{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Using scripts to perform Intel Advisor roofline profiling on Devito\n", "\n", "This notebook uses the prewritten scripts `run_advisor.py`, `roofline.py` and `advisor_to_json.py` to show how you can easily profile a Devito application using Intel Advisor 2020 and plot memory-bound/compute-bound roofline models depicting the current state of the application's performance. These scripts can be found in the `benchmarks/user/advisor` folder of the full Devito repository. They are also available as part of the Devito package." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, we are going to need a couple of imports to allow us to work with Devito and to run command line applications from inside this jupyter notebook. These will be needed for all three scripts." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import devito\n", "from IPython.display import Image\n", "import os\n", "\n", "devito_path = os.path.dirname(''.join(devito.__path__))\n", "os.environ['DEVITO_JUPYTER'] = devito_path" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setting up the Advisor environment\n", "\n", "Before running the following pieces of code, we must make sure that the Advisor environment, alongside the Intel C compiler `icc`, are correctly activated on the machine you wish to use the scripts on. To do so, run the following commands:\n", "\n", "for Intel oneAPI:\n", "\n", "```shell\n", "source /opt/intel/oneapi/advisor/latest/advixe-vars.sh\n", "```\n", "\n", "```shell\n", "source /opt/intel/oneapi/compiler/latest/env/vars.sh \n", "```\n", "\n", "or\n", "\n", "for Intel Parallel Studio:\n", "\n", "```shell\n", "source /opt/intel/advisor/advixe-vars.sh\n", "```\n", "\n", "```shell\n", "source /opt/intel/compilers_and_libraries/linux/bin/compilervars.sh \n", "```\n", "\n", "If your Advisor or icc have not been installed in the `/opt/intel/oneapi/advisor` (equivalently `/opt/intel/advisor`) or `/opt/intel/oneapi/compiler` (or `/opt/intel/compilers_and_libraries`) directory, replace them with your chosen path." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Collecting performance data with `run_advisor.py`\n", "\n", "Before generating graphical models or have data to be exported, we need to collect the performance data of our interested program. The command line that we will use is:\n", "```shell\n", "python3 /benchmarks/user/advisor/run_advisor.py --path /benchmarks/user/benchmark.py --exec-args \"run -P acoustic -d 128 128 128 -so 4 --tn 50 --autotune off\" --output /examples/performance/profilings --name JupyterProfiling\n", "```\n", "\n", "* `--path` specifies the path of the Devito/python executable,\n", "* `--exec-args` specifies the command line arguments that we want to pass to our executable,\n", "* `--output` specifies the directory where we want to permanently save our profiling reports,\n", "* `--name` specifies the name of the single profiling that will be effected." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's run the command to do the profiling of our example application." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;37;32mSet up multi-threading environment ... \u001b[0m\u001b[1;37;32mDone!\u001b[0m\n", "\u001b[1;37;32mStarting Intel Advisor's `roofline` analysis for `JupyterProfiling`\u001b[0m\n", "\u001b[1;37;32mPerforming `cache warm-up` run ... \u001b[0m\u001b[1;37;32mDone!\u001b[0m\n", "\u001b[1;37;32mPerforming `survey` analysis ... \u001b[0m\u001b[1;37;32mDone!\u001b[0m\n", "\u001b[1;37;32mPerforming `tripcounts` analysis ... \u001b[0m\u001b[1;37;32mDone!\u001b[0m\n", "\u001b[1;37;32mStoring `survey` and `tripcounts` data in `/home/devitouser/devito/examples/performance/profilings/JupyterProfiling`\u001b[0m\n", "\u001b[1;37;32mTo plot a roofline type: \u001b[0m\n", "\u001b[1;37;32mpython3 roofline.py --name JupyterProfiling --project /home/devitouser/devito/examples/performance/profilings/JupyterProfiling --scale 1.000000\u001b[0m\n" ] } ], "source": [ "#NBVAL_SKIP\n", "\n", "! python3 $DEVITO_JUPYTER/benchmarks/user/advisor/run_advisor.py --path $DEVITO_JUPYTER/benchmarks/user/benchmark.py --exec-args \"run -P acoustic -d 128 128 128 -so 4 --tn 50 --autotune off\" --output $DEVITO_JUPYTER/examples/performance/profilings --name JupyterProfiling\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above call might take a few minutes depending on what machine you are running the code on, please have patience. After it is done, we have Intel Advisor data from which we can generate rooflines and export data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generating a roofline model to display profiling data\n", "\n", "Now that we have collected the data inside a profiling directory, we can use the `roofline.py` script to produce a pdf of the roofline data that has been collected in the previous run. There are two visualisation modes for the generated roofline:\n", "* overview: displays a single point with the overall GFLOPS/s and arithmetic intensity of the program\n", "* top-loops: displays all points within runtime within one order of magnitude compared to the top time consuming loop\n", "\n", "First, we will produce an 'overview' roofline. The command line that we will use is:\n", "```shell\n", "python3 /benchmarks/user/advisor/roofline.py --mode overview --name /examples/performance/resources/OverviewRoof --project /examples/performance/profilings/JupyterProfiling\n", "```\n", "\n", "* `--mode` specifies the mode as described (either `overview` or `top-loops`)\n", "* `--name` specifies the name of the pdf file that will contain the roofline representation of the data\n", "* `--project` specifies the directory where the profiling data is stored" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's run the command." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;37;32mOpening project...\u001b[0m\n", "\u001b[1;37;32mLoading data...