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abstract: "DALL·E mini is a JAX/Flax reimplementation of OpenAI's DALL·E that requires much smaller hardware resources. By simplifying the architecture and model memory requirements, as well as leveraging open-source code and pre-trained models, we were able to create a model that is 27 times smaller than the original DALL·E and train it on a single TPU v3-8 for only 3 days. DALL·E mini achieves impressive results, albeit of a lower quality than the original system. It can be used for exploration and further experimentation on commodity hardware."
authors:
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family-names: Dayma
given-names: Boris
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family-names: Patil
given-names: Suraj
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family-names: Cuenca
given-names: Pedro
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family-names: Saifullah
given-names: Khalid
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family-names: Abraham
given-names: Tanishq
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family-names: "Lê Khắc"
given-names: "Phúc"
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family-names: Melas
given-names: Luke
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family-names: Ghosh
given-names: Ritobrata
cff-version: "1.1.0"
date-released: 2021-07-29
identifiers:
keywords:
- dalle
- "text-to-image generation"
- transformer
- "zero-shot"
- JAX
license: "Apache-2.0"
message: "If you use this software, please cite it using these metadata."