{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Benchmarking\n", "This is a simple benchmarking notebook. It's the python version of the [ImageJ Macro original](https://clij.github.io/clij2-docs/md/benchmarking/)\n", "\n", "Note: benchmarking results vary heavily depending on image size, kernel size, used operations, parameters and used hardware. Use this notebook to adapt it to your use-case scenario and benchmark on your target hardware. If you have different scenarios or use-cases, you are very welcome to submit your notebook as pull-request!" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\rober\\miniconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n", " lo, hi, cmap = _get_display_range(image)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# load example data\n", "from skimage.io import imread, imshow\n", "\n", "image = imread('../data/t1-head.tif')\n", "\n", "imshow(image[60])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mean-3D Filter in scikit-image" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU mean filter no 0 took 36951.33566856384 ms\n", "CPU mean filter no 1 took 39143.28956604004 ms\n", "CPU mean filter no 2 took 39309.62824821472 ms\n", "CPU mean filter no 3 took 39339.14399147034 ms\n", "CPU mean filter no 4 took 38999.114990234375 ms\n", "CPU mean filter no 5 took 39337.9065990448 ms\n", "CPU mean filter no 6 took 41189.97550010681 ms\n", "CPU mean filter no 7 took 40362.825870513916 ms\n", "CPU mean filter no 8 took 39791.48817062378 ms\n", "CPU mean filter no 9 took 39203.89628410339 ms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\rober\\miniconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:150: UserWarning: Low image data range; displaying image with stretched contrast.\n", " lo, hi, cmap = _get_display_range(image)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from skimage.morphology import cube\n", "from skimage.filters.rank import mean\n", "import time\n", "\n", "structuring_element = cube(7)\n", "\n", "output = None\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " output = mean(image, structuring_element, out=output)\n", " print(\"CPU mean filter no \" + str(i) + \" took \" + str((time.time() - start_time) * 1000) + \" ms\")\n", "\n", "imshow(output[60])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mean-3D Filter in py-clEsperanto" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pyclesperanto_prototype as cle\n", "\n", "cle.select_device('RTX')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# turn on blocking kernel execution to actually measure processing time. \n", "# Thanks to Matrin Weigert for that hint! :-)\n", "cle.set_wait_for_kernel_finish(True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Pushing one image to GPU memory took 49.17573928833008 ms\n", "py-clEsperanto GPU mean filter no 0 took 26.646137237548828 ms\n", "py-clEsperanto GPU mean filter no 1 took 7.186651229858398 ms\n", "py-clEsperanto GPU mean filter no 2 took 7.243871688842773 ms\n", "py-clEsperanto GPU mean filter no 3 took 8.037567138671875 ms\n", "py-clEsperanto GPU mean filter no 4 took 7.213115692138672 ms\n", "py-clEsperanto GPU mean filter no 5 took 6.83140754699707 ms\n", "py-clEsperanto GPU mean filter no 6 took 7.293462753295898 ms\n", "py-clEsperanto GPU mean filter no 7 took 7.478475570678711 ms\n", "py-clEsperanto GPU mean filter no 8 took 7.302761077880859 ms\n", "py-clEsperanto GPU mean filter no 9 took 7.572412490844727 ms\n", "Pulling one image from GPU memory took 28.958797454833984 ms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\users\\rober\\miniconda3\\lib\\site-packages\\skimage\\io\\_plugins\\matplotlib_plugin.py:150: UserWarning: Float image out of standard range; displaying image with stretched contrast.\n", " lo, hi, cmap = _get_display_range(image)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "start_time = time.time()\n", "image_gpu = cle.push_zyx(image)\n", "print(\"Pushing one image to GPU memory took \" + str((time.time() - start_time) * 1000) + \" ms\")\n", "\n", "output_gpu = None\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " output_gpu = cle.mean_box(image_gpu, output_gpu, 3, 3, 3)\n", " print(\"py-clEsperanto GPU mean filter no \" + str(i) + \" took \" + str((time.time() - start_time) * 1000) + \" ms\")\n", "\n", "start_time = time.time()\n", "output = cle.pull_zyx(output_gpu)\n", "print(\"Pulling one image from GPU memory took \" + str((time.time() - start_time) * 1000) + \" ms\")\n", "\n", "imshow(output[60])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Mean-3D Filter in py-clEsperanto using convolution" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preparing the convolution kernel in GPU memory took 7.099628448486328 ms\n", "py-clEsperanto GPU mean filter using convolution no 0 took 26.929140090942383 ms\n", "py-clEsperanto GPU mean filter using convolution no 1 took 22.93872833251953 ms\n", "py-clEsperanto GPU mean filter using convolution no 2 took 22.94015884399414 ms\n", "py-clEsperanto GPU mean filter using convolution no 3 took 22.937536239624023 ms\n", "py-clEsperanto GPU mean filter using convolution no 4 took 22.93848991394043 ms\n", "py-clEsperanto GPU mean filter using convolution no 5 took 22.939205169677734 ms\n", "py-clEsperanto GPU mean filter using convolution no 6 took 22.938251495361328 ms\n", "py-clEsperanto GPU mean filter using convolution no 7 took 22.94015884399414 ms\n", "py-clEsperanto GPU mean filter using convolution no 8 took 22.937774658203125 ms\n", "py-clEsperanto GPU mean filter using convolution no 9 took 22.937774658203125 ms\n", "Pulling one image from GPU memory took 28.92303466796875 ms\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "start_time = time.time()\n", "structuring_element = cle.create([7, 7, 7]) # 2 x 3 + 1\n", "cle.set(structuring_element, 1. / 7 / 7 / 7)\n", "print(\"Preparing the convolution kernel in GPU memory took \" + str((time.time() - start_time) * 1000) + \" ms\")\n", "\n", "\n", "output_gpu = None\n", "for i in range(0, 10):\n", " start_time = time.time()\n", " output_gpu = cle.convolve(image_gpu, structuring_element, output_gpu)\n", " print(\"py-clEsperanto GPU mean filter using convolution no \" + str(i) + \" took \" + str((time.time() - start_time) * 1000) + \" ms\")\n", " \n", "start_time = time.time()\n", "output = cle.pull_zyx(output_gpu)\n", "print(\"Pulling one image from GPU memory took \" + str((time.time() - start_time) * 1000) + \" ms\")\n", "\n", "imshow(output[60])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }