https://github.com/samedii/perceptor

Modular image generation library
https://github.com/samedii/perceptor

guided-diffusion pytorch stable-diffusion style-transfer text-to-image-synthesis vq-vae

Last synced: 24 days ago
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Modular image generation library

• Host: GitHub
• URL: https://github.com/samedii/perceptor
• Owner: samedii
• License: other
• Created: 2022-02-06T08:53:58.000Z (almost 3 years ago)
• Default Branch: master
• Last Pushed: 2022-10-23T00:06:57.000Z (about 2 years ago)
• Last Synced: 2024-11-19T10:54:42.144Z (about 1 month ago)
• Topics: guided-diffusion, pytorch, stable-diffusion, style-transfer, text-to-image-synthesis, vq-vae
• Language: Python
• Homepage:
• Size: 4.02 MB
• Stars: 5
• Watchers: 2
• Forks: 1
• Open Issues: 26
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# perceptor

Modular image generation library.

## Install

```bash

poetry add perceptor

```

Or, for the old timers:

```bash

pip install perceptor

```

### CUDA 11.3 (Support RTX cards)

```bash

poetry run pip uninstall torch torchvision -y && poetry run pip install torch==1.12.1 torchvision==0.13.1 --extra-index-url https://download.pytorch.org/whl/cu113

```

## Interface

Shortlist of available features. See the [API reference](https://perceptor.readthedocs.io/en/latest/) for more information.

```python

perceptor

  .drawers

    .BruteDiffusion

    .DeepImagePrior

    .Raw

    .RuDALLE

    .StyleGANXL

  .models

    .AdaBinsDepth

    .DeepImagePrior

    .VelocityDiffusion (yfcc_2, yfcc_1, cc12m_1_cfg, wikiart)

    .latent_diffusion

      .Text2Image

      .Face

      .SuperResolution

    .GuidedDiffusion (openai, pixelart)

    .MidasDepth

    .MonsterDiffusion (all, tinyhero)

    .StyleGANXL

    .RuDALLE

    .StableDiffusion

    .SuperResolution

  .losses

    # Text-image similarity

    .BLIP

    .CLIP

    .CLOOB

    .LiT

    .GlideCLIP

    .OpenCLIP

    .OWLViT

    .RuCLIP

    .SLIP

    # Other

    .AestheticVisualAssessment

    .LPIPS

    .Memorability

    .MidasDepth

    .SimulacraAesthetic

    .Smoothness

    .StyleTransfer

  .transforms

    .clamp_with_grad

    .resize

    .SuperResolution

  .utils

    .gradient_checkpoint

```