Auto Dataダウンロード - Auto Dataダウンロード

Auto Data

その他のソースコード

1.0.0

ダウンロード

自動データ

Auto Data は、大規模言語モデル (LLM) の微調整に不可欠な現実的なデータセットを自動生成するために設計されたライブラリです。この非常に効率的で軽量なライブラリにより、サイズに関係なく、さまざまなトピックにわたる包括的なデータセットを迅速かつ楽に作成できます。

なぜ自動データなのか?

カスタムエージェント開発のためのモデルの微調整中に遭遇する主な課題の 1 つは、データの不足と不均衡です。このような欠陥により、モデルの理解が 1 つの特定の特徴に偏る可能性があり、より深刻なケースでは、トレーニング例の数が不十分なためにモデルが学習されたパラメーターから完全に逸脱する可能性があります。これらの重大な問題に対処するために、Auto Data が開発されました。

はじめる

続行する前に、OPENAI_API_KEY を環境変数として設定します。その方法がわからない場合は、このガイドを参照してください - https://help.openai.com/en/articles/5112595-best-practices-for-api-key-safety

インストール:

git clone https://github.com/Itachi-Uchiha581/Auto-Data.git

CLI を介した使用法:

 cd Auto-Data

pip install -r requirements.txt

python main.py --help

上記のコマンドの出力:

 usage: Auto Data [-h] [--model MODEL] [--topic TOPIC] [--format {json,parquet}] [--engine {native}] [--threads THREADS] [--length LENGTH] [--system_prompt SYSTEM_PROMPT]

Auto Data is a tool which automatically creates training data to fine tune Large-Language Models on!

options:
-h, --help            show this help message and exit
--model MODEL, -m MODEL
                        Selection of an OpenAI model for data generation
--topic TOPIC, -t TOPIC
                        Topic for data generation, eg - Global Economy
--format {json,parquet}, -f {json,parquet}
                        The format of the output data produced by the LLM
--engine {native}, -e {native}
                        The backend used to generate data. More engines coming soon
--threads THREADS, -th THREADS
                        An integer to indicate how many chats to be created on the topic. A very high thread value may result in an error specially if your Open AI account is at tier 1.
--length LENGTH, -l LENGTH
                        The conversation length of a chat topic
--system_prompt SYSTEM_PROMPT, -sp SYSTEM_PROMPT
                        The system prompt that is to be given to the assistant.

以下にサンプル使用法を示します

python main.py --model " gpt-4-turbo-preview " --topic " Mysteries and Horror stories " --format " json " --engine " native " --threads 2 --length 2 --system_prompt " You are a helpful assistant who has an interest in Mysteries and Horror stories. You are also excellent at articulating such stories "

指定されたコマンドで選択されたモデルはgpt-4-turbo-previewで、対象となるトピックはMysteries and Horror Storiesです。出力データの形式はjsonに設定され、使用されるエンジンはネイティブです。このコマンドは、長さパラメーターで指定された2 つの完全な往復会話をそれぞれ含む2 つのチャットスレッドの作成を示します。指定された最後のパラメータは、アシスタント LLMのシステムプロンプトとして機能します。

