lucidrains/DALLE2-pytorch
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
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README & documentation
Source previewRead the project’s overview, installation instructions and usage examples. The original README is the source of truth.
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch. Yannic Kilcher summary | AssemblyAI explainer The main novelty seems to be an extra layer of indirection with the prior network (whether it is an autoregressive transformer or a diffusion network), which predicts an image embedding based on the text embedding from CLIP. Specifically, this repository will only build out the diffusion prior network, as it is the best performing variant (but which incidentally involves a causal transformer as the denoising network 😂) This model is SOTA for text-to-image for now. Please join if you are interested in helping out with the replication with the LAION community | Yannic Interview As of 5/23/22, it is no longer SOTA. SOTA will be here. Jax versions as well as text-to-video project will be shifted towards the Imagen architecture, as it is way simpler. ongoing at 21k steps This library would…
Read the full README ↗ · Preview checked 2026-10-28T05:18:57.967Z
Inside the original README — Document outline
- DALL-E 2 - Pytorch
- Status
- Pre-Trained Models
- Appreciation
- Install
- Usage
- Training on Preprocessed CLIP Embeddings
- OpenAI CLIP
- Inpainting
- Experimental
- DALL-E2 with Latent Diffusion
- Training wrapper
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What this repository does
Implementation of DALL-E 2, OpenAI's updated text-to-image synthesis neural network, in Pytorch
Repository facts
- Owner
- lucidrains
- Primary language
- Python
- Stars
- 11,304
- Forks
- 1,064
- Open issues + pull requests
- 73
- License
- MIT
- Archived
- No
- Default branch
- main
- Created
- 2022-04-07T04:14:08.000Z
- Last push
- 2024-05-11T19:18:10.000Z
Topics and intended use
Owner-supplied topics: artificial-intelligence, deep-learning, text-to-image
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