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init batch tutorial

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cookbook/pocketflow-batch/README.md
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@ -27,11 +27,6 @@ export ANTHROPIC_API_KEY="your-api-key-here"
python main.py python main.py
``` ```
4. Try your own reasoning problem:
```bash
python main.py --problem "Your complex reasoning problem here" --tries 5
```
## How It Works ## How It Works
The implementation uses a MajorityVoteNode that processes multiple attempts and finds consensus: The implementation uses a MajorityVoteNode that processes multiple attempts and finds consensus:
@ -49,29 +44,35 @@ The MajorityVoteNode:
This approach helps overcome occasional reasoning errors that might occur in individual attempts. This approach helps overcome occasional reasoning errors that might occur in individual attempts.
## Example Problem ## Example Output
Example Problem from [Quant Interview](https://www.youtube.com/watch?v=SCP7JptxPU0):
```
You work at a shoe factory. In front of you, there are three pairs of shoes (six individual shoes) with the following sizes: two size 4s, two size 5s, and two size 6s. The factory defines an "acceptable pair" as two shoes that differ in size by a maximum of one size (e.g., a size 5 and a size 6 would be an acceptable pair). If you close your eyes and randomly pick three pairs of shoes without replacement, what is the probability that you end up drawing three acceptable pairs?
```
Below is an example of how the majority vote approach uses Claude 3.7 Sonnet to solve this complex problem: Below is an example of how the majority vote approach uses Claude 3.7 Sonnet to solve this complex problem:
``` ```
======================== Translated Chinese text
All structured answers: ['0.333', '0.333', '0.333', '0.6', '0.333']
Majority vote => 0.333
Frequency => 4
========================
=== Final Answer === Translated Spanish text
0.333 Translated Japanese text
==================== Translated German text
Translated Russian text
Translated Portuguese text
Translated French text
Translated Korean text
Saved translation to translations/README_CHINESE.md
Saved translation to translations/README_SPANISH.md
Saved translation to translations/README_JAPANESE.md
Saved translation to translations/README_GERMAN.md
Saved translation to translations/README_RUSSIAN.md
Saved translation to translations/README_PORTUGUESE.md
Saved translation to translations/README_FRENCH.md
Saved translation to translations/README_KOREAN.md
=== Translation Complete ===
Translations saved to: translations
============================
``` ```
This shows that 4 out of 5 attempts yielded the same answer (0.333), which is chosen as the final solution.
## Files ## Files

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@ -9,51 +9,51 @@
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat"> <img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a> </a>
Pocket Flow 是一个仅[100行代码](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)的极简主义 LLM 框架 Pocket Flow 是一个[仅有100行代码](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)的极简主义LLM框架
- **轻量级**：仅100行代码。零臃肿，零依赖，零供应商锁定。 - **轻量级**：仅100行代码。零臃肿，零依赖，零供应商锁定。
- **表达力强**：拥有你喜爱的一切——([多](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[智能体](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html)、[工作流](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html)、[RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)等等。 - **表达力强**：包含你喜爱的一切——([多](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[智能体](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html)、[工作流](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html)、[RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)等等。
- **[智能体编程](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**：让AI智能体（如Cursor AI）构建智能体—生产力提升10倍！ - **[智能体编程](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**：让AI智能体（例如Cursor AI）构建智能体——生产力提升10倍！
- 安装：```pip install pocketflow```或直接复制[源代码](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)（仅100行）。 - 安装方式：```pip install pocketflow```或者直接复制[源代码](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)（仅100行）。
- 了解更多，请查看[文档](https://the-pocket.github.io/PocketFlow/)。了解动机，请阅读[故事](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just)。 - 了解更多，请查看[文档](https://the-pocket.github.io/PocketFlow/)。了解开发动机，阅读[故事](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just)。
- 🎉 加入我们的[Discord](https://discord.gg/hUHHE9Sa6T)！ - 🎉 加入我们的[Discord社区](https://discord.gg/hUHHE9Sa6T)！
- 🎉 感谢[@zvictor](https://www.github.com/zvictor)、[@jackylee941130](https://www.github.com/jackylee941130)和[@ZebraRoy](https://www.github.com/ZebraRoy)，我们现在有了[TypeScript版本](https://github.com/The-Pocket/PocketFlow-Typescript)！ - 🎉 感谢[@zvictor](https://www.github.com/zvictor)、[@jackylee941130](https://www.github.com/jackylee941130)和[@ZebraRoy](https://www.github.com/ZebraRoy)，我们现在有了[TypeScript版本](https://github.com/The-Pocket/PocketFlow-Typescript)！
## 为什么选择Pocket Flow？ ## 为什么选择Pocket Flow？
当前的LLM框架过于臃肿...LLM框架只需要100行代码！ 当前的LLM框架过于臃肿... LLM框架只需要100行代码就够了！
<div align="center"> <div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/> <img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **抽象** | **应用特定包装器** | **供应商特定包装器** | **代码行数** | **大小** | | | **抽象概念** | **特定应用包装器** | **特定厂商包装器** | **代码行数** | **大小** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:| |----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | 智能体, 链 | 很多 <br><sup><sub>(例如，问答，摘要)</sub></sup> | 很多 <br><sup><sub>(例如，OpenAI, Pinecone等)</sub></sup> | 405K | +166MB | | LangChain | 智能体, 链 | 很多 <br><sup><sub>(例如问答, 摘要)</sub></sup> | 很多 <br><sup><sub>(例如OpenAI, Pinecone等)</sub></sup> | 405K | +166MB |
| CrewAI | 智能体, 链 | 很多 <br><sup><sub>(例如，FileReadTool, SerperDevTool)</sub></sup> | 很多 <br><sup><sub>(例如，OpenAI, Anthropic, Pinecone等)</sub></sup> | 18K | +173MB | | CrewAI | 智能体, 链 | 很多 <br><sup><sub>(例如FileReadTool, SerperDevTool)</sub></sup> | 很多 <br><sup><sub>(例如OpenAI, Anthropic, Pinecone等)</sub></sup> | 18K | +173MB |
| SmolAgent | 智能体 | 一些 <br><sup><sub>(例如，CodeAgent, VisitWebTool)</sub></sup> | 一些 <br><sup><sub>(例如，DuckDuckGo, Hugging Face等)</sub></sup> | 8K | +198MB | | SmolAgent | 智能体 | 一些 <br><sup><sub>(例如CodeAgent, VisitWebTool)</sub></sup> | 一些 <br><sup><sub>(例如DuckDuckGo, Hugging Face等)</sub></sup> | 8K | +198MB |
| LangGraph | 智能体, 图 | 一些 <br><sup><sub>(例如，语义搜索)</sub></sup> | 一些 <br><sup><sub>(例如，PostgresStore, SqliteSaver等) </sub></sup> | 37K | +51MB | | LangGraph | 智能体, 图 | 一些 <br><sup><sub>(例如语义搜索)</sub></sup> | 一些 <br><sup><sub>(例如PostgresStore, SqliteSaver等) </sub></sup> | 37K | +51MB |
| AutoGen | 智能体 | 一些 <br><sup><sub>(例如，工具智能体，聊天智能体)</sub></sup> | 很多 <sup><sub>[可选]<br> (例如，OpenAI, Pinecone等)</sub></sup> | 7K <br><sup><sub>(仅核心)</sub></sup> | +26MB <br><sup><sub>(仅核心)</sub></sup> | | AutoGen | 智能体 | 一些 <br><sup><sub>(例如Tool Agent, Chat Agent)</sub></sup> | 很多 <sup><sub>[可选]<br> (例如OpenAI, Pinecone等)</sub></sup> | 7K <br><sup><sub>(仅核心)</sub></sup> | +26MB <br><sup><sub>(仅核心)</sub></sup> |
| **PocketFlow** | **图** | **无** | **无** | **100** | **+56KB** | | **PocketFlow** | **图** | **无** | **无** | **100** | **+56KB** |
</div> </div>
## Pocket Flow如何工作？ ## Pocket Flow如何工作？
这[100行代码](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)捕捉了LLM框架的核心抽象：图！ 这[100行代码](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)捕获了LLM框架的核心抽象：图！
<br> <br>
<div align="center"> <div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/> <img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div> </div>
<br> <br>
从此出发，很容易实现流行的设计模式，如([多](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[智能体](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html)、[工作流](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html)、[RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)等。 基于此，易于实现流行的设计模式，如([多](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[智能体](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html)、[工作流](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html)、[RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)等。
<br> <br>
