ConcurrentWorkflow

``` # Module/Function Name: ConcurrentWorkflow

class swarms.structs.ConcurrentWorkflow(max_workers, autosave, saved_state_filepath):
    """
    ConcurrentWorkflow class for running a set of tasks concurrently using N autonomous agents.

    Args:
        - max_workers (int): The maximum number of workers to use for concurrent execution.
        - autosave (bool): Whether to autosave the workflow state.
        - saved_state_filepath (Optional[str]): The file path to save the workflow state.

    """

    def add(self, task, tasks=None):
        """Adds a task to the workflow.

        Args:
            - task (Task): Task to add to the workflow.
            - tasks (List[Task]): List of tasks to add to the workflow (optional).

        """
        try:
            # Implementation of the function goes here
        except Exception as error:
            print(f"[ERROR][ConcurrentWorkflow] {error}")
            raise error

    def run(self, print_results=False, return_results=False):
        """
        Executes the tasks in parallel using a ThreadPoolExecutor.

        Args:
            - print_results (bool): Whether to print the results of each task. Default is False.
            - return_results (bool): Whether to return the results of each task. Default is False.

        Returns:
            - (List[Any]): A list of the results of each task, if return_results is True. Otherwise, returns None.

        """
        try:
            # Implementation of the function goes here
        except Exception as e:
            print(f"Task {task} generated an exception: {e}")

        return results if self.return_results else None

    def _execute_task(self, task):
        """Executes a task.

        Args:
            - task (Task): Task to execute.

        Returns:
            - result: The result of executing the task.

        """
        try:
            # Implementation of the function goes here
        except Exception as error:
            print(f"[ERROR][ConcurrentWorkflow] {error}")
            raise error

# Usage example:

from swarms.models import OpenAIChat
from swarms.structs import ConcurrentWorkflow

llm = OpenAIChat(openai_api_key="")
workflow = ConcurrentWorkflow(max_workers=5)
workflow.add("What's the weather in miami", llm)
workflow.add("Create a report on these metrics", llm)
workflow.run()
workflow.tasks

"""
```