在Axolotl上调整LLama3

Certainly! Here is the translated text in simplified Chinese, keeping the HTML structure intact: ```html 快速LLM微调指南使用axolotl ``` This HTML code preserves the structure while displaying the simplified Chinese text.

```html LLM fine-tuning 是将预训练的大型语言模型进一步训练于特定、通常较小的数据集上，以使其适应特定任务或领域的过程。这涉及通过额外的训练周期调整模型的参数，使其能够从领域特定的例子中学习，从而提高其在专业任务上的性能。微调可以显著提升模型在生成响应或预测方面的准确性和相关性，例如医疗诊断、法律文件分析或技术支持等细分应用。 ```

Sure, the translation of "Prompt Engineering v/s Finetuning" into simplified Chinese while keeping the HTML structure would look like this: ```html

提示工程 vs. 微调

``` In this translation: - "Prompt Engineering" is translated as "提示工程" (tíshì gōngchéng). - "v/s" is represented as "vs." in English. - "Finetuning" is translated as "微调" (wēitiáo).

在决定是否对大型语言模型（LLMs）进行微调或使用提示工程时，应考虑任务的复杂性和具体性。当任务需要高度定制化和领域特定知识时，微调是理想的选择，因为它涉及在专门数据集上训练模型，以调整其行为和输出。这种方法特别适用于具有独特要求的应用，这些要求通常不能有效地由通用模型解决。另一方面，提示工程适用于较简单的任务，或者在需要快速调整而无需大量计算资源时。通过精心设计提示，可以利用LLM的现有能力来实现令人满意的结果。当仅通过提示操纵无法实现所需输出，或者处理高度专业化内容时，微调是理想的选择；而提示工程则适用于更一般或不那么关键的任务。

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

从更广义的意义上讲，如果我们想为一个非常具体的用例构建一个LLM应用程序，并且有能力承载内部LLM，那么微调是理想的选择。微调后的LLM生成更丰富和更准确的输出。与提示工程相比，微调还有助于减少推理时间，因为少样本提示更长，处理时间显著增加。

``` This HTML snippet will display the translated Chinese text while maintaining the structure necessary for embedding into an HTML document.

Sure, here's the translated HTML structure for the text you provided: ```html

这是 Andrej Karpathy 发布的一条深刻见解的推文，解释了何时考虑微调：

``` In simplified Chinese characters, it reads: "这是 Andrej Karpathy 发布的一条深刻见解的推文，解释了何时考虑微调："

Sure, here's the translation: ```html

什么是水母螈？

```

```html

Axolotl是一个易于使用的开源工具，旨在帮助您针对特定任务对大型语言模型（LLMs）进行微调。它与流行的模型如llama、pythia、falcon和mpt兼容，并支持各种微调方法，包括完全微调以及较轻的选项如LoRA和QLoRA。您可以使用简单的YAML文件或命令行指令来定制其设置。

``` This HTML structure maintains the content while accommodating the translated text in simplified Chinese.

Sure, here is the simplified Chinese translation of the text while keeping the HTML structure intact: ```html Axolotl 能处理不同类型的数据集，并集成性能增强技术如 Xformers 和 Flash Attention。它支持单个或多个 GPU，并可以使用 Docker 在本地或云端运行。此外，它允许您使用 Weights & Biases (wandb) 记录您的结果和检查点。它们的官方 GitHub 仓库提供详细的文档，帮助您快速入门。 ``` This HTML structure retains the original content in English but with the translated Chinese text inside `` tags.

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

在本文中，我将带您逐步完成在自定义数据集上对 Llama3 8B 进行微调的过程。我们将使用 Jarvis Labs 在 Nvidia A6000 GPU 上运行训练作业。Jarvis Labs 提供了预构建的 Axolotl 模板，通过节省设置时间来简化我们的生活，这里是模板的链接：模板链接。

``` This HTML snippet maintains the structure while displaying the translated text in simplified Chinese. Adjust the `link_to_template` placeholder with the actual URL if available.