<div align="center"> <div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/> <img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
@ -65,30 +65,30 @@ Pocket Flow 是一个仅[100行代码](https://github.com/The-Pocket/PocketFlow/
| 名称 | 难度 | 描述 | | 名称 | 难度 | 描述 |
| :-------------: | :-------------: | :--------------------- | | :-------------: | :-------------: | :--------------------- |
| [聊天](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *极简* | 具有对话历史的基础聊天机器人 | | [聊天](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *简单* | 带有会话历史的基础聊天机器人 |
| [结构化输出](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *极简* | 通过提示从简历中提取结构化数据 | | [结构化输出](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *简单* | 通过提示从简历中提取结构化数据 |
| [工作流](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *极简* | 一个包含大纲、内容写作和风格应用的写作工作流 | | [工作流](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *简单* | 能够概述、撰写内容并应用样式的写作工作流 |
| [智能体](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *极简* | 一个能够搜索网络并回答问题的研究智能体 | | [智能体](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *简单* | 能够搜索网络并回答问题的研究智能体 |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *极简* | 一个简单的检索增强生成过程 | | [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *简单* | 简单的检索增强生成过程 |
| [映射-归约](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *极简* | 使用映射-归约模式进行批量评估的简历资格处理器 | | [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *简单* | 使用map-reduce模式进行批量评估的简历资格处理器 |
| [流式处理](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *极简* | 具有用户中断功能的实时LLM流式演示 | | [流式处理](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *简单* | 具有用户中断功能的实时LLM流式演示 |
| [聊天护栏](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *极简* | 仅处理与旅行相关查询的旅行顾问聊天机器人 | | [聊天护栏](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *简单* | 只处理与旅行相关查询的旅行顾问聊天机器人 |
| [多智能体](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *初级* | 一个用于两个智能体之间异步通信的禁忌词游戏 | | [多智能体](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *初级* | 两个智能体之间进行异步通信的禁忌词游戏 |
| [监督者](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *初级* | 研究智能体变得不可靠...让我们构建一个监督流程 | | [监督者](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *初级* | 研究智能体变得不可靠...让我们构建一个监督过程 |
| [并行](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *初级* | 展示3倍加速的并行执行演示 | | [并行处理](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *初级* | 展示3倍加速的并行执行演示 |
| [并行流](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *初级* | 使用多个过滤器展示8倍加速的并行图像处理演示 | | [并行流](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *初级* | 使用多个过滤器展示8倍加速的并行图像处理演示 |
| [多数投票](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *初级* | 通过聚合多个解决方案尝试提高推理准确性 | | [多数投票](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *初级* | 通过汇总多个解决方案尝试来提高推理准确性 |
| [思考](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *初级* | 通过思维链解决复杂推理问题 | | [思考](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *初级* | 通过思维链解决复杂推理问题 |
| [记忆](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *初级* | 具有短期和长期记忆的聊天机器人 | | [记忆](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *初级* | 具有短期和长期记忆的聊天机器人 |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *初级* | 使用模型上下文协议进行数值运算的智能体 | | [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *初级* | 使用模型上下文协议进行数值运算的智能体 |
</div> </div>
👀 想看更多极简教程？[创建一个issue！](https://github.com/The-Pocket/PocketFlow/issues/new) 👀 想看更多初学者教程？[创建一个issue！](https://github.com/The-Pocket/PocketFlow/issues/new)
## 如何使用Pocket Flow？ ## 如何使用Pocket Flow？
🚀 通过**智能体编程**——最快的LLM应用开发范式，其中*人类设计*而*智能体编码*！ 🚀 通过**智能体编程**——最快的LLM应用开发范式，*人类设计*，*智能体编码*！
<br> <br>
<div align="center"> <div align="center">
@ -105,15 +105,15 @@ Pocket Flow 是一个仅[100行代码](https://github.com/The-Pocket/PocketFlow/
| 应用名称 | 难度 | 主题 | 人类设计 | 智能体代码 | | 应用名称 | 难度 | 主题 | 人类设计 | 智能体代码 |
| :-------------: | :-------------: | :---------------------: | :---: | :---: | | :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [用Cursor构建Cursor](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>我们很快就会达到奇点...</sup></sub> | ★★★ <br> *高级* | [智能体](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [设计文档](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py) | [用Cursor构建Cursor](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>我们很快就会达到奇点...</sup></sub> | ★★★ <br> *高级* | [智能体](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [设计文档](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [咨询AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>咨询AI版Paul Graham，以防你未被录取</sup></sub> | ★★☆ <br> *中级* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [映射-归约](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [设计文档](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py) | [询问AI版Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>如果你无法联系到真人，可以询问AI版Paul Graham</sup></sub> | ★★☆ <br> *中级* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [设计文档](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [Youtube摘要器](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> 像对五岁孩子一样向你解释YouTube视频 </sup></sub> | ★☆☆ <br> *初级* | [映射-归约](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [设计文档](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py) | [Youtube总结器](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> 像解释给5岁小孩一样解释YouTube视频 </sup></sub> | ★☆☆ <br> *初级* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [设计文档](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [冷启动生成器](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> 即时破冰器，让冷门线索变热门 </sup></sub> | ★☆☆ <br> *初级* | [映射-归约](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [网络搜索](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [设计文档](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py) | [冷启动开场白生成器](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> 即时破冰话题，将冷门线索变热 </sup></sub> | ★☆☆ <br> *初级* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [网络搜索](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [设计文档](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [流程代码](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div> </div>
- 想学习**智能体编程**？ - 想学习**智能体编程**？
- 查看[我的YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)，了解上述应用如何制作的视频教程！ - 查看[我的YouTube频道](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)获取关于上述应用制作的视频教程！
- 想构建自己的LLM应用？阅读这篇[文章](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)！从[这个模板](https://github.com/The-Pocket/PocketFlow-Template-Python)开始！ - 想构建自己的LLM应用？阅读这篇[文章](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)！从[这个模板](https://github.com/The-Pocket/PocketFlow-Template-Python)开始！

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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" width="600"/>
</div>
![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)
[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://the-pocket.github.io/PocketFlow/)
<a href="https://discord.gg/hUHHE9Sa6T">
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a>
Pocket Flow est un framework LLM minimaliste de [100 lignes](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Léger**: Seulement 100 lignes. Zéro surcharge, zéro dépendances, zéro verrouillage de fournisseur.
- **Expressif**: Tout ce que vous aimez—([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agents](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), et plus encore.
- **[Programmation Agentique](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Laissez les Agents IA (par exemple, Cursor AI) construire des Agents—productivité multipliée par 10 !
- Pour installer, ```pip install pocketflow``` ou copiez simplement le [code source](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) (seulement 100 lignes).
- Pour en savoir plus, consultez la [documentation](https://the-pocket.github.io/PocketFlow/). Pour comprendre la motivation, lisez l'[histoire](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
- 🎉 Rejoignez notre [discord](https://discord.gg/hUHHE9Sa6T) !
- 🎉 Merci à [@zvictor](https://www.github.com/zvictor), [@jackylee941130](https://www.github.com/jackylee941130) et [@ZebraRoy](https://www.github.com/ZebraRoy), nous avons maintenant une [version TypeScript](https://github.com/The-Pocket/PocketFlow-Typescript) !
## Pourquoi Pocket Flow ?
Les frameworks LLM actuels sont surchargés... Vous n'avez besoin que de 100 lignes pour un framework LLM !
