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gpu [2018/03/22 11:14]
vodrazka Updated cluster GPU table
gpu [2018/04/12 15:17]
kocmanek [Performance tests]
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 | machine | GPU type | GPU driver version | [[https://en.wikipedia.org/wiki/CUDA#GPUs_supported|cc]] | GPU cnt | GPU RAM (GB) | machine RAM (GB)| | machine | GPU type | GPU driver version | [[https://en.wikipedia.org/wiki/CUDA#GPUs_supported|cc]] | GPU cnt | GPU RAM (GB) | machine RAM (GB)|
 | dll1 |  GeForce GTX 1080 |  384.69 |  6.1 |  8 |  8 |  250 | | dll1 |  GeForce GTX 1080 |  384.69 |  6.1 |  8 |  8 |  250 |
-| dll2 |  GeForce GTX 1080 |  387.34 |  6.1 |  |  8 |  250 |+| dll2 |  GeForce GTX 1080 |  387.34 |  6.1 |  |  8 |  250 |
 | dll3 |  GeForce GTX 1080 Ti |  375.66 |  6.1 |  9 |  11 |  250 | | dll3 |  GeForce GTX 1080 Ti |  375.66 |  6.1 |  9 |  11 |  250 |
 | dll4 |  GeForce GTX 1080 Ti |  375.66 |  6.1 |  10 |  11 |  250 | | dll4 |  GeForce GTX 1080 Ti |  375.66 |  6.1 |  10 |  11 |  250 |
 | dll5 |  GeForce GTX 1080 Ti |  384.69 |  6.1 |  10 |  11 |  250 | | dll5 |  GeForce GTX 1080 Ti |  384.69 |  6.1 |  10 |  11 |  250 |
 | dll6 |  GeForce GTX 1080 Ti |  384.69 |  6.1 |  9 |  11 |  122 | | dll6 |  GeForce GTX 1080 Ti |  384.69 |  6.1 |  9 |  11 |  122 |
 +| gpu |  GeForce GTX TITAN Z |  381.22 |  3.5 |  2 |  6 |  31 |
 +| iridium |  Quadro K2000 |  367.48 |  3.0 |  1 |  2 |  504 |
 +| kronos |  GeForce GTX 1080 Ti |  384.81 |  6.1 |  1 |  11 |  125 |
 | titan |  GeForce GTX 1080 |  381.22 |  6.1 |  1 |  8 |  31 | | titan |  GeForce GTX 1080 |  381.22 |  6.1 |  1 |  8 |  31 |
-| titan-gpu |  GeForce GTX TITAN Z |  381.22 |  3.5 |  2 |  6 |  31 | +| twister1 |  Tesla K40c |  367.48 |  3.5 |  1 |  11 |  47 | 
-| twister1 |  Tesla K40c |  367.48 |  3.5 |  1 |  12 |  47 | +| twister2 |  Quadro P5000 |  367.48 |  6.1 |  1 |  17 |  47 |
-| twister2 |  Tesla K40c |  367.48 |  3.5 |  1 |  12 |  47 | +
-| kronos |  GeForce GTX 1080 Ti |  384.81 |  6.1 |  1 |  11 |  125 | +
-| iridium |  Quadro K2000 |  367.48 |  3.0 |  1 |  2 |  504 | +
  
 Desktop machines: Desktop machines:
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 You also need to use ''qsub -q gpu.q@dll[256]'' because only those machines have drivers which support CUDA 9. You also need to use ''qsub -q gpu.q@dll[256]'' because only those machines have drivers which support CUDA 9.
 +
 +**Testing configuration (so far on twister2 only)**
 +
 +Multiple versions of ''cuda'' and ''cudnn'' can be accessed in ''/opt''.
 +System default version for both libraries is configured in ''/etc/ld.so.conf.d/cuda.conf'' as:
 +
 +  /opt/cuda/lib64
 +  /opt/cuda/extras/CUPTI/lib64
 +  /opt/cudnn/lib64
 +
 +Actual version used depends on the link in ''/opt''. For example:
 +
 +  ls -l /opt
 +  ...
 +  lrwxrwxrwx 1 root root  8 dub  9 12:30 cuda -> cuda-9.0
 +  lrwxrwxrwx 1 root root  9 dub  9 12:32 cudnn -> cudnn-7.1
 +  ...
 +  
 +This means that the system is using ''cuda 9.0'' and ''cudnn 7.1''.
 +
 +If system default version does not work for you, you can set library path from your ''~/.bashrc''.
 +
 +
 +
 +
 +
 +
 +
 +
  
 ==== TensorFlow Environment ==== ==== TensorFlow Environment ====
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 | GPU; Cuda capability       | GPU RAM |  Walltime | Batch size | Machine | | GPU; Cuda capability       | GPU RAM |  Walltime | Batch size | Machine |
-| Tesla K40c; cc3.5          |   12 GB |                  |  | 
 | GeForce GTX 1080 Ti; cc6.1 |   11 GB |  00:55:56 |       2300 | dll5 | | GeForce GTX 1080 Ti; cc6.1 |   11 GB |  00:55:56 |       2300 | dll5 |
 | GeForce GTX 1080; cc6.1    |    8 GB |  01:10:57 |       1700 | dll1 | | GeForce GTX 1080; cc6.1    |    8 GB |  01:10:57 |       1700 | dll1 |

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