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[Mihir Prabhudesai](https://mihirp1998.github.io/)<sup>1*</sup>
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[Siddharth Gandhi](hhttps://www.ssgandhi.com/)<sup>1</sup>
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[Deepak Pathak](https://www.cs.cmu.edu/~dpathak/)<sup>1</sup>
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[Katerina Fragkiadaki](https://www.cs.cmu.edu/~katef/)<sup>1</sup>
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<br>
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<sup>1</sup> Carnegie Mellon University
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[](https://arxiv.org/abs/2503.20853) [](https://unidisc.github.io/)
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<!-- [](https://huggingface.co/spaces/todo) -->
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</div>
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## Hugging Face models
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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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## Getting Started
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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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For a more detailed installation guide, please refer to [INSTALL.md](docs/INSTALL.md).
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## Data
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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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## Training
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See [TRAIN.md](docs/TRAIN.md) for training commands.
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## Inference
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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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## Training
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See [TRAINING.md](docs/TRAINING.md) for details.
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## Evaluation
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See [EVAL.md](docs/EVAL.md) for details.
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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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## Credits
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This repository is built on top of the following repositories:
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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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title: UniDisc Demo
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emoji: 🐢
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colorFrom: purple
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colorTo: blue
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sdk: docker
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pinned: false
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demo/README.md
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title: UniDisc Demo
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emoji: 🐢
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colorFrom: purple
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colorTo: blue
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sdk: docker
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pinned: false
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