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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100-line minimalist LLM framework" width="600"/>
</div>
[English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) | 中文 | [Español](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_SPANISH.md) | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | [Deutsch](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_GERMAN.md) | [Русский](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_RUSSIAN.md) | [Português](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_PORTUGUESE.md) | [Français](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_FRENCH.md) | [한국어](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_KOREAN.md)
![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 是一个[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。
- **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。
- **[智能体编码](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！
Pocket Flow入门：
- 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，查看[文档](https://the-pocket.github.io/PocketFlow/)。了解动机，阅读[故事](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just)。
- 有问题？查看这个[AI助手](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant)，或[创建issue！](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 加入我们的[Discord](https://discord.gg/hUHHE9Sa6T)，与其他使用Pocket Flow构建应用的开发者交流！
- 🎉 Pocket Flow最初是Python版本，但我们现在有[Typescript](https://github.com/The-Pocket/PocketFlow-Typescript)，[Java](https://github.com/The-Pocket/PocketFlow-Java)，[C++](https://github.com/The-Pocket/PocketFlow-CPP)和[Go](https://github.com/The-Pocket/PocketFlow-Go)版本！
## 为什么选择Pocket Flow？
当前的LLM框架过于臃肿... 你只需要100行代码就能构建LLM框架！
<div align="center">
<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** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agent, Chain | 很多 <br><sup><sub>(例如，QA, 摘要)</sub></sup> | 很多 <br><sup><sub>(例如，OpenAI, Pinecone等)</sub></sup> | 405K | +166MB |
| CrewAI | Agent, Chain | 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 | Agent | 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 | Agent, Graph | 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 | Agent | 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** | **Graph** | **无** | **无** | **100** | **+56KB** |
</div>
## 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（Graph）！
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
从这里开始，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。
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ 以下是基础教程：
<div align="center">
| 名称 | 难度 | 描述 |
| :-------------: | :-------------: | :--------------------- |
| [聊天](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat) | ☆☆☆ <br> *入门* | 带有对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> *入门* | 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> *入门* | 一个写作工作流，包括大纲编写、内容创作和样式应用 |
| [智能体](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *入门* | 一个可以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> *入门* | 一个简单的检索增强生成过程 |
| [批处理](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *入门* | 一个将markdown内容翻译成多种语言的批处理器 |
| [流式处理](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *入门* | 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> *入门* | 一个仅处理旅行相关查询的旅行顾问聊天机器人 |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *初级* | 使用map-reduce模式进行批量评估的简历资格处理器 |
| [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|
| [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 |
| [并行流](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *初级* | 展示使用多个过滤器实现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* | 通过聚合多次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 |
| [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 |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *初级* | 使用自动调试循环将自然语言转换为SQL查询 |
| [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 |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *初级* | 使用智能体到智能体协议包装的智能体，用于智能体间通信 |
| [Web HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *初级* | 具有SSE更新的人工审核循环的最小Web服务 |
</div>
👀 想看其他入门教程？[创建一个issue！](https://github.com/The-Pocket/PocketFlow/issues/new)
## 如何使用Pocket Flow？
🚀 通过**智能体编码**—最快的LLM应用开发范式—*人类设计*，*智能体编码*！
<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>
✨ 以下是更复杂LLM应用的示例：
<div align="center">
| 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>我们很快将达到奇点...</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) | [Flow代码](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [代码库知识构建器](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>生命太短暂，不应该困惑地盯着他人的代码</sup></sub> | ★★☆ <br> *中级* | [工作流](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [设计文档](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [Flow代码](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [询问AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>询问AI Paul Graham，以防你没被录取</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) | [Flow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> 像你5岁一样向你解释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) | [Flow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> 将冷门线索转变为热门的即时破冰工具 </sup></sub> | ★☆☆ <br> *初级* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [Web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) | [Flow代码](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization/blob/master/flow.py)
</div>
- 想学习**智能体编码**？
- 查看[我的YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1)获取关于如何制作上述应用的视频教程！
- 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！
cookbook/pocketflow-parallel-batch/translations/README_FRENCH.md
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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – framework LLM minimaliste en 100 lignes" width="600"/>
</div>
<!-- [English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) -->
[English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) | [中文](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_CHINESE.md) | [Español](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_SPANISH.md) | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | [Deutsch](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_GERMAN.md) | [Русский](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_RUSSIAN.md) | [Português](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_PORTUGUESE.md) | Français | [한국어](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_KOREAN.md)
![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 en [100 lignes](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Léger** : Seulement 100 lignes. Zéro superflu, zéro dépendance, zéro verrouillage 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) créer des Agents — augmentez votre productivité par 10 !
Commencer avec Pocket Flow :
- 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).
- Des questions ? Consultez cet [Assistant IA](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant), ou [créez une issue !](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 Rejoignez notre [Discord](https://discord.gg/hUHHE9Sa6T) pour vous connecter avec d'autres développeurs utilisant Pocket Flow !
- 🎉 Pocket Flow est initialement en Python, mais nous avons maintenant des versions en [Typescript](https://github.com/The-Pocket/PocketFlow-Typescript), [Java](https://github.com/The-Pocket/PocketFlow-Java), [C++](https://github.com/The-Pocket/PocketFlow-CPP) et [Go](https://github.com/The-Pocket/PocketFlow-Go) !