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **Abstraction** | **Wrappers spécifiques aux applications** | **Wrappers spécifiques aux fournisseurs** | **Lignes** | **Taille** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agent, Chain | Nombreux <br><sup><sub>(ex., QA, Résumé)</sub></sup> | Nombreux <br><sup><sub>(ex., OpenAI, Pinecone, etc.)</sub></sup> | 405K | +166MB |
| CrewAI | Agent, Chain | Nombreux <br><sup><sub>(ex., FileReadTool, SerperDevTool)</sub></sup> | Nombreux <br><sup><sub>(ex., OpenAI, Anthropic, Pinecone, etc.)</sub></sup> | 18K | +173MB |
| SmolAgent | Agent | Quelques <br><sup><sub>(ex., CodeAgent, VisitWebTool)</sub></sup> | Quelques <br><sup><sub>(ex., DuckDuckGo, Hugging Face, etc.)</sub></sup> | 8K | +198MB |
| LangGraph | Agent, Graph | Quelques <br><sup><sub>(ex., Recherche Sémantique)</sub></sup> | Quelques <br><sup><sub>(ex., PostgresStore, SqliteSaver, etc.) </sub></sup> | 37K | +51MB |
| AutoGen | Agent | Quelques <br><sup><sub>(ex., Tool Agent, Chat Agent)</sub></sup> | Nombreux <sup><sub>[Optionnel]<br> (ex., OpenAI, Pinecone, etc.)</sub></sup> | 7K <br><sup><sub>(core-only)</sub></sup> | +26MB <br><sup><sub>(core-only)</sub></sup> |
| **PocketFlow** | **Graph** | **Aucun** | **Aucun** | **100** | **+56KB** |
</div>
## Comment fonctionne Pocket Flow ?
Les [100 lignes](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) capturent l'abstraction principale des frameworks LLM : le Graphe !
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
À partir de là, il est facile d'implémenter des modèles de conception populaires comme ([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agents](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), etc.
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ Voici les tutoriels de base :
<div align="center">
| Nom | Difficulté | Description |
| :-------------: | :-------------: | :--------------------- |
| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Débutant* | Un chatbot de base avec historique de conversation |
| [Sortie Structurée](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Débutant* | Extraction de données structurées à partir de CV par prompt |
| [Workflow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Débutant* | Un workflow d'écriture qui structure, écrit du contenu et applique un style |
| [Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Débutant* | Un agent de recherche qui peut effectuer des recherches sur le web et répondre aux questions |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Débutant* | Un processus simple de génération augmentée par récupération |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *Débutant* | Un processeur de qualification de CV utilisant le modèle map-reduce pour l'évaluation par lots |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Débutant* | Une démo de streaming LLM en temps réel avec capacité d'interruption utilisateur |
| [Garde-fou de Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Débutant* | Un chatbot conseiller de voyage qui ne traite que les requêtes liées au voyage |
| [Multi-Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Intermédiaire* | Un jeu de Taboo pour la communication asynchrone entre deux agents |
| [Superviseur](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Intermédiaire* | L'agent de recherche devient peu fiable... Construisons un processus de supervision |
| [Parallèle](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Intermédiaire* | Une démo d'exécution parallèle qui montre une accélération 3x |
| [Flux Parallèle](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Intermédiaire* | Une démo de traitement d'image parallèle montrant une accélération 8x avec plusieurs filtres |
| [Vote à la majorité](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Intermédiaire* | Améliore la précision du raisonnement en agrégeant plusieurs tentatives de solution |
| [Réflexion](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Intermédiaire* | Résout des problèmes de raisonnement complexes grâce à la Chaîne de Pensée |
| [Mémoire](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Intermédiaire* | Un chatbot avec mémoire à court et long terme |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Intermédiaire* | Agent utilisant le Protocole de Contexte de Modèle pour des opérations numériques |
</div>
👀 Vous voulez voir d'autres tutoriels pour débutants ? [Créez une issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Comment utiliser Pocket Flow ?
🚀 Grâce à la **Programmation Agentique**—le paradigme de développement d'applications LLM le plus rapide—où *les humains conçoivent* et *les agents codent* !
<br>
<div align="center">
<a href="https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to" target="_blank">
<img src="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F423a39af-49e8-483b-bc5a-88cc764350c6_1050x588.png" width="700" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ Voici des exemples d'applications LLM plus complexes :
<div align="center">
| Nom de l'application | Difficulté | Sujets | Conception Humaine | Code Agent |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Construire Cursor avec Cursor](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>Nous atteindrons bientôt la singularité ...</sup></sub> | ★★★ <br> *Avancé* | [Agent](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [Document de conception](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [Code Flow](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [Demandez à l'IA Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Demandez à l'IA Paul Graham, au cas où vous n'êtes pas accepté</sup></sub> | ★★☆ <br> *Moyen* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [Document de conception](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [Code Flow](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [Résumeur Youtube](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> Explique les vidéos YouTube comme si vous aviez 5 ans </sup></sub> | ★☆☆ <br> *Intermédiaire* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [Document de conception](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [Code Flow](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [Générateur d'Introduction](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> Des brise-glaces instantanés qui transforment les prospects froids en prospects chauds </sup></sub> | ★☆☆ <br> *Intermédiaire* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Recherche Web](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [Document de conception](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [Code Flow](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- Vous voulez apprendre la **Programmation Agentique** ?
- Consultez [ma chaîne YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) pour des tutoriels vidéo sur la façon dont certaines applications ci-dessus sont créées !
- Vous souhaitez créer votre propre application LLM ? Lisez cet [article](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to) ! Commencez avec [ce modèle](https://github.com/The-Pocket/PocketFlow-Template-Python) !
- Vous voulez apprendre les étapes détaillées ? Lisez ce [Guide](https://the-pocket.github.io/PocketFlow/guide.html) !

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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" width="600"/>
</div>
![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)
[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://the-pocket.github.io/PocketFlow/)
<a href="https://discord.gg/hUHHE9Sa6T">
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a>
Pocket Flow ist ein [100-Zeilen](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) minimalistisches LLM-Framework
- **Leichtgewichtig**: Nur 100 Zeilen. Keine Aufblähung, keine Abhängigkeiten, keine Anbieter-Bindung.
- **Ausdrucksstark**: Alles, was du liebst—([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agenten](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) und mehr.
- **[Agentisches Programmieren](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Lass KI-Agenten (z.B. Cursor AI) Agenten bauen—10-fache Produktivitätssteigerung!
- Zur Installation, ```pip install pocketflow``` oder kopiere einfach den [Quellcode](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) (nur 100 Zeilen).
- Um mehr zu erfahren, schau dir die [Dokumentation](https://the-pocket.github.io/PocketFlow/) an. Um die Motivation zu verstehen, lies die [Geschichte](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
- 🎉 Tritt unserem [Discord](https://discord.gg/hUHHE9Sa6T) bei!
- 🎉 Dank [@zvictor](https://www.github.com/zvictor), [@jackylee941130](https://www.github.com/jackylee941130) und [@ZebraRoy](https://www.github.com/ZebraRoy) haben wir jetzt eine [TypeScript-Version](https://github.com/The-Pocket/PocketFlow-Typescript)!
## Warum Pocket Flow?
Aktuelle LLM-Frameworks sind aufgebläht... Du brauchst nur 100 Zeilen für ein LLM-Framework!
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **Abstraktion** | **App-spezifische Wrapper** | **Anbieter-spezifische Wrapper** | **Zeilen** | **Größe** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agent, Chain | Viele <br><sup><sub>(z.B. QA, Zusammenfassung)</sub></sup> | Viele <br><sup><sub>(z.B. OpenAI, Pinecone, usw.)</sub></sup> | 405K | +166MB |
| CrewAI | Agent, Chain | Viele <br><sup><sub>(z.B. FileReadTool, SerperDevTool)</sub></sup> | Viele <br><sup><sub>(z.B. OpenAI, Anthropic, Pinecone, usw.)</sub></sup> | 18K | +173MB |
| SmolAgent | Agent | Einige <br><sup><sub>(z.B. CodeAgent, VisitWebTool)</sub></sup> | Einige <br><sup><sub>(z.B. DuckDuckGo, Hugging Face, usw.)</sub></sup> | 8K | +198MB |
| LangGraph | Agent, Graph | Einige <br><sup><sub>(z.B. Semantische Suche)</sub></sup> | Einige <br><sup><sub>(z.B. PostgresStore, SqliteSaver, usw.) </sub></sup> | 37K | +51MB |
| AutoGen | Agent | Einige <br><sup><sub>(z.B. Tool Agent, Chat Agent)</sub></sup> | Viele <sup><sub>[Optional]<br> (z.B. OpenAI, Pinecone, usw.)</sub></sup> | 7K <br><sup><sub>(nur Kern)</sub></sup> | +26MB <br><sup><sub>(nur Kern)</sub></sup> |
| **PocketFlow** | **Graph** | **Keine** | **Keine** | **100** | **+56KB** |
</div>
## Wie funktioniert Pocket Flow?
Die [100 Zeilen](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) erfassen die Kernabstraktion von LLM-Frameworks: Graph!
