Sure, here's the text translated into simplified Chinese while keeping the HTML structure intact: ```html 使用 Langchain 构建一个简单的控制台 ChatGPT 机器人 ```
![](/posts/1%24cI3_EZGwYl4k0iG3QXwfsg.png)
Sure, here's the HTML structure with the translated text in simplified Chinese: ```html
在本篇博客中,我们将通过使用Langchain创建一个简单的基于控制台的ChatGPT聊天机器人来进行讲解。我们将覆盖如何设置开发环境,并逐步指导您运行示例代码。
Sure, here is the translated text in simplified Chinese, while keeping the HTML structure intact:
```html
设置 PyCharm IDE
```
This HTML snippet maintains the structure and simply replaces the English text with its simplified Chinese equivalent.
Certainly! Here's how you can structure the HTML with the translated text in simplified Chinese: ```html
在深入编码之前,让我们使用 PyCharm 来设置您的开发环境,PyCharm 是最流行的 Python 集成开发环境之一。
``` In this HTML structure: - `lang="zh-CN"` specifies the language as simplified Chinese. - The paragraph `` tag contains the translated text.
Sure, here's how you can write "Download and Install PyCharm" in simplified Chinese while keeping the HTML structure intact: ```html 下载并安装 PyCharm: ``` In this HTML snippet, the text "下载并安装 PyCharm:" translates to "Download and Install PyCharm:".
- Certainly! Here's how you can structure the HTML while translating the text into simplified Chinese:
```html
前往 PyCharm 下载页面,并选择社区版(免费)。可选地,您也可以使用专业版(付费),但本教程不需要付费版本。
``` In this HTML snippet: - `` tags are used for the paragraph. - Text content inside `
` tags is translated into simplified Chinese. Make sure to adjust the surrounding HTML structure as needed based on your specific requirements.
- Sure, here's how you would write "Follow the installation instructions for your operating system." in simplified Chinese, keeping the HTML structure intact: ```html 跟随操作系统的安装指南。 ``` This HTML snippet preserves the structure of the text while providing the translation in simplified Chinese.
Certainly! Here's the translation of "Create a New Project" in simplified Chinese, keeping the HTML structure: ```html
创建新项目:
``` This HTML snippet maintains the structure while providing the translated text.- Certainly! Here's the translation in simplified Chinese, keeping the HTML structure:
```html
打开 PyCharm 并点击 “New Project”。
``` - Sure, here's how you can write that in simplified Chinese while keeping the HTML structure: ```html 选择一个位置作为您的项目位置,并选择“纯Python”作为项目类型。 ``` This HTML snippet maintains the structure but presents the text in simplified Chinese characters.
- Sure, here's the translation of "Click 'Create' to set up your new project." in simplified Chinese while keeping the HTML structure: ```html 点击“创建”以设置您的新项目。 ```
Certainly! Here's how you could structure that phrase in HTML and translate it into simplified Chinese:
```html
Configure the Python Interpreter:
```
Translated into simplified Chinese:
```html
配置Python解释器:
```
This HTML structure preserves the heading style while presenting the translated text in simplified Chinese.
- Certainly! Here's the HTML structure with the translated text in simplified Chinese:
```html
前往 文件 -> 设置(或 macOS 上的首选项) -> 项目:
``` In this HTML snippet, the text "Go to File -> Settings (or Preferences on macOS) -> Project:-> Python 解释器。 -> Python Interpreter." has been translated into simplified Chinese and preserved within a ` ` (paragraph) tag for display.
- Sure, here's the translation in simplified Chinese while keeping the HTML structure intact: ```html 点击齿轮图标,然后选择“添加”。 ```
- Sure, here's the HTML structure with the translated text in simplified Chinese:
```html
选择“虚拟环境”,然后点击“确定”以为您的项目设置一个新的虚拟环境。
``` In this HTML snippet: - "选择“虚拟环境”" translates to "Choose 'Virtual Environment'." - "然后点击“确定”" translates to "and then click 'OK'." - "以为您的项目设置一个新的虚拟环境。" translates to "to set up a new virtual environment for your project." Make sure the font and encoding of your HTML document support displaying Chinese characters properly.
