Sure, here is the text translated to simplified Chinese while keeping the HTML structure: ```html Talk to Your Database Like a Jedi: Two Paths to Building Your Custom ChatGPT with JsonL, SQL, and Assistants! ``` Translated to simplified Chinese: ```html 像绝地武士一样与您的数据库对话：JsonL、SQL 和助手打造定制的 ChatGPT 的两种路径！ ```

Certainly! Here's the translated text in simplified Chinese while preserving the HTML structure: ```html 欢迎来到创建您自己的定制语言模型（CLM），灵感来自ChatGPT的领域！本指南将为您提供与数据库自然对话的知识和步骤，深入探讨两种强大的技术： ``` This HTML snippet contains the translated text "Welcome to the realm of building your own custom language model (CLM) inspired by ChatGPT! This guide will equip you with the knowledge and steps to interact with your database in a natural, conversational way, delving into two powerful techniques:". Each segment of the translation is enclosed within `` tags to maintain the integrity of the HTML structure.

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

技术1：使用JsonL、Python和PostgreSQL的Schema-Aware ChatGPT（数据库专家）

``` This HTML snippet contains the translated text "技术1：使用JsonL、Python和PostgreSQL的Schema-Aware ChatGPT（数据库专家）" in simplified Chinese.

在保持HTML结构的情况下，将以下英文文本翻译为简体中文： 这种技术擅长于弥合自然语言用户查询与精确SQL语句之间的差距，实现直观的数据库探索。以下是详细的分解：

在保留HTML结构的情况下，将以下英文文本翻译为简体中文： 1. 数据准备（JsonL）:

在制作您的 JSONL 文件时：

• To translate the English text to simplified Chinese while keeping the HTML structure, you can use the following code snippet: ```html 这种技术的基础在于精心制作的 JsonL 文件。该文件中的每一行代表一次对话交互，结构化为两个关键字段： ``` This HTML code uses the `` tag with the `lang="zh-CN"` attribute to specify that the enclosed text is in simplified Chinese. It preserves the structure of the original HTML while providing the translated text.
• To translate the text "role" (string): This field indicates whether the content originates from the "user" or the "system" (your CLM)" into simplified Chinese while keeping HTML structure, you would use the following: ```html role (string): 此字段表示内容是来自"用户"还是"系统"（您的CLM）。 ``` In this translation: - `role` is used to mark the English text as English for clarity (though not necessary for translation, it helps maintain context in bilingual documents). - "role" remains in English as it's a technical term commonly left untranslated. - "string" is kept in English as it is a programming term. - The Chinese translation for the rest of the sentence is provided in simplified Chinese characters.
• To translate the text "This field houses the actual conversation content." into simplified Chinese while keeping HTML structure intact, you would write: ```html

  这个字段包含实际的对话内容。

  ``` Here's the translation breakdown: - "这个字段" (zhè ge zhìdù) means "this field". - "包含" (bāohán) means "contains" or "houses". - "实际的对话内容" (shíjì de duìhuà nèiróng) means "actual conversation content". So, the complete HTML with the translated text in simplified Chinese would be: ```html

  这个字段包含实际的对话内容。

  ```
• 这是一个精心设计的 JsonL 条目可能的样子：
• To translate the given English text to simplified Chinese within an HTML structure, you can format it like this: ```html
  {"role": "user", "content": "What are the top-selling products in category X?"}
  {"role": "system", "content": "Here's a SQL query to find them: SELECT * FROM products WHERE category = 'X' ORDER BY sales DESC LIMIT 10;"}
  ``` And the simplified Chinese translation of the content would be: ```html
  {"role": "user", "content": "类别 X 中畅销的产品是什么？"}
  {"role": "system", "content": "这是一个查找它们的 SQL 查询：SELECT * FROM products WHERE category = 'X' ORDER BY sales DESC LIMIT 10;"}
  ``` Ensure to embed this HTML structure properly within your web page or application to display the translated text correctly.

在保持HTML结构的前提下，将以下英文文本翻译成简体中文： 考虑的关键要点：

• 在保持HTML结构的情况下，将以下英文文本翻译成简体中文： **策略性地设计您的JsonL条目，以提供上下文并引导模型理解您的数据库架构和期望的响应。**
• Sure, here is the translated text in simplified Chinese, keeping the HTML structure intact: ```html

  你为“系统”角色结构化“内容”字段的方式将直接影响 CLM 生成准确 SQL 查询的能力。

  ```

To translate "Model Training with OpenAI API (Python)" into simplified Chinese while keeping HTML structure, you can use the following: ```html

