cjwbw / distilgpt2-stable-diffusion-v2

Descriptive stable diffusion prompts generation using GPT2

  • Public
  • 603 runs
Run with an API
Playground API Examples README Versions

Run time and cost

This model costs approximately $0.020 to run on Replicate, or 50 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia T4 GPU hardware. Predictions typically complete within 90 seconds. The predict time for this model varies significantly based on the inputs.

Readme

weights from: https://huggingface.co/FredZhang7/distilgpt2-stable-diffusion-v2 cog implementation: https://github.com/chenxwh/cog-themed-diffusion/tree/distilgpt2

DistilGPT2 Stable Diffusion V2

This model was trained on 2,470,000 descriptive stable diffusion prompts on the FredZhang7/distilgpt2-stable-diffusion checkpoint for another 4,270,000 steps.

Compared to other prompt generation models using GPT2, this one runs with 50% faster forwardpropagation and 40% less disk space & RAM.

Major improvements from v1 are: - 25% more variations - faster and more fluent prompt generation - cleaned training data * removed prompts that generate images with nsfw scores > 0.5 * removed duplicates, including prompts that differ by capitalization and punctuations * removed punctuations at random places * removed prompts shorter than 15 characters