PandasAI: 使用LLM在pandas DataFrame上执行任何操作

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Certainly! Here's the translation in simplified Chinese while keeping the HTML structure: ```html Unsloth：在任何自定义数据上更快地微调LLM ``` This HTML snippet maintains the original text while applying the translation to simplified Chinese.

Certainly! Here's the translation of "LangGraph : Create a team of LLM Agents for completing a task" in simplified Chinese within an HTML structure: ```html LangGraph：创建一个LLM代理团队以完成任务 ``` This HTML structure maintains the text content while allowing it to be displayed in a web context if needed.

Certainly! Here is the translation of the text into simplified Chinese, keeping the HTML structure intact: ```html AutoGen: similar to LangGraph but more towards code execution tasks ``` Translation in simplified Chinese: ```html AutoGen：类似于LangGraph，但更侧重于代码执行任务 ```

Certainly! Here's the text translated into simplified Chinese while keeping the HTML structure: ```html LlamaIndex：一个专用框架，用于实现RAG框架，用于将外部文件连接到LLM以获取上下文 ``` In Chinese characters: ```html LlamaIndex：一个专用框架，用于实现RAG框架，用于将外部文件连接到LLM以获取上下文 ``` This HTML structure ensures that the translation is integrated into a web context, preserving the original formatting.

Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html GraphRAG：一个高级版本的标准RAG，使用知识图谱进行检索，提供更全面的答案 ``` This HTML snippet maintains the structure while presenting the text in simplified Chinese.

Certainly! Here is the translation of "DeepEval: Framework to evaluate your GenAI applications" in simplified Chinese while maintaining the HTML structure: ```html DeepEval: 评估您的GenAI应用程序的框架 ``` This HTML snippet keeps the text "DeepEval: Framework to evaluate your GenAI applications" in English as it is and provides the Chinese translation within a `` element with the `lang` attribute set to "zh-CN" for simplified Chinese.

Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure: ```html Ollama：用于运行本地LLM的软件/Python包 ``` In this HTML snippet: - `` tags are used to encapsulate each segment of text. - English text "Ollama :" and "Software/python package for running local LLMs" are translated to simplified Chinese and placed within `` tags.

Sure, here's the translation of "Diffusers: Helps with Image based generation." in simplified Chinese while keeping the HTML structure: ```html 扩散器：有助于基于图像的生成。 ```

Sure, here is the translated text in simplified Chinese, while keeping the HTML structure intact: ```html 我的首部著作：《口袋里的浪链》现已发布 ``` This HTML code will display the translated text in simplified Chinese, maintaining the formatting required for web content.

Sure, here's the translation of "So let’s get started with this list" in simplified Chinese, while keeping the HTML structure intact: ```html

所以让我们开始这个列表吧。

```

Sure, here's how you would write "LangChain" in simplified Chinese while keeping the HTML structure intact: ```html LangChain ``` This HTML snippet specifies that the text "LangChain" should be interpreted as simplified Chinese.

Sure, here is the translated text in simplified Chinese, while maintaining the HTML structure: ```html LangChain 是一个开源框架，使得使用LLM（大型语言模型）构建应用程序变得更加容易。它帮助开发者通过将这些模型连接到不同的数据源，创建诸如聊天机器人和问答系统等交互式工具。使用 LangChain，您可以混合和匹配不同的组件来定制您的应用程序，从而简化它如何理解和处理自然语言的过程。我想不出有任何不能通过 LangChain 构建的应用程序。 ``` This text translates the original message into simplified Chinese, reflecting the intended meaning and structure.

Sure, here is the translated text in simplified Chinese while keeping the HTML structure: ```html 你可以在这里找到与LangChain相关的教程（查看完整播放列表，右上角）： ``` This HTML structure preserves the text content while indicating it is meant for display on a web page.

Sure, here is the translated text in simplified Chinese, while keeping the HTML structure: ```html DSPy ``` In this HTML snippet: - `` is used to inline a portion of text. - `lang="zh-CN"` specifies the language of the text as simplified Chinese. - `DSPy` is the translated text displayed in simplified Chinese characters.

Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure: ```html

The DSPy包是由斯坦福大学开发的框架，它通过专注于编程而不是手动提示，简化了LLM的使用。它允许用户通过定义模块并将它们编译以自动调整提示和权重来创建和优化基于LLM的应用程序。这种方法通过将语言模型视为可编程组件来提高应用程序的性能和灵活性，类似于神经网络的训练和优化方式。请查看下方的代码教程。

``` In this translation: - "DSPy package" is translated as "DSPy包". - "Stanford University" is translated as "斯坦福大学". - "LLMs" is translated as "LLM" (no change in abbreviation in Chinese). - "programming rather than manual prompting" is translated as "专注于编程而不是手动提示". - "applications" is translated as "应用程序". - "modules" is translated as "模块". - "prompts and weights" is translated as "提示和权重". - "language models as programmable components" is translated as "将语言模型视为可编程组件". - "neural networks" is translated as "神经网络".