Certainly! Here's the HTML structure with the text "Creating a simple script to test the environment" translated into simplified Chinese:
```html
Translate Text to Chinese
创建一个简单的脚本来测试环境。
``` In this HTML structure: - `` indicates the document language is English. - The `` tags ensure proper character encoding and viewport settings. - `` contains the translated text "创建一个简单的脚本来测试环境。"
在根目录上右键单击 -> 新建 -> Python 文件,创建 simple_chatgbt_bot.py 的 Python 文件。
Sure, here's the HTML structure with the translated text in simplified Chinese: ```html
将文件命名为“simple_chatgpt_chatbot”。文件名的结尾应该是 .py。
``` In simplified Chinese: ```html将文件命名为“simple_chatgpt_chatbot”。文件名的结尾应该是 .py。
``` This HTML structure ensures the text is displayed correctly in a web page, using the appropriate charset and language declaration for simplified Chinese.Certainly! Here is the translated text in simplified Chinese, keeping the HTML structure: ```html 添加以下行到脚本中,以检查环境是否正确设置: ``` This HTML snippet maintains the original structure while presenting the text in simplified Chinese.
print("Hello!")
Sure, here's how you could translate "Running the app" into simplified Chinese while keeping it within an HTML structure: ```html 运行应用 ``` In this HTML snippet: - `` indicates that the following text is in simplified Chinese. - `运行应用` is the translation of "Running the app". This maintains the HTML structure while providing the translated text in simplified Chinese.
- Certainly! Here's the translation of "Run the Script from the IDE:" in simplified Chinese, while keeping the HTML structure intact: ```html 运行来自集成开发环境(IDE)的脚本: ``` This HTML snippet preserves the text in English for "IDE" to ensure clarity and maintain the original meaning.
- Sure, here's how you could structure the HTML while translating the text into simplified Chinese:
```html
在 PyCharm 中,右键单击包含您代码的 Python 文件,然后选择“运行‘simple_chatgpt_chatbot.py’”。
``` This HTML `` tag represents a paragraph, and the text inside it is the translated version of "In PyCharm, right-click the Python file containing your code and select “Run ‘simple_chatgpt_chatbot.py””.
- Certainly! Here's how you could translate "Run the Script from Terminal:" into simplified Chinese while maintaining the HTML structure: ```html 运行脚本从终端: ``` This translation maintains the original meaning while adhering to the HTML formatting.
- Certainly! Here's the HTML structure with the translated text in simplified Chinese:
```html
打开终端并导航到 "simple_chatgpt_chatbot.py" 文件。运行以下命令 "python simple_chatgpt_chatbot.py"
``` In simplified Chinese, it reads: "打开终端并导航到 'simple_chatgpt_chatbot.py' 文件。运行以下命令 'python simple_chatgpt_chatbot.py'"
Sure, here's the translation in simplified Chinese while keeping the HTML structure: ```html
你应该在终端窗口看到输出:“Hello!”
``` This HTML snippet will display the translated text appropriately in a web context.Sure, here's the HTML structure with the translated text in simplified Chinese: ```html
注意:通过终端运行应用程序需要您的计算机上安装有Python。在本教程范围之外的是在您本地机器上安装Python,并且有很多在线资源可供参考。
``` In this HTML snippet: - `` tags are used for paragraph structure. - The Chinese text is enclosed within the `
` tags to maintain the structure and ensure proper rendering in a web context.
Sure, here's how you would structure it in HTML and translate it to simplified Chinese: ```html
获取OpenAI API密钥
``` In simplified Chinese, "Obtaining an OpenAI API Key" translates to "获取OpenAI API密钥". This HTML structure simply wraps the translated text in a paragraph (``) tag for clarity and proper display in a web context.