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
Von dort aus ist es einfach, beliebte Designmuster wie ([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agenten](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) usw. zu implementieren.
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ Hier sind grundlegende Tutorials:
<div align="center">
| Name | Schwierigkeit | Beschreibung |
| :-------------: | :-------------: | :--------------------- |
| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Dummy* | Ein einfacher Chatbot mit Konversationsverlauf |
| [Strukturierte Ausgabe](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Dummy* | Extrahieren strukturierter Daten aus Lebensläufen durch Prompting |
| [Workflow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Dummy* | Ein Schreibworkflow, der Gliederungen erstellt, Inhalte schreibt und Styling anwendet |
| [Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Dummy* | Ein Recherche-Agent, der im Web suchen und Fragen beantworten kann |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Dummy* | Ein einfacher Retrieval-augmented Generation-Prozess |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *Dummy* | Ein Lebenslauf-Qualifikationsprozessor mit Map-Reduce-Muster für Batch-Auswertung |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Dummy* | Eine Echtzeit-LLM-Streaming-Demo mit Benutzerunterbrechungsfähigkeit |
| [Chat-Absicherung](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Dummy* | Ein Reiseberater-Chatbot, der nur reisebezogene Anfragen verarbeitet |
| [Multi-Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Anfänger* | Ein Tabu-Wortspiel für asynchrone Kommunikation zwischen zwei Agenten |
| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Anfänger* | Forschungsagent wird unzuverlässig... Bauen wir einen Überwachungsprozess! |
| [Parallel](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Anfänger* | Eine parallele Ausführungs-Demo, die 3x Beschleunigung zeigt |
| [Parallel Flow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Anfänger* | Eine parallele Bildverarbeitungs-Demo, die 8x Beschleunigung mit mehreren Filtern zeigt |
| [Mehrheitsvotum](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Anfänger* | Verbessere die Reasoning-Genauigkeit durch Aggregation mehrerer Lösungsversuche |
| [Thinking](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Anfänger* | Löse komplexe Reasoning-Probleme durch Chain-of-Thought |
| [Memory](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Anfänger* | Ein Chatbot mit Kurz- und Langzeitgedächtnis |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Anfänger* | Agent, der das Model Context Protocol für numerische Operationen verwendet |
</div>
👀 Möchtest du andere Tutorials für Anfänger sehen? [Erstelle ein Issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Wie verwendet man Pocket Flow?
🚀 Durch **Agentisches Programmieren**—das schnellste LLM-App-Entwicklungsparadigma, bei dem *Menschen designen* und *Agenten programmieren*!
<br>
<div align="center">
<a href="https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to" target="_blank">
<img src="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F423a39af-49e8-483b-bc5a-88cc764350c6_1050x588.png" width="700" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ Hier sind Beispiele für komplexere LLM-Apps:
<div align="center">
| App-Name | Schwierigkeit | Themen | Menschliches Design | Agent-Code |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Cursor mit Cursor bauen](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>Wir werden bald die Singularität erreichen ...</sup></sub> | ★★★ <br> *Fortgeschritten* | [Agent](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [Design-Dokument](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [Flow-Code](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [Frag KI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Frag KI Paul Graham, falls du nicht reinkommst</sup></sub> | ★★☆ <br> *Mittel* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [Design-Dokument](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [Flow-Code](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [Youtube-Zusammenfasser](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> Erklärt dir YouTube-Videos, als wärst du 5 </sup></sub> | ★☆☆ <br> *Anfänger* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [Design-Dokument](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [Flow-Code](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [Kaltakquise-Generator](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> Sofortige Eisbrecher, die kalte Leads heiß machen </sup></sub> | ★☆☆ <br> *Anfänger* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Web-Suche](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [Design-Dokument](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [Flow-Code](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- Willst du **Agentisches Programmieren** lernen?
- Schau dir [meinen YouTube-Kanal](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) für Video-Tutorials an, wie einige der obigen Apps erstellt wurden!
- Willst du deine eigene LLM-App bauen? Lies diesen [Beitrag](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)! Beginne mit [dieser Vorlage](https://github.com/The-Pocket/PocketFlow-Template-Python)!
- Willst du die detaillierten Schritte lernen? Lies diesen [Leitfaden](https://the-pocket.github.io/PocketFlow/guide.html)!

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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" width="600"/>
</div>
![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)
[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://the-pocket.github.io/PocketFlow/)
<a href="https://discord.gg/hUHHE9Sa6T">
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a>
Pocket Flowは[100行](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)のミニマリストLLMフレームワークです
- **軽量**: わずか100行。余分なもの一切なし、依存関係なし、ベンダーロックインなし。
- **表現力**: あなたが好きなもの全て—([マルチ-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[エージェント](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html)、[ワークフロー](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html)、[RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)など。
- **[エージェンティックコーディング](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: AIエージェント（例：Cursor AI）にエージェントを構築させる—生産性が10倍に！
- インストールするには、```pip install pocketflow```または[ソースコード](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)をコピーするだけです（わずか100行）。
- 詳細については[ドキュメント](https://the-pocket.github.io/PocketFlow/)をご覧ください。動機について学ぶには、[ストーリー](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just)をお読みください。
- 🎉 私たちの[Discord](https://discord.gg/hUHHE9Sa6T)に参加してください！
- 🎉 [@zvictor](https://www.github.com/zvictor)、[@jackylee941130](https://www.github.com/jackylee941130)、[@ZebraRoy](https://www.github.com/ZebraRoy)のおかげで、[TypeScriptバージョン](https://github.com/The-Pocket/PocketFlow-Typescript)もできました！
## なぜPocket Flow？
現在のLLMフレームワークは膨大すぎます... LLMフレームワークには100行だけで十分です！
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **抽象化** | **アプリ固有のラッパー** | **ベンダー固有のラッパー** | **行数** | **サイズ** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | エージェント、チェーン | 多数 <br><sup><sub>(例：QA、要約)</sub></sup> | 多数 <br><sup><sub>(例：OpenAI、Pineconeなど)</sub></sup> | 405K | +166MB |
| CrewAI | エージェント、チェーン | 多数 <br><sup><sub>(例：FileReadTool、SerperDevTool)</sub></sup> | 多数 <br><sup><sub>(例：OpenAI、Anthropic、Pineconeなど)</sub></sup> | 18K | +173MB |
| SmolAgent | エージェント | いくつか <br><sup><sub>(例：CodeAgent、VisitWebTool)</sub></sup> | いくつか <br><sup><sub>(例：DuckDuckGo、Hugging Faceなど)</sub></sup> | 8K | +198MB |
| LangGraph | エージェント、グラフ | いくつか <br><sup><sub>(例：セマンティック検索)</sub></sup> | いくつか <br><sup><sub>(例：PostgresStore、SqliteSaverなど) </sub></sup> | 37K | +51MB |
| AutoGen | エージェント | いくつか <br><sup><sub>(例：ツールエージェント、チャットエージェント)</sub></sup> | 多数 <sup><sub>[オプション]<br> (例：OpenAI、Pineconeなど)</sub></sup> | 7K <br><sup><sub>(コアのみ)</sub></sup> | +26MB <br><sup><sub>(コアのみ)</sub></sup> |
| **PocketFlow** | **グラフ** | **なし** | **なし** | **100** | **+56KB** |
</div>
## Pocket Flowはどのように動作しますか？
[100行](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)のコードはLLMフレームワークの核となる抽象化を捉えています：グラフ！
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
そこから、([マルチ-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[エージェント](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html)、[ワークフロー](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html)、[RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html)などの人気のあるデザインパターンを簡単に実装できます。
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ 以下は基本的なチュートリアルです：
<div align="center">
| 名前 | 難易度 | 説明 |
| :-------------: | :-------------: | :--------------------- |
