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pip install dalle-mini.pip install -e ".[dev]".
Before making a PR, check style with make style.inference pipeline notebook
tools/train/train.py.1@misc{Dayma_DALL·E_Mini_2021,
2 author = {Dayma, Boris and Patil, Suraj and Cuenca, Pedro and Saifullah, Khalid and Abraham, Tanishq and Lê Khắc, Phúc and Melas, Luke and Ghosh, Ritobrata},
3 doi = {10.5281/zenodo.5146400},
4 month = {7},
5 title = {DALL·E Mini},
6 url = {https://github.com/borisdayma/dalle-mini},
7 year = {2021}
8}1@misc{
2 title={Zero-Shot Text-to-Image Generation},
3 author={Aditya Ramesh and Mikhail Pavlov and Gabriel Goh and Scott Gray and Chelsea Voss and Alec Radford and Mark Chen and Ilya Sutskever},
4 year={2021},
5 eprint={2102.12092},
6 archivePrefix={arXiv},
7 primaryClass={cs.CV}
8}1@misc{
2 title={Learning Transferable Visual Models From Natural Language Supervision},
3 author={Alec Radford and Jong Wook Kim and Chris Hallacy and Aditya Ramesh and Gabriel Goh and Sandhini Agarwal and Girish Sastry and Amanda Askell and Pamela Mishkin and Jack Clark and Gretchen Krueger and Ilya Sutskever},
4 year={2021},
5 eprint={2103.00020},
6 archivePrefix={arXiv},
7 primaryClass={cs.CV}
8}1@misc{
2 title={Taming Transformers for High-Resolution Image Synthesis},
3 author={Patrick Esser and Robin Rombach and Björn Ommer},
4 year={2021},
5 eprint={2012.09841},
6 archivePrefix={arXiv},
7 primaryClass={cs.CV}
8}1@misc{
2 title={BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension},
3 author={Mike Lewis and Yinhan Liu and Naman Goyal and Marjan Ghazvininejad and Abdelrahman Mohamed and Omer Levy and Ves Stoyanov and Luke Zettlemoyer},
4 year={2019},
5 eprint={1910.13461},
6 archivePrefix={arXiv},
7 primaryClass={cs.CL}
8}1@misc{
2 title={Scalable Second Order Optimization for Deep Learning},
3 author={Rohan Anil and Vineet Gupta and Tomer Koren and Kevin Regan and Yoram Singer},
4 year={2021},
5 eprint={2002.09018},
6 archivePrefix={arXiv},
7 primaryClass={cs.LG}
8}1@misc{
2 title={GLU Variants Improve Transformer},
3 author={Noam Shazeer},
4 year={2020},
5 url={https://arxiv.org/abs/2002.05202}
6}1 @misc{
2 title={DeepNet: Scaling transformers to 1,000 layers},
3 author={Wang, Hongyu and Ma, Shuming and Dong, Li and Huang, Shaohan and Zhang, Dongdong and Wei, Furu},
4 year={2022},
5 eprint={2203.00555}
6 archivePrefix={arXiv},
7 primaryClass={cs.LG}
8} 1@misc{
2 title={NormFormer: Improved Transformer Pretraining with Extra Normalization},
3 author={Sam Shleifer and Jason Weston and Myle Ott},
4 year={2021},
5 eprint={2110.09456},
6 archivePrefix={arXiv},
7 primaryClass={cs.CL}
8}1@inproceedings{
2 title={Swin Transformer V2: Scaling Up Capacity and Resolution},
3 author={Ze Liu and Han Hu and Yutong Lin and Zhuliang Yao and Zhenda Xie and Yixuan Wei and Jia Ning and Yue Cao and Zheng Zhang and Li Dong and Furu Wei and Baining Guo},
4 booktitle={International Conference on Computer Vision and Pattern Recognition (CVPR)},
5 year={2022}
6}1@misc{
2 title = {CogView: Mastering Text-to-Image Generation via Transformers},
3 author = {Ming Ding and Zhuoyi Yang and Wenyi Hong and Wendi Zheng and Chang Zhou and Da Yin and Junyang Lin and Xu Zou and Zhou Shao and Hongxia Yang and Jie Tang},
4 year = {2021},
5 eprint = {2105.13290},
6 archivePrefix = {arXiv},
7 primaryClass = {cs.CV}
8}1@misc{
2 title = {Root Mean Square Layer Normalization},
3 author = {Biao Zhang and Rico Sennrich},
4 year = {2019},
5 eprint = {1910.07467},
6 archivePrefix = {arXiv},
7 primaryClass = {cs.LG}
8}1@misc{
2 title = {Sinkformers: Transformers with Doubly Stochastic Attention},
3 url = {https://arxiv.org/abs/2110.11773},
4 author = {Sander, Michael E. and Ablin, Pierre and Blondel, Mathieu and Peyré, Gabriel},
5 publisher = {arXiv},
6 year = {2021},
7}1@misc{
2 title = {Smooth activations and reproducibility in deep networks},
3 url = {https://arxiv.org/abs/2010.09931},
4 author = {Shamir, Gil I. and Lin, Dong and Coviello, Lorenzo},
5 publisher = {arXiv},
6 year = {2020},
7}1@misc{
2 title = {Foundation Transformers},
3 url = {https://arxiv.org/abs/2210.06423},
4 author = {Wang, Hongyu and Ma, Shuming and Huang, Shaohan and Dong, Li and Wang, Wenhui and Peng, Zhiliang and Wu, Yu and Bajaj, Payal and Singhal, Saksham and Benhaim, Alon and Patra, Barun and Liu, Zhun and Chaudhary, Vishrav and Song, Xia and Wei, Furu},
5 publisher = {arXiv},
6 year = {2022},
7}