[Beowulf] Theoretical peak performance of DGX A100

harsh_google lastname harshscience777 at gmail.com
Thu Jun 3 13:29:50 UTC 2021


Cool, thanks!

On Thu, Jun 3, 2021, 6:25 PM Carlos Bederián <carlos.bederian at unc.edu.ar>
wrote:

> The Top500 has been listing wrong Rpeak values for most clusters for many
> years now, so I wouldn't dwell on it...
>
> Take a Skylake-based cluster like Frontera. Its listed Rpeak is 38,745.9
> TFLOPS = 8008 nodes * 56 cores * 32 ops/cycle * 2.7GHz.
> But 2.7GHz is the regular base frequency, and to do 32 ops/cycle you need
> to use AVX-512. All-core AVX-512 frequencies for a Xeon 8280 are 1.8GHz
> base and 2.4GHz turbo, so the Rpeak is off by 12-33%.
>
> On Thu, Jun 3, 2021 at 9:22 AM harsh_google lastname <
> harshscience777 at gmail.com> wrote:
>
>> But that wouls bring the theoretical performance to 160 TFLOPS per box,
>> which also doesn't match!
>>
>> On Thu, Jun 3, 2021, 5:50 PM Carlos Bederián <carlos.bederian at unc.edu.ar>
>> wrote:
>>
>>> A100 does 19.5 FP64 TFLOPS using tensor cores.
>>>
>>> On Thu, Jun 3, 2021 at 9:08 AM harsh_google lastname <
>>> harshscience777 at gmail.com> wrote:
>>>
>>>> I am calculating the theoretical peak (FP64) performance of the Nvidia
>>>> DGX A100 system.
>>>>
>>>> Now, A100 datasheet lists FP64 performance to be 9.7 TFLOPS.
>>>> Two AMD 7742 CPUs will give 128 cores x 2.25 GHz base clock x 16 FP64
>>>> ops / cycle = 4.6 TFLOPS.
>>>> This gives a total of 82.2 TFLOPS per DGX-A100.
>>>>
>>>> Here is my problem. For any system with DGX A100 on top500.org,
>>>> numbers just don't add up. For eg: Selene has 560 DGX boxes, but its
>>>> theoretical peak is listed as 79.2 PFLOPS, whereas I expect it should be 46
>>>> PFLOPS (ie 82.2 TFLOPS x560). The same is true for any other DGX based
>>>> system listed on top500. What am I missing here?
>>>>
>>>> Thanks!
>>>>
>>>> Harsh Hemani
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>>>
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