A CLI tool for using GLIDE to generate images from text.

Last update: Dec 30, 2022

Overview

Text-Glided-Diffusion

Installation

First clone this repository:

git clone https://github.com/afiaka87/text-glided-diffusion.git
cd text-glided-diffusion

You also need to install glide-text2im from openai's repository.

python3 -m venv .venv
source .venv/bin/activate
(.venv) git clone https://github.com/openai/glide-text2im.git
(.venv) cd glide-text2im/
(.venv) python -m pip install -e
(.venv) cd ../

Usage

time python tgd.py --prompt "the beach at sunset"
Selected device: cuda:0.
1. Creating model and diffusion.
1. Done.
2. Running base GLIDE text2im model.
2. Base model generations complete. Check glide_outputs/base/the_beach_at_sunset/the_beach_at_sunset.png for generations.
3. Loading GLIDE upsampling diffusion model.
3. Done.
4. Running GLIDE upsampling from 64x64 to 256x256.
4. Done. Check glide_outputs/sr/the_beach_at_sunset/the_beach_at_sunset.png for generations.

real    1m4.775s
user    1m9.648s
sys     0m8.894s

Detailed Usage

usage: tgd.py [-h] --prompt PROMPT [--batch_size BATCH_SIZE] [--guidance_scale GUIDANCE_SCALE] [--base_x BASE_X] [--base_y BASE_Y] [--respace RESPACE] [--prefix PREFIX] [--upsample_temp UPSAMPLE_TEMP]

optional arguments:
  -h, --help            show this help message and exit
  --prompt PROMPT       a caption to visualize
  --batch_size BATCH_SIZE
  --guidance_scale GUIDANCE_SCALE
  --base_x BASE_X       width of base gen. has to be multiple of 16
  --base_y BASE_Y       width of base gen. has to be multiple of 16
  --respace RESPACE     Number of timesteps to use for generation. Lower is faster but less accurate.
  --prefix PREFIX       Output dir for generations. Will be created if it doesn't exist with subfolders for base and upsampled.
  --upsample_temp       0.0 to 1.0. 1.0 can introduce artifacts, lower can introduce blurriness.

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Comments

Missing cog.yaml and predict.py

Hey @afiaka87!

I just noticed you published this model on Replicate. So cool! 🦆🚗

I wanted to check out your implementation here on GitHub, but noticed that the cog.yaml and predict.py files are missing. Are you planning to add those to repo? Let me know if I can help out.

opened by zeke 3

AttributeError: 'SpacedDiffusion' object has no attribute 'plms_sample_loop'

Windows 10, Python = 3.8 I tried with different version of torch (and cuda-toolkit) but I'm always getting the same error:

(pyglide) PS C:\Users\my-name\Downloads\pyglide> python .\tgd.py --prompt "point of no return" --sr
Using seed 0
Selected device: cuda:0.
Creating model and diffusion.
Done.
Loading GLIDE upsampling diffusion model.
Done.
Running base GLIDE text2im model.
Traceback (most recent call last):
  File ".\tgd.py", line 178, in <module>
    run()
  File ".\tgd.py", line 122, in run
    low_res_samples = util.run_glide_text2im(
  File "C:\Users\my-name\Downloads\pyglide\util.py", line 179, in run_glide_text2im
    looper = diffusion.plms_sample_loop
AttributeError: 'SpacedDiffusion' object has no attribute 'plms_sample_loop'

In this case the GPU was being used but I also tried with CPU mode and the same error shows up. Also, the same error was reported by @SomeOrdinaryDude at https://github.com/afiaka87/pyglide/issues/1#issuecomment-1073072852

opened by illtellyoulater 3

even after modifying requirements.txt getting module not found error

File "C:\Users\nemo\Desktop\pyglide-main\tgd.py", line 1, in from glide_text2im.download import load_checkpoint ModuleNotFoundError: No module named 'glide_text2im'

opened by aadhiya 0

Releases(v0.0.1-beta)

v0.0.1-beta(Jan 31, 2022)

Source code(tar.gz)
Source code(zip)

Owner

Clay Mullis

Software engineer working with multi-modal deep learning.

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