使用OpenAI API进行模型训练（Python）

```

在保持HTML结构的前提下，将以下英文文本翻译为简体中文： 获取您的OpenAI API密钥:

• To translate the provided text to Simplified Chinese while keeping the HTML structure, here’s how it would look: ```html 要与 OpenAI API 进行交互，您需要一个 API 密钥。访问 https://platform.openai.com/login?launch 创建 OpenAI 账户并获取您的 API 密钥。 ```

Certainly! Here's the translation of "Utilizing Python Libraries" into simplified Chinese while keeping the HTML structure: ```html 利用 Python 库： ``` This HTML code maintains the structure while displaying the translated text in simplified Chinese.

• Certainly! Here's the translated text in simplified Chinese, keeping the HTML structure intact: ```html Python 提供了强大的库，如 transformers 和 openai，简化了与 OpenAI API 互动的过程。 ``` This text retains the HTML structure for easy integration into web pages or documents.
• Sure, here's the translation in simplified Chinese while keeping the HTML structure intact: ```html 这些库提供了方便的函数，用于发送请求和获取响应。 ``` In this HTML snippet, the simplified Chinese translation of "These libraries provide convenient functions for sending requests and retrieving responses." is included.

在保持HTML结构的情况下，将英文文本"Selecting and Fine-Tuning a Pre-Trained LLM:"翻译成简体中文为： 选择和微调预训练的LLM：

• To translate the English text "OpenAI offers a range of pre-trained LLMs, with GPT-3 (the foundation of ChatGPT) being a popular choice" into simplified Chinese while keeping HTML structure, you can use the following: ```html OpenAI 提供了一系列预训练的LLM，其中GPT-3（ChatGPT 的基础）是一种受欢迎的选择。 ``` This HTML snippet maintains the structure required while presenting the translated text in simplified Chinese.
• Sure, here's how you can incorporate the translated text into an HTML structure: ```html

  通过称为微调的过程，您将使用您策划的 JsonL 数据来定制这个预训练的LLM，以满足您的特定需求。微调有助于LLM改进其生成与您数据库架构和对话上下文中用户意图紧密对齐的SQL查询的能力。

  ``` In simplified Chinese, the translated text is: "通过称为微调的过程，您将使用您策划的 JsonL 数据来定制这个预训练的LLM，以满足您的特定需求。微调有助于LLM改进其生成与您数据库架构和对话上下文中用户意图紧密对齐的SQL查询的能力。"

Sure, here is the text translated into simplified Chinese while keeping the HTML structure: ```html

3. Python脚本和PostgreSQL集成：

``` This HTML snippet maintains the structure while displaying the translated text "Integration with Python Script and PostgreSQL" in simplified Chinese.

在保持HTML结构的前提下，将以下英文文本翻译为简体中文： 编写集成脚本：

• Here's the translated HTML structure with the simplified Chinese text: ```html

  这就是你编程专长发挥作用的地方。你将创建一个Python脚本，无缝地将你的LLM与你的PostgreSQL数据库集成。

  ``` In this HTML snippet: - `

  ` indicates a paragraph tag. - The Chinese text inside `

  ` is a translation of "Here’s where your programming expertise comes into play. You’ll create a Python script to seamlessly integrate your LLM with your PostgreSQL database."

• 在保持HTML结构的情况下，将以下英文文本翻译为简体中文： 脚本将执行以下关键任务：
• Certainly! Here's how you can structure the HTML while including the translated text in Simplified Chinese: ```html

  Translate Text to Chinese

  捕获用户查询：允许脚本通过您选择的用户界面（例如终端输入、Web 表单）接收用户查询。

  ``` In this HTML structure: - The document declares it uses Simplified Chinese (`zh-CN`) as the language. - The text "Capturing User Queries: Allow the script to receive user queries through a user interface of your choice (e.g., terminal input, web form)." is translated into Simplified Chinese and placed inside a `

  ` tag for paragraph content. Ensure you save the file with UTF-8 encoding to display Chinese characters correctly.

• 在与LLM的交互中：脚本将使用OpenAI库将用户查询发送到您的LLM。
• 在保持HTML结构的情况下，将以下英文文本翻译为简体中文： 生成SQL查询：LLM将处理查询并生成相应的SQL语句，旨在检索与用户请求相关的数据。
• To translate the given English text into simplified Chinese while keeping the HTML structure, you can use the following: ```html 执行查询：您的脚本将连接到您的PostgreSQL数据库，并执行由LLM生成的SQL查询。 ``` This HTML structure maintains the original English text format while inserting the translated Chinese text.
• To translate the English text "Presenting Results: Finally, the script will process and present the retrieved data in a user-friendly format, allowing the user to interact with the results effectively." into simplified Chinese, while keeping the HTML structure, you can use the following: ```html

  展示结果：最后，脚本将处理并以用户友好的格式展示检索到的数据，使用户能够有效地与结果交互。

  ``` This HTML snippet maintains the structure and formatting while presenting the translated text in simplified Chinese.