Certainly! Here's how you can structure the HTML with the translated text in simplified Chinese: ```html
要使用OpenAI API,您需要一个API密钥。以下是您可以获取API密钥的方法:
``` This HTML snippet maintains the structure while presenting the translated text in simplified Chinese.Sure, here's the translated text in simplified Chinese, while maintaining the HTML structure: ```html
创建一个OpenAI账户:
```- Certainly! Here's the HTML structure with the translated text in simplified Chinese:
```html
访问OpenAI平台,如果您还没有账户,请注册一个账户。
``` This HTML snippet maintains the structure while providing the text in simplified Chinese.
Certainly! Here's the translation of "Generate an API Key:" in simplified Chinese, while maintaining the HTML structure: ```html 生成 API 密钥: ``` This HTML snippet preserves the text "Generate an API Key:" and translates it into simplified Chinese characters.
- Sure, here's the translation in simplified Chinese, while keeping the HTML structure: ```html 在登录后,导航到 API 密钥页面。 ``` This HTML code maintains the structure while providing the translated text in simplified Chinese.
- Sure, here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html 点击“创建新密钥”。 ``` This HTML snippet will display the text "点击“创建新密钥”" where "创建新密钥" means "Create new key" in simplified Chinese.
- Sure, here's how you could represent that in HTML with the text translated to simplified Chinese: ```html 给您的密钥取一个名称,然后点击“创建密钥”。 ``` This HTML structure preserves the text and simply replaces the English content with its translated Chinese equivalent.
- Sure, here's how you can write that in simplified Chinese within an HTML structure: ```html 复制 API 密钥并妥善保存,因为您将在项目中需要使用它。 ``` This HTML snippet maintains the structure while providing the translated text.
Sure, here's the translation of "Add the API Key to Your .env File" in simplified Chinese while keeping the HTML structure: ```html
将 API 密钥添加到您的 .env 文件中:
```- Sure, here's how you could structure the HTML to provide the instruction in simplified Chinese:
```html
Translate to Chinese 在您的项目目录中创建一个名为 .env 的文件。
``` This HTML code sets the document to use simplified Chinese (`zh-CN`) as the language and includes the translated instruction within a paragraph (``) element.
- Certainly! Here's the translated text in simplified Chinese, while keeping the HTML structure: ```html 将以下行添加到 .env 文件中: ``` This HTML snippet retains the structure and provides the translation "将以下行添加到 .env 文件中:" which means "Add the following line to the .env file:" in simplified Chinese.
OPENAI_API_KEY=your_api_key_here
Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html
注意:以“.”开头的文件是系统文件,默认情况下是隐藏的。您需要启用查看隐藏文件功能才能编辑它。
``` In this HTML snippet: - `` tags are used to wrap the translated text to denote a paragraph. - The Chinese text is enclosed within the tags, preserving the structure as requested.
Sure, here's the text translated into simplified Chinese while keeping the HTML structure intact: ```html
逐步创建控制台聊天机器人
```Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html
现在,让我们来分解创建一个简单控制台聊天机器人的代码。
``` In this HTML snippet, `` denotes a paragraph tag for structured text presentation.
Certainly! Here's the translation of "Installing pip" in simplified Chinese, keeping the HTML structure intact: ```html 安装 pip ```
在Windows操作系统下:
- Certainly! Here's how you can structure the HTML while including the translated text in simplified Chinese:
```html
从官方 Python 网站下载并安装 Python。pip 已捆绑在 Python 3.4 及更高版本的安装包中。安装过程中确保勾选添加 Python 到 PATH。
``` This HTML snippet keeps the structure intact while presenting the translated text in simplified Chinese.
在 macOS 上:
- Certainly! Here's the HTML structure with the translated text in simplified Chinese:
```html
Python 2.x 在 macOS 上预装,但你应该安装包含 pip 的 Python 3.x 版本。使用 Homebrew 运行以下命令来安装:
``` In simplified Chinese, the translated text reads: "Python 2.x 在 macOS 上预装,但你应该安装包含 pip 的 Python 3.x 版本。使用 Homebrew 运行以下命令来安装:"
brew install python
或者,从官方 Python 网站下载并安装 Python。
```Certainly! Here's the translation of "Install Required Packages" into simplified Chinese while maintaining the HTML structure:
```html
安装必需的软件包:
```
- Certainly! Here's how you could structure the HTML while translating the text into simplified Chinese:
```html
在 PyCharm 中打开终端,并运行以下命令来安装必要的软件包:
``` In this HTML snippet: - `` tags are used to denote a paragraph, which is semantically appropriate for the translated text. - The Chinese text provided translates to: "Open the terminal in PyCharm and run the following commands to install the necessary packages." Make sure the HTML structure fits within your overall HTML document where needed.
