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.
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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.