## 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 fondamentale des frameworks LLM : le Graph !
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
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 des 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 basique 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 planifie, rédige 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 chercher 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 |
| [Batch](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *Débutant* | Un processeur par lots qui traduit du contenu markdown en plusieurs langues |
| [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 |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *Intermédiaire* | Un processeur de qualification de CV utilisant le modèle map-reduce pour l'évaluation par lots |
| [Multi-Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Intermédiaire* | Un jeu de Tabou 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 montrant une accélération de 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 de 8x avec plusieurs filtres |
| [Vote Majoritaire](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Intermédiaire* | Améliorer la précision du raisonnement en agrégeant plusieurs tentatives de solution |
| [Réflexion](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Intermédiaire* | Résoudre 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 |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *Intermédiaire* | Convertir le langage naturel en requêtes SQL avec une boucle d'auto-débogage |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Intermédiaire* | Agent utilisant le Protocole de Contexte de Modèle pour les opérations numériques |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *Intermédiaire* | Agent encapsulé avec le protocole Agent-to-Agent pour la communication inter-agent |
| [Web HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *Intermédiaire* | Un service web minimal pour une boucle de révision humaine avec mises à jour SSE |
</div>
👀 Vous voulez voir d'autres tutoriels pour débutants ? [Créez une issue !](https://github.com/The-Pocket/PocketFlow/issues/new)
## Comment utiliser Pocket Flow ?
🚀 Par la **Programmation Agentique** — le paradigme de développement d'applications LLM le plus rapide — où *les humains conçoivent* et *les agents programment* !
<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)
| [Constructeur de Connaissances de Base de Code](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>La vie est trop courte pour rester perplexe devant le code des autres</sup></sub> | ★★☆ <br> *Moyen* | [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [Document de conception](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [Code Flow](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [Interroger l'IA Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Interrogez l'IA Paul Graham, au cas où vous ne seriez 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> Vous 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'Accroche pour Email](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 voulez 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) !
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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100-Zeilen minimalistisches LLM-Framework" width="600"/>
</div>
<!-- [English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) -->
[English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) | [中文](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_CHINESE.md) | [Español](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_SPANISH.md) | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | Deutsch | [Русский](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_RUSSIAN.md) | [Português](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_PORTUGUESE.md) | [Français](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_FRENCH.md) | [한국어](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_KOREAN.md)
![Lizenz: 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-zeiliges](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) minimalistisches LLM-Framework
- **Leichtgewichtig**: Nur 100 Zeilen. Kein Ballast, keine Abhängigkeiten, keine Anbieterbindung.
- **Ausdrucksstark**: Alles, was Sie lieben—([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.
- **[Agenten-basiertes Programmieren](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Lassen Sie KI-Agenten (z.B. Cursor AI) Agenten bauen—10-fache Produktivitätssteigerung!
Erste Schritte mit Pocket Flow:
- Zur Installation, ```pip install pocketflow```oder kopieren Sie einfach den [Quellcode](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) (nur 100 Zeilen).
- Um mehr zu erfahren, schauen Sie in die [Dokumentation](https://the-pocket.github.io/PocketFlow/). Um die Motivation zu verstehen, lesen Sie die [Geschichte](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
- Haben Sie Fragen? Schauen Sie sich diesen [KI-Assistenten](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant) an, oder [erstellen Sie ein Issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 Treten Sie unserem [Discord](https://discord.gg/hUHHE9Sa6T) bei, um sich mit anderen Entwicklern zu vernetzen, die mit Pocket Flow arbeiten!
- 🎉 Pocket Flow ist ursprünglich in Python geschrieben, aber wir haben jetzt auch Versionen für [Typescript](https://github.com/The-Pocket/PocketFlow-Typescript), [Java](https://github.com/The-Pocket/PocketFlow-Java), [C++](https://github.com/The-Pocket/PocketFlow-CPP) und [Go](https://github.com/The-Pocket/PocketFlow-Go)!