Sure, here's how you could translate "Example Code" to simplified Chinese while keeping the HTML structure intact: ```html 示例代码 ``` In this HTML snippet: - `` is used to apply inline styling. - `lang="zh-CN"` specifies the language as simplified Chinese. - `"示例代码"` is the translation of "Example Code" into simplified Chinese.

import openai
import psycopg2

# Replace with your actual OpenAI API key
openai.api_key = "YOUR_OPENAI_API_KEY"

def generate_sql_query(user_query):
    """Sends the user query to the LLM and retrieves the generated SQL query."""
    response = openai.Completion.create(
        engine="text-davinci-003",  # Adjust engine as needed
        prompt=f"Given the database schema (DESCRIBE YOUR SCHEMA HERE), write an SQL query

Sure, here's the translation of the text into simplified Chinese while keeping the HTML structure intact: ```html 技术二：使用Ruby on Rails、OpenAI API（或ruby-openapi Gem）和PostgreSQL（数据库监听器）实现受限助手 ```

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

这种技术专注于创建一个定制助理，经过训练可以理解您特定的领域，并在定义好的限制内运行。通过利用OpenAI API和您的数据库，您可以创建一个强大的工具，以受控的方式与您的数据进行交互。

``` This HTML snippet contains the translated text in simplified Chinese, maintaining the original structure for integration into an HTML document.

Sure, here's how you can write "Data Preparation (CSV)" in simplified Chinese while keeping HTML structure: ```html 数据准备（CSV）： ``` This HTML code preserves the text "数据准备（CSV）" and maintains the structure for displaying it on a webpage.

• 导出相关数据：第一步是将数据库中的相关数据导出为CSV文件。这些数据将作为您助手的训练素材。
• Sure, here's the HTML structure for the translated text in simplified Chinese: ```html

  为约束条件注释数据：为了让您的助手能够学习并在约束条件下工作，您需要在CSV文件中注释数据。有几种方法可以实现这一点：

  • 方法一...
  • 方法二...
  ``` And here is the translated text in simplified Chinese: ```html

  为约束条件注释数据：为了使您的助手能够学习和在约束条件下工作，您需要在CSV文件中对数据进行标注。有几种方法可以实现这一点：

  • 方法一...
  • 方法二...
  ``` Please replace "方法一..." and "方法二..." with the actual content of the methods you want to describe.
• 在 HTML 结构中保持不变，将以下英文文本翻译为简体中文： 独立列：您可以添加一个专门用于约束标志的列。该列可能包含诸如“允许”、“受限”或指示限制的特定关键词等数值。
• Sure, here is the simplified Chinese translation of the text while keeping the HTML structure intact: ```html 标签系统：或者，您可以在数据中采用标签系统。为符合特定限制的数据点分配自定义标签。您的助理随后可以学习识别这些标签，并相应地调整其响应。 ```

这里是一个带注释的CSV文件的示例（假设有单独的约束列）：

product_id, product_name, category, price, stock, constraint
1, T-Shirt, Clothing, 19.99, 100, allowed
2, Laptop, Electronics, 799.99, 50, restricted (low stock)
3, Coffee Mug, Kitchen, 9.99, Unlimited, allowed

Sure, the translation of "2. Assistant Training (Ruby):" into simplified Chinese while keeping the HTML structure intact would look like this: ```html 2. 助理培训（Ruby）： ``` In this HTML snippet, the translated text "助理培训（Ruby）" preserves the numbering and formatting, suitable for display in a web context.

• Sure, here's the translation of the text into simplified Chinese, while keeping the HTML structure intact: ```html 选择您的宝石：用于 API 交互的宝石取决于您的 Ruby on Rails（RoR）版本： ``` In this translation: - "Choosing Your Gem" is translated to "选择您的宝石". - "The gem you’ll use for API interaction depends on your Ruby on Rails (RoR) version:" is translated to "用于 API 交互的宝石取决于您的 Ruby on Rails（RoR）版本："
• 最新的RoR：如果你正在使用最新版本的RoR，请利用openai gem来优化OpenAI API的体验。
• 在HTML结构中保持不变，将以下英文文本翻译成简体中文： 旧版本的RoR：对于旧版本的RoR，ruby-openapi宝石可能提供API交互的兼容性。
• Sure, here's the text translated into simplified Chinese while keeping the HTML structure: ```html

  使用OpenAI和CSV数据进行培训：利用选定的工具与OpenAI API进行交互。选择适当的LLM（如GPT-3），并使用您的标注CSV数据来训练助手。在培训过程中，助手将学习理解您的领域语言，包括您通过标注定义的约束。

  ``` This HTML snippet contains the translated text in simplified Chinese, formatted as a paragraph (`

  ` tag).