| [チャット](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *超簡単* | 会話履歴を持つ基本的なチャットボット |
| [構造化出力](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *超簡単* | プロンプトによる履歴書からの構造化データの抽出 |
| [ワークフロー](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *超簡単* | 概要を作成し、コンテンツを書き、スタイルを適用するライティングワークフロー |
| [エージェント](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *超簡単* | ウェブを検索して質問に答えることができる研究エージェント |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *超簡単* | シンプルな検索拡張生成プロセス |
| [マップ-リデュース](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *超簡単* | バッチ評価のためのマップリデュースパターンを使用した履歴書資格処理 |
| [ストリーミング](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *超簡単* | ユーザー中断機能を備えたリアルタイムLLMストリーミングデモ |
| [チャットガードレール](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *超簡単* | 旅行関連のクエリのみを処理する旅行アドバイザーチャットボット |
| [マルチエージェント](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *初級* | 2つのエージェント間の非同期通信のためのタブーワードゲーム |
| [スーパーバイザー](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *初級* | 研究エージェントが信頼性に欠ける場合... 監視プロセスを構築しましょう |
| [並列](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *初級* | 3倍の速度向上を示す並列実行デモ |
| [並列フロー](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *初級* | 複数のフィルターで8倍の速度向上を示す並列画像処理デモ |
| [多数決](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *初級* | 複数の解決策を集約して推論精度を向上させる |
| [思考](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *初級* | 思考連鎖を通じて複雑な推論問題を解決する |
| [メモリ](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *初級* | 短期および長期記憶を持つチャットボット |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *初級* | 数値演算のためのモデルコンテキストプロトコルを使用するエージェント |
</div>
👀 他の超簡単なチュートリアルが見たいですか？[課題を作成してください！](https://github.com/The-Pocket/PocketFlow/issues/new)
## Pocket Flowの使い方は？
🚀 **エージェンティックコーディング**を通じて—最速のLLMアプリ開発パラダイムで、*人間が設計し*、*エージェントがコードを書く*！
<br>
<div align="center">
<a href="https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to" target="_blank">
<img src="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F423a39af-49e8-483b-bc5a-88cc764350c6_1050x588.png" width="700" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ 以下はより複雑なLLMアプリの例です：
<div align="center">
| アプリ名 | 難易度 | トピック | 人間による設計 | エージェントによるコード |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Cursorを使ってCursorを構築](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>もうすぐシンギュラリティに到達します...</sup></sub> | ★★★ <br> *上級* | [エージェント](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [設計書](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [フローコード](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [AI Paul Grahamに質問する](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>もし入れなかった場合は、AI Paul Grahamに聞いてみましょう</sup></sub> | ★★☆ <br> *中級* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [マップリデュース](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [設計書](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [フローコード](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [Youtubeサマライザー](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> 5歳児にもわかるようにYouTube動画を説明 </sup></sub> | ★☆☆ <br> *初級* | [マップリデュース](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [設計書](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [フローコード](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [コールドオープナージェネレーター](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> 冷たいリードを熱くする即席アイスブレーカー </sup></sub> | ★☆☆ <br> *初級* | [マップリデュース](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Web検索](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [設計書](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [フローコード](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- **エージェンティックコーディング**を学びたいですか？
- 上記のアプリがどのように作られたかのビデオチュートリアルについては、[私のYouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)をチェックしてください！
- 自分のLLMアプリを構築したいですか？この[投稿](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)を読んでください！[このテンプレート](https://github.com/The-Pocket/PocketFlow-Template-Python)から始めましょう！
- 詳細な手順を学びたいですか？この[ガイド](https://the-pocket.github.io/PocketFlow/guide.html)を読んでください！

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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" width="600"/>
</div>
![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)
[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://the-pocket.github.io/PocketFlow/)
<a href="https://discord.gg/hUHHE9Sa6T">
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a>
Pocket Flow는 [100줄](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)의 미니멀리스트 LLM 프레임워크입니다
- **경량화**: 단 100줄. 불필요한 요소 없음, 종속성 없음, 벤더 락인 없음.
- **표현력**: 당신이 좋아하는 모든 것—([다중-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[에이전트](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [워크플로우](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) 등.
- **[에이전틱 코딩](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: AI 에이전트(예: Cursor AI)가 에이전트를 구축하도록—생산성 10배 향상!
- 설치하려면, ```pip install pocketflow```또는 [소스 코드](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)(단 100줄)를 복사하세요.
- 더 알아보려면, [문서](https://the-pocket.github.io/PocketFlow/)를 확인하세요. 개발 동기를 알아보려면, [이야기](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just)를 읽어보세요.
- 🎉 우리의 [디스코드](https://discord.gg/hUHHE9Sa6T)에 참여하세요!
- 🎉 [@zvictor](https://www.github.com/zvictor), [@jackylee941130](https://www.github.com/jackylee941130), [@ZebraRoy](https://www.github.com/ZebraRoy) 덕분에 이제 [TypeScript 버전](https://github.com/The-Pocket/PocketFlow-Typescript)이 있습니다!
## 왜 Pocket Flow인가?
현재 LLM 프레임워크들은 너무 비대합니다... LLM 프레임워크는 100줄만 필요합니다!
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **추상화** | **앱 특화 래퍼** | **벤더 특화 래퍼** | **코드 줄 수** | **크기** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | 에이전트, 체인 | 다수 <br><sup><sub>(예: QA, 요약)</sub></sup> | 다수 <br><sup><sub>(예: OpenAI, Pinecone 등)</sub></sup> | 405K | +166MB |
| CrewAI | 에이전트, 체인 | 다수 <br><sup><sub>(예: FileReadTool, SerperDevTool)</sub></sup> | 다수 <br><sup><sub>(예: OpenAI, Anthropic, Pinecone 등)</sub></sup> | 18K | +173MB |
| SmolAgent | 에이전트 | 일부 <br><sup><sub>(예: CodeAgent, VisitWebTool)</sub></sup> | 일부 <br><sup><sub>(예: DuckDuckGo, Hugging Face 등)</sub></sup> | 8K | +198MB |
| LangGraph | 에이전트, 그래프 | 일부 <br><sup><sub>(예: 시맨틱 검색)</sub></sup> | 일부 <br><sup><sub>(예: PostgresStore, SqliteSaver 등) </sub></sup> | 37K | +51MB |
| AutoGen | 에이전트 | 일부 <br><sup><sub>(예: Tool Agent, Chat Agent)</sub></sup> | 다수 <sup><sub>[선택사항]<br> (예: OpenAI, Pinecone 등)</sub></sup> | 7K <br><sup><sub>(핵심만)</sub></sup> | +26MB <br><sup><sub>(핵심만)</sub></sup> |
| **PocketFlow** | **그래프** | **없음** | **없음** | **100** | **+56KB** |
</div>
## Pocket Flow는 어떻게 작동하나요?
[100줄](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)은 LLM 프레임워크의 핵심 추상화를 담고 있습니다: 그래프!
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
이를 기반으로 ([다중-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[에이전트](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [워크플로우](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) 등과 같은 인기 있는 디자인 패턴을 쉽게 구현할 수 있습니다.
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ 아래는 기본 튜토리얼입니다:
<div align="center">
| 이름 | 난이도 | 설명 |
| :-------------: | :-------------: | :--------------------- |
| [채팅](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *초보* | 대화 기록이 있는 기본 채팅 봇 |
| [구조화된 출력](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *초보* | 프롬프트를 통해 이력서에서 구조화된 데이터 추출 |
| [워크플로우](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *초보* | 개요 작성, 콘텐츠 작성, 스타일 적용을 수행하는 글쓰기 워크플로우 |
| [에이전트](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *초보* | 웹을 검색하고 질문에 답할 수 있는 연구 에이전트 |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *초보* | 간단한 검색 증강 생성 프로세스 |
| [맵-리듀스](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *초보* | 배치 평가를 위한 맵-리듀스 패턴을 사용하는 이력서 자격 처리기 |
| [스트리밍](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *초보* | 사용자 중단 기능이 있는 실시간 LLM 스트리밍 데모 |
| [채팅 가드레일](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *초보* | 여행 관련 쿼리만 처리하는 여행 어드바이저 챗봇 |
| [다중 에이전트](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *초급* | 두 에이전트 간의 비동기 통신을 위한 금기어 게임 |
| [감독자](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *초급* | 연구 에이전트가 신뢰할 수 없게 되었습니다... 감독 프로세스를 구축해 봅시다 |
| [병렬](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *초급* | 3배 속도 향상을 보여주는 병렬 실행 데모 |
| [병렬 플로우](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *초급* | 여러 필터로 8배 속도 향상을 보여주는 병렬 이미지 처리 데모 |
| [다수결 투표](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *초급* | 여러 솔루션 시도를 집계하여 추론 정확도 향상 |
| [사고](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *초급* | 사고 체인을 통한 복잡한 추론 문제 해결 |
| [메모리](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *초급* | 단기 및 장기 메모리가 있는 채팅 봇 |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *초급* | 수치 연산을 위한 모델 컨텍스트 프로토콜을 사용하는 에이전트 |
</div>
👀 초보자를 위한 다른 튜토리얼을 보고 싶으신가요? [이슈를 생성하세요!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Pocket Flow를 어떻게 사용하나요?