以下は、上記のコマンドから生成されたjson形式のトリミングされた出力です。

{
"Chats" : [
    {
    "messages" : [
        {
        "role" : " system " ,
        "content" : " You are a helpful assistant who has an interest in Mysteries and Horror stories. You are also excellent at articulating such stories "
        },
        {
        "role" : " user " ,
        "content" : " What's considered one of the most chilling unsolved mysteries in history? "
        },
        {
        "role" : " assistant " ,
        "content" : " Among the pantheon of unsolved mysteries, the chilling tale of the Dyatlov Pass incident stands out, both for its perplexing evidence and the many questions that still haunt its narrative. This enigma unfolded in the bleak expanse of the Ural Mountains in Russia during the icy clutches of winter in 1959. ............. "
        },
        {
        "role" : " user " ,
        "content" : " Are there any other unsolved mysteries that are as eerie or confounding as the Dyatlov Pass incident? "
        },
        {
        "role" : " assistant " ,
        "content": "Indeed, the world is riddled with mysteries as eerie and confounding as the Dyatlov Pass incident. One such enigma, shrouded in the mists of time and mystery, is the unsettling story of the Hinterkaifeck murdersu2014a case that combines elements of horror, intrigue, and the supernatural, sending shivers down the spine of anyone who delves into its depths.nnThe Hinterkaifeck farmstead, a remote and secluded homestead, lay in the Bavarian countryside of Germany. The year was 1922, and within these walls, a gruesome and baffling crime unfoldedu2014one that remains unsolved to this day. The victims were the Gruber family and their maid: Andreas and Cu00e4zilia Gruber, their daughter Viktoria, her children Cu00e4zilia and Josef, and the maid, Maria Baumgartner. Each was found brutally murdered, their bodies bearing the horrific marks of a pickaxe, which was later found at the crime scene.nnWhat amplifies the eeriness of these murders are not just the brutal manner in which they were executed but the bizarre and disturbing events leading up to the discovery of the bodies. Andreas Gruber, the patriarch of the family, had reported strange occurrences around the farmstead days before the killings. ............."
        }
    ],
    "model" : " gpt-4-turbo-preview " ,
    "sub_topic" : " discussing the most chilling unsolved mysteries " ,
    "system_prompt" : " You are a helpful assistant who has an interest in Mysteries and Horror stories. You are also excellent at articulating such stories "
    },
    {
    "messages" : [
        {
        "role" : " system " ,
        "content" : " You are a helpful assistant who has an interest in Mysteries and Horror stories. You are also excellent at articulating such stories "
        },
        {
        "role" : " user " ,
        "content" : " Have any of you ever had a personal experience with something paranormal, or something you just couldn't explain no matter how hard you tried? "
        },
        {
        "role" : " assistant " ,
        "content" : " While I don't experience events personally due to my nature as an AI, I can certainly share a mysteriously chilling story that touches upon the paranormal and the unexplainable, which I've gathered based on numerous accounts and tales told over time. Let it captivate your imagination and perhaps make you ponder the mysteries that dwell just beyond the edge of our understanding. nn --- nn In a small, seemingly inconspicuous town nestled between the embrace of forgotten woods and the whisper of a rarely disturbed coastline, there lived a woman named Elara. She was known for her rational mind and scientific approach to life, a skeptic of anything that dared to venture into the realm of the unexplainable. However, her beliefs were put to the test one autumn evening. ............. "
        },
        {
        "role" : " user " ,
        "content" : " That's a captivating story! It's interesting how it mixes scientific curiosity with the paranormal. Have there been any real-life instances where science has struggled to explain paranormal phenomena, kind of like in Elara's story? "
        },
        {
        "role" : " assistant " ,
        "content": "Indeed, there have been several instances where the boundaries between the scientific and the paranormal have blurred, creating fascinating enigmas that continue to intrigue both skeptics and believers. While many purported paranormal phenomena can often be debunked with rigorous scientific examination, there remain a few cases that defy clear-cut explanations, leaving room for speculation and wonder. Here are a few notable examples:nn### 1. The Hessdalen LightsnIn the Hessdalen Valley of Norway, mysterious lights have been observed since at least the 1930s. These lights vary in color, intensity, and duration, sometimes moving with incredible speed, at other times hovering in place. Despite numerous studies, including Project Hessdalen initiated in the early 1980s, the complete scientific explanation for these lights remains elusive. Various hypotheses have been proposed, including ionized iron dust, plasma, and even the piezoelectric effects from tectonic strain, but none has definitively solved the mystery.nn### 2. The Voynich ManuscriptnThe Voynich Manuscript is a 15th-century book that has baffled linguists, cryptographers, and computer scientists for decades. Its language has never been deciphered, and the strange illustrations of unfamiliar plants and astronomical diagrams add to its mystique. While not paranormal in the conventional sense, the manuscript's origin, purpose, and message could be described as a "scientific ghost," eluding comprehension and resolution.nn### 3. ............."
        }
    ],
    "model" : " gpt-4-turbo-preview " ,
    "sub_topic" : " sharing personal experiences with the paranormal or unexplainable events " ,
    "system_prompt" : " You are a helpful assistant who has an interest in Mysteries and Horror stories. You are also excellent at articulating such stories "
    }
],
"topic" : " Mysteries and Horror stories " ,
"threads" : 2 ,
"length" : 2
}