brokit, think it like a playing lego
Project description
brokit
Inspired by big bro DSPy, brokit is a minimal Python toolkit of composable, LEGO-like primitives for working with language models. Build what you need, skip the bloat.
What's This About?
A lightweight library for working with LMs across any use case. Just the essential building blocks, nothing more.
Core Concepts
Coming from DSPy? You already know what's up:
- Prompt =
dspy.Signature— Define your input/output structure - Predictor =
dspy.Predict— Execute prompts with your LM - LM =
dspy.LM— Language model interface - Shot — Few-shot examples made simple
Design Philosophy
Plug and Play
Everything's a base class. Compose, extend, swap out whatever you want. The LM module? Bring your own.
Pure Python
Zero required dependencies. Want to use requests, httpx, or boto3? Go for it. Check the notebooks for integration examples.
Features
- Text and image support (more formats coming)
- Few-shot learning with Shot
- Build custom LM implementations
- Structured prompts with type hints
Getting Started
Peep the notebooks:
- Custom Prompt signatures
- Your own LM implementations
- Few-shot examples
- External library integrations
What's Next?
Check out ROADMAP.md for what's coming and VERSIONS.md for release notes.
Release history Release notifications | RSS feed
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