 paragraphs. The + first paragraph should provide an introduction to the history of AI. The second + paragraph should cover the early years of AI, including the Dartmouth Conference + and the ELIZA program. The third paragraph should discuss the middle years, + focusing on IBM''s Deep Blue and AlexNet. The final paragraph should discuss + recent developments, particularly OpenAI''s GPT-3. Each event should be discussed + in terms of its significance to the development and evolution of AI.\", \"coworker\": + \"Senior Writer\"}\nObservation: The history of Artificial Intelligence (AI) + is a fascinating journey that charts the evolution of human ingenuity and technological + advancement. From its nascent stages to the sophisticated systems we see today, + AI has undergone significant transformations. Its history is marked by pivotal + events and groundbreaking innovations that have collectively shaped the landscape + of modern technology. This article aims to provide a concise yet comprehensive + overview of the most important events in the history of AI, capturing the essence + of its evolution through four key milestones.\n\nThe early years of AI can be + traced back to the seminal Dartmouth Conference in 1956, which is often regarded + as the birthplace of AI as an academic discipline. Organized by John McCarthy, + Marvin Minsky, Nathaniel Rochester, and Claude Shannon, this conference brought + together leading thinkers to discuss the potential of machines to simulate human + intelligence. It was here that the term \"Artificial Intelligence\" was coined, + setting the stage for future research and development. Another notable early + milestone was the creation of the ELIZA program by Joseph Weizenbaum in the + mid-1960s. ELIZA was an early natural language processing computer program that + simulated a conversation between a human and a machine. Its ability to mimic + human interaction, albeit superficially, demonstrated the potential for computers + to understand and generate human language, serving as a precursor to more advanced + AI applications in natural language processing.\n\nThe middle years of AI witnessed + significant advancements, particularly with the development of IBM''s Deep Blue + and the advent of AlexNet. In 1997, IBM''s Deep Blue made headlines by defeating + world chess champion Garry Kasparov in a six-game match. This event was monumental + as it showcased the capability of AI to perform complex, strategic thinking + at a level that could rival human experts. Deep Blue''s victory was a testament + to the power of AI in specialized problem-solving tasks and spurred further + interest and investment in AI research. Moving into the 2010s, AlexNet revolutionized + the field of computer vision by winning the ImageNet Large Scale Visual Recognition + Challenge in 2012. Developed by Alex Krizhevsky, Ilya Sutskever, and Geoffrey + Hinton, AlexNet''s success was largely attributed to its deep convolutional + neural network architecture, which significantly improved image classification + accuracy. This breakthrough highlighted the potential of deep learning techniques + and set the stage for further advancements in AI-driven image and video analysis.\n\nIn + recent years, the development of OpenAI''s GPT-3 has marked another significant + milestone in the history of AI. Launched in June 2020, GPT-3 (Generative Pre-trained + Transformer 3) is one of the most advanced language models to date, boasting + 175 billion parameters. Its ability to generate human-like text based on a given + prompt has opened new possibilities in natural language understanding and generation. + GPT-3''s versatility has been demonstrated in various applications, from drafting + emails and writing code to creating poetry and answering complex questions. + Its development underscores the rapid progress in AI capabilities, particularly + in the realm of natural language processing, and signals a future where AI can + play an increasingly integral role in creative and intellectual tasks.\n\nIn + conclusion, the history of AI is a testament to human curiosity and the relentless + pursuit of knowledge. From the foundational discussions at the Dartmouth Conference + and the pioneering ELIZA program, through the strategic triumph of IBM''s Deep + Blue and the deep learning breakthroughs of AlexNet, to the recent advancements + exemplified by OpenAI''s GPT-3, each milestone has contributed to the rich tapestry + of AI''s evolution. 