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Dans-Archive/Dans-PileOfSets-Mk1-llama-13b-merged

sourceHugging Faceupdated 3y agoView on Hugging Face
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Description:

This is a llama 13b model merge of the LoRA with the same name.

Objective for this project:

To create a model that upholds a logical thread, regardless of whether the output is verbose or concise. Training has been performed on a version of the pile of sets, reduced to 40% of its original size, to expedite training iterations. I personally utilize this model as an aid for storytelling and writing. While it serves this purpose adequately, I still perceive this version as a prototype.

Prompt format:

Stanford Alpaca

The prompt should start on a new line after "### Response:"

  • —For examples with a non-empty input field:
 Below is an instruction that describes a task, paired with an input that provides further context. Write a response that appropriately completes the request.
 
 ### Instruction:
 {instruction}
 
 ### Input:
 {input}
 
 ### Response:
  • —For examples with an empty input field:
 Below is an instruction that describes a task. Write a response that appropriately completes the request.
 
 ### Instruction:
 {instruction}
 
 ### Response:

Perplexity Benchmarks:

  • —wikitext: 4.66796875

Training information:

  • —2 Epochs
  • —64 / 32 R / A
  • —1024 Cutoff
  • —19 hours on an A6000

Data used in training:

All cleaned and scrubbed in various ways then culled to various degrees.

  • —Camel biology, physics, chemistry, math, and AI society
  • —Alpaca evol instruct
  • —GPTeacher Instruct
  • —Alpaca GPT4
  • —Dolly Databricks

Plans for the future, a brief overview:

  • —Pivot to a conversational format going forward
  • —Train another 13b LoRA against the entirety of my pile of sets rather than just a portion of it for Mk2
  • —Train 30b on the Mk2 pile of sets
  • —Expand the story generation capabilities and likely more for Mk3

Model used for training and other information:

https://huggingface.co/PocketDoc/llama-13b-gptq-4bit-128g

Merge model: https://huggingface.co/huggyllama/llama-13b

Disclaimer:

It has not been aligned and no warranty is given for the quality or safety of its outputs.