|
|
# **The Ultimate Guide to Mastering the `Worker` Class from Swarms**
|
|
|
|
|
|
---
|
|
|
|
|
|
**Table of Contents**
|
|
|
|
|
|
1. Introduction: Welcome to the World of the Worker
|
|
|
2. The Basics: What Does the Worker Do?
|
|
|
3. Installation: Setting the Stage
|
|
|
4. Dive Deep: Understanding the Architecture
|
|
|
5. Practical Usage: Let's Get Rolling!
|
|
|
6. Advanced Tips and Tricks
|
|
|
7. Handling Errors: Because We All Slip Up Sometimes
|
|
|
8. Beyond the Basics: Advanced Features and Customization
|
|
|
9. Conclusion: Taking Your Knowledge Forward
|
|
|
|
|
|
---
|
|
|
|
|
|
**1. Introduction: Welcome to the World of the Worker**
|
|
|
|
|
|
Greetings, future master of the `Worker`! Step into a universe where you can command an AI worker to perform intricate tasks, be it searching the vast expanse of the internet or crafting multi-modality masterpieces. Ready to embark on this thrilling journey? Let’s go!
|
|
|
|
|
|
---
|
|
|
|
|
|
**2. The Basics: What Does the Worker Do?**
|
|
|
|
|
|
The `Worker` is your personal AI assistant. Think of it as a diligent bee in a swarm, ready to handle complex tasks across various modalities, from text and images to audio and beyond.
|
|
|
|
|
|
---
|
|
|
|
|
|
**3. Installation: Setting the Stage**
|
|
|
|
|
|
Before we can call upon our Worker, we need to set the stage:
|
|
|
|
|
|
```bash
|
|
|
pip install swarms
|
|
|
```
|
|
|
|
|
|
Voila! You’re now ready to summon your Worker.
|
|
|
|
|
|
---
|
|
|
|
|
|
**4. Dive Deep: Understanding the Architecture**
|
|
|
|
|
|
- **Language Model (LLM)**: The brain of our Worker. It understands and crafts intricate language-based responses.
|
|
|
- **Tools**: Think of these as the Worker's toolkit. They range from file tools, website querying, to even complex tasks like image captioning.
|
|
|
- **Memory**: No, our Worker doesn’t forget. It employs a sophisticated memory mechanism to remember past interactions and learn from them.
|
|
|
|
|
|
---
|
|
|
|
|
|
**5. Practical Usage: Let's Get Rolling!**
|
|
|
|
|
|
Here’s a simple way to invoke the Worker and give it a task:
|
|
|
|
|
|
```python
|
|
|
from swarms.models import OpenAIChat
|
|
|
from swarms import Worker
|
|
|
|
|
|
llm = OpenAIChat(
|
|
|
#enter your api key
|
|
|
openai_api_key="",
|
|
|
temperature=0.5,
|
|
|
)
|
|
|
|
|
|
node = Worker(
|
|
|
llm=llm,
|
|
|
ai_name="Optimus Prime",
|
|
|
openai_api_key="",
|
|
|
ai_role="Worker in a swarm",
|
|
|
external_tools=None,
|
|
|
human_in_the_loop=False,
|
|
|
temperature=0.5,
|
|
|
)
|
|
|
|
|
|
task = "What were the winning boston marathon times for the past 5 years (ending in 2022)? Generate a table of the year, name, country of origin, and times."
|
|
|
response = node.run(task)
|
|
|
print(response)
|
|
|
|
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
The result? An agent with elegantly integrated tools and long term memories
|
|
|
|
|
|
---
|
|
|
|
|
|
**6. Advanced Tips and Tricks**
|
|
|
|
|
|
- **Streaming Responses**: Want your Worker to respond in a more dynamic fashion? Use the `_stream_response` method to get results token by token.
|
|
|
- **Human-in-the-Loop**: By setting `human_in_the_loop` to `True`, you can involve a human in the decision-making process, ensuring the best results.
|
|
|
|
|
|
---
|
|
|
|
|
|
**7. Handling Errors: Because We All Slip Up Sometimes**
|
|
|
|
|
|
Your Worker is designed to be robust. But if it ever encounters a hiccup, it's equipped to let you know. Error messages are crafted to be informative, guiding you on the next steps.
|
|
|
|
|
|
---
|
|
|
|
|
|
**8. Beyond the Basics: Advanced Features and Customization**
|
|
|
|
|
|
- **Custom Tools**: Want to expand the Worker's toolkit? Use the `external_tools` parameter to integrate your custom tools.
|
|
|
- **Memory Customization**: You can tweak the Worker's memory settings, ensuring it remembers what's crucial for your tasks.
|
|
|
|
|
|
---
|
|
|
|
|
|
**9. Conclusion: Taking Your Knowledge Forward**
|
|
|
|
|
|
Congratulations! You’re now well-equipped to harness the power of the `Worker` from Swarms. As you venture further, remember: the possibilities are endless, and with the Worker by your side, there’s no task too big!
|
|
|
|
|
|
**Happy Coding and Exploring!** 🚀🎉
|
|
|
|
|
|
---
|
|
|
|
|
|
*Note*: This guide provides a stepping stone to the vast capabilities of the `Worker`. Dive into the official documentation for a deeper understanding and stay updated with the latest features.
|
|
|
|
|
|
--- |
