Minotaur 13b Fixed

🚀 Minotaur 13B (FIXED)

Minotaur 13B是基于LlaMA - 13B进行指令微调的模型。该模型仅在完全开放的数据集上进行微调，任何人都可以复现这个模型。

💵 向OpenAccess AI Collective捐款，帮助我们持续构建出色的工具和模型！

🚀 快速开始

由于一个bug，Minotaur 13B的初始版本在训练时遗漏了一些数据集。我们已经修正了这个问题，这是重新训练后的模型。

受影响的数据集包括：

• 散文生成
• 分类
• 编码

✨ 主要特性

• 开放数据集微调：仅在完全开放的数据集上进行微调，确保模型的可复现性。
• 多领域训练：使用多个不同领域的数据集进行训练，提升模型的泛化能力。

📦 安装指南

文档未提供安装步骤，暂不展示。

💻 使用示例

基础用法

The following is a chat between a USER and a friendly and helpful ASSISTANT.
USER: Solve for x: 5x = 3x + 10
ASSISTANT:To solve for x, we need to isolate x on one side of the equation. We can do this by following these steps:

1. Subtract 3x from both sides of the equation:
5x - 3x = 3x + 10 - 3x
2x = 10

2. Divide both sides of the equation by 2:
2x/2 = 10/2
x = 5

高级用法

A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions.                                                                 
USER: Create an original short story in the style of J.K Rowling about the Weesley family going on a vacation in Australia whith Harry Potter and Hermione Grainger tagging along.                                             
ASSISTANT:Once upon a time, there was a magical family named the Weesleys. They lived in a cozy little cottage at the edge of Hogsmeade village, where they ran a charming bed and breakfast called "The Flying Ford Anglia." A
s any other magical family, they enjoyed adventures that brought them close to nature, so they decided to go on a trip to Australia. They invited their dear friends Harry Potter and Hermione Grainger to join them on this ex
citing journey.                                                                                                                                                                                                                

The Weesleys had been planning for months and had everything ready for their trip. Their children, Freddie and Roxanne were thrilled to visit the land down under, and their parents, George and Angelina, could not wait to ex
plore the beautiful country with their friends. They would be leaving soon, but before departing, there was one small problem - the luggage.

"We can't possibly take all these trunks!" exclaimed Freddie as he stared at the mountain of bags stacked up in front of him.

His father looked at him seriously. "You see, son," he began, "our luggage is crucial because we have to pack all our magical essentials like wand holsters, extra wand chargers, spell books, potions ingredients, and much mo
re."

Roxanne interrupted, "But daddy, we don't even use magic in everyday life! And what if it rains? We'll look weird carrying umbrellas around!"

Her mother joined in. "My dear, you know how unpredictable the weather can be. We must always be prepared for unexpected circumstances. Don't forget that even Muggles carry umbrellas."

After hours of debating, they finally managed to narrow down their luggage list and fit all the necessary supplies into several large trunks. The day had come; they were ready to leave for their grand adventure!

As the Weesleys boarded the Portkey that would transport them across the world, their wands began to glow softly, indicating that they had enough energy to make the journey. The Portkey dropped them off in Sydney, right in 
front of the magnificent Opera House.

They spent the first few days exploring the city, marveling at the iconic architecture and tasting local cuisine. Then, as planned, they headed north to visit the Great Barrier Reef, one of the most famous natural wonders o
f the world.

Harry and Hermione joined them during this leg of the trip, which made it even more enjoyable. Harry regaled them with tales of his own travels while Hermione shared her extensive knowledge of plants, animals, and the envir
onment.

Soon, they arrived at a quaint town nestled among vibrant green hills and surrounded by vast cattle farms. It was here that they would learn about Aboriginal culture and see some truly unique sights.

One morning, after enjoying a hearty breakfast, they set out to explore the local area. They visited a nearby art gallery that showcased amazing Indigenous works of art, including traditional paintings, sculptures, and text
iles. Afterward, they attended a didgeridoo concert given by a talented young musician who captivated everyone with his soulful tunes.