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c4f45b78ad02453830ad1c1284e3aa48 + status: + code: 200 + message: OK +version: 1 diff --git a/tests/crew_test.py b/tests/crew_test.py index 7d7f76b42..65a9dfc12 100644 --- a/tests/crew_test.py +++ b/tests/crew_test.py @@ -139,12 +139,12 @@ def test_crew_creation(): result = crew.kickoff() - assert ( - result.final_output - == "1. **The Rise of AI in Healthcare**: The convergence of AI and healthcare is a promising frontier, offering unprecedented opportunities for disease diagnosis and patient outcome prediction. AI's potential to revolutionize healthcare lies in its capacity to synthesize vast amounts of data, generating precise and efficient results. This technological breakthrough, however, is not just about improving accuracy and efficiency; it's about saving lives. As we stand on the precipice of this transformative era, we must prepare for the complex challenges and ethical questions it poses, while embracing its ability to reshape healthcare as we know it.\n\n2. **Ethical Implications of AI**: As AI intertwines with our daily lives, it presents a complex web of ethical dilemmas. This fusion of technology, philosophy, and ethics is not merely academically intriguing but profoundly impacts the fabric of our society. The questions raised range from decision-making transparency to accountability, and from privacy to potential biases. As we navigate this ethical labyrinth, it is crucial to establish robust frameworks and regulations to ensure that AI serves humanity, and not the other way around.\n\n3. **AI and Data Privacy**: The rise of AI brings with it an insatiable appetite for data, spawning new debates around privacy rights. Balancing the potential benefits of AI with the right to privacy is a unique challenge that intersects technology, law, and human rights. In an increasingly digital world, where personal information forms the backbone of many services, we must grapple with these issues. It's time to redefine the concept of privacy and devise innovative solutions that ensure our digital footprints are not abused.\n\n4. **AI in Job Market**: The discourse around AI's impact on employment is a narrative of contrast, a tale of displacement and creation. On one hand, AI threatens to automate a multitude of jobs, on the other, it promises to create new roles that we cannot yet imagine. This intersection of technology, economics, and labor rights is a critical dialogue that will shape our future. As we stand at this crossroads, we must not only brace ourselves for the changes but also seize the opportunities that this technological wave brings.\n\n5. **Future of AI Agents**: The evolution of AI agents signifies a leap towards a future where AI is not just a tool, but a partner. These sophisticated AI agents, employed in customer service to personal assistants, are redefining our interactions with technology. As we gaze into the future of AI agents, we see a landscape of possibilities and challenges. This journey will be about harnessing the potential of AI agents while navigating the issues of trust, dependence, and ethical use." - ) + expected_string_output = "1. **The Rise of AI in Healthcare**: The convergence of AI and healthcare is a promising frontier, offering unprecedented opportunities for disease diagnosis and patient outcome prediction. AI's potential to revolutionize healthcare lies in its capacity to synthesize vast amounts of data, generating precise and efficient results. This technological breakthrough, however, is not just about improving accuracy and efficiency; it's about saving lives. As we stand on the precipice of this transformative era, we must prepare for the complex challenges and ethical questions it poses, while embracing its ability to reshape healthcare as we know it.\n\n2. **Ethical Implications of AI**: As AI intertwines with our daily lives, it presents a complex web of ethical dilemmas. This fusion of technology, philosophy, and ethics is not merely academically intriguing but profoundly impacts the fabric of our society. The questions raised range from decision-making transparency to accountability, and from privacy to potential biases. As we navigate this ethical labyrinth, it is crucial to establish robust frameworks and regulations to ensure that AI serves humanity, and not the other way around.\n\n3. **AI and Data Privacy**: The rise of AI brings with it an insatiable appetite for data, spawning new debates around privacy rights. Balancing the potential benefits of AI with the right to privacy is a unique challenge that intersects technology, law, and human rights. In an increasingly digital world, where personal information forms the backbone of many services, we must grapple with these issues. It's time to redefine the concept of privacy and devise innovative solutions that ensure our digital footprints are not abused.\n\n4. **AI in Job Market**: The discourse around AI's impact on employment is a narrative of contrast, a tale of displacement and creation. On one hand, AI threatens to automate a multitude of jobs, on the other, it promises to create new roles that we cannot yet imagine. This intersection of technology, economics, and labor rights is a critical dialogue that will shape our future. As we stand at this crossroads, we must not only brace ourselves for the changes but also seize the opportunities that this technological wave brings.