Sure, here's how you can translate "The dataset" to simplified Chinese while keeping the HTML structure intact: ```html 数据集 ``` In this HTML snippet: - `` is used to apply styling or other attributes. - `lang="zh-CN"` indicates that the content inside is in simplified Chinese. - `数据集` is the translation of "The dataset" into simplified Chinese.

To translate the provided English text into simplified Chinese while keeping the HTML structure, you can use the following: ```html 我们将使用一个财务问答数据集进行微调，这里是数据集的Hugging Face链接。该数据集采用alpaca格式，基本上包括指令、输入和输出。 ``` This HTML snippet maintains the structure and inserts the translated Chinese text within it.

在Jarvis上设置一个训练实例

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

在Jarvis上启动GPU实例非常简单。Jarvis Labs最好的地方在于为各种框架提供的预制模板。它还为Axolotl提供了模板，可以节省大量设置时间。

``` In simplified Chinese, the text translates to: "在Jarvis上启动GPU实例非常简单。Jarvis Labs最好的地方在于为各种框架提供的预制模板。它还为Axolotl提供了模板，可以节省大量设置时间。"

Sure, here's the translated text in simplified Chinese: ``` 只需选择模板，然后选择适当的 GPU 实例。我使用了 A6000，大约花了 3 小时来完成对一个 epoch 的精细调整工作。 ```

Sure, the simplified Chinese translation for "Axolotl Config" while keeping the HTML structure could be: ```html 轴索螈配置 ``` This HTML snippet preserves the structure and directly translates "Axolotl Config" into simplified Chinese characters enclosed within a `` element.

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

你可以在axolotl的GitHub存储库中找到大量示例配置，这是我用于使用QLora训练Llama3 8B的配置：

``` This HTML snippet preserves the structure of the text while providing the translation in simplified Chinese.

base_model: meta-llama/Meta-Llama-3-8B
model_type: AutoModelForCausalLM
tokenizer_type: AutoTokenizer

load_in_8bit: false
load_in_4bit: true
strict: false

datasets:
  - path: gbharti/finance-alpaca
    type: alpaca
dataset_prepared_path:
val_set_size: 0
output_dir: ./outputs/qlora-out

adapter: qlora
lora_model_dir:

sequence_len: 4096
sample_packing: true
pad_to_sequence_len: true

lora_r: 32
lora_alpha: 16
lora_dropout: 0.05
lora_target_modules:
lora_target_linear: true
lora_fan_in_fan_out:

wandb_project:
wandb_entity:
wandb_watch:
wandb_name:
wandb_log_model:

gradient_accumulation_steps: 4
micro_batch_size: 2
num_epochs: 1
optimizer: paged_adamw_32bit
lr_scheduler: cosine
learning_rate: 0.0002

train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false

gradient_checkpointing: true
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true

warmup_steps: 10
evals_per_epoch: 4
eval_table_size:
saves_per_epoch: 1
debug:
deepspeed:
weight_decay: 0.0
fsdp:
fsdp_config:
special_tokens:
  pad_token: "<|end_of_text|>"

将这个文件保存在axolotl目录中，并将其命名为llama3_qlora.yml。

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

这是调整我们模型的唯一关键所在，我对Axolotl提供的抽象程度感到惊讶！您只需要更改数据集的路径，这是Hugging Face仓库的ID，并根据需要调整参数。

```

这个微调作业已经运行了1个时期，但您可以根据需要增加。

你还可以通过在配置中提供wandb项目详情来将指标记录到Weights & Biases。

在保持HTML结构的情况下，将英文文本 "Fine tuning the model" 翻译为简体中文。

Sure, here's the translated text in simplified Chinese while keeping the HTML structure: ```html 您可以在使用axolotl时，只需输入一个命令即可开始微调过程！ ``` This HTML structure ensures the translated text retains its intended formatting when displayed on a webpage or in an HTML document.

To translate the text into simplified Chinese and keep the HTML structure, you can use the following: ```html

但是，在开始微调工作之前，预处理数据集是理想的。

``` This HTML snippet maintains the structure and translates the English text into simplified Chinese.