## Warum Pocket Flow?
Aktuelle LLM-Frameworks sind aufgebläht... Sie brauchen 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, etc.)</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, etc.)</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, etc.)</sub></sup> | 8K | +198MB |
| LangGraph | Agent, Graph | Einige <br><sup><sub>(z.B. Semantic Search)</sub></sup> | Einige <br><sup><sub>(z.B. PostgresStore, SqliteSaver, etc.) </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, etc.)</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), etc. 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> *Anfänger* | Ein einfacher Chatbot mit Gesprächsverlauf |
| [Strukturierte Ausgabe](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Anfänger* | Extraktion strukturierter Daten aus Lebensläufen durch Prompting |
| [Workflow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Anfänger* | Ein Schreib-Workflow, der gliedert, Inhalte schreibt und Formatierungen anwendet |
| [Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Anfänger* | Ein Recherche-Agent, der im Web suchen und Fragen beantworten kann |
| [RAG](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-rag) | ☆☆☆ <br> *Anfänger* | Ein einfacher Abrufsaugmentierter Generierungsprozess |
| [Batch](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *Anfänger* | Ein Batch-Prozessor, der Markdown-Inhalte in mehrere Sprachen übersetzt |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Anfänger* | Eine Echtzeit-LLM-Streaming-Demo mit Benutzer-Unterbrechungsfunktion |
| [Chat-Leitplanke](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Anfänger* | Ein Reiseberater-Chatbot, der nur reisebezogene Anfragen verarbeitet |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *Einsteiger* | Ein Lebenslauf-Qualifikationsprozessor, der das Map-Reduce-Muster für Batch-Auswertungen verwendet |
| [Multi-Agent](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Einsteiger* | Ein Tabu-Wortspiel für asynchrone Kommunikation zwischen zwei Agenten |
| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Einsteiger* | Forschungsagent wird unzuverlässig... Bauen wir einen Überwachungsprozess auf|
| [Parallel](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Einsteiger* | Eine parallele Ausführungsdemo, die 3-fache Beschleunigung zeigt |
| [Paralleler Flow](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Einsteiger* | Eine parallele Bildverarbeitungsdemo, die 8-fache Beschleunigung mit mehreren Filtern zeigt |
| [Mehrheitswahl](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Einsteiger* | Verbesserte Schlussfolgerungsgenauigkeit durch Aggregation mehrerer Lösungsversuche |
| [Denken](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Einsteiger* | Lösen komplexer Schlussfolgerungsprobleme durch Chain-of-Thought |
| [Gedächtnis](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Einsteiger* | Ein Chatbot mit Kurz- und Langzeitgedächtnis |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *Einsteiger* | Konvertierung natürlicher Sprache in SQL-Abfragen mit Auto-Debug-Schleife |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Einsteiger* | Agent mit Model Context Protocol für numerische Operationen |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *Einsteiger* | Agent mit Agent-to-Agent-Protokoll für Inter-Agenten-Kommunikation |
| [Web HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *Einsteiger* | Ein minimaler Webdienst für eine menschliche Überprüfungsschleife mit SSE-Updates |
</div>
👀 Möchten Sie andere Tutorials für Anfänger sehen? [Erstellen Sie ein Issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Wie verwendet man Pocket Flow?
🚀 Durch **Agenten-basiertes Programmieren**—das schnellste LLM-App-Entwicklungsparadigma, bei dem *Menschen entwerfen* 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 | Menschlicher Entwurf | 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)
| [Codebase-Wissensgenerator](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>Das Leben ist zu kurz, um ratlos fremden Code anzustarren</sup></sub> | ★★☆ <br> *Mittel* | [Workflow](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [Design-Dokument](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [Flow-Code](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [Frage KI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Frage 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 YouTube-Videos so, als wärst du 5 </sup></sub> | ★☆☆ <br> *Einsteiger* | [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)
| [Cold-Opener-Generator](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> Sofortige Eisbrecher, die kalte Leads heiß machen </sup></sub> | ★☆☆ <br> *Einsteiger* | [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>
- Möchten Sie **Agenten-basiertes Programmieren** lernen?
- Schauen Sie sich [meinen YouTube-Kanal](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) für Video-Tutorials an, wie einige der oben genannten Apps erstellt wurden!
- Möchten Sie Ihre eigene LLM-App erstellen? Lesen Sie diesen [Beitrag](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)! Beginnen Sie mit [dieser Vorlage](https://github.com/The-Pocket/PocketFlow-Template-Python)!
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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100行のミニマリストLLMフレームワーク" width="600"/>
</div>
<!-- [English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) -->
English | [中文](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_CHINESE.md) | [Español](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_SPANISH.md) | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | [Deutsch](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_GERMAN.md) | [Русский](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_RUSSIAN.md) | [Português](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_PORTUGUESE.md) | [Français](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_FRENCH.md) | [한국어](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_KOREAN.md)
![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[たった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。余分なものなし、依存関係なし、ベンダーロックインなし。
- **表現力豊か**: あなたが愛するすべてのもの—([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倍向上！
Pocket Flowを始めるには：
- 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)（わずか100行）をコピーするだけです。
- 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。開発の動機については、[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。
- 質問がありますか？この[AIアシスタント](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant)をチェックするか、[問題を作成してください！](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 [Discord](https://discord.gg/hUHHE9Sa6T)に参加して、Pocket Flowで開発している他の開発者とつながりましょう！
