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| # YAML 1.2 | |
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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: | |
| - | |
| family-names: Dayma | |
| given-names: Boris | |
| - | |
| family-names: Patil | |
| given-names: Suraj | |
| - | |
| family-names: Cuenca | |
| given-names: Pedro | |
| - | |
| family-names: Saifullah | |
| given-names: Khalid | |
| - | |
| family-names: Abraham | |
| given-names: Tanishq | |
| - | |
| family-names: "Lê Khắc" | |
| given-names: "Phúc" | |
| - | |
| family-names: Melas | |
| given-names: Luke | |
| - | |
| 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." | |
| repository-code: "https://github.com/borisdayma/dalle-mini" | |
| title: "DALL·E Mini" | |
| version: "v0.1-alpha" | |
| ... |