Auto Data下载 - Auto Data源码下载

Auto Data

其他源码

1.0.0

下载

汽车数据

Auto Data 是一个专为自动生成真实数据集而设计的库，对于大型语言模型 (LLM) 的微调至关重要。这个高效且轻量级的库可以快速轻松地创建跨各种主题的综合数据集，无论其大小如何。

为什么选择汽车数据？

在定制代理开发模型微调过程中遇到的主要挑战之一是数据的稀缺和不平衡。此类缺陷可能会使模型对某一特定特征的理解发生偏差，或者在更严重的情况下，可能会导致模型由于训练示例数量不足而完全偏离其学习参数。为了解决这些关键问题，开发了 Auto Data。

入门

在继续设置 OPENAI_API_KEY 作为环境变量之前。如果您不知道如何操作，请参阅本指南 - https://help.openai.com/en/articles/5112595-best-practices-for-api-key-safety

安装：

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

通过 CLI 的使用：

 cd Auto-Data

pip install -r requirements.txt

python main.py --help

上述命令的输出：

 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.

下面给出的示例用法

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 "

在指定的命令中，选择的模型是gpt-4-turbo-preview ，目标主题是Mysteries and Horror Stories 。输出数据的格式设置为json ，使用的引擎是原生的。该命令指示创建2 个聊天线程，每个聊天线程包含2 个完整的来回对话，如长度参数所指定。最后提供的参数作为助理LLM的系统提示符。

以下是上述命令生成的json格式的修剪输出：

{
"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
}