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You are training an object detection model using a Cloud TPU v2. However, you have observed that the training time is taking longer than expected. You obtained a simplified trace through the Cloud TPU profile and noticed that the compute time is relatively low compared to the HostToDevice and DeviceToHost time, suggesting a potential data transfer bottleneck. Based on this information, what action should you take to decrease the training time in a cost-efficient way?
A
Move from Cloud TPU v2 to Cloud TPU v3 and increase batch size.
B
Move from Cloud TPU v2 to 8 NVIDIA V100 GPUs and increase batch size.
C
Rewrite your input function to resize and reshape the input images.
D
Rewrite your input function using parallel reads, parallel processing, and prefetch.