Auto Data
1.0.0
Auto Data ist die Bibliothek zur automatischen Generierung realistischer Datensätze, die für die Feinabstimmung von Large Language Models (LLMs) unerlässlich sind. Diese hocheffiziente und schlanke Bibliothek ermöglicht die schnelle und mühelose Erstellung umfassender Datensätze zu verschiedenen Themen, unabhängig von ihrer Größe.
Eine der größten Herausforderungen bei der Feinabstimmung von Modellen für die Entwicklung benutzerdefinierter Agenten ist die Knappheit und das Ungleichgewicht der Daten. Solche Mängel können das Verständnis des Modells für ein bestimmtes Merkmal verzerren oder, in schwerwiegenderen Fällen, dazu führen, dass das Modell aufgrund einer unzureichenden Anzahl von Trainingsbeispielen vollständig von seinen erlernten Parametern abweicht. Um diese kritischen Probleme anzugehen, wurde Auto Data entwickelt.
Bevor Sie fortfahren, richten Sie Ihren OPENAI_API_KEY als Umgebungsvariable ein. Wenn Sie nicht wissen, wie das geht, lesen Sie diesen Leitfaden – https://help.openai.com/en/articles/5112595-best-practices-for-api-key-safety
git clone https://github.com/Itachi-Uchiha581/Auto-Data.git cd Auto-Datapip install -r requirements.txtpython main.py --helpAusgabe des obigen Befehls:
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.
Beispielverwendung unten angegeben
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 "Im angegebenen Befehl ist das ausgewählte Modell gpt-4-turbo-preview und das Zielthema ist Mysteries and Horror Stories . Das Format für die Ausgabedaten ist auf json eingestellt, wobei die verwendete Engine nativ ist. Der Befehl gibt die Erstellung von zwei Chat-Threads an, die jeweils zwei vollständige Hin- und Her-Konversationen umfassen, wie durch den Längenparameter angegeben. Der letzte angegebene Parameter dient als Systemaufforderung für den Assistenten LLM .
Unten sehen Sie die gekürzte Ausgabe, die mit dem obigen Befehl im JSON -Format generiert wurde:
{
"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
}Um die vollständige Ausgabe anzuzeigen, sehen Sie sich das Beispielverzeichnis an
Beiträge machen die Open-Source-Community zu einem so wunderbaren Ort zum Lernen, Inspirieren und Schaffen. Jeder Beitrag, den Sie leisten, wird sehr geschätzt .
Wenn Sie einen Vorschlag haben, der dies verbessern könnte, forken Sie bitte das Repo und erstellen Sie eine Pull-Anfrage. Sie können ein Problem auch einfach mit dem Tag „Verbesserung“ eröffnen. Vergessen Sie nicht, dem Projekt einen Stern zu geben! Danke noch einmal!
git checkout -b feature/AmazingFeature )git commit -m 'Add some AmazingFeature' )git push origin feature/AmazingFeature )Beiträge können geleistet werden, indem der vorhandene Code effizienter und sauberer gestaltet wird, neue Engines hinzugefügt werden (eine Beispiel-Engine mit Anleitung ist bereits in autodata/engines enthalten), ein LLM-Trainingsdatenanalysator hinzugefügt wird, Testskripte erstellt werden usw.
Datenanalyse von LLM-Daten mit einem Bert-basierten Textklassifikator: In Bearbeitung
Verteilt unter der GPL-3.0-Lizenz. Weitere Informationen finden Sie unter LICENSE.txt .
