Some photos here.
http://itpro.nikkeibp.co.jp/atcl/column/15/061500148/051900060/ 
(in Japanese).  The performance/watt is about 13 times better, 
a photo in the article shows.

Hideki

Petr Baudis: <[email protected]>: 
>  Hi,
>
>  it seems that Google in fact used TPUs for AlphaGo rather than GPUs:
>
>       
>https://cloudplatform.googleblog.com/2016/05/Google-supercharges-machine-learning-tasks-with-custom-chip.html
>
>It's be interesting to know what the speedup factor against, say,
>Tesla K40 is.  In the Nature paper, they talk about GPUs, but they
>could have switched to TPUs for training only after then Fan Hui matches.
>
>                               Petr Baudis
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Hideki Kato <mailto:[email protected]>
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