update parallel for translations
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zachary62
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# PocketFlow Parallel Batch Translation Example
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# Parallel Batch Translation Process
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This example demonstrates translating a document (the main PocketFlow README.md) into multiple target languages concurrently using PocketFlow's parallel batch processing capabilities (`AsyncParallelBatchNode` and `AsyncFlow`).
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It showcases how to leverage asynchronous operations and parallelism to potentially speed up I/O-bound tasks, such as making multiple LLM API calls simultaneously.
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This project demonstrates using PocketFlow's async and parallel features (`AsyncFlow`, `AsyncParallelBatchNode`) to translate a document into multiple languages concurrently.
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## Goal
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Translate the content of `PocketFlow/README.md` into a predefined list of languages:
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`["Chinese", "Spanish", "Japanese", "German", "Russian", "Portuguese", "French", "Korean"]`
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Translate `../../README.md` into multiple languages (Chinese, Spanish, etc.) in parallel, saving each to a file in the `translations/` directory. The main goal is to compare execution time against a sequential process.
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The primary focus is to execute these translation tasks *in parallel* and measure the total time taken, allowing for comparison with a sequential approach (like the one demonstrated in the standard `pocketflow-batch` example).
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## PocketFlow Concepts Used
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- **`AsyncParallelBatchNode`**: Processes an iterable (the list of target languages) by running an asynchronous task (translation using an LLM) for each item concurrently.
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- **`AsyncFlow`**: Manages the execution of flows containing asynchronous nodes.
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- **Asynchronous Utility**: A helper function (`call_llm_async`) that interacts with the Anthropic API asynchronously.
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## File Structure
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```
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pocketflow-parallel-batch/
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├── main.py # Defines the PocketFlow node and flow, orchestrates the parallel translation
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├── utils.py # Contains the asynchronous `call_llm_async` utility using Anthropic API
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├── requirements.txt # Dependencies: pocketflow, anthropic, python-dotenv, httpx
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└── README.md # This explanation file
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```
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## Setup
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1. **Navigate to the example directory**:
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```bash
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cd cookbook/pocketflow-parallel-batch
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```
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2. **Create and activate a virtual environment** (recommended):
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```bash
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python -m venv venv
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source venv/bin/activate # Or `venv\Scripts\activate` on Windows
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```
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3. **Install dependencies**:
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```bash
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pip install -r requirements.txt
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```
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4. **Set up Anthropic API Key**: Create a `.env` file in this directory:
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```
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ANTHROPIC_API_KEY=your_anthropic_api_key_here
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```
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Or, set the `ANTHROPIC_API_KEY` environment variable.
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## Running the Example
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Execute the main script from within the `pocketflow-parallel-batch` directory:
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## Getting Started
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1. Install requirements:
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```bash
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python main.py
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pip install -r requirements.txt
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```
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The script will:
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1. Read the content of `../../README.md`.
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2. Initiate the `AsyncFlow`.
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3. The `ParallelTranslateReadme` node will concurrently request translations for the README content into each target language via the Anthropic API.
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4. Print status messages for each requested and received translation.
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5. Report the list of languages for which translations were successfully generated.
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6. Display the total time taken for the entire parallel process.
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2. Set API Key:
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Set the environment variable for your Anthropic API key.
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```bash
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export ANTHROPIC_API_KEY="your-api-key-here"
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```
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*(Replace `"your-api-key-here"` with your actual key)*
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*(Alternatively, place `ANTHROPIC_API_KEY=your-api-key-here` in a `.env` file)*
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## Parallel vs. Sequential Comparison
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3. Verify API Key (Optional):
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Run a quick check using the utility script.
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```bash
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python utils.py
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```
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*(Note: This requires a valid API key to be set.)*
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Note the total execution time reported by this script. Compare it to the time it would take if each language translation were performed one after the other (sequentially). For tasks involving multiple independent API calls like this, the parallel approach using `AsyncParallelBatchNode` is expected to be significantly faster, limited primarily by the LLM API's response time and potential rate limits, rather than the sum of individual call durations.
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4. Run the translation process:
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```bash
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python main.py
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```
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## How It Works
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The implementation uses an `AsyncParallelBatchNode` that processes translation requests concurrently. The `TranslateTextNodeParallel`:
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1. Prepares batches, pairing the source text with each target language.
