GPT-Neo 125M finetuned with beer recipes

Model Description

GPT-Neo 125M is a transformer model based on EleutherAI's replication of the GPT-3 architecture https://huggingface.co/EleutherAI/gpt-neo-125M. It generates recipes for brewing beer in a YAML-like format which can be easily used for different purposes.

Training data

This model was trained on a custom dataset of ~ 76,800 beer recipes from the internet. It includes recipes for the following styles of beer:

Strong American Ale
Pale American Ale
India Pale Ale (IPA)
Standard American Beer
Stout
English Pale Ale
IPA
American Porter and Stout
Sour Ale
Irish Beer
Strong British Ale
Belgian and French Ale
German Wheat and Rye Beer
Czech Lager
Spice/Herb/Vegetable Beer
Specialty Beer
American Ale
Pilsner
Belgian Ale
Strong Belgian Ale
Bock
Brown British Beer
German Wheat Beer
Fruit Beer
Amber Malty European Lager
Pale Malty European Lager
British Bitter
Amber and Brown American Beer
Light Hybrid Beer
Pale Commonwealth Beer
American Wild Ale
European Amber Lager
Belgian Strong Ale
International Lager
Amber Bitter European Lager
Light Lager
Scottish and Irish Ale
European Sour Ale
Trappist Ale
Strong European Beer
Porter
Historical Beer
Pale Bitter European Beer
Amber Hybrid Beer
Smoke Flavored/Wood-Aged Beer
Spiced Beer
Dark European Lager
Alternative Fermentables Beer
Mead
Strong Ale
Dark British Beer
Scottish Ale
Smoked Beer
English Brown Ale
Dark Lager
Cider or Perry
Wood Beer

How to use

You can use this model directly with a pipeline for text generation. This example generates a different recipe each time it's run:

>>> from transformers import pipeline
>>> generator = pipeline('text-generation', model='b3ck1/gpt-neo-125M-finetuned-beer-recipes')
>>> generator("style: Pilsner\nbatch_size: 20\nefficiency: 75\nboil_size:", do_sample=True, min_length=50, max_length=500)
>>> print(output[0]['generated_text'])

style: Pilsner
batch_size: 20
efficiency: 70
boil_size: 24
boil_time: 60
fermentables:
- name: Pale Ale
  type: Grain
  amount: 6.5
hops:
- name: Saaz
  alpha: 3.5
  use: Boil
  time: 60
  amount: 0.06
- name: Saaz
  alpha: 3.5
  use: Boil
  time: 30
  amount: 0.06
- name: Saaz
  alpha: 3.5
  use: Boil
  time: 10
  amount: 0.06
- name: Saaz
  alpha: 3.5
  use: Boil
  time: 0
  amount: 0.06
yeasts:
- name: Safale - American Ale Yeast US-05
  amount: 0.11
  min_temperature: 12
  max_temperature: 25
primary_temp: null
mash_steps:
- step_temp: 65
  step_time: 60
miscs: []

See this model in action

This model was used to build https://beerai.net.