Minotaur 13b Fixed

🚀 Minotaur 13B (FIXED)

Minotaur 13Bは、LlaMA - 13Bをベースにした命令微調整モデルです。このモデルは、完全にオープンなデータセットのみを使用して微調整されているため、誰でも再現可能です。

💵 OpenAccess AI Collectiveへの寄付をして、素晴らしいツールとモデルの開発を支援しましょう！

🚀 クイックスタート

バグのため、Minotaur 13Bの最初のリリースでは、学習中にいくつかのデータセットが欠落していました。この問題は修正され、これが再学習されたモデルです。

影響を受けたデータセットには以下が含まれます：

• 散文生成
• 分類
• コーディング

質問、コメント、フィードバック、寄付をしたい、または支援したい場合は、Discordで連絡するか、メールでwing@openaccessaicollective.orgまでお問い合わせください。

✨ 主な機能

プロンプト

USER:とASSISTANT:を使用したチャット専用スタイルのプロンプトです。

学習データセット

Minotaur 13Bモデルは、以下の公開されているデータセットを使用して微調整されています：

• WizardLM
• ロールプレイと思考連鎖のためのQingyiSi/Alpaca - CoTのサブセット
• GPTeacher - General - Instruct
• metaeval/ScienceQA_text_only - 簡潔な応答のための命令
• openai/summarize_from_feedback - 要約を強化した命令
• camel - ai/math
• camel - ai/physics
• camel - ai/chemistry
• camel - ai/biology
• winglian/evals - 命令を強化したデータセット
  • 誤解、文脈内QA、ジョーク、Nタスク問題、文脈不感性に関するカスタム合成データセット
  • ARC - EasyとARC - Challenge - 詳細な応答のために命令を強化したもので、trainスプリットから派生
  • hellaswag - 30K以上の行で、詳細な説明のために命令を強化したもので、trainスプリットから派生
  • riddle_sense - 命令を強化したもので、trainスプリットから派生
  • gsm8k - 命令を強化したもので、trainスプリットから派生
  • 散文生成

謝辞

Axolotlの支援に協力してくれたNanobitと、これらのモデルをより多くの人にアクセスしやすくするために量子化を行ってくれたTheBlokeに特別な感謝を送ります。

デモ

HFのSpacesでのデモは、Community ChatBot ArenaのOAAIC Chatbotsタブで利用できます。

📚 ドキュメント

リリースノート

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

構築

Minotaurは、Axolotlを使用して6台のA100 80GBで構築されました。

• 1エポックで約7.5時間かかりました。

バイアス、リスク、制限事項

Minotaurは、RLHFのような技術で人間の好みにアライメントされておらず、ChatGPTのように応答のループ内フィルタリングを行って展開されていないため、問題のある出力を生成する可能性があります（特にそのように促された場合）。 Minotaurは、ベースモデルのLLaMA - 13Bから微調整されています。関連情報については、そのモデルカードの制限事項セクションを参照してください（以下に含まれています）。

ベンチマーク

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

💻 使用例

基本的な使用法

# 以下は、USERと親切で役立つASSISTANTのチャットです。
USER: Solve for x: 5x = 3x + 10
ASSISTANT: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: 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

高度な使用法

# 以下は、USERと親切で役立つASSISTANTのチャットです。
USER: You have 3 apples. You eat 2 pears. How many apples do you have left?
ASSISTANT:You still have 3 apples. Eating pears does not affect the number of apples you have.

# 以下は、USERと親切で役立つASSISTANTのチャットです。
USER: List three words that start with "ex". What is 33 + 77?
ASSISTANT:Three words that start with "ex" are "express", "exact", and "excite". 33 + 77 = 110.

# 以下は、USERと親切で役立つASSISTANTのチャットです。
USER: Write a haiku about dinosaurs.
ASSISTANT:Titanic creatures roam,
Thunderous footsteps echo,
Extinct but not forgotten.

meh, 6/7/7 rather than 5/7/5

# 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.

📄 ライセンス

Apache-2.0ライセンスです。