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gpu [2016/12/26 18:40] kocmanek |
gpu [2017/03/16 16:45] kocmanek |
| arc | GeForce GT 630; cc3.0 | 1 | 2 GB | Ales's desktop machine | | | arc | GeForce GT 630; cc3.0 | 1 | 2 GB | Ales's desktop machine | |
| athena | GeForce GTX 1080; cc6.1 | 1 | 8 GB | Tom's desktop machine | | | athena | GeForce GTX 1080; cc6.1 | 1 | 8 GB | Tom's desktop machine | |
| | dll1 | GeForce GTX 1080; cc6.1 | 8 | 8 GB each core | | |
| | dll2 | GeForce GTX 1080; cc6.1 | 8 | 8 GB each core | | |
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not used at the moment: GeForce GTX 570 (from twister2) | not used at the moment: GeForce GTX 570 (from twister2) |
=== Individual acquisitions: NVIDIA Academic Hardware Grants == | === Individual acquisitions: NVIDIA Academic Hardware Grants == |
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There is an easy way to get one high-end GPU: [[https://developer.nvidia.com/academic_gpu_seeding|ask NVIDIA for an Academic Hardware Grant]]. All it takes is writing a short grant application (at most ~2 hrs of work from scratch; if you have a GAUK, ~15 minutes of copy-pasting). Due to the GPU housing issues (mainly rack space and cooling), Milan F. said we should request the Tesla-line cards. If you want to have a look at an application, feel free to ask at hajicj@ufal.mff.cuni.cz :) | There is an easy way to get one high-end GPU: [[https://developer.nvidia.com/academic_gpu_seeding|ask NVIDIA for an Academic Hardware Grant]]. All it takes is writing a short grant application (at most ~2 hrs of work from scratch; if you have a GAUK, ~15 minutes of copy-pasting). Due to the GPU housing issues (mainly rack space and cooling), Milan F. said we should request the Tesla-line cards (2017 check with Milan about this issue). If you want to have a look at an application, feel free to ask at hajicj@ufal.mff.cuni.cz :) |
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Take care, however, to coordinate the grant applications a little, so that not too many arrive from UFAL within a short time: these grants are explicitly //not// intended to build GPU clusters, they are "seeding" grants meant for researchers to try out GPUs (and fall in love with them, and buy a cluster later). If you are planning to submit the hardware grant, have submitted one, or have already been awarded one, please add yourself here. | Take care, however, to coordinate the grant applications a little, so that not too many arrive from UFAL within a short time: these grants are explicitly //not// intended to build GPU clusters, they are "seeding" grants meant for researchers to try out GPUs (and fall in love with them, and buy a cluster later). If you are planning to submit the hardware grant, have submitted one, or have already been awarded one, please add yourself here. |
* [[http://www.trustedreviews.com/nvidia-geforce-gtx-1080-review-performance-benchmarks-and-conclusion-page-2| 980 vs 1080 vs Titan X (not the Titan Z we have)]] | * [[http://www.trustedreviews.com/nvidia-geforce-gtx-1080-review-performance-benchmarks-and-conclusion-page-2| 980 vs 1080 vs Titan X (not the Titan Z we have)]] |
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In the following table is the experiment conducted by Tom Kocmi. You can replicate experiment: /a/merkur3/kocmanek/GPUBenchmark (you will need to prepare environment of TensorFlow11 or use my ANACONDA) | In the following table is the experiment conducted by Tom Kocmi. You can replicate experiment: /a/merkur3/kocmanek/Projects/GPUBenchmark (you will need to prepare environment of TensorFlow11 or use my ANACONDA) |
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I am preparing department-wide benchmark, but meanwhile the results for different experiment: | |
* Athena (GTX 1080) - 2 hodiny 32 minut | |
* Twister (Tesla K40c) - 6 hodin 46 minut | |
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| machine | Setup; CPU/GPU; [[https://en.wikipedia.org/wiki/CUDA#Supported_GPUs|Capability]] [cc] | Walltime | Note | | | machine | Setup; CPU/GPU; [[https://en.wikipedia.org/wiki/CUDA#Supported_GPUs|Capability]] [cc] | Walltime | Note | |
| athena | GeForce GTX 1080; cc6.1 | 9:55:58 | | | | athena | GeForce GTX 1080; cc6.1 | 9:55:58 | Tom's desktop | |
| titan-gpu | (2 GPU) GeForce GTX Titan Z; cc3.5 | 16:05:24 | | | | dll2 | (2 GPU) GeForce GTX 1080; cc6.1 | 10:19:40 | with CUDA_VISIBLE_DEVICES=0 | |
| kronos-dev | Tesla K40c; cc3.5 | 22:41:01 | | | | dll1 | (2 GPU) GeForce GTX 1080; cc6.1 | 12:34:34 | Probably only one GPU was used | |
| twister1 | Tesla K40c; cc3.5 | 24:19:45 | | | | dll2 | (2 GPU) GeForce GTX 1080; cc6.1 | 13:01:05 | Only one GPU was used | |
| belzebub | 16x CPU | 52:36:56 | | | | titan-gpu | (2 GPU) GeForce GTX Titan Z; cc3.5 | 16:05:24 | Probably only one GPU was used | |
| iridium | Quadro K2000; cc3.0 | 59:47:58 | | | | kronos-dev | Tesla K40c; cc3.5 | 22:41:01 | | |
| | twister2 | Tesla K40c; cc3.5 | 22:43:10 | | |
| | twister1 | Tesla K40c; cc3.5 | 24:19:45 | | |
| | helena1 | 16x cores CPU | 46:33:14 | | |
| | belzebub | 16x cores CPU | 52:36:56 | | |
| | iridium | Quadro K2000; cc3.0 | 59:47:58 | | |
| | helena7 | 8x cores CPU | 60:39:17 | | |
| arc | GeForce GT 630; cc3.0 | 103:42:30 | (approximated after 66 hours) | | | arc | GeForce GT 630; cc3.0 | 103:42:30 | (approximated after 66 hours) | |
| lucifer4 | 8x CPU | 134:41:22 | | | | lucifer4 | 8x cores CPU | 134:41:22 | | |
| twister2 | Tesla K40c; cc3.5 | | | | | victoria | GeForce GT 630; cc3.0 | --- | never run, same GPU as Arc | |
| dll1 | (2 GPU) GeForce GTX 1080; cc6.1 | | | | |
| dll2 | (2 GPU) GeForce GTX 1080; cc6.1 | | | | |
| victoria | GeForce GT 630; cc3.0 | --- | never run, same GPU as Arc | | |
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