Certainly! Here's how you can write "PandasAI" in simplified Chinese within an HTML structure: ```html

PandasAI

``` In simplified Chinese characters: ```html

熊猫AI

``` This HTML snippet maintains the structure while displaying "PandasAI" in simplified Chinese characters.

Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html

PandasAI 是一个Python库，通过集成生成式人工智能增强了Pandas数据分析工具的能力。它允许用户使用自然语言查询与数据框互动，这些查询会被转换成Python或SQL代码。这使得用户可以更轻松地分析和可视化数据，而无需编写复杂的代码，因为PandasAI能够通过简单的文本提示生成见解、创建图表并清洗数据。查看以下演示：

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` tags are used to enclose the translated text, which maintains the structure and readability. - The simplified Chinese translation conveys the same meaning as the original English text.

Sure, here is the translation of "LangGraph" into simplified Chinese within an HTML structure: ```html 语言图 ``` In this translation: - `` is used to denote inline text. - `语言图` is the simplified Chinese translation of "LangGraph".

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```

Sure, here is the text translated to simplified Chinese while keeping the HTML structure: ```html 找出在LangGraph这里的不同编程教程： ``` This HTML structure preserves the original format while presenting the text in simplified Chinese.

Certainly! Here's the translation of "Langfuse" into simplified Chinese while keeping the HTML structure: ```html 朗富斯 ``` In this example: - `` is used to define a section in a document. - `lang="zh-CN"` specifies the language as simplified Chinese. - `朗富斯` is the translation of "Langfuse" into simplified Chinese characters.

Sure, here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html Langfuse 是一个开源平台，旨在帮助团队更有效地使用LLM。它提供了观察、分析和实验LLM应用的工具。Langfuse 允许开发人员跟踪和调试模型调用，管理和测试提示，并通过分析收集见解。通过与各种框架集成以及提供提示管理和性能评估等功能，Langfuse 简化了开发和优化基于LLM的应用程序的过程。 ``` This translation maintains the original structure and content while expressing the same ideas in simplified Chinese.

Sure, here's how you can translate "Get started with LangFuse using the below tutorial" into simplified Chinese while maintaining HTML structure: ```html 开始使用以下教程来了解LangFuse： ``` This translation keeps the structure intact and conveys the meaning clearly in simplified Chinese.

Sure, here's how you could structure your HTML with the translated text: ```html

Unsloth

不懈怠

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Unsloth

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不懈怠

` is the translation of "Unsloth" into Simplified Chinese, meaning "Unsloth".

Sure, here's the translated text in simplified Chinese, preserving the HTML structure: ```html

Unsloth包是一个旨在优化LLM（大型语言模型）训练和微调的库。它专注于加快和提高效率的过程，据称可以将训练速度提高多达30倍，并将内存使用减少60%。Unsloth支持包括NVIDIA、Intel和AMD GPU在内的各种硬件，并且是开源的，允许用户轻松实现和实验LLM。其功能包括在最小精度损失的情况下提高性能，使其成为开发人员在处理AI模型时的宝贵工具。

``` This HTML snippet contains the translated text in simplified Chinese, suitable for display on a webpage while maintaining the structure of the original English text.

Sure, here is the translated text in simplified Chinese while keeping the HTML structure intact: ```html 检查如何使用unsloth优化Llama 3.1 ```

Certainly! Here's the translation in simplified Chinese while keeping the HTML structure: ```html 自动生成 ``` This HTML snippet ensures that the text "AutoGen" is displayed in simplified Chinese characters ("自动生成") and specifies the language as Chinese for proper rendering and accessibility.

Sure, here's the translation of the text into simplified Chinese while keeping the HTML structure intact: ```html

The AutoGen package is a framework that helps create applications using multiple agents that can communicate and work together to solve tasks. It simplifies building workflows with LLMs by allowing these agents to collaborate, send messages, and perform actions like generating and executing code. This makes it easier to automate complex tasks and manage interactions between different components in an application.

