Weavel - Automate Prompt Engineering
Weavel is a cutting-edge tool designed to revolutionize prompt engineering for large language models (LLMs). By automating the process, Weavel enables users to optimize prompts for their LLM applications in a fraction of the time it would take manually. This tool is particularly beneficial for developers and data scientists looking to enhance the performance of their AI applications.
Key Features
- Automated Optimization: Weavel automates the prompt engineering process, allowing users to optimize prompts 50 times faster than manual methods.
- Multi-Model Support: It supports multiple models, including "claude-3-5-sonnet-20240620" and "gpt-4o", ensuring flexibility and adaptability.
- Custom Metrics: Users can define custom metrics, such as JsonMatchMetric, to tailor the optimization process to specific needs.
- Efficient Workflow: With just a few lines of code, users can integrate Weavel into their workflow, saving significant time and effort.
Use Cases
Weavel is ideal for:
- Developers: Streamlining the prompt engineering process to improve the performance of LLM-based applications.
- Data Scientists: Automating repetitive tasks to focus on more complex data analysis and model development.
- AI Researchers: Experimenting with different prompt configurations to uncover new insights and improve model accuracy.
Getting Started
To start using Weavel, simply import the library and initialize the Weavel object. Then, use the optimize function to automatically refine your prompts. Here's a basic example:
from weavel import Weavel
from ape.common.metrics import JsonMatchMetric
wv = Weavel()
optimized_prompt = await wv.optimize(
base_prompt=base_prompt,
models=["claude-3-5-sonnet-20240620", "gpt-4o"],
metric=JsonMatchMetric(),
trainset=trainset,
)
Conclusion
Weavel is a game-changer for anyone working with LLMs. Its ability to automate and accelerate prompt engineering opens up new possibilities for improving AI application performance. Whether you're a developer, data scientist, or AI researcher, Weavel can help you achieve better results in less time.
