From 4b2a43f981a812a97d15d1488a2df30b247b077f Mon Sep 17 00:00:00 2001 From: twoentartian Date: Wed, 2 Nov 2022 18:52:16 +0100 Subject: [PATCH 1/2] add colab --- Lab3_KMean.ipynb | 425 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 425 insertions(+) create mode 100644 Lab3_KMean.ipynb diff --git a/Lab3_KMean.ipynb b/Lab3_KMean.ipynb new file mode 100644 index 0000000..4a09e12 --- /dev/null +++ b/Lab3_KMean.ipynb @@ -0,0 +1,425 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "collapsed_sections": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# First, you need to load your google drive and upload your working folder to google drive (“My Drive/lab3-cnn” for CNN) or (“My Drive/lab3-km” for kmeans)" + ], + "metadata": { + "id": "1-vctvnzimeB" + } + }, + { + "cell_type": "markdown", + "source": [ + "![image 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)" + ], + "metadata": { + "id": "yrHsktbYOjG0" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Then, load the google drive to colab." + ], + "metadata": { + "id": "awqrmFaTOiGK" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "q_FoxoO1c19-", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "eecb69f4-da0f-4d4e-ab25-f9920fceb28b" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ], + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ] + }, + { + "cell_type": "code", + "source": [ + "# you can check your google cloud now. Also please remember the path to your source code.\n", + "!ls /content/drive/MyDrive/lab3-km" + ], + "metadata": { + "id": "jZSbU3YrdJZS", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "7030e469-1795-4ce6-a5aa-b97ca9075903" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "CMakeLists.txt\tREADME.md test.ppm\t\t train-labels.idx1-ubyte\n", + "images\t\tsrc\t train-images.idx3-ubyte\n", + "CMakeLists.txt\tplot README.md src\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Now you can check the GPU" + ], + "metadata": { + "id": "K7hIYbHskmRi" + } + }, + { + "cell_type": "code", + "source": [ + "!nvidia-smi" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VniWeUSFhN94", + "outputId": "cf204334-f61a-4d06-b273-614ece5a06e1" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Fri Oct 14 20:02:42 2022 \n", + "+-----------------------------------------------------------------------------+\n", + "| NVIDIA-SMI 460.32.03 Driver Version: 460.32.03 CUDA Version: 11.2 |\n", + "|-------------------------------+----------------------+----------------------+\n", + "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n", + "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n", + "| | | MIG M. |\n", + "|===============================+======================+======================|\n", + "| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |\n", + "| N/A 44C P8 9W / 70W | 0MiB / 15109MiB | 0% Default |\n", + "| | | N/A |\n", + "+-------------------------------+----------------------+----------------------+\n", + " \n", + "+-----------------------------------------------------------------------------+\n", + "| Processes: |\n", + "| GPU GI CI PID Type Process name GPU Memory |\n", + "| ID ID Usage |\n", + "|=============================================================================|\n", + "| No running processes found |\n", + "+-----------------------------------------------------------------------------+\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# For kmeans" + ], + "metadata": { + "id": "9hibUVrKFjrV" + } + }, + { + "cell_type": "code", + "source": [ + "%%shell\n", + "\n", + "# change the path to your Google cloud path. \n", + "cd /content/drive/MyDrive/lab3-km\n", + "\n", + "rm -rf build\n", + "\n", + "mkdir build\n", + "cd build\n", + "cmake ..