- Sure, here is the translation in simplified Chinese while keeping the HTML structure:
```html
使用以下命令安装
``` Translation: ```htmlpython-dotenv
,langchain-core
, 和langchain-openai
:使用以下命令安装
```python-dotenv
,langchain-core
, 和langchain-openai
:
Certainly! Here's the translation of "3. Import Necessary Libraries" into simplified Chinese, while keeping the HTML structure: ```html
3. 导入必要的库
```Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html
首先,导入所需的库并设置环境变量。
``` In simplified Chinese, "First, import the required libraries and set up environment variables." translates to "首先,导入所需的库并设置环境变量。"import os
from dotenv import load_dotenv, find_dotenv
load_dotenv(find_dotenv(), override=True
Sure, here is the HTML structure with the simplified Chinese translation: ```html
这段代码从一个 .env 文件中加载环境变量。您应该在项目目录中拥有一个带有您的 OpenAI API 密钥的 .env 文件。要检查密钥是否存在,请使用以下命令打印出 OpenAI API 密钥:
``` In the translated text: - ".env file" is ".env 文件" - "OpenAI API key" is "OpenAI API 密钥" - "project directory" is "项目目录" - "print out" is "打印出" This preserves the original HTML structure while providing the translation in simplified Chinese.print(os.environ.get("OPENAI_API_KEY")) #print the OPENAI_API_KEY
Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html 如果偶然间OpenAI API密钥未加载,请添加以下行来将API密钥设置为环境变量。 ``` This translation maintains the original structure and meaning while being in simplified Chinese characters.
os.environ["OPENAI_API_KEY"] = constants.APIKEY
Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html
从代码中设置变量不建议用于生产环境。API 密钥是一个秘密,应存在于环境变量中。
``` In this translation: - "从代码中设置变量不建议用于生产环境。" translates to "Setting variables from the code is not recommended for production." - "API 密钥是一个秘密,应存在于环境变量中。" translates to "The API key is a secret that should exist in the environment variables."Certainly! Here's how you could write "Set Up Langchain Components" in simplified Chinese while maintaining the HTML structure:
```html
设置 Langchain 组件
```
Sure, here is the translation of "Import Langchain components and configure the language model" in simplified Chinese while keeping the HTML structure intact: ```html 导入 Langchain 组件并配置语言模型。 ```
from langchain_core.prompts import ChatPromptTemplate
from langchain_core.output_parsers import StrOutputParser
from langchain_openai import ChatOpenAI
Sure, here is the translated text in simplified Chinese, keeping the HTML structure intact: ```html 现在我们可以使用所需的参数设置ChatOpenAI模型。 ``` This HTML snippet maintains the structure while providing the translated text in simplified Chinese.
llm = ChatOpenAI(model_name='gpt-3.5-turbo', temperature=1)
Certainly! Here's the translation of "Define the Prompt Template" into simplified Chinese, while keeping the HTML structure:
```html
定义提示模板
```
In this HTML snippet, `` tags are used to indicate a top-level heading, which is suitable for translating a title or a main heading like "Define the Prompt Template" into Chinese.
Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html 创建一个聊天机器人的提示模板。 ```
prompt = ChatPromptTemplate.from_template("You are a chatbot having a conversation with a human about the following {content}")
Sure, here's the HTML structure with the translated text in simplified Chinese: ```html
聊天机器人响应结构模板
此模板定义了聊天机器人如何构造其回应。
``` In this example: - `` tag: Displays a heading with the text "聊天机器人响应结构模板". - `
` tag: Contains the translated sentence "此模板定义了聊天机器人如何构造其回应。" (This template defines how the chat bot will structure its responses).