1. 去到懒鱼目录

cd axolotl

Sure, here's the translation: **2. 预处理数据集**

CUDA_VISIBLE_DEVICES="" python -m axolotl.cli.preprocess llama3_qlora.yml

Sure, here is the translated text in simplified Chinese: ``` 预处理完成后，我们将使用以下命令开始微调作业： ```

accelerate launch -m axolotl.cli.train llama3_qlora.yml

To keep the HTML structure intact while translating the text to simplified Chinese, you can use the following: ```html

这将需要几个小时，每个步骤的所有度量指标都将记录在控制台和您的权重与偏差仪表板中。

``` In this HTML snippet: - `

` tags are used for paragraph structure. - The Chinese translation of the text is placed inside the `

` tags. This will ensure that the translated text is properly formatted within an HTML document.

To translate "Once the finetuning job is complete, we’ll move to inference" into simplified Chinese while keeping the HTML structure, you would write: ```html 一旦微调工作完成，我们将开始推理。 ``` In this translation: - "一旦" means "once". - "微调工作完成" means "the finetuning job is complete". - "我们将开始推理" means "we will move to inference". Make sure to embed this text within your HTML structure as needed.

To translate "Inference using Gradio" into simplified Chinese while keeping the HTML structure, you can use the following: ```html 推理使用 Gradio ``` This HTML code maintains the structure while displaying the translated text "推理使用 Gradio" in simplified Chinese.

Sure, here is the translated text in simplified Chinese, while keeping the HTML structure intact: ```html Axolotl提供了一个非常简单的web界面，使用Gradio来测试我们经过精细调整的模型。它的好处在于，您只需要传递一个参数即可启用UI界面。这节省了大量时间，使得与我们新调整的模型进行交互和测试变得更加容易！以下是使用Gradio进行推理的命令： ``` This HTML structure ensures the text formatting remains consistent with how it would be displayed in an HTML environment.

accelerate launch -m axolotl.cli.inference llama3_qlora.yml \
    --lora_model_dir="./outputs/qlora-out" --gradio

Certainly! Here's how you can structure the HTML to display the translated text in simplified Chinese: ```html

您将在控制台中获得一个URL，该URL将带您进入Gradio界面，您可以在那里测试模型。这是界面的样子：

``` This HTML snippet will display the translated text in the structure you've requested.

让我们尝试一些问题，看看我们经过精细调整的Llama3回答金融相关问题的能力如何。

Sure, here's the translation: ```html 输出不好，但我们可以通过再训练几个周期来提高质量。 ```

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

本文旨在展示Axolotl如何使微调过程变得如此无缝，并帮助您更快地迭代，从而减少整体工作量。

```

在评论中尝试一下并分享你的体验吧！

Sure, here is the translated text in simplified Chinese: 如果您对为您的特定需求提供定制数据解决方案或基于人工智能的服务感兴趣，请考虑了解Primastat。我们专注于提供定制解决方案，帮助企业利用数据和人工智能的力量实现他们的目标。无论是LLM集成还是定制软件解决方案，Primastat都在这里为您提供帮助。今天就与我们联系，了解更多如何帮助您发展业务的信息！

Sure, here's the translated text in simplified Chinese: ```html 去 www.primastat.in 了解更多信息！ ```

To translate "References" into simplified Chinese while keeping the HTML structure, you can use the following: ```html

参考文献

``` This will maintain the HTML tag (`

`) and provide the translated text "参考文献" which means "References" in simplified Chinese.

• Sure, here's the translation in simplified Chinese, within the HTML structure: ```html
  阿克瑙鱷 GitHub 存儲庫
  ```
• To translate "Axolotl docs" to simplified Chinese while keeping the HTML structure, you would use the following: ```html Axolotl 文档 ``` This ensures the text "Axolotl 文档" appears correctly in simplified Chinese within an HTML context.