\n", + "make -j4\n", + "\n", + "./krazymeans -b -k 32 -s 1e-3 -t 25 -i benchmark.kmd -o labels.kml" + ], + "metadata": { + "id": "FKTnlGSd1FXO", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "497314b7-5896-46de-a11d-8ace24455246" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "-- The C compiler identification is GNU 7.5.0\n", + "-- The CXX compiler identification is GNU 7.5.0\n", + "-- Detecting C compiler ABI info\n", + "-- Detecting C compiler ABI info - done\n", + "-- Check for working C compiler: /usr/bin/cc - skipped\n", + "-- Detecting C compile features\n", + "-- Detecting C compile features - done\n", + "-- Detecting CXX compiler ABI info\n", + "-- Detecting CXX compiler ABI info - done\n", + "-- Check for working CXX compiler: /usr/bin/c++ - skipped\n", + "-- Detecting CXX compile features\n", + "-- Detecting CXX compile features - done\n", + "-- Configuring done\n", + "-- Generating done\n", + "-- Build files have been written to: /content/drive/MyDrive/lab3-km/build\n", + "[-20%] \u001b[32mBuilding CXX object CMakeFiles/krazymeans.dir/src/main.cpp.o\u001b[0m\n", + "[ 0%] \u001b[32mBuilding CXX object CMakeFiles/krazymeans.dir/src/utils/FeatureVec.cpp.o\u001b[0m\n", + "[ 20%] \u001b[32mBuilding CXX object CMakeFiles/krazymeans.dir/src/utils/DataSet.cpp.o\u001b[0m\n", + "[ 40%] \u001b[32mBuilding CXX object CMakeFiles/krazymeans.dir/src/krazy/KrazyMeans.cpp.o\u001b[0m\n", + "[ 60%] \u001b[32m\u001b[1mLinking CXX executable krazymeans\u001b[0m\n", + "[ 60%] Built target krazymeans\n", + "Loading dataset : 0.962682 s.\n", + "Algorithm initialization : 8.45456 s.\n", + "1 - 8.23575 s.\n", + "2 - 8.14721 s.\n", + "3 - 8.47866 s.\n", + "4 - 8.21755 s.\n", + "5 - 8.22803 s.\n", + "6 - 8.12184 s.\n", + "7 - 8.20834 s.\n", + "8 - 8.25873 s.\n", + "9 - 8.22463 s.\n", + "10 - 8.16803 s.\n", + "11 - 8.20315 s.\n", + "12 - 8.11357 s.\n", + "13 - 8.12676 s.\n", + "14 - 8.1362 s.\n", + "15 - 8.10446 s.\n", + "16 - 8.1896 s.\n", + "17 - 8.10243 s.\n", + "18 - 8.16544 s.\n", + "19 - 8.24459 s.\n", + "20 - 8.12862 s.\n", + "21 - 8.19525 s.\n", + "22 - 8.16883 s.\n", + "23 - 8.22408 s.\n", + "24 - 8.23287 s.\n", + "25 - 8.20406 s.\n", + "26 - 8.23078 s.\n", + "27 - 8.21219 s.\n", + "28 - 8.19589 s.\n", + "Reached convergence after : 229.469 s.\n", + "Iterations : 28\n", + "Writing result : 0.0986142 s.\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Nsight system profiling for kmeans, the report is available in the build folder" + ], + "metadata": { + "id": "sLQNGTgRHu_C" + } + }, + { + "cell_type": "code", + "source": [ + "%%shell\n", + "cd /content/drive/MyDrive/lab3-km/build\n", + "# you can find the Nsight-system profiling result in your Google drive.\n", + "nsys profile ./krazymeans -b -k 32 -s 1e-3 -t 25 -i benchmark.kmd -o labels.kml" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "TmmwU5gnGVIH", + "outputId": "514c9237-7fc2-48a7-f5da-73279ed44920" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Warning: LBR backtrace method is not supported on this platform. DWARF backtrace method will be used.\n", + "Collecting data...\n", + "Loading dataset : 1.24056 s.\n", + "Algorithm initialization : 9.20114 s.\n", + "1 - 9.54795 s.\n", + "2 - 9.56459 s.\n", + "3 - 9.27207 s.\n", + "4 - 9.28822 s.\n", + "5 - 9.3894 s.\n", + "6 - 9.06839 s.\n", + "7 - 9.41409 s.\n", + "8 - 9.41588 s.\n", + "9 - 9.42964 s.\n", + "10 - 9.4696 s.\n", + "11 - 9.42722 s.\n", + "12 - 9.25222 s.\n", + "13 - 9.25401 s.\n", + "14 - 9.45946 s.\n", + "15 - 9.80011 s.\n", + "16 - 9.21369 s.\n", + "17 - 9.27205 s.\n", + "18 - 9.48871 s.\n", + "19 - 10.1002 s.\n", + "20 - 10.4591 s.\n", + "21 - 9.34959 s.\n", + "22 - 9.22219 s.\n", + "23 - 9.24736 s.\n", + "24 - 9.16762 s.\n", + "25 - 9.15616 s.\n", + "26 - 9.26413 s.\n", + "27 - 9.36105 s.\n", + "28 - 9.3974 s.\n", + "Reached convergence after : 263.755 s.\n", + "Iterations : 28\n", + "Writing result : 0.122625 s.\n", + "Processing events...\n", + "Capturing symbol files...\n", + "Saving temporary \"/tmp/nsys-report-b923-366c-e1c2-9475.qdstrm\" file to disk...\n", + "Creating final output files...\n", + "\n", + "Processing [==============================================================100%]\n", + "Saved report file to \"/tmp/nsys-report-b923-366c-e1c2-9475.qdrep\"\n", + "Report file moved to \"/content/drive/MyDrive/lab3-km/build/report1.qdrep\"\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Nsight compute profiling for kmeans" + ], + "metadata": { + "id": "vJ6AIu3TH3Da" + } + }, + { + "cell_type": "code", + "source": [ + "%%shell\n", + "cd /content/drive/MyDrive/lab3-km/build\n", + "\n", + "# also you can use Nsight-compute\n", + "ncu ./krazymeans -b -k 32 -s 1e-3 -t 25 -i benchmark.kmd -o labels.kml" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2EriR4q3Hq_x", + "outputId": "0091f93a-f331-41ef-a56a-16a650ee580b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Loading dataset : 0.968355 s.\n", + "Algorithm initialization : 7.94741 s.\n", + "1 - 8.0288 s.\n", + "2 - 7.9952 s.\n", + "3 - 8.10577 s.\n", + "4 - 8.0713 s.\n", + "5 - 7.98803 s.\n", + "6 - 7.96861 s.\n", + "7 - 7.97985 s.\n", + "8 - 7.88699 s.\n", + "9 - 8.0318 s.\n", + "10 - 8.03633 s.\n", + "11 - 8.0174 s.\n", + "12 - 7.92804 s.\n", + "13 - 7.99111 s.\n", + "14 - 8.06381 s.\n", + "15 - 8.00013 s.\n", + "16 - 7.95344 s.\n", + "17 - 7.98338 s.\n", + "18 - 8.05437 s.\n", + "19 - 7.9648 s.\n", + "20 - 8.31189 s.\n", + "21 - 7.93952 s.\n", + "22 - 8.07439 s.\n", + "23 - 8.04255 s.\n", + "24 - 8.01629 s.\n", + "25 - 8.00026 s.\n", + "26 - 7.96966 s.\n", + "27 - 7.88885 s.\n", + "28 - 7.98076 s.\n", + "Reached convergence after : 224.274 s.\n", + "Iterations : 28\n", + "Writing result : 0.0950151 s.\n", + "==WARNING== No kernels were profiled.\n", + "==WARNING== Profiling kernels launched by child processes requires the --target-processes all option.\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [] + }, + "metadata": {}, + "execution_count": 13 + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "hCVVDutqJcrz" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file From ba0b4731c868a74d3771f90654d6f0bffb619741 Mon Sep 17 00:00:00 2001 From: twoentartian Date: Thu, 3 Nov 2022 22:33:42 +0100 Subject: [PATCH 2/2] update colab. --- Lab3_KMean.ipynb | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/Lab3_KMean.ipynb b/Lab3_KMean.ipynb index 4a09e12..77f84ad 100644 --- a/Lab3_KMean.ipynb +++ b/Lab3_KMean.ipynb @@ -334,6 +334,21 @@ } ] }, + { + "cell_type": "code", + "source": [ + "%%shell\n", + "#if your Nsight system cannot work properly, please try a newer version.\n", + "apt install cuda-nsight-systems-11-7\n", + "cd /content/drive/MyDrive/lab3-km/build\n", + "/usr/local/cuda-11.7/bin/nsys profile ./krazymeans -b -k 32 -s 1e-3 -t 25 -i benchmark.kmd -o labels.kml" + ], + "metadata": { + "id": "9vv-wG2yZ_jK" + }, + "execution_count": null, + "outputs": [] + }, { "cell_type": "markdown", "source": [