ControlFlow Features
Dependent Tasks
Build complex workflows by indicating relationships between tasks.
In this example, we’ll explore how ControlFlow enables the creation of complex, hierarchical workflows using dependent tasks. We’ve chosen a text analysis scenario to demonstrate several powerful features of ControlFlow:
- Organizing tasks in a logical, nested structure
- Simplifying data flow through automatic context sharing
- Ensuring correct task execution order with dependencies
- Maintaining a shared context across all tasks in a workflow
As you examine the code, pay attention to how these concepts are implemented and how they contribute to creating a clear, efficient workflow structure.
Code
Key points
- Task hierarchy: The parent task encompasses the entire analysis process, with child tasks handling specific aspects. This structure allows for logical organization of complex workflows.
- Automatic context sharing: Child tasks have access to their parent’s context without explicit passing, streamlining data flow within the workflow.
- Dependencies: The depends_on parameter ensures tasks are executed in the correct order, as demonstrated by the summary task depending on the key terms task.
- Flow context: By wrapping tasks in a flow, ControlFlow maintains a shared context across all tasks, including visibility into prior executions and conversation history.
- Unified execution: Running the parent task automatically executes all child tasks in the correct order, simplifying workflow management.
Further reading
- For more details on creating tasks and context sharing, see the task documentation.
- To learn more about defining dependencies between tasks, check out the dependencies guide.
- For information on how ControlFlow manages task execution and context, refer to the running tasks guide.
By leveraging these features, you can create complex workflows that maintain a clear structure and ensure efficient information flow between tasks. This approach helps in building more maintainable and scalable AI-powered applications with minimal boilerplate code.