Ross ROSS = Recommend OSS · open-source software intelligence for agents

lucidrains/big-sleep

A simple command line tool for text to image generation, using OpenAI's CLIP and a BigGAN. Technique was originally created by https://twitter.com/advadnoun observed · 2026-08-28

github.com/lucidrains/big-sleep · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

23/100

  • Activity 0
  • Release rhythm 8
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2053
  • days_rel: n/a
  • days_push: 1669
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

2573 stars · 301 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Big Sleep is a Python command line tool that generates images from natural language text prompts by combining OpenAI's CLIP with a BigGAN generator. It wraps Ryan Murdock's technique into a simple one-line terminal command and a Python API.

Use cases

  • generate images from text prompts
  • create ai art from a phrase in the terminal
  • text to image generation with clip and biggan
  • dream up images using natural language
  • programmatically generate images from text in python

When to choose

  • you want a simple one-line CLI for CLIP+BigGAN text-to-image synthesis
  • you want a small Python API to experiment with generative image art
  • you have a GPU and want lightweight text-to-image without heavy diffusion models

When to avoid

  • you need modern high-fidelity text-to-image like diffusion models (Stable Diffusion)
  • you need production image generation at scale
  • you need a maintained project - the last release was in early 2022

Facets

cli-tool · maturity maintenance

image-processing deep-learning cli artificial-intelligence deep-learning image-processing python cli cross-platform text-to-image clip biggan generative-art gan gpu

2 sources

Member repositories

RepositoryRoleHealth v2
lucidrains/big-sleepmain23

For agents

markdown · JSON · MCP: product_card(name="lucidrains/big-sleep")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem