From e40a0af6741a9ec9ec52c6b404d58537c3fc5aad Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Jarl=20Sondre=20S=C3=A6ther?= <60541573+jarlsondre@users.noreply.github.com> Date: Fri, 10 Jan 2025 16:11:18 +0100 Subject: [PATCH] add examples of scalability plots from virgo --- .../distrib-ml/torch_scaling_test.rst | 39 +++++++++++++++++- .../torch-scaling-test/README.md | 4 -- .../torch-scaling-test/img/absolute-time.png | Bin 0 -> 51162 bytes .../torch-scaling-test/img/comp-vs-comm.png | Bin 0 -> 37822 bytes .../img/energy-consumption.png | Bin 0 -> 36797 bytes .../img/gpu-utilization.png | Bin 0 -> 33550 bytes .../img/relative-speedup.png | Bin 0 -> 167417 bytes 7 files changed, 37 insertions(+), 6 deletions(-) create mode 100644 tutorials/distributed-ml/torch-scaling-test/img/absolute-time.png create mode 100644 tutorials/distributed-ml/torch-scaling-test/img/comp-vs-comm.png create mode 100644 tutorials/distributed-ml/torch-scaling-test/img/energy-consumption.png create mode 100644 tutorials/distributed-ml/torch-scaling-test/img/gpu-utilization.png create mode 100644 tutorials/distributed-ml/torch-scaling-test/img/relative-speedup.png diff --git a/docs/tutorials/distrib-ml/torch_scaling_test.rst b/docs/tutorials/distrib-ml/torch_scaling_test.rst index 929847fe..243bb74f 100644 --- a/docs/tutorials/distrib-ml/torch_scaling_test.rst +++ b/docs/tutorials/distrib-ml/torch_scaling_test.rst @@ -6,6 +6,41 @@ PyTorch scaling test :end-before: Below follows an example of -Below follows an example of scalability plot generated by ``itwinai scalability-report``: +Plots of the scalability metrics +----------------------------- -.. image:: ../../../tutorials/distributed-ml/torch-scaling-test/img/report.png +We have the following scalability metrics available: + +- Absolute wall-clock time comparison +- Relative wall-clock time speedup +- Communication vs. Computation time +- GPU Utilization (%) +- Power Consumption (Watt) + +Some examples of these scalability metrics on the Virgo use case with one, two and four +nodes respectively can be seen below: + +Absolute Wall-Clock Time Comparison +~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. image:: ../../../tutorials/distributed-ml/torch-scaling-test/img/absolute-time.png + +Relative Wall-Clock Time Speedup +~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. image:: ../../../tutorials/distributed-ml/torch-scaling-test/img/relative-speedup.png + +Communication vs Computation +~~~~~~~~~~~~~~~~~~~~~~~~~~~~ + +.. image:: ../../../tutorials/distributed-ml/torch-scaling-test/img/comp-vs-comm.png + +GPU Utilization +~~~~~~~~~~~~~~~~ + +.. image:: ../../../tutorials/distributed-ml/torch-scaling-test/img/gpu-utilization.png + +Power Consumption +~~~~~~~~~~~~~~~~~ + +.. image:: ../../../tutorials/distributed-ml/torch-scaling-test/img/energy-consumption.png diff --git a/tutorials/distributed-ml/torch-scaling-test/README.md b/tutorials/distributed-ml/torch-scaling-test/README.md index 66dcfe4e..e5e310e3 100644 --- a/tutorials/distributed-ml/torch-scaling-test/README.md +++ b/tutorials/distributed-ml/torch-scaling-test/README.md @@ -137,7 +137,3 @@ To see the full list of possible arguments, type: ```bash itwinai generate-scalability-plot --help ``` - -Below follows an example of scalability plot generated by `itwinai scalability-report`: - -![report](img/report.png) diff --git a/tutorials/distributed-ml/torch-scaling-test/img/absolute-time.png b/tutorials/distributed-ml/torch-scaling-test/img/absolute-time.png new file mode 100644 index 0000000000000000000000000000000000000000..692864d54895f8e1d911f02fc47a382fa389ef5c GIT binary patch literal 51162 zcmZ_0Wmp}}wl%s~XmBUEy9aj&E&+nOySuwP!QGtz!8H&Zf(LgE1ef4`JFo10&UwDe zpYBy%GOM~|jxlBvsVFar1dj&~0)ddErNop#AaDQ(1hEMR22$D^WE+4BgtL<5dr-{; z!2$5Y!c;@r?865T9dHi^f`WhnLH@}C0`fzk|8oxk+|&FwJ=_um^;aGcND#P!K#=(m z|IL{X{`V<3ARqGIdx*_H8FNPEsR4_ATB>NcXnc_4HMX~9GBmL_GG+3xb@-D3#P7ii z+}fJD7?OC{+SobsdI*sHm4g?!|C7v2M)Fq{7i$4BjSq?>qV`UvB%DkvOe|!A@FXN8 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