70 lines
1.7 KiB
Markdown
70 lines
1.7 KiB
Markdown
---
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layout: default
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title: "Home"
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nav_order: 1
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---
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# Pocket Flow
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A [100-line](https://github.com/miniLLMFlow/PocketFlow/blob/main/pocketflow/__init__.py) minimalist LLM framework for *Agents, Task Decomposition, RAG, etc*.
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We model the LLM workflow as a **Nested Directed Graph**:
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- **Nodes** handle simple (LLM) tasks.
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- Nodes connect through **Actions** (labeled edges) for *Agents*.
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- **Flows** orchestrate a directed graph of Nodes for *Task Decomposition*.
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- A Flow can be used as a Node (for **Nesting**).
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- **Batch** Nodes/Flows for data-intensive tasks.
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- **Async** Nodes/Flows allow waits or **Parallel** execution
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<div align="center">
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<img src="https://github.com/miniLLMFlow/PocketFlow/raw/main/assets/minillmflow.jpg?raw=true" width="400"/>
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</div>
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> Have questions? Chat with [AI Assistant](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-mini-llm-flow-assistant)
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{: .note }
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## Core Abstraction
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- [Node](./node.md)
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- [Flow](./flow.md)
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- [Communication](./communication.md)
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- [Batch](./batch.md)
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- [(Advanced) Async](./async.md)
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- [(Advanced) Parallel](./parallel.md)
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## Low-Level Details
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- [LLM Wrapper](./llm.md)
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- [Tool](./tool.md)
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- [Viz and Debug](./viz.md)
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- Chunking
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> We do not provide built-in implementations.
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>
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> Example implementations are provided as reference.
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{: .warning }
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## High-Level Paradigm
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- [Structured Output](./structure.md)
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- [Task Decomposition](./decomp.md)
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- [Map Reduce](./mapreduce.md)
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- [RAG](./rag.md)
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- [Chat Memory](./memory.md)
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- [Agent](./agent.md)
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- [(Advanced) Multi-Agents](./multi_agent.md)
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- Evaluation
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## Example LLM Apps
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[LLM System Design Guidance](./guide.md)
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- [Summarization + QA agent for Paul Graham Essay](./essay.md)
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- More coming soon...
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