GPT-Usenet-Small / README.md
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---
license: mit
language:
- en
tags:
- text-generation-inference
pipeline_tag: text-generation
---
![GPTUsenet2](https://cdn-uploads.huggingface.co/production/uploads/64b7618e2f5a966b972e9978/FNEKaeJ3of0W_HQ8x3amo.jpeg)
## GPT-Usenet-Small
An 6.83-million parameter LLM using GPT-2 encodings.
Trained using 13GB of USENET posts, miscellaneous BBS posts, digitized books, and text documents.
Supervised fine-tuning should be performed before use.
## Purpose of GPT-Usenet
LLMs are all currently focused on becoming larger and larger, able to do more and more. However, this just makes them jack of all trades, master of none. GPT-Usenet takes a different approach. Instead of trying to do everything perfectly, GPT-Usenet offers a digital stem cell, which can then be finetuned into a single, specialized role and run in parallel with copies of itself.
## Technical Information
| | |
|---------------------------------|----:|
|Layers |2|
|Heads |2|
|Embeddings |128|
|Context Window |192 tokens|
|Tokenizer |GPT-2 BPE|
## Training Information
| | |
|---------------------------------|----:|
|Training Loss |3.6069|
|Validation Loss |3.7115|
|Device |Google Colab L4|
|Training Time |16 Hours|
## Example Syntax
| | |
|---------------------------------|----:|
|uucp:|The path of reasoning you want GPT-Usenet to use when thinking. Use lowercase words separated by exclamation points.|
|Internet:|The system calls relevant to this email|
|Path:|The path of reasoning you want GPT-Usenet to use when writing. Use lowercase words separated by exclamation points.|
|From:|The username who sent this message|
|Sender:|The group that username belongs to|
|Newsgroups:|The broad subject field of the email.|
|Subject:|The prompt|
|Message-ID:|The type of message this is.|
|Date:|Use this field to simulate urgency or moods.|
|Organization:|The system GPT-Usenet is running on.(testing... deployment... simulation)|
|Lines:|How long the message is.|
|Write the SFT response here. First, Prefix the first sentence with > to signify that it is a Reasoning sentence.||
|--|The stop tokens|
```
uucp:!field1!field2!
Internet:simulation
Path:!field1!field2!
From:user
Sender:usergroup
Newsgroups:motorskills.papercraft
Subject:Build a paper airplane
Message-ID:Command
Date:01 Jan 01 00:00:01 GMT
Organization:deployment
Lines: 1
>Provide detailed steps on building a paper airplane.
--
```
For finetuning, your data should be in the .mbox format.