``` Translation in simplified Chinese: ```html

AutoGen 包是一个框架，帮助使用多个代理创建应用程序，这些代理可以通信并协作解决任务。它通过允许这些代理协作、发送消息并执行生成和执行代码等操作，简化了使用 LLM（大语言模型）构建工作流程。这使得自动化复杂任务和管理应用程序中不同组件之间的交互变得更加容易。

```

Sure, here's the translated text in simplified Chinese while maintaining the HTML structure: ```html 检查如何开始使用AutoGen 这里 ```

Certainly! Here's how you can write "GraphRAG" in simplified Chinese within an HTML structure: ```html 图形RAG ``` In this example: - `` is used to inline a section of text. - `lang="zh-CN"` specifies the language as simplified Chinese. - "图形RAG" is the translation of "GraphRAG" into simplified Chinese characters.

Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html

The GraphRAG package is a tool that enhances Retrieval-Augmented Generation (RAG) by using knowledge graphs instead of traditional vector databases. This approach allows for more accurate and meaningful data retrieval from unstructured text. By building a structured knowledge graph, GraphRAG improves the ability of large language models to understand and reason about complex information, making it particularly useful for handling intricate queries and synthesizing insights from large datasets.

``` Translated text: ```html

GraphRAG 软件包是一种工具，通过使用知识图谱而不是传统的向量数据库来增强检索增强生成（RAG）。这种方法允许从非结构化文本中更准确、更有意义地检索数据。通过构建结构化知识图谱，GraphRAG 提高了大型语言模型理解和推理复杂信息的能力，特别适用于处理复杂查询并从大数据集中综合洞察。

```

Certainly! Here is the translated text in simplified Chinese, keeping the HTML structure intact: ```html 您也可以使用LangChain实现GraphRAG ``` This HTML structure preserves the original text while displaying it in simplified Chinese.

Sure, here's how you can write "LlamaIndex" in simplified Chinese within an HTML structure: ```html LlamaIndex ``` In simplified Chinese characters, "LlamaIndex" is translated as "羊驼指数" (Yángtuó zhǐshù). However, since you requested to keep the HTML structure and did not specify the translation of the text content, I've retained "LlamaIndex" in English within the `` section of the HTML.

Certainly! Here's the translation of the provided text into simplified Chinese, keeping the HTML structure intact: ```html

LlamaIndex 是一个工具，帮助将您的自定义数据连接到大型语言模型（LLM），如 GPT-4（RAG 框架）。它可以轻松地将来自不同来源（如 API、数据库和文档）的数据转换为 LLMS 可以理解的格式。LlamaIndex 组织这些数据，使用户能够用自然语言提出问题并与之交互。通过这种方式，它增强了LLM的能力，使它们能够访问和处理来自您自己数据集的特定信息。

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Certainly! Here's the text "Ollama" translated into simplified Chinese while keeping the HTML structure intact: ```html 奥拉玛 ``` In this HTML snippet: - `` is used to mark up the text. - `lang="zh-CN"` specifies the language as simplified Chinese. - "奥拉玛" is the translation of "Ollama" into simplified Chinese characters.

```html

The Ollama package is a tool that lets you run LLMs like Llama 3.1 and Mistral directly on your local computer. It simplifies the process by bundling everything needed — model weights, configurations, and data — into a single package. This makes it easy to set up and use these models locally, whether you’re using a CPU or GPU, and it supports various interaction methods, including command-line, SDK, and API access. This approach offers flexibility and control for developers looking to leverage AI models on their own devices.

``` 以下是简体中文翻译： ```html

Ollama 软件包是一个工具，可以让您在本地计算机上直接运行像 Llama 3.1 和 Mistral 这样的LLM。它通过将模型权重、配置和数据捆绑到一个单一的软件包中，简化了整个过程。这使得无论您使用CPU还是GPU，都可以轻松地在本地设置和使用这些模型，并支持包括命令行、SDK和API访问在内的多种交互方法。这种方法为希望在自己设备上利用AI模型的开发人员提供了灵活性和控制。

```

Certainly! Here is the translation of "DeepEval" into simplified Chinese, while keeping the HTML structure: ```html 深评估 ``` This HTML snippet ensures that "DeepEval" is correctly translated to "深评估" in simplified Chinese, and the `lang="zh-CN"` attribute indicates the language of the text.

Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html

DeepEval包是一个开源框架，专门用于评估LLM输出。它类似于Pytest，但专为单元测试LLM应用程序而设计。DeepEval提供多种评估指标，如答案相关性和幻觉检测，帮助开发人员评估和提高模型性能。它支持实时评估，并可以集成到现有工作流程中，是微调和优化基于LLM的应用程序的宝贵工具。

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` is used for paragraph formatting. - The text inside `

` tags is the translated content in simplified Chinese.

Certainly! Here's the translation of "Diffusers" into simplified Chinese, while maintaining HTML structure: ```html 扩香器 ``` This HTML snippet ensures that "Diffusers" is translated to "扩香器" in simplified Chinese, with the appropriate language tag for clarity.

```html

```

Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html

至此，我们将结束这篇文章。还有许多其他生成AI包可以使用，这些我在这里没有讨论到。请在这里查看：

``` This HTML snippet translates to: "至此，我们将结束这篇文章。还有许多其他生成AI包可以使用，这些我在这里没有讨论到。请在这里查看："