It depends of how the data is structured. HDD don't likes random reads. If data is stored in .tfrecord files then reads are mostly sequential and HDD is a safe choice. On my 4x1080Ti workstation, Resnet50 training in multigpu mode generates 70-100 Mb/s disk traffic. HDD max reading speed is about 12
It depends of how the data is structured. HDD don't likes random reads. If data is stored in .tfrecord files then reads are mostly sequential and HDD is a safe choice. On my 4x1080Ti workstation, Resnet50 training in multigpu mode generates 70-100 Mb/s disk traffic. HDD max reading speed is about 120Mb/s (WD RE3). If data is scattered in individual JPEG files, it will be better to buy SSD. HDD ...
Source: Discussion on r/MachineLearning
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