https://github.com/bhancockio/crewai-updated-tutorial-hierarchical
https://github.com/bhancockio/crewai-updated-tutorial-hierarchical
Last synced: 2 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/bhancockio/crewai-updated-tutorial-hierarchical
- Owner: bhancockio
- Created: 2024-02-21T02:05:52.000Z (over 1 year ago)
- Default Branch: main
- Last Pushed: 2024-08-18T03:48:35.000Z (10 months ago)
- Last Synced: 2025-03-31T16:17:56.198Z (3 months ago)
- Language: Python
- Size: 74.2 KB
- Stars: 149
- Watchers: 6
- Forks: 133
- Open Issues: 7
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
- jimsghstars - bhancockio/crewai-updated-tutorial-hierarchical - (Python)
README
# CrewAI Hierarchical Tutorial
## Overview
This repository hosts the updated CrewAI tutorial, showcasing advanced AI-powered automation through hierarchical, asynchronous tasks with callbacks and predefined expected outputs. It is designed to illustrate an enhanced workflow for building AI-driven newsletter automation tools.
## Features
- **Hierarchical Task Management:** Leverage the power of structured task execution to maintain a clean and scalable codebase.
- **Asynchronous Tasks:** Improve performance with non-blocking operations, allowing tasks to run concurrently.
- **Callbacks:** Ensure that each task can trigger subsequent actions upon completion, enabling a reactive task flow.
- **Expected Outputs:** Define the anticipated results for each task, streamlining debugging and ensuring quality control.
## Installation
To get started with the CrewAI Hierarchical Tutorial, clone the repository and install the necessary dependencies.
```
git clone https://github.com/your-github-username/crewai-hierarchical-tutorial.git
cd crewai-hierarchical-tutorial
pip install -r requirements.txt
```
## Usage
To run the CrewAI tutorial, execute the main script after setting up your environment variables and configuration.
```
python main.py
```
## Structure
main.py: The entry point script that initializes the agents and tasks, and forms the AI crew.
agents.py: Defines various agents like the editor, news fetcher, news analyzer, and newsletter compiler.
tasks.py: Contains the task definitions that are used by the agents to perform specific operations.
file_io.py: Manages file input/output operations, crucial for handling the async flow of data.
Crew Formation
The crew is composed of multiple agents and tasks orchestrated to perform complex newsletter automation.
```
crew = Crew(
agents=[editor, news_fetcher, news_analyzer, newsletter_compiler],
tasks=[fetch_news_task, analyze_news_task, compile_newsletter_task],
process=Process.hierarchical,
manager=lm=OpenAIGPT4,
verbose=2
)
```
## Contributing
Contributions to the CrewAI Hierarchical Tutorial are welcome. Please feel free to fork the repository, make your changes, and submit a pull request.
## Questions & Support
For questions and support, please open an issue in the repository, and we will be happy to assist you.