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@ -157,8 +157,16 @@ class SequentialWorkflow:
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def reset_workflow(self) -> None:
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"""Resets the workflow by clearing the results of each task."""
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for task in self.tasks:
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task.result = None
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try:
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for task in self.tasks:
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task.result = None
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except Exception as error:
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print(
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colored(
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f"Error resetting workflow: {error}", "red"
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),
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)
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def get_task_results(self) -> Dict[str, Any]:
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"""
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@ -167,13 +175,29 @@ class SequentialWorkflow:
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Returns:
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Dict[str, Any]: The results of each task in the workflow
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"""
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return {task.description: task.result for task in self.tasks}
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try:
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return {
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task.description: task.result for task in self.tasks
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}
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except Exception as error:
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print(
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colored(
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f"Error getting task results: {error}", "red"
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),
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)
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def remove_task(self, task: str) -> None:
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"""Remove tasks from sequential workflow"""
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self.tasks = [
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task for task in self.tasks if task.description != task
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]
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try:
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self.tasks = [
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task for task in self.tasks if task.description != task
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]
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except Exception as error:
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print(
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colored(
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f"Error removing task from workflow: {error}", "red"
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),
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)
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def update_task(self, task: str, **updates) -> None:
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"""
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@ -359,22 +383,31 @@ class SequentialWorkflow:
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def add_objective_to_workflow(self, task: str, **kwargs) -> None:
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"""Adds an objective to the workflow."""
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print(
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colored(
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"""
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Adding Objective to Workflow...""",
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"green",
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attrs=["bold", "underline"],
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try:
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print(
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colored(
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"""
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Adding Objective to Workflow...""",
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"green",
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attrs=["bold", "underline"],
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)
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)
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)
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task = Task(
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description=task,
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agent=kwargs["agent"],
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args=list(kwargs["args"]),
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kwargs=kwargs["kwargs"],
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)
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self.tasks.append(task)
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task = Task(
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description=task,
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agent=kwargs["agent"],
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args=list(kwargs["args"]),
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kwargs=kwargs["kwargs"],
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)
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self.tasks.append(task)
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except Exception as error:
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print(
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colored(
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f"Error adding objective to workflow: {error}",
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"red",
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)
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)
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def load_workflow_state(
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self, filepath: str = None, **kwargs
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@ -396,22 +429,31 @@ class SequentialWorkflow:
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>>> workflow.load_workflow_state("sequential_workflow_state.json")
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"""
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filepath = filepath or self.restore_state_filepath
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with open(filepath, "r") as f:
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state = json.load(f)
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self.max_loops = state["max_loops"]
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self.tasks = []
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for task_state in state["tasks"]:
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task = Task(
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description=task_state["description"],
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agent=task_state["agent"],
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args=task_state["args"],
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kwargs=task_state["kwargs"],
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result=task_state["result"],
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history=task_state["history"],
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try:
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filepath = filepath or self.restore_state_filepath
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with open(filepath, "r") as f:
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state = json.load(f)
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self.max_loops = state["max_loops"]
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self.tasks = []
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for task_state in state["tasks"]:
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task = Task(
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description=task_state["description"],
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agent=task_state["agent"],
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args=task_state["args"],
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kwargs=task_state["kwargs"],
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result=task_state["result"],
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history=task_state["history"],
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)
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self.tasks.append(task)
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except Exception as error:
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print(
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colored(
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f"Error loading workflow state: {error}",
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"red",
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)
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self.tasks.append(task)
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)
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def run(self) -> None:
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"""
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@ -486,43 +528,56 @@ class SequentialWorkflow:
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ValueError: If a Agent instance is used as a task and the 'task' argument is not provided.
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"""
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for _ in range(self.max_loops):
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for task in self.tasks:
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# Check if the current task can be executed
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if task.result is None:
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# Check if the agent is a Agent and a 'task' argument is needed
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if isinstance(task.agent, Agent):
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# Ensure that 'task' is provided in the kwargs
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if "task" not in task.kwargs:
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raise ValueError(
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"The 'task' argument is required for"
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" the Agent agent execution in"
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f" '{task.description}'"
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try:
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for _ in range(self.max_loops):
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for task in self.tasks:
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# Check if the current task can be executed
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if task.result is None:
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# Check if the agent is a Agent and a 'task' argument is needed
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if isinstance(task.agent, Agent):
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# Ensure that 'task' is provided in the kwargs
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if "task" not in task.kwargs:
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raise ValueError(
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"The 'task' argument is required for"
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" the Agent agent execution in"
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f" '{task.description}'"
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)
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# Separate the 'task' argument from other kwargs
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flow_task_arg = task.kwargs.pop("task")
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task.result = await task.agent.arun(
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flow_task_arg, *task.args, **task.kwargs
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)
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# Separate the 'task' argument from other kwargs
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flow_task_arg = task.kwargs.pop("task")
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task.result = await task.agent.arun(
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flow_task_arg, *task.args, **task.kwargs
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)
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else:
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# If it's not a Agent instance, call the agent directly
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task.result = await task.agent(
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*task.args, **task.kwargs
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)
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# Pass the result as an argument to the next task if it exists
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next_task_index = self.tasks.index(task) + 1
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if next_task_index < len(self.tasks):
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next_task = self.tasks[next_task_index]
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if isinstance(next_task.agent, Agent):
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# For Agent flows, 'task' should be a keyword argument
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next_task.kwargs["task"] = task.result
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else:
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# For other callable flows, the result is added to args
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next_task.args.insert(0, task.result)
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# If it's not a Agent instance, call the agent directly
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task.result = await task.agent(
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*task.args, **task.kwargs
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)
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# Autosave the workflow state
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if self.autosave:
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self.save_workflow_state(
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"sequential_workflow_state.json"
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)
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# Pass the result as an argument to the next task if it exists
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next_task_index = self.tasks.index(task) + 1
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if next_task_index < len(self.tasks):
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next_task = self.tasks[next_task_index]
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if isinstance(next_task.agent, Agent):
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# For Agent flows, 'task' should be a keyword argument
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next_task.kwargs["task"] = task.result
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else:
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# For other callable flows, the result is added to args
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next_task.args.insert(0, task.result)
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# Autosave the workflow state
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if self.autosave:
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self.save_workflow_state(
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"sequential_workflow_state.json"
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)
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except Exception as e:
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print(
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colored(
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(
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"Error initializing the Sequential workflow:"
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f" {e} try optimizing your inputs like the"
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" agent class and task description"
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),
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"red",
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attrs=["bold", "underline"],
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)
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)
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Kye
1 year ago