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DreamBooth Batch Size 1 Optimized

This test is to find how fast dreambooth can go at batch size 1. Using whatever settings are necessary to push the most it/s.

WEBUI: 0cc0ee1bcb4c24a8c9715f66cede06601bfc00c8
DreamBooth: 5be87ba

DreamBooth Max Speed

This test is to find the max speed each card is able to push before they hit their memory cap. This test will hopefully find if a higher tier card is beneficial or not.

WEBUI: 0cc0ee1bcb4c24a8c9715f66cede06601bfc00c8
DreamBooth: 5be87ba

DreamBooth LoRA

Test for speed, memory, and resulting model compared to a trained dreambooth model on the same dataset and settings.

WEBUI: 0cc0ee1bcb4c24a8c9715f66cede06601bfc00c8
DreamBooth: 5be87ba

DreamBooth Precision Test

This test is to determine if the precision of a model during creation has an affect on the range of results. This will include FP16 on a pascal card to determine if the anomalies have any effect on the result.

WEBUI: 0cc0ee1bcb4c24a8c9715f66cede06601bfc00c8
DreamBooth: 5be87ba

DreamBooth Batch Size 1

This test will determine what settings are required to train a dreambooth model at batch size 1. This is to determine what you have to sacrifice just to get it running, overhead of the WebUI added on top.

WEBUI: 0cc0ee1bcb4c24a8c9715f66cede06601bfc00c8
DreamBooth: 5be87ba

DreamBooth Optimizations Test

Test all Optimizations 1 at a time to see the direct impact on speed and performance. If optimizations can't be used individually (such as not fitting in 24 GB VRAM) then testing may be altered such that all tests can fit in VRAM.

WEBUI: 0cc0ee1bcb4c24a8c9715f66cede06601bfc00c8
DreamBooth: 5be87ba

Linux VS Windows

This test will be conducted purely on Windows. This is Windows native and WSL, as installing pure Linux for this one tool is beyond reasonable for an end user. The Linux specific optimizations will be Triton, DeepSpeed, AITemplate (If possible), and TensorRT (If possible).

WEBUI: 0cc0ee1bcb4c24a8c9715f66cede06601bfc00c8
DreamBooth: 5be87ba

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