\n\n5. **Future of AI Agents**: The evolution of AI agents signifies a leap towards a future where AI is not just a tool, but a partner. These sophisticated AI agents, employed in customer service to personal assistants, are redefining our interactions with technology. As we gaze into the future of AI agents, we see a landscape of possibilities and challenges. This journey will be about harnessing the potential of AI agents while navigating the issues of trust, dependence, and ethical use." + assert str(result) == expected_string_output + assert result.raw_output() == expected_string_output assert isinstance(result, CrewOutput) + assert len(result.tasks_output) == len(tasks) @pytest.mark.vcr(filter_headers=["authorization"]) @@ -170,8 +170,17 @@ def test_sync_task_execution(): tasks=tasks, ) + mock_task_output = TaskOutput( + description="Mock description", raw_output="mocked output", agent="mocked agent" + ) + + # Because we are mocking execute_sync, we never hit the underlying _execute_core + # which sets the output attribute of the task + for task in tasks: + task.output = mock_task_output + with patch.object( - Task, "execute_sync", return_value="mocked output" + Task, "execute_sync", return_value=mock_task_output ) as mock_execute_sync: crew.kickoff() @@ -198,7 +207,7 @@ def test_hierarchical_process(): result = crew.kickoff() assert ( - result.final_output + result.raw_output() == "1. 'Demystifying AI: An in-depth exploration of Artificial Intelligence for the layperson' - In this piece, we will unravel the enigma of AI, simplifying its complexities into digestible information for the everyday individual. By using relatable examples and analogies, we will journey through the neural networks and machine learning algorithms that define AI, without the jargon and convoluted explanations that often accompany such topics.\n\n2. 'The Role of AI in Startups: A Game Changer?' - Startups today are harnessing the power of AI to revolutionize their businesses. This article will delve into how AI, as an innovative force, is shaping the startup ecosystem, transforming everything from customer service to product development. We'll explore real-life case studies of startups that have leveraged AI to accelerate their growth and disrupt their respective industries.\n\n3. 'AI and Ethics: Navigating the Complex Landscape' - AI brings with it not just technological advancements, but ethical dilemmas as well. This article will engage readers in a thought-provoking discussion on the ethical implications of AI, exploring issues like bias in algorithms, privacy concerns, job displacement, and the moral responsibility of AI developers. We will also discuss potential solutions and frameworks to address these challenges.\n\n4. 'Unveiling the AI Agents: The Future of Customer Service' - AI agents are poised to reshape the customer service landscape, offering businesses the ability to provide round-the-clock support and personalized experiences. In this article, we'll dive deep into the world of AI agents, examining how they work, their benefits and limitations, and how they're set to redefine customer interactions in the digital age.\n\n5. 'From Science Fiction to Reality: AI in Everyday Life' - AI, once a concept limited to the realm of sci-fi, has now permeated our daily lives. This article will highlight the ubiquitous presence of AI, from voice assistants and recommendation algorithms, to autonomous vehicles and smart homes. We'll explore how AI, in its various forms, is transforming our everyday experiences, making the future seem a lot closer than we imagined." ) @@ -236,7 +245,7 @@ def test_crew_with_delegating_agents(): result = crew.kickoff() assert ( - result.final_output + result.raw_output() == "AI Agents, simply put, are intelligent systems that can perceive their environment and take actions to reach specific goals. Imagine them as digital assistants that can learn, adapt and make decisions. They operate in the realms of software or hardware, like a chatbot on a website or a self-driving car. The key to their intelligence is their ability to learn from their experiences, making them better at their tasks over time. In today's interconnected world, AI agents are transforming our lives. They enhance customer service experiences, streamline business processes, and even predict trends in data. Vehicles equipped with AI agents are making transportation safer. In healthcare, AI agents are helping to diagnose diseases, personalizing treatment plans, and monitoring patient health. As we embrace the digital era, these AI agents are not just important, they're becoming indispensable, shaping a future where technology works intuitively and intelligently to meet our needs." ) @@ -422,24 +431,22 @@ def test_agents_rpm_is_never_set_if_crew_max_RPM_is_not_set(): """ Future tests: -TODO: Make sure 1 async task