| |
| --- |
| abstract: "DALL路E mini is a JAX/Flax reimplementation of OpenAI's聽DALL路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聽DALL路E and train it on a single TPU v3-8 for only 3 days.聽DALL路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: "L锚 Kh岷痗" |
| given-names: "Ph煤c" |
| - |
| 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" |
| doi: 10.5281/zenodo.5146400 |
| message: "If you use this project, please cite it using these metadata." |
| repository-code: "https://github.com/borisdayma/dalle-mini" |
| title: "DALL路E Mini" |
| version: "v0.1-alpha" |
| ... |
