Breaking down GPU VRAM consumption

Machine Learning Tech Brief By HackerNoon

This story was originally published on HackerNoon at: https://hackernoon.com/breaking-down-gpu-vram-consumption.
What factors influence VRAM consumption? How does it vary with different model settings? I dug into the topic and conducted my measurements.
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #llms, #vram, #machine-learning, #deep-learning, #gpus, #gpu-vram, #gpus-for-machine-learning, #gpu-optimization, and more.
This story was written by: @furiousteabag. Learn more about this writer by checking @furiousteabag's about page, and for more stories, please visit hackernoon.com.
I’ve always been curious about the GPU VRAM required for training and fine-tuning transformer-based language models. What factors influence VRAM consumption? How does it vary with different model settings? I dug into the topic and conducted my measurements.