SANA: Ultra HD Fast Text to Image Model from NVIDIA Step by Step Tutorial on Windows, Cloud & Kaggle — Generate 2048x2048 Images
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SANA: Ultra HD Fast Text to Image Model from NVIDIA Step by Step Tutorial on Windows, Cloud & Kaggle — Generate 2048x2048 Images
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Below is YouTube link for step by step tutorial and a 1-Click to installer having very advanced Gradio APP to use newest Text-to-Image SANA Model on your Windows PC locally and also on cloud services such as Massed Compute, RunPod and free Kaggle.
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Below is YouTube link for step by step tutorial and a 1-Click to installer having very advanced Gradio APP to use newest Text-to-Image SANA Model on your Windows PC locally and also on cloud services such as Massed Compute, RunPod and free Kaggle.
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https://youtu.be/KW-MHmoNcqo
https://youtu.be/KW-MHmoNcqo
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This above tutorial covers the newest SANA 2K model and I predict SANA 4K model will be published as well. Sana 2K model is 4 MegaPixel so it can generate the following aspect ratio and resolutions very well:
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This above tutorial covers the newest SANA 2K model and I predict SANA 4K model will be published as well. Sana 2K model is 4 MegaPixel so it can generate the following aspect ratio and resolutions very well:
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“1:1”: (2048, 2048), “4:3”: (2304, 1792), “3:4”: (1792, 2304),
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“1:1”: (2048, 2048), “4:3”: (2304, 1792), “3:4”: (1792, 2304),
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“3:2”: (2432, 1664), “2:3”: (1664, 2432), “16:9”: (2688, 1536),
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“3:2”: (2432, 1664), “2:3”: (1664, 2432), “16:9”: (2688, 1536),
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“9:16”: (1536, 2688), “21:9”: (3072, 1280), “9:21”: (1280, 3072),
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“9:16”: (1536, 2688), “21:9”: (3072, 1280), “9:21”: (1280, 3072),
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“4:5”: (1792, 2240), “5:4”: (2240, 1792)
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“4:5”: (1792, 2240), “5:4”: (2240, 1792)
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I have developed an amazing Gradio app with so many new features :
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I have developed an amazing Gradio app with so many new features :
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VAE auto offloading to reduce VRAM usage significantly which is not exists on official pipeline
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VAE auto offloading to reduce VRAM usage significantly which is not exists on official pipeline
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Gradio APP built upon official pipeline with improvements so works perfect
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Gradio APP built upon official pipeline with improvements so works perfect
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Batch size working perfect
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Batch size working perfect
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Number of images working perfect
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Number of images working perfect
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Multi-line prompting working perfect
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Multi-line prompting working perfect
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Aspect ratios for both 1K and 2K models working perfect
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Aspect ratios for both 1K and 2K models working perfect
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Randomized seed working perfect
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Randomized seed working perfect
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1-Click installers for Windows (using Python 3.10 and VENV — isolated), RunPod, Massed Compute and even a free Kaggle account notebook
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1-Click installers for Windows (using Python 3.10 and VENV — isolated), RunPod, Massed Compute and even a free Kaggle account notebook
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With proper latest libraries working perfect speed on Windows too
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With proper latest libraries working perfect speed on Windows too
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Automatically properly saving every generated image into accurate folder
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Automatically properly saving every generated image into accurate folder
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🔗 Full Instructions, Configs, Installers, Information and Links Shared Post (the one used in the tutorial) ⤵️
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🔗 Full Instructions, Configs, Installers, Information and Links Shared Post (the one used in the tutorial) ⤵️
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▶️ 
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▶️ 
https://www.patreon.com/posts/click-to-open-post-used-in-tutorial-116474081
https://www.patreon.com/posts/click-to-open-post-used-in-tutorial-116474081
link
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🔗 SECourses Official Discord 9500+ Members ⤵️
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🔗 SECourses Official Discord 9500+ Members ⤵️
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▶️ 
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▶️ 
https://discord.com/servers/software-engineering-courses-secourses-772774097734074388
https://discord.com/servers/software-engineering-courses-secourses-772774097734074388
link
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SANA: Ultra HD Fast Text to Image Model from NVIDIA Step by Step Tutorial on Windows, Cloud & Kaggle — Generate 2048x2048 Images

Below is YouTube link for step by step tutorial and a 1-Click to installer having very advanced Gradio APP to use newest Text-to-Image SANA Model on your Windows PC locally and also on cloud services such as Massed Compute, RunPod and free Kaggle.

https://youtu.be/KW-MHmoNcqo

This above tutorial covers the newest SANA 2K model and I predict SANA 4K model will be published as well. Sana 2K model is 4 MegaPixel so it can generate the following aspect ratio and resolutions very well:

“1:1”: (2048, 2048), “4:3”: (2304, 1792), “3:4”: (1792, 2304),
“3:2”: (2432, 1664), “2:3”: (1664, 2432), “16:9”: (2688, 1536),
“9:16”: (1536, 2688), “21:9”: (3072, 1280), “9:21”: (1280, 3072),
“4:5”: (1792, 2240), “5:4”: (2240, 1792)

I have developed an amazing Gradio app with so many new features :

VAE auto offloading to reduce VRAM usage significantly which is not exists on official pipeline

Gradio APP built upon official pipeline with improvements so works perfect

Batch size working perfect

Number of images working perfect

Multi-line prompting working perfect

Aspect ratios for both 1K and 2K models working perfect

Randomized seed working perfect

1-Click installers for Windows (using Python 3.10 and VENV — isolated), RunPod, Massed Compute and even a free Kaggle account notebook

With proper latest libraries working perfect speed on Windows too

Automatically properly saving every generated image into accurate folder

🔗 Full Instructions, Configs, Installers, Information and Links Shared Post (the one used in the tutorial) ⤵️
▶️ https://www.patreon.com/posts/click-to-open-post-used-in-tutorial-116474081

🔗 SECourses Official Discord 9500+ Members ⤵️
▶️ https://discord.com/servers/software-engineering-courses-secourses-772774097734074388


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