nestor : CPU and memory usage¶
This page shows how both libraries make use of CPU and memory when handling a gray level image of size 16384x16384.
The test image was created as a mosaic of 64x64 images of the traditional image lena (which original size is 256x256).
In order to ease visual comparison, vertical axes (memory size or CPU) are presented in the same scale while horizontal axes (time) not because time complexity aren’t the same in both libraries.
See the [discussion.html discussion] page for comments.
open¶
CPU and memory¶
| Image lena.png - mosaic 16384x16384 | |
|---|---|
| CPU | |
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| Smil | skImage |
| Memory usage | |
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| Smil | skImage |
Handling time¶
| Image size | Smil (ms) | skImage (ms) | SpeedUp |
|---|---|---|---|
| 16384x16384 | 70.724 | 8598.485 | 121.578 |
hMinima¶
CPU and memory¶
As explained in the [methodology.html#resources-measurements methodology page], we weren’t able to run this test on the nestor computer with skimage library because the available memory (16 GiB RAM) limit was reached and the process begun to swap. So we decided to run this test also with an image size four times smaller (8192x8192).
| Image lena.png - mosaic 16384x16384 | Image lena.png - mosaic 8192x8192 | ||
|---|---|---|---|
| CPU | |||
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| Smil | skImage | Smil | skImage |
| Memory usage | |||
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| Smil | skImage | Smil | skImage |
Handling time¶
| Image size | Smil (ms) | skImage (ms) | SpeedUp |
|---|---|---|---|
| 8192x8192 | 23713 | 56290 | 2.374 |
| 16384x16384 | 98995 | 4705695 | 47.534 |
| 32768x32768 | 406021 | N.A. | N.A. |
The screenshot below confirms that the process is making use of the swap space mainly by the high percentual of CPU time in waiting state and the strong presence of process +kswapd0+.
top - 14:18:49 up 5 days, 19:43, 5 users, load average: 5.31, 2.93, 1.24
Tasks: 242 total, 2 running, 240 sleeping, 0 stopped, 0 zombie
%Cpu(s): 0.3 us, 4.0 sy, 0.0 ni, 33.0 id, 62.6 wa, 0.0 hi, 0.1 si, 0.0 st
MiB Mem : 15899.8 total, 130.5 free, 15664.6 used, 104.7 buff/cache
MiB Swap: 15625.0 total, 6828.4 free, 8796.6 used. 19.6 avail Mem
PID USER PR NI VIRT RES SHR S %CPU %MEM TIME+ COMMAND
129 root 20 0 0 0 0 D 14.2 0.0 1:35.49 kswapd0
70097 martins 20 0 23.7g 14.6g 108 D 13.2 93.8 3:25.95 python3
...
A fast test had shown that, in this particular computer, Smil was still able to run this function with images of size 32768x32768 (\~1{{ }}GiPixels), while the limit for scikit-image is something around 12288x12288 (\~144{{ }}MiPixels), so around 7 times bigger in the pixel count, without the help of swap memory. Obviously, this assumption is valid only for this function and this platform.
watershed¶
CPU and memory¶
| Image lena.png - mosaic 16384x16384 | |
|---|---|
| CPU | |
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| Smil | skImage |
| Memory usage | |
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|
| Smil | skImage |
Handling time¶
| Image size | Smil (ms) | skImage (ms) | SpeedUp |
|---|---|---|---|
| 16384x16384 | 24116.282 | 352619.320 | 14.622 |