🚀 **에이전틱 코딩**을 통해—가장 빠른 LLM 앱 개발 패러다임-*인간이 설계*하고 *에이전트가 코딩*합니다!
<br>
<div align="center">
<a href="https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to" target="_blank">
<img src="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F423a39af-49e8-483b-bc5a-88cc764350c6_1050x588.png" width="700" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ 아래는 더 복잡한 LLM 앱의 예시입니다:
<div align="center">
| 앱 이름 | 난이도 | 주제 | 인간 설계 | 에이전트 코드 |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Cursor로 Cursor 만들기](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>우리는 곧 특이점에 도달할 것입니다...</sup></sub> | ★★★ <br> *고급* | [에이전트](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [설계 문서](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [플로우 코드](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [AI Paul Graham에게 물어보기](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>입학하지 못한 경우를 대비해 AI Paul Graham에게 물어보세요</sup></sub> | ★★☆ <br> *중급* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [맵 리듀스](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [설계 문서](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [플로우 코드](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [유튜브 요약기](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> 유튜브 비디오를 5세 아이에게 설명하듯이 설명해 줍니다 </sup></sub> | ★☆☆ <br> *초급* | [맵 리듀스](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [설계 문서](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [플로우 코드](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [콜드 오프너 생성기](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> 차가운 리드를 뜨겁게 만드는 즉각적인 아이스브레이커 </sup></sub> | ★☆☆ <br> *초급* | [맵 리듀스](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [웹 검색](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [설계 문서](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [플로우 코드](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- **에이전틱 코딩**을 배우고 싶으신가요?
- 위의 앱 중 일부가 어떻게 만들어졌는지 비디오 튜토리얼을 보려면 [내 YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)를 확인하세요!
- 자신만의 LLM 앱을 만들고 싶으신가요? 이 [포스트](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)를 읽어보세요! [이 템플릿](https://github.com/The-Pocket/PocketFlow-Template-Python)으로 시작하세요!
- 자세한 단계를 배우고 싶으신가요? 이 [가이드](https://the-pocket.github.io/PocketFlow/guide.html)를 읽어보세요!

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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" width="600"/>
</div>
![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)
[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://the-pocket.github.io/PocketFlow/)
<a href="https://discord.gg/hUHHE9Sa6T">
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a>
Pocket Flow é um framework LLM minimalista de [100 linhas](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Leve**: Apenas 100 linhas. Zero inchaço, zero dependências, zero bloqueio de fornecedor.
- **Expressivo**: Tudo o que você ama—([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agentes](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Fluxo de Trabalho](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), e mais.
- **[Codificação Agêntica](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Deixe os Agentes de IA (por exemplo, Cursor AI) construírem Agentes—aumento de produtividade de 10x!
- Para instalar, ```pip install pocketflow``` ou apenas copie o [código-fonte](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) (apenas 100 linhas).
- Para saber mais, consulte a [documentação](https://the-pocket.github.io/PocketFlow/). Para entender a motivação, leia a [história](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
- 🎉 Junte-se ao nosso [discord](https://discord.gg/hUHHE9Sa6T)!
- 🎉 Graças a [@zvictor](https://www.github.com/zvictor), [@jackylee941130](https://www.github.com/jackylee941130) e [@ZebraRoy](https://www.github.com/ZebraRoy), agora temos uma [versão TypeScript](https://github.com/The-Pocket/PocketFlow-Typescript)!
## Por que Pocket Flow?
Os frameworks LLM atuais são inchados... Você só precisa de 100 linhas para um Framework LLM!
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **Abstração** | **Wrappers Específicos de App** | **Wrappers Específicos de Fornecedor** | **Linhas** | **Tamanho** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agente, Cadeia | Muitos <br><sup><sub>(ex., QA, Sumarização)</sub></sup> | Muitos <br><sup><sub>(ex., OpenAI, Pinecone, etc.)</sub></sup> | 405K | +166MB |
| CrewAI | Agente, Cadeia | Muitos <br><sup><sub>(ex., FileReadTool, SerperDevTool)</sub></sup> | Muitos <br><sup><sub>(ex., OpenAI, Anthropic, Pinecone, etc.)</sub></sup> | 18K | +173MB |
| SmolAgent | Agente | Alguns <br><sup><sub>(ex., CodeAgent, VisitWebTool)</sub></sup> | Alguns <br><sup><sub>(ex., DuckDuckGo, Hugging Face, etc.)</sub></sup> | 8K | +198MB |
| LangGraph | Agente, Grafo | Alguns <br><sup><sub>(ex., Busca Semântica)</sub></sup> | Alguns <br><sup><sub>(ex., PostgresStore, SqliteSaver, etc.) </sub></sup> | 37K | +51MB |
| AutoGen | Agente | Alguns <br><sup><sub>(ex., Agente de Ferramentas, Agente de Chat)</sub></sup> | Muitos <sup><sub>[Opcional]<br> (ex., OpenAI, Pinecone, etc.)</sub></sup> | 7K <br><sup><sub>(apenas núcleo)</sub></sup> | +26MB <br><sup><sub>(apenas núcleo)</sub></sup> |
| **PocketFlow** | **Grafo** | **Nenhum** | **Nenhum** | **100** | **+56KB** |
</div>
## Como funciona o Pocket Flow?
As [100 linhas](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) capturam a abstração central dos frameworks LLM: Grafo!
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
A partir daí, é fácil implementar padrões de design populares como ([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agentes](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Fluxo de Trabalho](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), etc.
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ Abaixo estão tutoriais básicos:
<div align="center">
| Nome | Dificuldade | Descrição |
| :-------------: | :-------------: | :--------------------- |
| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Iniciante* | Um chatbot básico com histórico de conversas |
| [Saída Estruturada](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Iniciante* | Extraindo dados estruturados de currículos por prompt |
| [Fluxo de Trabalho](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Iniciante* | Um fluxo de escrita que esboça, escreve conteúdo e aplica estilo |
| [Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Iniciante* | Um agente de pesquisa que pode buscar na web e responder perguntas |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Iniciante* | Um processo simples de Geração Aumentada por Recuperação |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *Iniciante* | Um processador de qualificação de currículo usando o padrão map-reduce para avaliação em lote |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Iniciante* | Uma demonstração de streaming LLM em tempo real com capacidade de interrupção pelo usuário |
| [Guarda-rail de Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Iniciante* | Um chatbot de consultoria de viagens que processa apenas consultas relacionadas a viagens |
| [Multi-Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Intermediário* | Um jogo de palavras Tabu para comunicação assíncrona entre dois agentes |
| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Intermediário* | O agente de pesquisa está ficando não confiável... Vamos construir um processo de supervisão|
| [Paralelo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Intermediário* | Uma demonstração de execução paralela que mostra aceleração de 3x |
| [Fluxo Paralelo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Intermediário* | Uma demonstração de processamento de imagem paralela mostrando aceleração de 8x com múltiplos filtros |
| [Voto por Maioria](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Intermediário* | Melhore a precisão do raciocínio agregando múltiplas tentativas de solução |
| [Pensamento](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Intermediário* | Resolva problemas de raciocínio complexos através da Cadeia de Pensamento |
| [Memória](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Intermediário* | Um chatbot com memória de curto e longo prazo |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Intermediário* | Agente usando Protocolo de Contexto de Modelo para operações numéricas |
</div>
👀 Quer ver outros tutoriais para iniciantes? [Crie uma issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Como Usar Pocket Flow?
🚀 Através da **Codificação Agêntica**—o paradigma mais rápido de desenvolvimento de aplicativos LLM—onde *humanos projetam* e *agentes codificam*!
