mirror of
https://github.com/aljazceru/Tutorial-Codebase-Knowledge.git
synced 2026-02-03 05:34:30 +01:00
add nav
This commit is contained in:
@@ -1,5 +1,5 @@
|
|||||||
# Basic site settings
|
# Basic site settings
|
||||||
title: Turns Codebase into Easy Tutorial
|
title: Codebase to Tutorial
|
||||||
|
|
||||||
# Theme settings
|
# Theme settings
|
||||||
remote_theme: just-the-docs/just-the-docs
|
remote_theme: just-the-docs/just-the-docs
|
||||||
|
|||||||
@@ -1,3 +1,9 @@
|
|||||||
|
---
|
||||||
|
layout: default
|
||||||
|
title: "Design"
|
||||||
|
nav_order: 2
|
||||||
|
---
|
||||||
|
|
||||||
# Design Doc: Your Project Name
|
# Design Doc: Your Project Name
|
||||||
|
|
||||||
> Please DON'T remove notes for AI
|
> Please DON'T remove notes for AI
|
||||||
|
|||||||
@@ -4,66 +4,22 @@ title: "Home"
|
|||||||
nav_order: 1
|
nav_order: 1
|
||||||
---
|
---
|
||||||
|
|
||||||
# Pocket Flow
|
# Turns Codebase into Easy Tutorial
|
||||||
|
|
||||||
A [100-line](https://github.com/the-pocket/PocketFlow/blob/main/pocketflow/__init__.py) minimalist LLM framework for *Agents, Task Decomposition, RAG, etc*.
|
Ever stared at a new codebase written by others feeling completely lost? This project analyzes GitHub repositories and creates beginner-friendly tutorials explaining exactly how the code works.
|
||||||
|
|
||||||
- **Lightweight**: Just the core graph abstraction in 100 lines. ZERO dependencies, and vendor lock-in.
|
<p align="center">
|
||||||
- **Expressive**: Everything you love from larger frameworks—([Multi-](./design_pattern/multi_agent.html))[Agents](./design_pattern/agent.html), [Workflow](./design_pattern/workflow.html), [RAG](./design_pattern/rag.html), and more.
|
<a href="https://github.com/The-Pocket/PocketFlow" target="_blank">
|
||||||
- **Agentic-Coding**: Intuitive enough for AI agents to help humans build complex LLM applications.
|
<img
|
||||||
|
src="./assets/banner.png" width="800"
|
||||||
|
/>
|
||||||
|
</a>
|
||||||
|
</p>
|
||||||
|
|
||||||
<div align="center">
|
Built with [Pocket Flow](https://github.com/The-Pocket/PocketFlow), a 100-line LLM framework.
|
||||||
<img src="https://github.com/the-pocket/.github/raw/main/assets/meme.jpg?raw=true" width="400"/>
|
|
||||||
</div>
|
## Example Result
|
||||||
|
|
||||||
|
|
||||||
## Core Abstraction
|
- [Autogen Core](./AutoGen Core/index.md)
|
||||||
|
|
||||||
We model the LLM workflow as a **Graph + Shared Store**:
|
|
||||||
|
|
||||||
- [Node](./core_abstraction/node.md) handles simple (LLM) tasks.
|
|
||||||
- [Flow](./core_abstraction/flow.md) connects nodes through **Actions** (labeled edges).
|
|
||||||
- [Shared Store](./core_abstraction/communication.md) enables communication between nodes within flows.
|
|
||||||
- [Batch](./core_abstraction/batch.md) nodes/flows allow for data-intensive tasks.
|
|
||||||
- [Async](./core_abstraction/async.md) nodes/flows allow waiting for asynchronous tasks.
|
|
||||||
- [(Advanced) Parallel](./core_abstraction/parallel.md) nodes/flows handle I/O-bound tasks.
|
|
||||||
|
|
||||||
<div align="center">
|
|
||||||
<img src="https://github.com/the-pocket/.github/raw/main/assets/abstraction.png" width="700"/>
|
|
||||||
</div>
|
|
||||||
|
|
||||||
## Design Pattern
|
|
||||||
|
|
||||||
From there, it’s easy to implement popular design patterns:
|
|
||||||
|
|
||||||
- [Agent](./design_pattern/agent.md) autonomously makes decisions.
|
|
||||||
- [Workflow](./design_pattern/workflow.md) chains multiple tasks into pipelines.
|
|
||||||
- [RAG](./design_pattern/rag.md) integrates data retrieval with generation.
|
|
||||||
- [Map Reduce](./design_pattern/mapreduce.md) splits data tasks into Map and Reduce steps.
|
|
||||||
- [Structured Output](./design_pattern/structure.md) formats outputs consistently.
|
|
||||||
- [(Advanced) Multi-Agents](./design_pattern/multi_agent.md) coordinate multiple agents.
|
|
||||||
|
|
||||||
<div align="center">
|
|
||||||
<img src="https://github.com/the-pocket/.github/raw/main/assets/design.png" width="700"/>
|
|
||||||
</div>
|
|
||||||
|
|
||||||
## Utility Function
|
|
||||||
|
|
||||||
We **do not** provide built-in utilities. Instead, we offer *examples*—please *implement your own*:
|
|
||||||
|
|
||||||
- [LLM Wrapper](./utility_function/llm.md)
|
|
||||||
- [Viz and Debug](./utility_function/viz.md)
|
|
||||||
- [Web Search](./utility_function/websearch.md)
|
|
||||||
- [Chunking](./utility_function/chunking.md)
|
|
||||||
- [Embedding](./utility_function/embedding.md)
|
|
||||||
- [Vector Databases](./utility_function/vector.md)
|
|
||||||
- [Text-to-Speech](./utility_function/text_to_speech.md)
|
|
||||||
|
|
||||||
**Why not built-in?**: I believe it's a *bad practice* for vendor-specific APIs in a general framework:
|
|
||||||
- *API Volatility*: Frequent changes lead to heavy maintenance for hardcoded APIs.
|
|
||||||
- *Flexibility*: You may want to switch vendors, use fine-tuned models, or run them locally.
|
|
||||||
- *Optimizations*: Prompt caching, batching, and streaming are easier without vendor lock-in.
|
|
||||||
|
|
||||||
## Ready to build your Apps?
|
|
||||||
|
|
||||||
Check out [Agentic Coding Guidance](./guide.md), the fastest way to develop LLM projects with Pocket Flow!
|
|
||||||
|
|||||||
Reference in New Issue
Block a user