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+ ---
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+ license: other
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+ license_name: nvidia-open-model-license
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+ license_link: >-
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+ https://www.nvidia.com/en-us/agreements/enterprise-software/nvidia-open-model-license
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+ library_name: cosmos
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+ tags:
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+ - cosmos
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+ base_model:
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+ - nebulette/cozyberry-g4-vision
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+ ---
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+
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+ C/B-SIDE
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+
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+ A diffusion model with BERT. It's backward compatible with the T5 tokenizer.
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+
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+ Spatial encoding loss was calculated as [it was explained elsewhere](https://huggingface.co/nebulette/fashion-side).
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+
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+ ![](images/couple.png)
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+
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+ Cozyberry was chosen as the only text encoder. There are no adapters.
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+
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+ As in the [waifu diffusion](https://ruwwww.github.io/al-folio/blog/2026/waifu-diffusion/), the image output alignment requires 10-100x less VRAM, due to the use of random patch cropping during training.
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+
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+ ![](images/crop.png)
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+
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+ History
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+
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+ - After two months of work, 20 version updates, and evaluating 5 different text encoders...
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+ - The final lightweight [BERT model](https://huggingface.co/nebulette/rnberry) was born
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+ - Later on, thousands of styles from the danbooru 2025-26 were extracted, and the model learned from both [the textual and visual clues](https://huggingface.co/nebulette/cozyberry-g4-vision)
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+ - In this release, horizontal scenes were further reinforced exclusively for the BERT model
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+
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+ Source data
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+
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+ - synthetic booru character fashion
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+ - horizontal scenes