<br>
<div align="center">
<a href="https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to" target="_blank">
<img src="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F423a39af-49e8-483b-bc5a-88cc764350c6_1050x588.png" width="700" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ Abaixo estão exemplos de aplicativos LLM mais complexos:
<div align="center">
| Nome do App | Dificuldade | Tópicos | Design Humano | Código do Agente |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Construir Cursor com Cursor](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>Logo chegaremos à singularidade ...</sup></sub> | ★★★ <br> *Avançado* | [Agente](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [Doc de Design](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [Código Flow](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [Pergunte ao AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Pergunte ao AI Paul Graham, caso você não seja aceito</sup></sub> | ★★☆ <br> *Médio* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [Doc de Design](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [Código Flow](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [Resumidor de Youtube](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> Explica vídeos do YouTube como se você tivesse 5 anos </sup></sub> | ★☆☆ <br> *Iniciante* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [Doc de Design](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [Código Flow](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [Gerador de Aberturas Frias](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> Quebra-gelos instantâneos que transformam leads frios em quentes </sup></sub> | ★☆☆ <br> *Iniciante* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Busca Web](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [Doc de Design](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [Código Flow](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- Quer aprender **Codificação Agêntica**?
- Confira [meu YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) para tutorial em vídeo sobre como alguns aplicativos acima são feitos!
- Quer construir seu próprio aplicativo LLM? Leia este [post](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)! Comece com [este modelo](https://github.com/The-Pocket/PocketFlow-Template-Python)!
- Quer aprender os passos detalhados? Leia este [Guia](https://the-pocket.github.io/PocketFlow/guide.html)!

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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" width="600"/>
</div>
![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)
[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://the-pocket.github.io/PocketFlow/)
<a href="https://discord.gg/hUHHE9Sa6T">
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a>
Pocket Flow — это минималистичный фреймворк для LLM, состоящий всего из [100 строк](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Легкий**: Всего 100 строк. Никакого избыточного кода, никаких зависимостей, никакой привязки к поставщикам.
- **Выразительный**: Всё, что вы любите — ([Мульти-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Агенты](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Рабочие процессы](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) и многое другое.
- **[Агентное программирование](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Позвольте ИИ-агентам (например, Cursor AI) создавать других агентов — повышение продуктивности в 10 раз!
- Для установки выполните ```pip install pocketflow``` или просто скопируйте [исходный код](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) (всего 100 строк).
- Чтобы узнать больше, ознакомьтесь с [документацией](https://the-pocket.github.io/PocketFlow/). Чтобы понять мотивацию, прочитайте [историю создания](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
- 🎉 Присоединяйтесь к нашему [Discord-серверу](https://discord.gg/hUHHE9Sa6T)!
- 🎉 Благодаря [@zvictor](https://www.github.com/zvictor), [@jackylee941130](https://www.github.com/jackylee941130) и [@ZebraRoy](https://www.github.com/ZebraRoy), у нас теперь есть [версия на TypeScript](https://github.com/The-Pocket/PocketFlow-Typescript)!
## Почему Pocket Flow?
Текущие фреймворки для LLM перегружены... Для фреймворка LLM вам нужно всего 100 строк!
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **Абстракция** | **Специфичные обертки для приложений** | **Специфичные обертки для вендоров** | **Строк кода** | **Размер** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agent, Chain | Много <br><sup><sub>(напр., QA, Summarization)</sub></sup> | Много <br><sup><sub>(напр., OpenAI, Pinecone и т.д.)</sub></sup> | 405K | +166MB |
| CrewAI | Agent, Chain | Много <br><sup><sub>(напр., FileReadTool, SerperDevTool)</sub></sup> | Много <br><sup><sub>(напр., OpenAI, Anthropic, Pinecone и т.д.)</sub></sup> | 18K | +173MB |
| SmolAgent | Agent | Несколько <br><sup><sub>(напр., CodeAgent, VisitWebTool)</sub></sup> | Несколько <br><sup><sub>(напр., DuckDuckGo, Hugging Face и т.д.)</sub></sup> | 8K | +198MB |
| LangGraph | Agent, Graph | Несколько <br><sup><sub>(напр., Semantic Search)</sub></sup> | Несколько <br><sup><sub>(напр., PostgresStore, SqliteSaver и т.д.) </sub></sup> | 37K | +51MB |
| AutoGen | Agent | Несколько <br><sup><sub>(напр., Tool Agent, Chat Agent)</sub></sup> | Много <sup><sub>[Опционально]<br> (напр., OpenAI, Pinecone и т.д.)</sub></sup> | 7K <br><sup><sub>(только ядро)</sub></sup> | +26MB <br><sup><sub>(только ядро)</sub></sup> |
| **PocketFlow** | **Graph** | **Нет** | **Нет** | **100** | **+56KB** |
</div>
## Как работает Pocket Flow?
[100 строк](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) охватывают основную абстракцию фреймворков LLM: Граф!
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
Отсюда легко реализовать популярные шаблоны проектирования, такие как ([Мульти-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Агенты](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Рабочие процессы](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) и т.д.
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ Ниже представлены базовые руководства:
<div align="center">
| Название | Сложность | Описание |
| :-------------: | :-------------: | :--------------------- |
| [Чат](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Простейший* | Базовый чат-бот с историей разговора |
| [Структурированный вывод](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Простейший* | Извлечение структурированных данных из резюме с помощью промптов |
| [Рабочий процесс](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Простейший* | Рабочий процесс создания текста, который составляет план, пишет контент и применяет стилистику |
| [Агент](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Простейший* | Исследовательский агент, который может искать в интернете и отвечать на вопросы |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Простейший* | Простой процесс генерации с извлечением (Retrieval-augmented Generation) |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *Простейший* | Обработчик квалификаций резюме с использованием паттерна map-reduce для пакетной оценки |
| [Потоковая обработка](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Простейший* | Демонстрация потоковой обработки LLM в реальном времени с возможностью прерывания |
| [Ограничения чата](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Простейший* | Чат-бот для путешествий, обрабатывающий только запросы, связанные с путешествиями |
| [Мульти-агент](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Начальный* | Игра в Табу для асинхронного общения между двумя агентами |
| [Супервизор](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Начальный* | Исследовательский агент становится ненадежным... Построим процесс надзора |
| [Параллельное выполнение](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Начальный* | Демонстрация параллельного выполнения с ускорением в 3 раза |
| [Параллельный поток](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Начальный* | Демонстрация параллельной обработки изображений с ускорением в 8 раз при использовании нескольких фильтров |
| [Голосование большинством](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Начальный* | Повышение точности рассуждений путем объединения нескольких попыток решения |
| [Мышление](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Начальный* | Решение сложных задач рассуждения с помощью цепочки мыслей (Chain-of-Thought) |
| [Память](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Начальный* | Чат-бот с краткосрочной и долгосрочной памятью |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Начальный* | Агент с использованием протокола контекста модели (Model Context Protocol) для числовых операций |
</div>
👀 Хотите увидеть другие руководства для начинающих? [Создайте задачу!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Как использовать Pocket Flow?
🚀 Через **Агентное программирование** — самую быструю парадигму разработки LLM-приложений, где *люди проектируют*, а *агенты программируют*!
<br>
<div align="center">
<a href="https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to" target="_blank">
<img src="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F423a39af-49e8-483b-bc5a-88cc764350c6_1050x588.png" width="700" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ Ниже представлены примеры более сложных LLM-приложений:
<div align="center">
| Название приложения | Сложность | Темы | Дизайн от человека | Код от агента |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Создаем Cursor с помощью Cursor](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>Скоро достигнем сингулярности ...</sup></sub> | ★★★ <br> *Продвинутый* | [Агент](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [Дизайн-документ](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [Код потока](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [Спроси AI Пола Грэма](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Спроси AI Пола Грэма, если не попал в программу</sup></sub> | ★★☆ <br> *Средний* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [Дизайн-документ](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [Код потока](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [Youtube Summarizer](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> Объясняет YouTube-видео так, как будто вам 5 лет </sup></sub> | ★☆☆ <br> *Начальный* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [Дизайн-документ](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [Код потока](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [Генератор "холодных" открытий](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> Мгновенные ледоколы, превращающие холодные контакты в горячие </sup></sub> | ★☆☆ <br> *Начальный* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Веб-поиск](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [Дизайн-документ](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [Код потока](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- Хотите изучить **Агентное программирование**?
- Посмотрите [мой YouTube-канал](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) для видеоуроков о том, как были созданы некоторые вышеуказанные приложения!
- Хотите создать свое собственное LLM-приложение? Прочитайте эту [статью](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)! Начните с [этого шаблона](https://github.com/The-Pocket/PocketFlow-Template-Python)!
- Хотите узнать подробные шаги? Прочитайте это [Руководство](https://the-pocket.github.io/PocketFlow/guide.html)!

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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" width="600"/>
</div>
![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)
[![Docs](https://img.shields.io/badge/docs-latest-blue)](https://the-pocket.github.io/PocketFlow/)
<a href="https://discord.gg/hUHHE9Sa6T">
<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
</a>
Pocket Flow es un framework minimalista para LLM de [100 líneas](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Ligero**: Solo 100 líneas. Cero redundancia, cero dependencias, cero bloqueo de proveedor.
- **Expresivo**: Todo lo que te gusta—([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agentes](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Flujo de trabajo](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), y más.
- **[Programación Agéntica](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Deja que los Agentes de IA (por ejemplo, Cursor AI) construyan Agentes—¡potencia tu productividad 10 veces!
- Para instalar, ```pip install pocketflow``` o simplemente copia el [código fuente](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) (solo 100 líneas).
- Para saber más, consulta la [documentación](https://the-pocket.github.io/PocketFlow/). Para conocer la motivación, lee la [historia](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
- 🎉 ¡Únete a nuestro [discord](https://discord.gg/hUHHE9Sa6T)!
- 🎉 Gracias a [@zvictor](https://www.github.com/zvictor), [@jackylee941130](https://www.github.com/jackylee941130) y [@ZebraRoy](https://www.github.com/ZebraRoy), ¡ahora tenemos una [versión TypeScript](https://github.com/The-Pocket/PocketFlow-Typescript)!
## ¿Por qué Pocket Flow?
Los frameworks LLM actuales están sobrecargados... ¡Solo necesitas 100 líneas para un Framework LLM!
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **Abstracción** | **Envoltorios específicos de aplicación** | **Envoltorios específicos de proveedor** | **Líneas** | **Tamaño** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agente, Cadena | Muchos <br><sup><sub>(p.ej., QA, Resumen)</sub></sup> | Muchos <br><sup><sub>(p.ej., OpenAI, Pinecone, etc.)</sub></sup> | 405K | +166MB |
| CrewAI | Agente, Cadena | Muchos <br><sup><sub>(p.ej., FileReadTool, SerperDevTool)</sub></sup> | Muchos <br><sup><sub>(p.ej., OpenAI, Anthropic, Pinecone, etc.)</sub></sup> | 18K | +173MB |
| SmolAgent | Agente | Algunos <br><sup><sub>(p.ej., CodeAgent, VisitWebTool)</sub></sup> | Algunos <br><sup><sub>(p.ej., DuckDuckGo, Hugging Face, etc.)</sub></sup> | 8K | +198MB |
| LangGraph | Agente, Grafo | Algunos <br><sup><sub>(p.ej., Búsqueda Semántica)</sub></sup> | Algunos <br><sup><sub>(p.ej., PostgresStore, SqliteSaver, etc.) </sub></sup> | 37K | +51MB |
| AutoGen | Agente | Algunos <br><sup><sub>(p.ej., Tool Agent, Chat Agent)</sub></sup> | Muchos <sup><sub>[Opcional]<br> (p.ej., OpenAI, Pinecone, etc.)</sub></sup> | 7K <br><sup><sub>(solo núcleo)</sub></sup> | +26MB <br><sup><sub>(solo núcleo)</sub></sup> |
| **PocketFlow** | **Grafo** | **Ninguno** | **Ninguno** | **100** | **+56KB** |
</div>
## ¿Cómo funciona Pocket Flow?
Las [100 líneas](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) capturan la abstracción central de los frameworks LLM: ¡Grafo!
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
A partir de ahí, es fácil implementar patrones de diseño populares como ([Multi-](https://the-pocket.github.io/PocketFlow/design_pattern/multi_agent.html))[Agentes](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html), [Flujo de trabajo](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html), [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html), etc.
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ A continuación se presentan tutoriales básicos:
<div align="center">
| Nombre | Dificultad | Descripción |
| :-------------: | :-------------: | :--------------------- |
| [Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *Novato* | Un bot de chat básico con historial de conversación |
| [Salida Estructurada](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Novato* | Extracción de datos estructurados de currículums mediante prompts |
| [Flujo de Trabajo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Novato* | Un flujo de escritura que esquematiza, escribe contenido y aplica estilo |
| [Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Novato* | Un agente de investigación que puede buscar en la web y responder preguntas |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Novato* | Un proceso simple de Generación aumentada por Recuperación |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ☆☆☆ <br> *Novato* | Un procesador de calificación de currículums usando el patrón map-reduce para evaluación por lotes |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Novato* | Una demo de streaming LLM en tiempo real con capacidad de interrupción por el usuario |
| [Chat con Barreras](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Novato* | Un chatbot asesor de viajes que solo procesa consultas relacionadas con viajes |
| [Multi-Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Principiante* | Un juego de palabras tabú para comunicación asíncrona entre dos agentes |
| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Principiante* | El agente de investigación se está volviendo poco fiable... ¡Construyamos un proceso de supervisión! |
| [Paralelo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Principiante* | Una demo de ejecución paralela que muestra una aceleración de 3x |
| [Flujo Paralelo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Principiante* | Una demo de procesamiento de imágenes en paralelo que muestra una aceleración de 8x con múltiples filtros |
| [Voto por Mayoría](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Principiante* | Mejora la precisión del razonamiento agregando múltiples intentos de solución |
| [Pensamiento](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Principiante* | Resuelve problemas de razonamiento complejos a través de Cadena de Pensamiento |
| [Memoria](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Principiante* | Un bot de chat con memoria a corto y largo plazo |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Principiante* | Agente que usa el Protocolo de Contexto de Modelo para operaciones numéricas |
</div>
👀 ¿Quieres ver otros tutoriales para novatos? [¡Crea un issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## ¿Cómo usar Pocket Flow?
🚀 A través de **Programación Agéntica** — el paradigma de desarrollo de aplicaciones LLM más rápido — donde *los humanos diseñan* y *los agentes programan*!
<br>
<div align="center">
<a href="https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to" target="_blank">
<img src="https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F423a39af-49e8-483b-bc5a-88cc764350c6_1050x588.png" width="700" alt="IMAGE ALT TEXT" style="cursor: pointer;">
</a>
</div>
<br>
✨ A continuación hay ejemplos de aplicaciones LLM más complejas:
<div align="center">
| Nombre de la App | Dificultad | Temas | Diseño Humano | Código de Agente |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Construir Cursor con Cursor](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>Pronto llegaremos a la singularidad...</sup></sub> | ★★★ <br> *Avanzado* | [Agente](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [Doc de Diseño](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/docs/design.md) | [Código de Flujo](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [Pregunta a IA Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Pregunta a IA Paul Graham, en caso de que no entres</sup></sub> | ★★☆ <br> *Medio* | [RAG](https://the-pocket.github.io/PocketFlow/design_pattern/rag.html) <br> [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [TTS](https://the-pocket.github.io/PocketFlow/utility_function/text_to_speech.html) | [Doc de Diseño](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/docs/design.md) | [Código de Flujo](https://github.com/The-Pocket/Tutorial-AI-Paul-Graham/blob/main/flow.py)
| [Resumidor de Youtube](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> Te explica videos de YouTube como si tuvieras 5 años </sup></sub> | ★☆☆ <br> *Principiante* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [Doc de Diseño](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/docs/design.md) | [Código de Flujo](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [Generador de Introducción Fría](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> Rompehielos instantáneos que calientan contactos fríos </sup></sub> | ★☆☆ <br> *Principiante* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Búsqueda Web](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [Doc de Diseño](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/docs/design.md) | [Código de Flujo](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- ¿Quieres aprender **Programación Agéntica**?
- ¡Consulta [mi YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) para tutoriales en video sobre cómo se hicieron algunas aplicaciones anteriores!
- ¿Quieres construir tu propia aplicación LLM? ¡Lee este [post](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)! ¡Comienza con [esta plantilla](https://github.com/The-Pocket/PocketFlow-Template-Python)!
- ¿Quieres aprender los pasos detallados? ¡Lee esta [Guía](https://the-pocket.github.io/PocketFlow/guide.html)!