- 🎉 Pocket Flowは最初はPythonですが、現在は[Typescript](https://github.com/The-Pocket/PocketFlow-Typescript)、[Java](https://github.com/The-Pocket/PocketFlow-Java)、[C++](https://github.com/The-Pocket/PocketFlow-CPP)、[Go](https://github.com/The-Pocket/PocketFlow-Go)バージョンもあります！
## 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 | 一部 <br><sup><sub>(例：CodeAgent、VisitWebTool)</sub></sup> | 一部 <br><sup><sub>(例：DuckDuckGo、Hugging Faceなど)</sub></sup> | 8K | +198MB |
| LangGraph | エージェント、グラフ | 一部 <br><sup><sub>(例：セマンティック検索)</sub></sup> | 一部 <br><sup><sub>(例：PostgresStore、SqliteSaverなど) </sub></sup> | 37K | +51MB |
| AutoGen | エージェント | 一部 <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はどのように機能するのか？
[100行](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)がLLMフレームワークの中核的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* | プロンプトを使って履歴書から構造化データを抽出する |
| [ワークフロー](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *超簡単* | アウトライン作成、コンテンツ作成、スタイル適用を行う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調査エージェント |
| [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 |
| [バッチ処理](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *超簡単* | マークダウンコンテンツを複数の言語に翻訳するバッチプロセッサ |
| [ストリーミング](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *超簡単* | ユーザー割り込み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 |
| [マップリデュース](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *初級* | マップリデュースパターンを使用したバッチ評価の履歴書資格処理プログラム |
| [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* | 調査エージェントが信頼性を失っています... 監視プロセスを構築しましょう |
| [並列処理](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *初級* | 3倍の高速化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* | 複数のフィルターによる8倍の高速化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の精度を向上させる |
| [思考](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *初級* | 思考の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* | 短期記憶と長期記憶を持つチャットボット |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *初級* | 自動デバッグループを備えた自然言語からSQLクエリへの変換 |
| [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 |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *初級* | エージェント間通信のためのエージェント間プロトコルでラップされたエージェント |
| [Web HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *初級* | SSE更新を備えた人間レビューループのためのミニマルなウェブサービス |
</div>
👀 他の超初心者向けチュートリアルを見たいですか？[問題を作成してください！](https://github.com/The-Pocket/PocketFlow/issues/new)
## Pocket Flowの使い方
🚀 **エージェンティックコーディング**を通じて—*人間が設計し*、*エージェントがコーディングする*最速のLLMアプリ開発パラダイム！
<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="イメージ代替テキスト" 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 | 人間の設計 | エージェントのコード |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [CursorでCursorを構築する](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>もうすぐシンギュラリティに達します...</sup></sub> | ★★★ <br> *上級* | [エージェント](https://the-pocket.github.io/PocketFlow/design_pattern/agent.html) | [設計ドキュメント](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)
| [コードベース知識ビルダー](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>他人のコードを混乱して見つめるほど人生は短くない</sup></sub> | ★★☆ <br> *中級* | [ワークフロー](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [設計ドキュメント](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [フローコード](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [AI Paul Grahamに質問する](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>採用されない場合に備えて、AI Paul Grahamに質問しましょう</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) | [設計ドキュメント](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) | [設計ドキュメント](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イカー </sup></sub> | ★☆☆ <br> *初級* | [マップリデュース](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) <br> [ウェブ検索](https://the-pocket.github.io/PocketFlow/utility_function/websearch.html) | [設計ドキュメント](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？
- 上記のアプリの作り方に関する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！
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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100-line minimalist LLM framework" width="600"/>
</div>
<!-- [English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) -->
[English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) | [中文](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_CHINESE.md) | [Español](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_SPANISH.md) | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | [Deutsch](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_GERMAN.md) | [Русский](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_RUSSIAN.md) | [Português](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_PORTUGUESE.md) | [Français](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_FRENCH.md) | 한국어
![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, 의존성 없음, 벤더 종속성 없음.
- **표현력**: 여러분이 좋아하는 모든 것—([멀티-](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.
- **[에이전트 코딩](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: AI 에이전트(예: Cursor AI)가 에이전트를 구축하도록 하세요—생산성 10배 향상!
Pocket Flow 시작하기:
- 설치하려면 ```pip install pocketflow```나 [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 동기에 대해 알고 싶다면 [이야기](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just)를 읽어보세요.
- 질문이 있으신가요? [AI 어시스턴트](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant)를 확인하거나, [이슈를 생성하세요!](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 Pocket Flow로 개발하는 다른 개발자들과 소통하려면 [Discord](https://discord.gg/hUHHE9Sa6T)에 가입하세요!
- 🎉 Pocket Flow는 처음에 Python으로 개발되었지만, 이제 [Typescript](https://github.com/The-Pocket/PocketFlow-Typescript), [Java](https://github.com/The-Pocket/PocketFlow-Java), [C++](https://github.com/The-Pocket/PocketFlow-CPP) 및 [Go](https://github.com/The-Pocket/PocketFlow-Go) 버전도 있습니다!
## 왜 Pocket Flow인가?
현재 LLM 프레임워크들은 너무 비대합니다... LLM 프레임워크는 단 100줄이면 충분합니다!
<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** | **크기** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agent, Chain | 많음 <br><sup><sub>(예: QA, 요약)</sub></sup> | 많음 <br><sup><sub>(예: OpenAI, Pinecone 등)</sub></sup> | 405K | +166MB |
| CrewAI | Agent, Chain | 많음 <br><sup><sub>(예: FileReadTool, SerperDevTool)</sub></sup> | 많음 <br><sup><sub>(예: OpenAI, Anthropic, Pinecone 등)</sub></sup> | 18K | +173MB |
| SmolAgent | Agent | 일부 <br><sup><sub>(예: CodeAgent, VisitWebTool)</sub></sup> | 일부 <br><sup><sub>(예: DuckDuckGo, Hugging Face 등)</sub></sup> | 8K | +198MB |
| LangGraph | Agent, Graph | 일부 <br><sup><sub>(예: Semantic Search)</sub></sup> | 일부 <br><sup><sub>(예: PostgresStore, SqliteSaver 등) </sub></sup> | 37K | +51MB |
| AutoGen | Agent | 일부 <br><sup><sub>(예: Tool Agent, Chat Agent)</sub></sup> | 많음 <sup><sub>[선택적]<br> (예: OpenAI, Pinecone 등)</sub></sup> | 7K <br><sup><sub>(핵심만)</sub></sup> | +26MB <br><sup><sub>(핵심만)</sub></sup> |
| **PocketFlow** | **Graph** | **없음** | **없음** | **100** | **+56KB** |
</div>
## Pocket Flow는 어떻게 작동하나요?
[100줄](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)의 코드는 LLM 프레임워크의 핵심 추상화인 그래프를 구현합니다!
