Sure, here is the simplified Chinese translation of "Building GPT2o — Part 1 : Audio" while keeping the HTML structure intact: ```html Building GPT2o — Part 1 : 音频 ``` In this translation: - "GPT2o" is kept as is since it appears to be a proper noun or technical term. - "音频" is the simplified Chinese translation for "Audio". - `...` is used to indicate the language for each translated part.

Sure, here's how you could structure it in HTML while providing the translation to simplified Chinese: ```html

code, pretrained model, colab notebook

``` Translated to simplified Chinese: ```html

代码, 预训练模型, Colab 笔记本

``` In the HTML structure, `

` denotes a paragraph, and `` is used for bold text formatting.

To translate the provided English text into simplified Chinese while keeping the HTML structure, you can use the following: ```html

受安德烈“让我们复制GPT2”的启发，我想尝试从零开始构建一个语言模型。然而，如果我们能构建一个类似于OpenAI的GPT4o或之前（但未发布的）AudioPaLM那样以自回归方式生成音频的GPT2呢？最好能够在消费者硬件上进行训练，毕竟并不是每个人家里都有一堆A100呀 :(

``` This HTML structure ensures that the translated Chinese text is formatted within a paragraph (`

` tag), preserving the integrity of the original HTML document.

在保留HTML结构的情况下，将英文文本"Tokenisation"翻译为简体中文。

To translate the English text "Since we are dealing with audio we need a way to tokenise audio similar to how we tokenise text." into simplified Chinese while keeping HTML structure intact, you can use the following: ```html

由于我们正在处理音频，我们需要一种类似于处理文本的方式来对音频进行标记化。

``` This HTML snippet ensures that the translated Chinese text is correctly formatted within a paragraph (`

`) tag, preserving the structure for web content.

Sure, here's the translation of the provided text into simplified Chinese, formatted in HTML structure: ```html

输入 SNAC。我看到 LIAON 在呼吁建立开放的多模型时提到了这篇论文/模型。它通过分层结构将音频转换为离散的标记。而且效果非常好，我几乎无法区分原始版本和重建版本之间的差异。利用他们的模型和关于如何将其转换为标记列表的教程，我制作了一个分词器，可以将音频转换为离散的标记，用于语言模型训练。

``` This HTML snippet contains the text translated into simplified Chinese, with each sentence wrapped in `

` tags to maintain the structure.

To translate "Dataset" into simplified Chinese while keeping the HTML structure intact, you would use the following: ```html 数据集 ``` This HTML code specifies that "数据集" (which means "Dataset" in simplified Chinese) should be displayed in the page with the correct language attribute (`lang="zh-CN"` for simplified Chinese). This ensures proper rendering and accessibility for users and search engines.

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

我刚在LIAON的多模态页面上看到他们的预标记数据集，感到很方便地错过了。因此，我决定使用Librivox上《福尔摩斯探案集》的公共领域录音，我也已经上传到了huggingface这里。

``` This HTML snippet includes the translated text in simplified Chinese while maintaining the basic structure for web content.

Sure, here's the translated text in simplified Chinese: 它总共有大约12小时的干净音频，总计约150万SNAC代币。

To translate "Training & Inference" into simplified Chinese while keeping the HTML structure, you would write: ```html 训练与推理 ``` This HTML snippet preserves the original structure while displaying the translated text "训练与推理" in simplified Chinese.

To translate the provided English text to simplified Chinese while keeping the HTML structure, you can use the following: ```html

对于安德烈的原始代码，几乎没有什么改动。事实上，唯一的改动是使用了一个新的数据处理脚本而不是精细的网络，以及其他一些小改动，比如上下文长度、批量大小和词汇量。但即便如此，我还是设法搞砸了DDP版本…… 稍后修复。训练起来相当简单，看看我的上面的代码，在Colab上一两个小时就可以得到一个能告诉你这些信息的模型。我不是在开玩笑，这不是脚本编写的。这是我第一次测试推理的第三代。

``` This HTML snippet preserves the structure of the text while displaying it in simplified Chinese.

Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html 顺便说一句，是的，这个模型过拟合，99% 的时间都是胡言乱语。这只是一个概念验证，我相信通过更多数据、更强的计算能力和更大的模型，它会好得多。 ``` In HTML format, it would appear as: ```html

顺便说一句，是的，这个模型过拟合，99% 的时间都是胡言乱语。这只是一个概念验证，我相信通过更多数据、更强的计算能力和更大的模型，它会好得多。

``` This HTML structure ensures the text is correctly formatted for web display, maintaining paragraph integrity.

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

```

Sure, the translation of "What next:" into simplified Chinese while keeping HTML structure intact would be: ```html 接下来： ```

• 更多数据
• To translate "more compute" into simplified Chinese and keep it within an HTML structure, you can use the following: ```html 更多计算 ``` This HTML snippet preserves the structure while providing the translated text in simplified Chinese.
• Sure, the translation of "bigger model" into simplified Chinese within an HTML structure would be: ```html 更大的模型 ``` This HTML snippet keeps the original English text while providing its simplified Chinese translation.
• Sure, the simplified Chinese translation for "audio instruction tuning?" while keeping the HTML structure intact is: ```html ```
• Sure, here's the translation in simplified Chinese while keeping the HTML structure: ```html

  混合文字和音频

  在你的项目中混合文字和音频。

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

  图片？字节跳动有一个类似的离散分词器，适合研究一下。一张图片相当于32个标记。

  ```