37 lines
2.0 KiB
Markdown
37 lines
2.0 KiB
Markdown
<h1 align="center">Mini LLM Flow</h1>
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[](https://zachary62.github.io/miniLLMFlow/)
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A [100-line](minillmflow/__init__.py) minimalist LLM framework for agents, task decomposition, RAG, etc.
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- Install via ```pip install minillmflow```, or just copy the [source](minillmflow/__init__.py) (only 100 lines)
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- **Pro tip:** Build LLM apps with LLMs assistants (ChatGPT, Claude, etc.) via [this prompt](assets/prompt)
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Documentation: https://zachary62.github.io/miniLLMFlow/
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## Why Mini LLM Flow?
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Mini LLM Flow is designed to be **the framework used by LLMs**. In the future, LLM projects will self-programmed by LLMs themselves: Users specify requirements, and LLMs will design, build, and maintain. Current LLMs:
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1. **👍 Shine at Low-level Implementation:** LLMs can handle APIs, tools, chunking, prompting, etc. These don't belong in a general-purpose framework; they're too specialized to maintain and optimize.
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2. **👎 Struggle with High-level Paradigms:** Paradigms like MapReduce, task decomposition, and agents are powerful. However, designing these elegantly remains challenging for LLMs.
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The ideal framework for LLMs should (1) remove specialized low-level implementations, and (2) keep high-level paradigms to program against. Hence, I built this minimal (100-line) framework so LLMs can focus on what matters.
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Mini LLM Flow is also a great learning resource, as current frameworks abstract too much away.
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<div align="center">
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<img src="/assets/minillmflow.jpg" width="400"/>
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</div>
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## Tutorial
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- Documentation: https://zachary62.github.io/miniLLMFlow/
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- Beginner Tutorial: [Text summarization for Paul Graham Essay + QA agent](https://colab.research.google.com/github/zachary62/miniLLMFlow/blob/main/cookbook/demo.ipynb)
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- Have questions for this tutorial? Ask LLM assistants through [this prompt](https://chatgpt.com/share/676f16d2-7064-8000-b9d7-f6874346a6b5)
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