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
</div>
<br>
이를 기반으로 ([멀티-](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) 등의 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 기록을 가진 기본 채팅봇 |
| [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, 내용 작성, 스타일 적용이 포함된 작성 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 |
| [배치](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *초보* | 마크다운 콘텐츠를 여러 언어로 번역하는 배치 프로세서 |
| [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 상담 채팅봇 |
| [맵-리듀스](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *초급* | 배치 평가를 위한 맵-리듀스 패턴을 사용하는 이력서 자격 처리기 |
| [멀티-에이전트](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *초급* | 두 에이전트 간의 비동기 통신을 위한 금지어 게임 |
| [감독자](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *초급* | 연구 에이전트가 불안정할 때... 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 필터를 사용한 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* | Chain-of-Thought를 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 채팅봇 |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *초급* | 자동 디버그 루프가 있는 자연어에서 SQL 쿼리로 변환 |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *초급* | 수치 연산을 위한 모델 컨텍스트 프로토콜을 사용하는 에이전트 |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *초급* | 에이전트 간 통신을 위한 Agent-to-Agent 프로토콜로 래핑된 에이전트 |
| [웹 HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *초급* | SSE 업데이트가 있는 인간 검토 루프를 위한 최소한의 웹 서비스 |
</div>
👀 더 많은 초보자용 튜토리얼을 보고 싶으신가요? [이슈를 생성하세요!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Pocket Flow를 어떻게 사용하나요?
🚀 **에이전트 코딩**을 통해—가장 빠른 LLM 앱 개발 패러다임으로, *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>곧 기술적 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)
| [코드베이스 지식 빌더](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>인생은 다른 사람의 코드를 혼란스럽게 바라볼 만큼 길지 않습니다</sup></sub> | ★★☆ <br> *중급* | [워크플로우](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [설계 문서](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [플로우 코드](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [AI Paul Graham에게 물어보기](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>합격하지 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> 5살 아이에게 설명하듯 YouTube 동영상 설명 </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 잠재 고객을 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>
- **에이전트 코딩**을 배우고 싶으신가요?
- 위에 소개된 앱들이 어떻게 만들어졌는지 비디오 튜토리얼을 보려면 [제 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!
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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100-line minimalist LLM framework" width="600"/>
</div>
<!-- [English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) -->
[English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) | [中文](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_CHINESE.md) | [Español](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_SPANISH.md) | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | [Deutsch](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_GERMAN.md) | [Русский](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_RUSSIAN.md) | Português | [Français](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_FRENCH.md) | [한국어](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_KOREAN.md)
![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 minimalista para LLM com [apenas 100 linhas](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Leve**: Apenas 100 linhas. Zero inchaço, zero dependências, zero aprisionamento a fornecedores.
- **Expressivo**: Tudo o que você adora—([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 que Agentes de IA (ex: Cursor AI) construam Agentes—aumento de produtividade de 10x!
Comece com o Pocket Flow:
- 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).
- Tem perguntas? Consulte este [Assistente de IA](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant), ou [crie uma issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 Junte-se ao nosso [Discord](https://discord.gg/hUHHE9Sa6T) para se conectar com outros desenvolvedores construindo com o Pocket Flow!
- 🎉 O Pocket Flow é inicialmente em Python, mas agora temos versões em [Typescript](https://github.com/The-Pocket/PocketFlow-Typescript), [Java](https://github.com/The-Pocket/PocketFlow-Java), [C++](https://github.com/The-Pocket/PocketFlow-CPP) e [Go](https://github.com/The-Pocket/PocketFlow-Go)!
