ArtPrompter
A gpt2 powered predictive algorithm for making descriptive text prompts for A.I. image generators (e.g. MidJourney, Stable Diffusion, ArtBot, etc). The model was trained on a custom dataset containing 666K unique prompts from MidJourney. Simply start a prompt and let the algorithm suggest ways to finish it.
from transformers import pipeline
prompter = pipeline('text-generation',model='pearsonkyle/ArtPrompter', tokenizer='gpt2')
texts = prompter('A portal to a galaxy, view with', max_length=30, num_return_sequences=5)
for i in range(5):
print(texts[i]['generated_text']+'\n')
Intended uses & limitations
Build sick prompts and lots of them.. use it to make animations or a discord bot that can interact with MidJourney.
Examples
The entire universe is a simulation,a confessional with a smiling guy fawkes mask, symmetrical, inviting,hyper realistic
a pug disguised as a teacher. Setting is a class room
I wish I had an angel For one moment of love I wish I had your angel Your Virgin Mary undone Im in love with my desire Burning angelwings to dust
The heart of a galaxy, surrounded by stars, magnetic fields, big bang, cinestill 800T,black background, hyper detail, 8k, black
Training procedure
~30 hours of finetune on RTX3070 with 666K unique prompts
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 50
Framework versions
- Transformers 4.26.0
- Pytorch 1.13.1
- Tokenizers 0.13.2
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