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- <div align="center">
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- <br>
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- <img src="docs/images/banner.webp" width="1000">
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- <h3>Unified Multimodal Discrete Diffusion</h3>
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-
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- [Alexander Swerdlow](https://aswerdlow.com/)<sup>1&#42;</sup>&nbsp;
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- [Mihir Prabhudesai](https://mihirp1998.github.io/)<sup>1&#42;</sup>&nbsp;
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- [Siddharth Gandhi](hhttps://www.ssgandhi.com/)<sup>1</sup>&nbsp;
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- [Deepak Pathak](https://www.cs.cmu.edu/~dpathak/)<sup>1</sup>&nbsp;
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- [Katerina Fragkiadaki](https://www.cs.cmu.edu/~katef/)<sup>1</sup>&nbsp;
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- <br>
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-
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- <sup>1</sup> Carnegie Mellon University&nbsp;
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-
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- [![ArXiv](https://img.shields.io/badge/ArXiv-<2503.20853>-<COLOR>.svg)](https://arxiv.org/abs/2503.20853) [![Webpage](https://img.shields.io/badge/Webpage-UniDisc-<COLOR>.svg)](https://unidisc.github.io/)
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-
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- <!-- [![Demo](https://img.shields.io/badge/Demo-Custom-<COLOR>.svg)](https://huggingface.co/spaces/todo) -->
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-
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- </div>
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-
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- ## Hugging Face models
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-
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- The UniDisc checkpoints are available on Hugging Face:
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- * [Interleaved Image-Text](https://huggingface.co/aswerdlow/unidisc_interleaved)
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- * [Non-Interleaved (Static)](https://huggingface.co/aswerdlow/unidisc_non_interleaved)
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-
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- ## Getting Started
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-
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- To install the dependencies, run:
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- ```bash
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- git submodule update --init --recursive
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- uv sync --no-group dev
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- uv sync
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- ```
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-
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- For a more detailed installation guide, please refer to [INSTALL.md](docs/INSTALL.md).
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-
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- ## Data
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-
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- See [DATA.md](docs/DATA.md) for details on how to download and preprocess the datasets. We provide processing scripts and instructions for all of the used datasets. Additionally, we release a synthetic dataset available [here](https://huggingface.co/datasets/aswerdlow/unidisc_hq) and the corresponding [generation scripts](unidisc/datasets/preprocessing/unidisc_dataset/README.md) as well as the raw data.
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-
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- ## Training
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-
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- See [TRAIN.md](docs/TRAIN.md) for training commands.
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-
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- ## Inference
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-
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- Interactive demo:
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- ```bash
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- mkdir -p ./ckpts/unidisc_interleaved
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- huggingface-cli download aswerdlow/unidisc_interleaved --local-dir ./ckpts/unidisc_interleaved
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- uv run demo/server.py experiments='[large_scale_train,large_scale_train_high_res_interleaved,eval_unified,large_scale_high_res_interleaved_inference]' trainer.load_from_state_dict="./ckpts/unidisc_interleaved/unidisc_interleaved.pt"
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- uv run demo/client.py
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- ```
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-
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- ## Training
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-
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- See [TRAINING.md](docs/TRAINING.md) for details.
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-
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- ## Evaluation
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-
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- See [EVAL.md](docs/EVAL.md) for details.
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-
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-
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- ### Citation
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- To cite our work, please use the following:
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- ```
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- @article{swerdlow2025unidisc,
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- title = {Unified Multimodal Discrete Diffusion},
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- author = {Swerdlow, Alexander and Prabhudesai, Mihir and Gandhi, Siddharth and Pathak, Deepak and Fragkiadaki, Katerina},
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- journal = {arXiv preprint arXiv:2503.20853},
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- year = {2025},
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- doi = {10.48550/arXiv.2503.20853},
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- }
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- ```
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-
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- ## Credits
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-
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- This repository is built on top of the following repositories:
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-
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- - [MDLM](https://github.com/kuleshov-group/mdlm)
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- - [Lumina-T2X](https://github.com/Alpha-VLLM/Lumina-T2X)
 
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