## Por que Pocket Flow?
Os frameworks LLM atuais são pesados... 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 para Aplicações** | **Wrappers Específicos para Fornecedores** | **Linhas** | **Tamanho** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agente, Cadeia | Muitos <br><sup><sub>(ex: QA, Summarization)</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: Semantic Search)</sub></sup> | Alguns <br><sup><sub>(ex: PostgresStore, SqliteSaver, etc.) </sub></sup> | 37K | +51MB |
| AutoGen | Agente | Alguns <br><sup><sub>(ex: Tool Agent, Chat Agent)</sub></sup> | Muitos <sup><sub>[Opcional]<br> (ex: OpenAI, Pinecone, etc.)</sub></sup> | 7K <br><sup><sub>(somente core)</sub></sup> | +26MB <br><sup><sub>(somente core)</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: o 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> *Básico* | Um chatbot básico com histórico de conversação |
| [Saída Estruturada](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Básico* | Extraindo dados estruturados de currículos por prompt |
| [Fluxo de Trabalho](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Básico* | Um fluxo de escrita que esboça, escreve conteúdo e aplica estilo |
| [Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Básico* | 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> *Básico* | Um processo simples de Geração Aumentada por Recuperação |
| [Processamento em Lote](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *Básico* | Um processador em lote que traduz conteúdo markdown para vários idiomas |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Básico* | Uma demonstração de streaming LLM em tempo real com capacidade de interrupção pelo usuário |
| [Guardrail de Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Básico* | Um chatbot de consultoria de viagens que processa apenas consultas relacionadas a viagens |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *Iniciante* | Um processador de qualificação de currículos usando o padrão map-reduce para avaliação em lote |
| [Multi-Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Iniciante* | Um jogo de Tabu para comunicação assíncrona entre dois agentes |
| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Iniciante* | O agente de pesquisa está ficando pouco confiável... Vamos criar um processo de supervisão |
| [Paralelo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Iniciante* | Uma demonstração de execução paralela que mostra um aumento de velocidade de 3x |
| [Fluxo Paralelo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Iniciante* | Uma demonstração de processamento de imagem paralelo mostrando um aumento de velocidade de 8x com múltiplos filtros |
| [Voto Majoritário](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Iniciante* | Melhore a precisão de raciocínio agregando múltiplas tentativas de solução |
| [Pensamento](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Iniciante* | Resolva problemas complexos de raciocínio através de Cadeia-de-Pensamento |
| [Memória](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Iniciante* | Um chatbot com memória de curto e longo prazo |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *Iniciante* | Converta linguagem natural para consultas SQL com um loop de autodepuração |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Iniciante* | Agente usando o Protocolo de Contexto de Modelo para operações numéricas |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *Iniciante* | Agente envolvido com o protocolo Agente-para-Agente para comunicação entre agentes |
| [Web HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *Iniciante* | Um serviço web mínimo para um loop de revisão humana com atualizações SSE |
</div>
👀 Quer ver outros tutoriais para iniciantes? [Crie uma issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Como usar o 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 Aplicativo | 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 de Fluxo](https://github.com/The-Pocket/Tutorial-Cursor/blob/main/flow.py)
| [Construtor de Conhecimento de Base de Código](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>A vida é curta demais para ficar olhando o código dos outros em confusão</sup></sub> | ★★☆ <br> *Médio* | [Fluxo de Trabalho](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [Doc de Design](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [Código de Fluxo](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [Pergunte à IA Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Pergunte à IA Paul Graham, caso você não consiga entrar</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 de Fluxo](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 para você 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 de Fluxo](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple/blob/main/flow.py)
| [Gerador de Abertura a Frio](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 de Fluxo](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 tutoriais em vídeo sobre como alguns dos 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)!
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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100-line minimalist LLM framework" width="600"/>
</div>
<!-- [English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) -->
[English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) | [中文](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_CHINESE.md) | [Español](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_SPANISH.md) | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | [Deutsch](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_GERMAN.md) | Русский| [Português](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_PORTUGUESE.md) | [Français](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_FRENCH.md) | [한국어](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_KOREAN.md)
![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 всего в [100 строк](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Легкий**: Всего 100 строк. Никакого лишнего веса, никаких зависимостей, никакой привязки к вендорам.
- **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.
- **[Агентское кодирование](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Позвольте ИИ-агентам (например, Cursor AI) создавать других агентов — повысьте продуктивность в 10 раз!
Начало работы с Pocket Flow:
- Для установки, ```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](https://zacharyhuang.substack.com/p/i-built-an-llm-framework-in-just).
- Есть вопросы? Спросите этого [ИИ-ассистента](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant) или [создайте issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 Присоединяйтесь к нашему [Discord](https://discord.gg/hUHHE9Sa6T), чтобы общаться с другими разработчиками, использующими Pocket Flow!
- 🎉 Pocket Flow изначально написан на Python, но теперь у нас есть версии на [Typescript](https://github.com/The-Pocket/PocketFlow-Typescript), [Java](https://github.com/The-Pocket/PocketFlow-Java), [C++](https://github.com/The-Pocket/PocketFlow-CPP) и [Go](https://github.com/The-Pocket/PocketFlow-Go)!
## Почему Pocket Flow?
Современные фреймворки для LLM слишком громоздкие... Для фреймворка LLM достаточно всего 100 строк!
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **Абстракция** | **Обертки для конкретных приложений** | **Обертки для конкретных вендоров** | **Строк** | **Размер** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agent, Chain | Много <br><sup><sub>(напр., QA, Суммаризация)</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 ключевую 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 другие.