The following day, they embarked on a bushwalk through the rainforest trails. The air was cool and fresh, and the towering trees seemed to reach for the sky. Hermione took great pleasure in identifying various species of pl
ants and explaining their medicinal properties.

As they walked deeper into the forest, they heard faint chattering noises coming from high above. To their surprise, they spotted a group of small, furry creatures perched on a tree branch. They turned out to be native Aust
ralian possums, which delighted the children, especially Freddie, who could communicate with them using sign language.

Later that afternoon, they visited Uluru, also known as Ayers Rock, a massive sandstone monolith located in the heart of the Outback. The sight of its magnificent red hues against the blue sky left them all speechless. They
 spent the rest of the day exploring the rock formation, taking in the breathtaking views and learning about its significance to the Anangu people.

Their last destination was Queensland, home to the world-famous Great Barrier Reef. They spent two days snorkeling, diving, and swimming among the colorful coral reefs, watching schools of fish, sea turtles, and dolphins sw
im past them.

As the sun began to set over the crystal-clear waters, Harry spoke up. "I think it's time we return to reality, don't you agree?" he said, looking at his wife. "This trip has been fantastic, but we can't stay forever."

Everyone nodded in agreement as they prepared themselves for their final journey back to Sydney. When they got there, they gathered on the balcony of their hotel room, reminiscing about the incredible memories they had crea
ted together.

"Thank you for inviting us along on your adventure, Weesleys," said Harry. "It was an honor and a privilege to share this experience with such kind and generous friends. I hope we can do it again sometime."

With tears in their eyes and heavy hearts, they bid each other farewell, promising to keep in touch and meet again soon. And so, their epic journey came to an end. But the memories would remain with them forever, reminding 
them of the power of friendship, the beauty of nature, and the importance of discovering new worlds.

📚 详细文档

提示

使用 USER: 和 ASSISTANT: 进行聊天式提示。

训练数据集

Minotaur 13B模型在以下公开可用的数据集上进行微调：

• WizardLM
• QingyiSi/Alpaca - CoT的角色扮演和思维链子集
• GPTeacher - General - Instruct
• metaeval/ScienceQA_text_only - 用于简洁回答的指令
• openai/summarize_from_feedback - 增强摘要的指令
• camel - ai/math
• camel - ai/physics
• camel - ai/chemistry
• camel - ai/biology
• winglian/evals - 增强指令的数据集
  • 围绕误解、上下文问答、笑话、N任务问题和上下文不敏感的自定义合成数据集
  • ARC - Easy和ARC - Challenge - 从 train 分割派生的详细回答增强指令
  • hellaswag - 从 train 分割派生的30K + 行详细解释增强指令
  • riddle_sense - 从 train 分割派生的增强指令
  • gsm8k - 从 train 分割派生的增强指令
  • 散文生成

鸣谢

特别感谢Nanobit在Axolotl方面提供的帮助，以及TheBloke对这些模型进行量化，使它们更易于大众使用。

演示

在社区聊天机器人竞技场的OAAIC聊天机器人标签下可以找到HF空间演示。

发布说明

• https://wandb.ai/wing - lian/minotaur - 13b/runs/5ystr7w6/workspace

构建

Minotaur使用Axolotl在6XA100 80GB上构建

• 1个epoch，大约需要7.5小时

偏差、风险和局限性

Minotaur没有使用RLHF等技术与人类偏好对齐，也没有像ChatGPT那样在循环中过滤回复，因此该模型可能会产生有问题的输出（特别是在被要求这样做时）。 Minotaur是从基础模型LLaMA - 13B微调而来，请参考其模型卡片的局限性部分获取相关信息。（如下所示）

基准测试

hf - causal - experimental (pretrained = openaccess - ai - collective/minotaur - 13b - fixed)，limit: None，provide_description: False，num_fewshot: 0，batch_size: None

📄 许可证

本项目采用Apache - 2.0许可证。