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2. Executes translation calls to the LLM for all languages concurrently using `async` operations.
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3. Saves the translated content to individual files (`translations/README_LANGUAGE.md`).
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This approach leverages `asyncio` and parallel execution to speed up I/O-bound tasks like multiple API calls.
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## Example Output & Comparison
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Running this parallel version significantly reduces the total time compared to a sequential approach:
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```
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# --- Sequential Run Output (from pocketflow-batch) ---
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Starting sequential translation into 8 languages...
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Translated Chinese text
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...
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Translated Korean text
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Saved translation to translations/README_CHINESE.md
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...
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Saved translation to translations/README_KOREAN.md
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Total sequential translation time: ~1136 seconds
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=== Translation Complete ===
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Translations saved to: translations
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============================
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# --- Parallel Run Output (this example) ---
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Starting parallel translation into 8 languages...
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Translated French text
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Translated Portuguese text
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... # Messages may appear interleaved
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Translated Spanish text
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Saved translation to translations/README_CHINESE.md
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...
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Saved translation to translations/README_KOREAN.md
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Total parallel translation time: ~209 seconds
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=== Translation Complete ===
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Translations saved to: translations
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============================
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```
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*(Actual times will vary based on API response speed and system.)*
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## Files
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- [`main.py`](./main.py): Implements the parallel batch translation node and flow.
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- [`utils.py`](./utils.py): Async wrapper for calling the Anthropic model.
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- [`requirements.txt`](./requirements.txt): Project dependencies (includes `aiofiles`).
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- [`translations/`](./translations/): Output directory (created automatically).
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@@ -0,0 +1,123 @@
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<div align="center">
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<img src="https://github.com/The-Pocket/.github/raw/main/assets/title.png" alt="Pocket Flow – 100-line minimalist LLM framework" width="600"/>
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</div>
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[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)
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||||
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[](https://the-pocket.github.io/PocketFlow/)
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<a href="https://discord.gg/hUHHE9Sa6T">
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<img src="https://img.shields.io/discord/1346833819172601907?logo=discord&style=flat">
|
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</a>
|
||||
|
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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
|
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|
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- **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！
|
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Pocket Flow入门：
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- 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）。
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- 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)。
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- 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)
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- 🎉 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！
|
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- 🎉 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！
|
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## 为什么选择Pocket Flow？
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||||
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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！
|
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|
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<div align="center">
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<img src="https://github.com/The-Pocket/.github/raw/main/assets/meme.jpg" width="400"/>
|
||||
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| | **抽象** | **应用特定包装器** | **供应商特定包装器** | **代码行数** | **大小** |
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|----------------|:-----------------------------: |:-----------------------------------------------------------:|:------------------------------------------------------------:|:---------------:|:----------------------------:|
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| 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 |
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| 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 |
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| 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 |
|
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| 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 |
|
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| 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> |
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| **PocketFlow** | **Graph** | **无** | **无** | **100** | **+56KB** |
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</div>
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## Pocket Flow如何工作？
|
||||
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||||
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）！
|
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<br>
|
||||
<div align="center">
|
||||
<img src="https://github.com/The-Pocket/.github/raw/main/assets/abstraction.png" width="900"/>
|
||||
</div>
|
||||
<br>
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||||
|
||||
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>
|
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<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|
|
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| [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！
|
||||
@@ -0,0 +1,125 @@
|
||||
<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)
|
||||
|
||||
|
||||
[](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) !
|
||||
@@ -0,0 +1,125 @@
|
||||
<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)
|
||||
|
||||
|
||||
[](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)!
|
||||
@@ -0,0 +1,125 @@
|
||||
<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)
|
||||
|
||||
|
||||
[](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！
|
||||
@@ -0,0 +1,125 @@
|
||||
<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
|
||||
|
||||
|
||||
[](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!
|
||||
@@ -0,0 +1,125 @@
|
||||
<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)
|
||||
|
||||
|
||||
[](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)!
|
||||
@@ -0,0 +1,125 @@
|
||||
<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)
|
||||
|
||||
|
||||
[](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)!
|
||||
@@ -0,0 +1,125 @@
|
||||
<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)
|
||||
|
||||
|
||||
[](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)!
|
||||
Reference in New Issue
Block a user