Indeed, it was the reverse until recently but P100 is compute
capability 6.0, the latest GTX cards are 6.1 but V100 is already 7.
Performance-wise P100 is reasonably close to commodity cards on the
Tensorflow benchmarks (especially on 1 or 2 cards).
I don't have figures at hand but currently V100 is not too far from
them either as far as Deep Learning tasks are concerned.
This may change when TF moves to CUDA 9 and cuDNN 7 in the next release.

On 6 January 2018 at 00:43, Gerald Henriksen <ghenr...@gmail.com> wrote:
> On Fri, 5 Jan 2018 22:52:19 +0000, you wrote:
>
>>There has been a conversation going on on the AMBER mailing list for some 
>>time, related to this and specifically to the Volta card in some way, since 
>>AMBER performs best on the consumer grade stuff and doesn’t require the 
>>enterprise class features (I guess the reason for the performance difference 
>>is that the next gen consumer cards come out first?).
>
> Actually, the consumer cards (at least for the last generation or so)
> have been released last.
>
> Volta has not yet been released in a consumer form - the cheapest
> available so far is the Titan V (direct from Nvidia only) at $3k I
> believe.  Speculation is that consumer Volta may come out this year,
> but there is no pressure on Nvidia given AMD's troubles in the GPU
> market.
>
> The big difference is that of course most of the work is being done on
> consumer hardware because that's what the developers and researchers
> can afford.  Secondarily, the new feature Volta offers is still to
> recent to be properly supported (and some software may get no benefit
> from it) because affordable hardware isn't yet available to allow
> developer access to the new Tensor cores that Volta offers.
>
>>Anyhow, I spoke to an NVIDIA rep about it at SC17 and he kind of said “we are 
>>happy you’re buying whatever chip of ours). I said, sure, maybe, but I 
>>understand you’re putting the screws to the systems vendors so how are we 
>>supposed to buy them. Didn’t get a real concrete answer.
>
> I would think if Nvidia isn't careful this could provide an opening
> for AMD.
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