return results and waits for async to fnish before returning result -TODO: Make sure 3 async tasks return result from final task. Make sure Joao approves of this. TODO: 1 async task, 1 sync task. Make sure sync task waits for async to finish before starting. TODO: 3 async tasks, 1 sync task. Make sure sync task waits for async to finish before starting. TODO: 1 sync task, 1 async task. Make sure we wait for result from async before finishing crew. +TODO: 3 async tasks, 1 sync task. Make sure context from all 3 async tasks is passed to sync task. TODO: 3 async tasks, 1 sync task. Pass in context from only 1 async task to sync task. + +TODO: Test pydantic output of CrewOutput and test type in CrewOutput result +TODO: Test json output of CrewOutput and test type in CrewOutput result + +TODO: TEST THE SAME THING BUT WITH HIERARCHICAL PROCESS """ @pytest.mark.vcr(filter_headers=["authorization"]) -def test_async_task_execution_completion(): - import pdb - import threading - from unittest.mock import patch - - from crewai.tasks.task_output import TaskOutput - +def test_sequential_async_task_execution_completion(): list_ideas = Task( description="Give me a list of 5 interesting ideas to explore for na article, what makes them unique and interesting.", expected_output="Bullet point list of 5 important events.", @@ -459,45 +466,21 @@ def test_async_task_execution_completion(): context=[list_ideas, list_important_history], ) - crew = Crew( + sequential_crew = Crew( agents=[researcher, writer], process=Process.sequential, tasks=[list_ideas, list_important_history, write_article], ) - result = crew.kickoff() - assert result.final_output.startswith( - "Artificial Intelligence (AI) has a rich and storied history, marked by significant milestones that have shaped its development and societal impact." + sequential_result = sequential_crew.kickoff() + assert sequential_result.raw_output().startswith( + "**The Evolution of Artificial Intelligence: A Journey Through Milestones**" ) - # with patch.object(Agent, "execute_task") as execute: - # execute.return_value = "ok" - # with patch.object(threading.Thread, "start") as start: - # thread = threading.Thread(target=lambda: None, args=()).start() - # start.return_value = thread - # with patch.object(threading.Thread, "join", wraps=thread.join()) as join: - # list_ideas.output = TaskOutput( - # description="A 4 paragraph article about AI.", - # raw_output="ok", - # agent="writer", - # ) - # list_important_history.output = TaskOutput( - # description="A 4 paragraph article about AI.", - # raw_output="ok", - # agent="writer", - # ) - # crew.kickoff() - # start.assert_called() - # join.assert_called() - @pytest.mark.vcr(filter_headers=["authorization"]) -def test_async_task_execution_completion(): - import pdb - import threading - from unittest.mock import patch - - from crewai.tasks.task_output import TaskOutput +def test_hierarchical_async_task_execution_completion(): + from langchain_openai import ChatOpenAI list_ideas = Task( description="Give me a list of 5 interesting ideas to explore for na article, what makes them unique and interesting.", @@ -518,21 +501,21 @@ def test_async_task_execution_completion(): context=[list_ideas, list_important_history], ) - crew = Crew( + hierarchical_crew = Crew( agents=[researcher, writer], - process=Process.sequential, + process=Process.hierarchical, tasks=[list_ideas, list_important_history, write_article], + manager_llm=ChatOpenAI(temperature=0, model="gpt-4"), ) - result = crew.kickoff() - assert result.final_output.startswith( - "Artificial Intelligence (AI) has a rich and storied history, marked by significant milestones that have shaped its development and societal impact." + hierarchical_result = hierarchical_crew.kickoff() + assert hierarchical_result.raw_output().startswith( + "The history of Artificial Intelligence (AI) is a fascinating journey that charts the evolution of human ingenuity and technological advancement." ) @pytest.mark.vcr(filter_headers=["authorization"]) def test_single_task_with_async_execution(): - from unittest.mock import patch researcher_agent = Agent( role="Researcher", @@ -542,10 +525,10 @@ def test_single_task_with_async_execution(): ) list_ideas = Task( - description="Give me a short list of 5 interesting ideas to explore for an article, what makes them unique and interesting.", - expected_output="Bullet point list of 5 important events.", + description="Generate a list of 5 interesting ideas to explore for an article, where each bulletpoint is under 15 words.", + expected_output="Bullet point list of 5 important events. No additional commentary.", agent=researcher_agent, - # async_execution=True, + async_execution=True, ) crew = Crew( @@ -555,11 +538,90 @@ def test_single_task_with_async_execution(): ) result = crew.kickoff() - print(result) - assert result.final_output == "" + print(result.raw_output()) + assert result.raw_output().startswith( + "- The