Minotaur 13b Fixed

🚀 Minotaur 13B (FIXED)

Minotaur 13B是基於LlaMA - 13B進行指令微調的模型。該模型僅在完全開放的數據集上進行微調，任何人都可以復現這個模型。

💵 向OpenAccess AI Collective捐款，幫助我們持續構建出色的工具和模型！

🚀 快速開始

由於一個bug，Minotaur 13B的初始版本在訓練時遺漏了一些數據集。我們已經修正了這個問題，這是重新訓練後的模型。

受影響的數據集包括：

• 散文生成
• 分類
• 編碼

✨ 主要特性

• 開放數據集微調：僅在完全開放的數據集上進行微調，確保模型的可復現性。
• 多領域訓練：使用多個不同領域的數據集進行訓練，提升模型的泛化能力。

📦 安裝指南

文檔未提供安裝步驟，暫不展示。

💻 使用示例

基礎用法

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

高級用法

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.

📚 詳細文檔

提示

使用 USER: 和 ASSISTANT: 進行聊天式提示。

訓練數據集

Minotaur 13B模型在以下公開可用的數據集上進行微調：

• WizardLM
• QingyiSi/Alpaca - CoT的角色扮演和思維鏈子集
• GPTeacher - General - Instruct
• metaeval/ScienceQA_text_only - 用於簡潔回答的指令
• openai/summarize_from_feedback - 增強摘要的指令
• camel - ai/math
• camel - ai/physics
• camel - ai/chemistry
• camel - ai/biology
• winglian/evals - 增強指令的數據集
  • 圍繞誤解、上下文問答、笑話、N任務問題和上下文不敏感的自定義合成數據集
  • ARC - Easy和ARC - Challenge - 從 train 分割派生的詳細回答增強指令
  • hellaswag - 從 train 分割派生的30K + 行詳細解釋增強指令
  • riddle_sense - 從 train 分割派生的增強指令
  • gsm8k - 從 train 分割派生的增強指令
  • 散文生成

鳴謝

特別感謝Nanobit在Axolotl方面提供的幫助，以及TheBloke對這些模型進行量化，使它們更易於大眾使用。

演示

在社區聊天機器人競技場的OAAIC聊天機器人標籤下可以找到HF空間演示。

發佈說明

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

構建

Minotaur使用Axolotl在6XA100 80GB上構建

• 1個epoch，大約需要7.5小時

偏差、風險和侷限性

Minotaur沒有使用RLHF等技術與人類偏好對齊，也沒有像ChatGPT那樣在循環中過濾回覆，因此該模型可能會產生有問題的輸出（特別是在被要求這樣做時）。 Minotaur是從基礎模型LLaMA - 13B微調而來，請參考其模型卡片的侷限性部分獲取相關信息。（如下所示）

基準測試

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

📄 許可證

本項目採用Apache - 2.0許可證。