Sure, here is the translation of "Integration with Rails Application and PostgreSQL" in simplified Chinese, keeping the HTML structure intact: ```html

与Rails应用程序和PostgreSQL集成：

``` This HTML code represents the translated text in a structured way, suitable for web development contexts.

• Sure, here is the simplified Chinese translation of the text you provided, while keeping the HTML structure intact: ```html

  与您的应用集成：在训练完成后，将您的助手集成到您的Rails应用程序中。这使用户可以通过网页界面或其他功能与之交互。

  ``` In simplified Chinese: 与您的应用集成：在训练完成后，将您的助手集成到您的Rails应用程序中。这使用户可以通过网页界面或其他功能与之交互。
• Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html 处理用户请求：当用户提交请求时，您的应用程序将其路由到助手。助手随后可以利用其对约束条件的理解，结合数据库信息，提供引导性回应。 ```

Sure, here's how you could write "4. Utilizing Constraints:" in simplified Chinese, while keeping the HTML structure intact: ```html

4. 利用约束条件：

```

Certainly! Here's the translated text in simplified Chinese, while maintaining the HTML structure: ```html 限制执行：在处理用户请求时，助手可以分析请求的数据，并根据其在训练过程中学习到的约束条件进行处理。 ``` In this HTML snippet: - `` tags are used to wrap each segment of translated text. - The first `` contains "限制执行：" which translates to "Restriction Enforcement:". - The second `` contains the translated main text about processing user requests and analyzing data against learned constraints.

• Certainly! Here's how you can structure the HTML while translating the text into simplified Chinese: ```html

  对于受限数据点（例如低库存商品），助手可能会提供信息，但不允许购买，或者提供用户其他选择。

  ``` In this HTML snippet: - `

  ` denotes a paragraph tag, which is commonly used for text content. - The Chinese translation is placed inside the `

  ` tag. Make sure to integrate this snippet into your HTML structure where appropriate.

• To translate "For completely blocked items, the assistant might simply state that the data is unavailable." into simplified Chinese while keeping the HTML structure intact, you can use the following: ```html 对于完全被阻止的项目，助手可能会简单地说明数据不可用。 ``` In this translation: - "对于完全被阻止的项目" corresponds to "For completely blocked items". - "助手可能会简单地说明数据不可用。" corresponds to "the assistant might simply state that the data is unavailable."

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

上下文响应：超越限制，助理对约束条件的意识使其能够生成更多信息丰富且上下文相关的回应。例如，如果用户请求受限商品，助理可以解释为何受限（比如库存不足的情况），并可能提出替代建议。

``` In this HTML snippet: - `

` indicates a paragraph tag in HTML. - The Chinese text inside `

` is the translated content of "Contextual Responses: Beyond restrictions, the assistant’s awareness of constraints enables it to generate more informative and contextually relevant responses. For example, if a user requests a restricted item, the assistant can explain why it’s restricted (low stock in this case) and potentially suggest alternatives."

Sure! Here is the translated text with the HTML structure kept intact: ```html 示例代码片段： ``` Let me know if you need any more translations or adjustments!

require 'openai'  # Assuming you're using the openai gem

# Replace with your actual OpenAI API key
OpenAI.api_key = "YOUR_OPENAI_API_KEY"

def process_user_request(request)
  # Interact with OpenAI API using the openai gem to get assistant's response
  # The assistant's response should consider data constraints along with the request
  assistant_response = OpenAI.Completion.create(
    engine: "text-davinci-003",  # Adjust engine as needed
    prompt: "Considering data constraints, respond to the user's request: #{request}",
    max_tokens: 150,  # Adjust as needed
    temperature: 0.7,  # Adjust for creativity vs. accuracy
    stop=None
  )

  # Based on assistant_response and data constraints, format and return your final response
  # ... (handle response formatting and database interaction here)
  return final_response
end

Sure, here's the simplified Chinese translation of the text, keeping the HTML structure: ```html 记住，这些代码片段是说明性的，根据您具体的实现细节和您需要的功能，可能需要进行调整。 ``` In this HTML snippet, the Chinese text is embedded within `

` tags, ensuring it fits seamlessly into an HTML document.

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

本指南已为您提供了选择道路并开始定制CLM创作旅程的知识。因此，请释放内心的人工智能天才，与您的数据库对话，并以全新的方式揭示其秘密！

``` Translated text (plain text): "本指南已经为您提供了选择道路并开始定制CLM创作旅程的知识。因此，请释放内心的人工智能天才，与您的数据库对话，并以全新的方式揭示其秘密！"