Gradio APP for Deterministic Text and Graphs Having Images Upscaling based on ImageMagick - Windows, RunPod, Massed Compute
🕑 Added 2025-02-25 13:59:57 +0000 UTCPatreon exclusive posts index to find our scripts easily, Patreon scripts updates history to see which updates arrived to which scripts and amazing Patreon special generative scripts list that you can use in any of your task.
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Latest APP and installer zip file : Text_Graph_Img_Upscaler_v1.zip
ImageMagick is necessary to install : https://imagemagick.org/archive/binaries/ImageMagick-7.1.1-44-Q16-HDRI-x64-dll.exe
If you need to upscale images that has tiny text like below, diffusion or GAN based upscaler usually breaking the text
Therefore we are going to use more traditional upscaling with using famous ImageMagick library
Example useful case image (as you can see this image has very tiny text so upscale has to properly preserve them)
The app is fully multi-threaded therefore set thread count according to your CPU
The APP uses CPU rather than GPU

Windows Requirements
ImageMagick is necessary to install : https://imagemagick.org/archive/binaries/ImageMagick-7.1.1-44-Q16-HDRI-x64-dll.exe
After that
Python 3.10, FFmpeg, CUDA 12.4, cuDNN 8.9 and 9.4+, C++ tools and Git
If it doesn't work make sure to below tutorial and install everything exactly as shown in this below tutorial
How To Install and Use:
Windows:
First watch above requirements tutorial and follow every step
Extract zip archive into a drive like c:/text_upscaler
Longer directory path causes issues and don't use space characters in folder names
Double click and install with Windows_Install.bat and that is it
Then run with Windows_Start_App.bat to start Paints Upscaler SECourses APP
And follow above and below attached screenshot
Massed Compute (Recommend Cloud) :
Please register via this link : https://vm.massedcompute.com/signup?linkId=lp_034338&sourceId=secourses&tenantId=massed-compute
Use our coupon SECourses
Our coupon works on following GPUS
L40 : 625 GB Disk Space, 128 GB RAM, 48 GB GPU: 49 cents per hour
RTX A6000 : 256 GB Disk Space, 48 GB RAM, 48 GB GPU: 31 cents per hour
ALT RTX A6000 : 256 GB Disk Space, 32 GB RAM, 48 GB GPU: 30 cents per hour
Then select our image SECourses from Creator dropdown
Then follow Massed_Compute_Instructions_READ.txt
Same as my any other Massed Compute installer script
Example tutorial for learn how to install and use Massed Compute
(Starts at 12:58) : https://youtu.be/KW-MHmoNcqo?si=G1WbG-Qw4ujWvOtG&t=778
RunPod (Cloud):
Please register via this link : https://runpod.io?ref=1aka98lq
Then follow Runpod_Instructions_READ.txt
Same as my any other RunPod installer script
Use the template written in Runpod_Instructions_READ.txt file
Example tutorial for learn how to install and use RunPod
(starts at 22:03) : https://youtu.be/KW-MHmoNcqo?si=QN8X8Sjn13ZYu-EU&t=1323
Comments
Furkan Gözükara
you are welcome thanks for comment
Tobe2d
It was an amazing recourse to understand how LLM works. Thank you for everything you are making and sharing ;-)
Furkan Gözükara
Thanks Tobe. Sadly I am not the author. It was a gif. I converted into PNG upscaled and turned into a video via Davinci Resolve. I sadly don't know original source either saw it on LinkedIn and author didnt share original source either
Tobe2d
Saw your youtube video "How ChatGPT (LLMs) Works - Excellent Graphical Illustration Video" and it is really amazing! As always thank you!! If you don't mind, how to make this kind of video?