<br>
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/design.png" width="900"/>
</div>
<br>
✨ Ниже приведены 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* | Процесс написания, который создает план, пишет контент и применяет стили |
| [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 информации |
| [Пакетная обработка](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *Простейший* | Пакетный процессор, который переводит markdown-контент на несколько языков |
| [Потоковая передача](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Простейший* | Демонстрация потоковой передачи LLM в реальном времени с возможностью прерывания пользователем |
| [Ограничение чата](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Простейший* | Чат-бот туристического консультанта, обрабатывающий только запросы, связанные с путешествиями |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *Начальный* | Процессор квалификации резюме, использующий паттерн map-reduce для пакетной оценки |
| [Мульти-агент](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Начальный* | Игра 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... Давайте создадим процесс надзора|
| [Параллельное выполнение](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Начальный* | Демонстрация параллельного выполнения, показывающая 3-кратное ускорение |
| [Параллельный поток](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch-flow) | ★☆☆ <br> *Начальный* | Демонстрация параллельной обработки изображений, показывающая 8-кратное ускорение с несколькими фильтрами |
| [Голосование большинством](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-majority-vote) | ★☆☆ <br> *Начальный* | Повышение точности рассуждений путем агрегации нескольких попыток решения |
| [Мышление](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Начальный* | Решение сложных задач рассуждения с помощью цепочки размышлений |
| [Память](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Начальный* | Чат-бот с кратковременной и долговременной памятью |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *Начальный* | Преобразование естественного языка в SQL-запросы с автоматическим циклом отладки |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Начальный* | Агент, использующий протокол контекста модели для числовых операций |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *Начальный* | Агент, обернутый протоколом агент-к-агенту для межагентного взаимодействия |
| [Web HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *Начальный* | Минимальный веб-сервис для цикла проверки человеком с обновлениями SSE |
</div>
👀 Хотите увидеть другие руководства для начинающих? [Создайте issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## Как использовать Pocket Flow?
🚀 Через **Агентское кодирование** — самую быструю парадигму разработки LLM-приложений, где *люди проектируют*, а *агенты кодируют*!
<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 приведены примеры более сложных LLM-приложений:
<div align="center">
| Название приложения | Сложность | Темы | Дизайн от человека | Код от агента |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Создание 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) | [Документация по дизайну](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)
| [Конструктор знаний о кодовой базе](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>Жизнь слишком коротка, чтобы в растерянности смотреть на чужой код</sup></sub> | ★★☆ <br> *Средний* | [Рабочий процесс](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [Документация по дизайну](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [Код потока](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [Спроси ИИ Пола Грэма](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Спроси ИИ Пола Грэма, если тебя не приняли</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) | [Документация по дизайну](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)
| [Суммаризатор YouTube](https://github.com/The-Pocket/Tutorial-Youtube-Made-Simple) <br> <sup><sub> Объясняет YouTube-видео как для 5-летнего </sup></sub> | ★☆☆ <br> *Начальный* | [Map Reduce](https://the-pocket.github.io/PocketFlow/design_pattern/mapreduce.html) | [Документация по дизайну](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 холодных лидов в горячих </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) | [Документация по дизайну](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 **Агентское кодирование**?
- Посмотрите [мой YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) для видеоуроков о том, как создаются некоторые из вышеперечисленных приложений!
- 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)!
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<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100-line minimalist LLM framework" width="600"/>
</div>
<!-- [English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) -->
[English](https://github.com/The-Pocket/PocketFlow/blob/main/README.md) | [中文](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_CHINESE.md) | Español | [日本語](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_JAPANESE.md) | [Deutsch](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_GERMAN.md) | [Русский](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_RUSSIAN.md) | [Português](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_PORTUGUESE.md) | [Français](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_FRENCH.md) | [한국어](https://github.com/The-Pocket/PocketFlow/blob/main/cookbook/pocketflow-batch/translations/README_KOREAN.md)
![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 de LLM de [100 líneas](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py)
- **Ligero**: Solo 100 líneas. Cero hinchazón, cero dependencias, cero vinculación a proveedores.
- **Expresivo**: Todo lo que amas—([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 mediante Agentes](https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to)**: Permite que los Agentes de IA (por ejemplo, Cursor AI) construyan Agentes—¡multiplicando la productividad por 10!
Comienza con Pocket Flow:
- 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 aprender 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).
- ¿Tienes preguntas? Consulta este [Asistente de IA](https://chatgpt.com/g/g-677464af36588191b9eba4901946557b-pocket-flow-assistant), o [¡crea un issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
- 🎉 ¡Únete a nuestro [Discord](https://discord.gg/hUHHE9Sa6T) para conectar con otros desarrolladores construyendo con Pocket Flow!
- 🎉 Pocket Flow inicialmente está en Python, ¡pero ahora tenemos versiones en [Typescript](https://github.com/The-Pocket/PocketFlow-Typescript), [Java](https://github.com/The-Pocket/PocketFlow-Java), [C++](https://github.com/The-Pocket/PocketFlow-CPP) y [Go](https://github.com/The-Pocket/PocketFlow-Go)!
## ¿Por qué Pocket Flow?
Los frameworks actuales de LLM están sobrecargados... ¡Solo necesitas 100 líneas para un framework de LLM!
<div align="center">
<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
| | **Abstracción** | **Envolturas Específicas de Aplicación** | **Envolturas Específicas de Proveedor** | **Líneas** | **Tamaño** |
|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
| LangChain | Agente, Cadena | Muchas <br><sup><sub>(p.ej., QA, Resumen)</sub></sup> | Muchas <br><sup><sub>(p.ej., OpenAI, Pinecone, etc.)</sub></sup> | 405K | +166MB |
| CrewAI | Agente, Cadena | Muchas <br><sup><sub>(p.ej., FileReadTool, SerperDevTool)</sub></sup> | Muchas <br><sup><sub>(p.ej., OpenAI, Anthropic, Pinecone, etc.)</sub></sup> | 18K | +173MB |
| SmolAgent | Agente | Algunas <br><sup><sub>(p.ej., CodeAgent, VisitWebTool)</sub></sup> | Algunas <br><sup><sub>(p.ej., DuckDuckGo, Hugging Face, etc.)</sub></sup> | 8K | +198MB |
| LangGraph | Agente, Grafo | Algunas <br><sup><sub>(p.ej., Búsqueda Semántica)</sub></sup> | Algunas <br><sup><sub>(p.ej., PostgresStore, SqliteSaver, etc.) </sub></sup> | 37K | +51MB |
| AutoGen | Agente | Algunas <br><sup><sub>(p.ej., Tool Agent, Chat Agent)</sub></sup> | Muchas <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** | **Ninguna** | **Ninguna** | **100** | **+56KB** |
