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🔥 Introducing Würstchen: Fast Diffusion for Image Generation

Diffusion model, whose text-conditional component works in a highly compressed latent space of images

Würstchen - это диффузионная модель, которой работает в сильно сжатом латентном пространстве изображений.

Почему это важно? Сжатие данных позволяет на порядки снизить вычислительные затраты как на обучение, так и на вывод модели.

Обучение на 1024×1024 изображениях гораздо затратное, чем на 32×32. Обычно в других моделях используется сравнительно небольшое сжатие, в пределах 4x - 8x пространственного сжатия.

Благодаря новой архитектуре достигается 42-кратное пространственное сжатие!

🤗 HF: https://huggingface.co/blog/wuertschen

📝 Paper: https://arxiv.org/abs/2306.00637

📕 Docs: hhttps://huggingface.co/docs/diffusers/main/en/api/pipelines/wuerstchen

🚀 Demo: https://huggingface.co/spaces/warp-ai/Wuerstchen

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Data Science by ODS.ai 🦜
Forwarded from Machinelearning
🔥 Introducing Würstchen: Fast Diffusion for Image Generation

Diffusion model, whose text-conditional component works in a highly compressed latent space of images

Würstchen - это диффузионная модель, которой работает в сильно сжатом латентном пространстве изображений.

Почему это важно? Сжатие данных позволяет на порядки снизить вычислительные затраты как на обучение, так и на вывод модели.

Обучение на 1024×1024 изображениях гораздо затратное, чем на 32×32. Обычно в других моделях используется сравнительно небольшое сжатие, в пределах 4x - 8x пространственного сжатия.

Благодаря новой архитектуре достигается 42-кратное пространственное сжатие!

🤗 HF: https://huggingface.co/blog/wuertschen

📝 Paper: https://arxiv.org/abs/2306.00637

📕 Docs: hhttps://huggingface.co/docs/diffusers/main/en/api/pipelines/wuerstchen

🚀 Demo: https://huggingface.co/spaces/warp-ai/Wuerstchen

ai_machinelearning_big_data
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🔥 Introducing Würstchen: Fast Diffusion for Image Generation

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