Virtual batch sizing does not work with multi GPU training #468

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Virtual batch sizing does not work with multi GPU training#468

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🐛 Bug

Bug described here: https://discuss.pytorch.org/t/virtual-batch-sizing-with-multi-gpu-training/158614.

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