</div>
## ¿Cómo funciona Pocket Flow?
Las [100 líneas](https://github.com/The-Pocket/PocketFlow/blob/main/pocketflow/__init__.py) capturan la abstracción principal de los frameworks de LLM: ¡el 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> *Principiante* | Un chatbot básico con historial de conversación |
| [Salida Estructurada](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-structured-output) | ☆☆☆ <br> *Principiante* | Extracción de datos estructurados de currículums mediante prompts |
| [Flujo de Trabajo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-workflow) | ☆☆☆ <br> *Principiante* | Un flujo de escritura que esquematiza, escribe contenido y aplica estilo |
| [Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-agent) | ☆☆☆ <br> *Principiante* | 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> *Principiante* | Un simple proceso de Generación aumentada por Recuperación |
| [Procesamiento por Lotes](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-batch) | ☆☆☆ <br> *Principiante* | Un procesador por lotes que traduce contenido markdown a múltiples idiomas |
| [Streaming](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-llm-streaming) | ☆☆☆ <br> *Principiante* | Una demostración de streaming LLM en tiempo real con capacidad de interrupción del usuario |
| [Protección de Chat](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-guardrail) | ☆☆☆ <br> *Principiante* | Un chatbot asesor de viajes que solo procesa consultas relacionadas con viajes |
| [Map-Reduce](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-map-reduce) | ★☆☆ <br> *Inicial* | Un procesador de calificación de currículums que utiliza el patrón map-reduce para evaluación por lotes |
| [Multi-Agente](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-multi-agent) | ★☆☆ <br> *Inicial* | Un juego de palabras Tabú para comunicación asíncrona entre dos agentes |
| [Supervisor](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-supervisor) | ★☆☆ <br> *Inicial* | El agente de investigación se vuelve poco fiable... Construyamos un proceso de supervisión|
| [Paralelo](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-parallel-batch) | ★☆☆ <br> *Inicial* | Una demostración 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> *Inicial* | Una demostración 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> *Inicial* | Mejora de la precisión del razonamiento mediante la agregación de múltiples intentos de solución |
| [Pensamiento](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-thinking) | ★☆☆ <br> *Inicial* | Resolver problemas de razonamiento complejos a través de Cadena de Pensamiento |
| [Memoria](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-chat-memory) | ★☆☆ <br> *Inicial* | Un chatbot con memoria a corto y largo plazo |
| [Text2SQL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-text2sql) | ★☆☆ <br> *Inicial* | Convertir lenguaje natural a consultas SQL con un bucle de auto-depuración |
| [MCP](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-mcp) | ★☆☆ <br> *Inicial* | Agente que utiliza el Protocolo de Contexto de Modelo para operaciones numéricas |
| [A2A](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-a2a) | ★☆☆ <br> *Inicial* | Agente envuelto con protocolo Agente-a-Agente para comunicación entre agentes |
| [Web HITL](https://github.com/The-Pocket/PocketFlow/tree/main/cookbook/pocketflow-web-hitl) | ★☆☆ <br> *Inicial* | Un servicio web mínimo para un bucle de revisión humana con actualizaciones SSE |
</div>
👀 ¿Quieres ver otros tutoriales para principiantes? [¡Crea un issue!](https://github.com/The-Pocket/PocketFlow/issues/new)
## ¿Cómo usar Pocket Flow?
🚀 A través de la **Programación mediante Agentes**—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 del Agente |
| :-------------: | :-------------: | :---------------------: | :---: | :---: |
| [Construir Cursor con Cursor](https://github.com/The-Pocket/Tutorial-Cursor) <br> <sup><sub>Pronto alcanzaremos 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)
| [Constructor de Conocimiento de Código Base](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) <br> <sup><sub>La vida es demasiado corta para mirar el código de otros con confusión</sup></sub> | ★★☆ <br> *Medio* | [Flujo de Trabajo](https://the-pocket.github.io/PocketFlow/design_pattern/workflow.html) | [Doc de Diseño](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/docs/design.md) | [Código de Flujo](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/blob/main/flow.py)
| [Pregunta a AI Paul Graham](https://github.com/The-Pocket/Tutorial-YC-Partner) <br> <sup><sub>Pregunta a AI 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> 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 para Email Frío](https://github.com/The-Pocket/Tutorial-Cold-Email-Personalization) <br> <sup><sub> Rompehielos instantáneos que convierten leads fríos en calientes </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 mediante Agentes**?
- ¡Consulta [mi YouTube](https://www.youtube.com/@ZacharyLLM?sub_confirmation=1) para ver tutoriales en video sobre cómo se crearon algunas de las 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)!