Certainly! Here's how you can translate "Set Up the Chain" into simplified Chinese while keeping the HTML structure: ```html 设置链条 ``` In this HTML snippet: - `` indicates that the enclosed text is in simplified Chinese. - `设置链条` is the translation of "Set Up the Chain". This ensures that the text "设置链条" is displayed correctly in a web page where the language is set to Chinese.
Sure, here's how you could structure the HTML with the translated text in simplified Chinese: ```html
结合提示模板、语言模型和输出解析器。
结合提示模板、语言模型和输出解析器。
` is the translated text within an `` heading tag.chain = prompt | llm | StrOutputParser()
Certainly! Here's the translated text in simplified Chinese while keeping the HTML structure intact: ```html 这个链条通过提示、语言模型和输出解析器处理输入。 ``` This HTML snippet now contains the translated text in simplified Chinese.
Certainly! Here's the translation of "Implement a Chat Loop" in simplified Chinese while keeping the HTML structure: ```html
实现一个聊天循环
```Certainly! Here's the HTML structure with the translated text in simplified Chinese: ```html
与聊天机器人交互的循环添加
``` In this HTML structure: - `` tags contain the translated text "与聊天机器人交互的循环添加", which means "Adding a loop to interact with the chat bot". - The comment within the `
{ "question": "德国的首都是哪里?", "answer": "柏林"}
` are used for structural and semantic organization of the text content.
Sure, here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html 你也可以修改模板,以便返回所有答案的西班牙语版本。 ``` This HTML with Chinese text would display as: ```html 你也可以修改模板,以便返回所有答案的西班牙语版本。 ``` This ensures that the Chinese text is correctly rendered within an HTML document.
prompt = ChatPromptTemplate.from_template("You are a chatbot having a conversation with a human about the following {content. Return the answers in Spanish")
Sure, here's the translation in simplified Chinese while keeping the HTML structure intact: ```html 如果您保存了更改,请再次运行脚本并问同样的问题:“德国的首都是什么”,您应该会得到西班牙语的答案:“德国的首都是柏林。” ``` This HTML snippet will display the translated text on a web page.
Sure, here's the translated text in simplified Chinese, maintaining the HTML structure: ```html
有趣对吧!发挥你的想象力,尝试不同的模板,看看会得到怎样的结果。
``` This HTML code will display the translated text properly on a webpage.Certainly! Here's the translation of "Conclusion" into simplified Chinese while keeping the HTML structure:
```html
结论
```
```html
在本教程中,我们使用Langchain构建了一个简单的基于控制台的聊天机器人。我们设置了PyCharm,并逐步走过了代码。有了这个基础,你可以进一步增强这个聊天机器人,或者将它集成到不同的应用程序中。
```Sure, here's the translation in simplified Chinese, while keeping the HTML structure intact: ```html 您可以通过以下链接找到完整的代码: link_to_full_code ``` In this example: - `` is used for the text "您可以通过以下链接找到完整的代码:" which translates to "You can find the full code by following this link." - `` is used to create a hyperlink, with `href` attribute pointing to the actual link where the full code can be found.
Sure, here's the HTML structure with the translated simplified Chinese text: ```html
敬请关注下一篇博客文章,我们将在这个教程中介绍的应用程序基础上进行扩展,并添加保存和恢复聊天记录的功能。
``` In this HTML snippet: - `` tags are used to wrap the translated text, assuming it's a paragraph of content. - The Chinese text translates to: "敬请关注下一篇博客文章,我们将在这个教程中介绍的应用程序基础上进行扩展,并添加保存和恢复聊天记录的功能。" This translation conveys the same meaning as the original English text.
Certainly! Here's the translated text in simplified Chinese, while keeping the HTML structure intact: ```html 如果您觉得这篇文章对您有帮助,请一定点赞👏👏👏。您也可以在 Medium 上关注我。 ``` In this HTML snippet, the Chinese text is provided within `` tags, allowing the inclusion of emojis (👏) as part of the content.