This was exactly the case for me on iMac Pro 2017 with Radeon Vega 64.
With the default_size = 128, one epoch on GPU took 27 s, while on CPU 28 s.
With batch_size = 1024, one epoch on GPU took 6 s, while on CPU 21 s.
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Could you please update the installation instructions? It says now that only Python 3.8 and 3.9 are supported.