\u001b[0m\n", "\u001b[1;37;32mFigure saved as /home/devitouser/devito/examples/performance/resources/OverviewRoof.png.\u001b[0m\n" ] } ], "source": [ "#NBVAL_SKIP\n", "\n", "! python3 $DEVITO_JUPYTER/benchmarks/user/advisor/roofline.py --mode overview --name $DEVITO_JUPYTER/examples/performance/resources/OverviewRoof --project $DEVITO_JUPYTER/examples/performance/profilings/JupyterProfiling\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once this command has completed, we can now observe the gathered profiling data through a roofline model." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename=os.path.join(devito_path, 'examples/performance/resources/OverviewRoof.png'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similarly, we can also produce a graph which displays the most time consuming loop alongside all other loops which have execution time within one order of magnitude from it. This is done by using `top-loops` mode." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;37;32mOpening project...\u001b[0m\n", "\u001b[1;37;32mLoading data...\u001b[0m\n", "\u001b[1;37;32mFigure saved as /home/devitouser/devito/examples/performance/resources/TopLoopsRoof.png.\u001b[0m\n" ] } ], "source": [ "#NBVAL_SKIP\n", "\n", "! python3 $DEVITO_JUPYTER/benchmarks/user/advisor/roofline.py --mode top-loops --name $DEVITO_JUPYTER/examples/performance/resources/TopLoopsRoof --project $DEVITO_JUPYTER/examples/performance/profilings/JupyterProfiling\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the command having run, we can inspect the image that has been created and compare it to the overview mode roofline." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename=os.path.join(devito_path, 'examples/performance/resources/TopLoopsRoof.png'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see from this roofline graph, the main point is different from the single point of the previous graph. Moreover, each point is labelled with 'Time' and 'Incidence' indicators. These represent the total execution time of each loop's main body and their percentage incidence on the total execution time of the main time loop." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exporting Advisor roofline data as JSON\n", "\n", "For easy and flexible exporting, the `advisor_to_json.py` script allows you to pack all the information represented within the previously seen graphs inside a JSON file. The command line which is needed to export our project's data in JSON format is:\n", "```shell\n", "python3 /benchmarks/user/advisor/advisor_to_json.py --name /examples/performance/resources/RoofsData --project /examples/performance/profilings/JupyterProfiling\n", "```\n", "\n", "* `--name` specifies the name of the JSON file which will be generated\n", "* `--project` specifies the Advisor folder which contains all the collected data about the application" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As always, let's run the command through bash." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;37;32mOpening project...\u001b[0m\n", "\u001b[1;37;32mLoading data...\u001b[0m\n", "\u001b[1;37;32mFigure saved as /home/devitouser/devito/examples/performance/resources/RoofsData.json.\u001b[0m\n" ] } ], "source": [ "#NBVAL_SKIP\n", "\n", "! python3 $DEVITO_JUPYTER/benchmarks/user/advisor/advisor_to_json.py --name $DEVITO_JUPYTER/examples/performance/resources/RoofsData --project $DEVITO_JUPYTER/examples/performance/profilings/JupyterProfiling\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now open the generated JSON file to inspect that we indeed have the data extracted from our roofline models." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'{\"roofs\": {\"memory\": [[[0, 10.044770377496254], [0, 565.556228747]], [[0, 0.3251398653506436], [0, 565.556228747]], [[0, 1.385194513137451], [0, 565.556228747]], [[0, 1.2288691632912316], [0, 565.556228747]], [[0, 3.9765711623042126], [0, 565.556228747]], [[0, 2.725070312805007], [0, 565.556228747]], [[0, 4.198971247983363], [0, 565.556228747]]], \"compute\": [[[0.3251398653506436, 32], [565.556228747, 565.556228747]], [[0.0817139523921172, 32], [142.135246015, 142.135246015]]]}, \"overview\": {\"total_ai\": 0.46157430900083685, \"total_gflops\": 46.574790645791346}}'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "json_file = open(os.path.join(devito_path, 'examples/performance/resources/RoofsData.json'), 'r')\n", "json_file.read()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the generated JSON. Inside we can see that the file is subdivided into three sections: one to hold the points used to draw the rooflines (`roofs`), one to contain the single overview point (`overview`) and another one that contains information about the top loops as specified earlier in this tutorial (`top-loops`).\n", "\n", "By default, `advisor_to_json.py` collects both overview and top-loops data, but the information to collect can be specified using a `--mode` flag analogous to the one used in `roofline.py`." ] }, { "cell_type": "markdown", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "### Further flags and functionality\n", "\n", "The last two scripts contain more flags that you can use to adjust data collection, displaying and exporting.\n", "\n", "`roofline.py`:\n", "* `--scale` specifies how much rooflines should be scaled down due to using fewer cores than available\n", "* `--precision` specifies the arithmetic precision of the integral operators\n", "* `--th` specifies the threshold percentage over which to display loops in top-loops mode\n", "\n", "`advisor_to_json.py`:\n", "* `--scale`, as previously\n", "* `--precision`, as previously\n", "* `--th`, as previously\n", "\n", "If you want to learn more about what they do, add a `--help` flag to the script that you are executing." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.9" } }, "nbformat": 4, "nbformat_minor": 4 }