impact of AI agents on remote work productivity." + ) -# TODO: Make sure sync and async task execution keeps right order of expected outputs +@pytest.mark.vcr(filter_headers=["authorization"]) +def test_three_task_with_async_execution(): + researcher_agent = Agent( + role="Researcher", + goal="Make the best research and analysis on content about AI and AI agents", + backstory="You're an expert researcher, specialized in technology, software engineering, AI and startups. You work as a freelancer and is now working on doing research and analysis for a new customer.", + allow_delegation=False, + ) + + bullet_list = Task( + description="Generate a list of 5 interesting ideas to explore for an article, where each bulletpoint is under 15 words.", + expected_output="Bullet point list of 5 important events. No additional commentary.", + agent=researcher_agent, + async_execution=True, + ) + numbered_list = Task( + description="Generate a list of 5 interesting ideas to explore for an article, where each bulletpoint is under 15 words.", + expected_output="Numbered list of 5 important events. No additional commentary.", + agent=researcher_agent, + async_execution=True, + ) + letter_list = Task( + description="Generate a list of 5 interesting ideas to explore for an article, where each bulletpoint is under 15 words.", + expected_output="Numbered list using [A), B), C)] list of 5 important events. No additional commentary.", + agent=researcher_agent, + async_execution=True, + ) + + crew = Crew( + agents=[researcher_agent], + process=Process.sequential, + tasks=[bullet_list, numbered_list, letter_list], + ) + + # Expected result is that we are going to concatenate the output from each async task. + # Because we add a buffer between each task, we should see a "----------" string + # after the first and second task in the final output. + result = crew.kickoff() + assert result.raw_output().count("\n\n----------\n\n") == 2 + + +def test_wait_for_async_execution_before_sync_execution(): + researcher_agent = Agent( + role="Researcher", + goal="Make the best research and analysis on content about AI and AI agents", + backstory="You're an expert researcher, specialized in technology, software engineering, AI and startups. You work as a freelancer and is now working on doing research and analysis for a new customer.", + allow_delegation=False, + ) + + writer_agent = Agent( + role="Writer", + goal="Write the best content about AI and AI agents.", + backstory="You're a writer, specialized in technology, software engineering, AI and startups. You work as a freelancer and are now working on writing content for a new customer.", + allow_delegation=False, + ) + + bullet_list = Task( + description="Generate a list of 5 interesting ideas to explore for an article, where each bulletpoint is under 15 words.", + expected_output="Bullet point list of 5 important events. No additional commentary.", + agent=researcher_agent, + async_execution=True, + ) + article_writer = Task( + description="Convert a bulleted list into a 1 paragraph article.", + expected_output="A paragraph article with 5 sentences.", + agent=writer_agent, + async_execution=False, + ) + + crew = Crew( + agents=[researcher_agent, writer_agent], + process=Process.sequential, + tasks=[bullet_list, article_writer], + ) + + # Expected output is that the sync task will wait for the async task to finish before starting. + # TODO: Mock the output of the async task + # TODO: Mocke the `execute_sync` Task to check that it was passed the context from the async task @pytest.mark.vcr(filter_headers=["authorization"]) @@ -590,25 +652,22 @@ def test_async_task_execution_call_count(): tasks=[list_ideas, list_important_history, write_article], ) - # Create a MagicMock Future instance - mock_future = MagicMock(spec=Future) - mock_future.result.return_value = "ok" - # Create a valid TaskOutput instance to mock the return value mock_task_output = TaskOutput( - description="Mocked Task Output", - exported_output="mocked output", - raw_output="mocked raw output", - agent="mocked agent", + description="Mock description", raw_output="mocked output", agent="mocked agent" ) + # Create a MagicMock Future instance + mock_future = MagicMock(spec=Future) + mock_future.result.return_value = mock_task_output + # Directly set the output attribute for each task list_ideas.output = mock_task_output list_important_history.output = mock_task_output write_article.output = mock_task_output with patch.object( - Task, "execute_sync", return_value="ok" + Task, "execute_sync", return_value=mock_task_output ) as mock_execute_sync, patch.object( Task, "execute_async", return_value=mock_future ) as mock_execute_async: @@ -619,6 +678,9 @@ def test_async_task_execution_call_count(): assert mock_execute_sync.call_count == 1 +# ---- TEST FOR HIERARCHICAL --- # + + # TODO: Add back in # def test_set_agents_step_callback(): # from unittest.mock import patch @@ -750,7 +812,7 @@ def test_task_with_no_arguments(): crew = Crew(agents=[researcher], tasks=[task]) result = crew.kickoff() - assert result.final_output == "75" + assert result.raw_output() == "75" def test_delegation_is_not_enabled_if_there_are_only_one_agent(): @@ -790,7 +852,7 @@ def test_agents_do_not_get_delegation_tools_with_there_is_only_one_agent(): result = crew.kickoff() assert ( - result.final_output + result.raw_output() == "Howdy! I hope this message finds you well and brings a smile to your face. Have a fantastic day!" ) assert len(agent.tools) == 0 @@ -810,7 +872,7 @@ def test_agent_usage_metrics_are_captured_for_sequential_process(): crew = Crew(agents=[agent], tasks=[task]) result = crew.kickoff() - assert result.final_output == "Howdy!" + assert result.raw_output() == "Howdy!" required_keys = [ "total_tokens", @@ -844,7 +906,7 @@ def test_agent_usage_metrics_are_captured_for_hierarchical_process(): ) result = crew.kickoff() - assert result.final_output == '"Howdy!"' + assert result.raw_output() == '"Howdy!"' required_keys = [ "total_tokens", @@ -910,6 +972,78 @@ def test_crew_inputs_interpolate_both_agents_and_tasks_diff(): interpolate_task_inputs.assert_called() +def test_crew_does_not_interpolate_without_inputs(): + from unittest.mock import patch + + agent = Agent( + role="{topic} Researcher", + goal="Express hot takes on {topic}.", + backstory="You have a lot of experience with {topic}.", + ) + + task = Task( + description="Give me an analysis around {topic}.", + expected_output="{points} bullet points about {topic}.", + agent=agent, + ) + + crew = Crew(agents=[agent], tasks=[task]) + + with patch.object(Agent, "interpolate_inputs") as interpolate_agent_inputs: + with patch.object(Task, "interpolate_inputs") as interpolate_task_inputs: + crew.kickoff() + interpolate_agent_inputs.assert_not_called() + interpolate_task_inputs.assert_not_called() + + +# TODO: Ask @joao if we want to start throwing errors if inputs are not provided +# def test_crew_partial_inputs(): +# agent = Agent( +# role="{topic} Researcher", +# goal="Express hot takes on {topic}.", +# backstory="You have a lot of experience with {topic}.", +# ) + +# task = Task( +# description="Give me an analysis around {topic}.", +# expected_output="{points} bullet points about {topic}.", +# ) + +# crew = Crew(agents=[agent], tasks=[task], inputs={"topic": "AI"}) +# inputs = {"topic": "AI"} +# crew._interpolate_inputs(inputs=inputs) # Manual call for now + +# assert crew.tasks[0].description == "Give me an analysis around AI." +# assert crew.tasks[0].expected_output == "{points} bullet points about AI." +# assert crew.agents[0].role == "AI Researcher" +# assert crew.agents[0].goal == "Express hot takes on AI." +# assert crew.agents[0].backstory == "You have a lot of experience with AI." + + +# TODO: If we do want ot throw errors if we are missing inputs. Add in this test. +# def test_crew_invalid_inputs(): +# agent = Agent( +# role="{topic} Researcher", +# goal="Express hot takes on {topic}.", +# backstory="You have a lot of experience with {topic}.", +# ) + +# task = Task( +# description="Give me an analysis around {topic}.", +# expected_output="{points} bullet points about {topic}.", +# ) + +# crew = Crew(agents=[agent], tasks=[task], inputs={"subject": "AI"}) +# inputs = {"subject": "AI"} +# crew._interpolate_inputs(inputs=inputs) # Manual call for now + +# assert crew.tasks[0].description == "Give me an analysis around {topic}." +# assert crew.tasks[0].expected_output == "{points} bullet points about {topic}." +# assert crew.agents[0].role == "{topic} Researcher" +# assert crew.agents[0].goal == "Express hot takes on {topic}." +# assert crew.agents[0].backstory == "You have a lot of experience with {topic}." + + # TODO: Add back in # def test_task_callback_on_crew(): # from unittest.mock import patch @@ -1010,7 +1144,7 @@ def test_tools_with_custom_caching(): input={"first_number": 2, "second_number": 6}, output=12, ) - assert result.final_output == "3" + assert result.raw_output() == "3" @pytest.mark.vcr(filter_headers=["authorization"]) @@ -1087,7 +1221,7 @@ def test_crew_log_file_output(tmp_path): @pytest.mark.vcr(filter_headers=["authorization"]) def test_manager_agent(): - from unittest.mock import MagicMock, patch + from unittest.mock import patch 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.", @@ -1108,8 +1242,16 @@ def test_manager_agent(): tasks=[task], ) + mock_task_output = TaskOutput( + description="Mock description", raw_output="mocked output", agent="mocked agent" + ) + + # Because we are mocking execute_sync, we never hit the underlying _execute_core + # which sets the output attribute of the task + task.output = mock_task_output + with patch.object( - Task, "execute_sync", return_value="Example output for a task." + Task, "execute_sync", return_value=mock_task_output ) as mock_execute_sync: crew.kickoff() assert manager.allow_delegation is True