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Samples for Multi GPUs in TensorFlow
See the sources and comments.
two-GPUs.py
Using 2 GPUs /w designated GPU
many-GPUs-MNIST.py
Using 2+ GPUs /w seperated data by number of GPUs
Additional reference
Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour