From be34fdb24d2c984fefd4f235c2f665034bb59dcc Mon Sep 17 00:00:00 2001 From: Emmanuelle Gouillart Date: Mon, 29 Aug 2022 22:55:42 +0200 Subject: [PATCH] Add performance tutorial for EuroSciPy 2022 (#72) * tutorial on performance for Euroscipy * added line-profiler to requirements * replace time calls by timeit magic * line-profiler version Co-authored-by: Emmanuelle Gouillart --- lectures/7_performance.ipynb | 663 +++++++++++++++++++++++++++++++++++ requirements.txt | 1 + 2 files changed, 664 insertions(+) create mode 100644 lectures/7_performance.ipynb diff --git a/lectures/7_performance.ipynb b/lectures/7_performance.ipynb new file mode 100644 index 0000000..101a3c9 --- /dev/null +++ b/lectures/7_performance.ipynb @@ -0,0 +1,663 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Some aspects of performance in image processing\n", + "\n", + "Image processing on scientific data can take a long time, especially in settings where a series of images are acquired (time series for example). It is sometimes desirable to reduce the run-time of a given image processing pipeline, for example to make real-time image processing possible. \n", + "\n", + "In this tutorial, we cover several aspects of this specific task." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Measuring computing times and profiling\n", + "\n", + "If you want to optimize execution time, you first need to measure it. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/lib/python3/dist-packages/requests/__init__.py:89: RequestsDependencyWarning: urllib3 (1.26.11) or chardet (3.0.4) doesn't match a supported version!\n", + " warnings.warn(\"urllib3 ({}) or chardet ({}) doesn't match a supported \"\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2019, 1826)\n" + ] + } + ], + "source": [ + "from skimage import data\n", + "import numpy as np\n", + "img = data.eagle()\n", + "print(img.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "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": [ + "import matplotlib.pyplot as plt\n", + "plt.imshow(img, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.85 s ± 3.19 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + ] + } + ], + "source": [ + "%%timeit\n", + "from skimage import filters\n", + "img_median = filters.median(img, footprint=np.ones((7, 7), dtype=bool))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The %%timeit magic has many options (see https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-timeit). It is also possible to use the ``timeit`` module." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.8800454139709473\n" + ] + } + ], + "source": [ + "from time import time\n", + "from skimage import filters\n", + "t1 = time()\n", + "img_median = filters.median(img, footprint=np.ones((7, 7), dtype=bool))\n", + "t2 = time()\n", + "print(t2 - t1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we know the time taken by a given function, but we don't know why it should take a long time to execute. We can use Python's line profile to dive into the inner code of a function, and to identify which lines of the function take longer to execute." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from skimage import color\n", + "img = color.rgb2gray((data.retina()[300:-300, 300:-300]))\n", + "out = filters.hessian(img)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2)\n", + "ax[0].imshow(img)\n", + "ax[1].imshow(out)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "from line_profiler import LineProfiler, show_func\n", + "profile = LineProfiler()\n", + "profile.add_function(filters.hessian)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "out = profile.runcall(filters.hessian, img)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Timer unit: 1e-06 s\n", + "\n", + "Total time: 0.458395 s\n", + "File: /home/emma/Documents/scikit-image/skimage/filters/ridges.py\n", + "Function: hessian at line 472\n", + "\n", + "Line # Hits Time Per Hit % Time Line Contents\n", + "==============================================================\n", + " 472 def hessian(image, sigmas=range(1, 10, 2), scale_range=None, scale_step=None,\n", + " 473 alpha=0.5, beta=0.5, gamma=15, black_ridges=True, mode='reflect',\n", + " 474 cval=0):\n", + " 475 \"\"\"Filter an image with the Hybrid Hessian filter.\n", + " 476 \n", + " 477 This filter can be used to detect continuous edges, e.g. vessels,\n", + " 478 wrinkles, rivers. It can be used to calculate the fraction of the whole\n", + " 479 image containing such objects.\n", + " 480 \n", + " 481 Defined only for 2-D and 3-D images. Almost equal to Frangi filter, but\n", + " 482 uses alternative method of smoothing. Refer to [1]_ to find the differences\n", + " 483 between Frangi and Hessian filters.\n", + " 484 \n", + " 485 Parameters\n", + " 486 ----------\n", + " 487 image : (N, M[, P]) ndarray\n", + " 488 Array with input image data.\n", + " 489 sigmas : iterable of floats, optional\n", + " 490 Sigmas used as scales of filter, i.e.,\n", + " 491 np.arange(scale_range[0], scale_range[1], scale_step)\n", + " 492 scale_range : 2-tuple of floats, optional\n", + " 493 The range of sigmas used.\n", + " 494 scale_step : float, optional\n", + " 495 Step size between sigmas.\n", + " 496 beta : float, optional\n", + " 497 Frangi correction constant that adjusts the filter's\n", + " 498 sensitivity to deviation from a blob-like structure.\n", + " 499 gamma : float, optional\n", + " 500 Frangi correction constant that adjusts the filter's\n", + " 501 sensitivity to areas of high variance/texture/structure.\n", + " 502 black_ridges : boolean, optional\n", + " 503 When True (the default), the filter detects black ridges; when\n", + " 504 False, it detects white ridges.\n", + " 505 mode : {'constant', 'reflect', 'wrap', 'nearest', 'mirror'}, optional\n", + " 506 How to handle values outside the image borders.\n", + " 507 cval : float, optional\n", + " 508 Used in conjunction with mode 'constant', the value outside\n", + " 509 the image boundaries.\n", + " 510 \n", + " 511 Returns\n", + " 512 -------\n", + " 513 out : (N, M[, P]) ndarray\n", + " 514 Filtered image (maximum of pixels across all scales).\n", + " 515 \n", + " 516 Notes\n", + " 517 -----\n", + " 518 Written by Marc Schrijver (November 2001)\n", + " 519 Re-Written by D. J. Kroon University of Twente (May 2009) [2]_\n", + " 520 \n", + " 521 See also\n", + " 522 --------\n", + " 523 meijering\n", + " 524 sato\n", + " 525 frangi\n", + " 526 \n", + " 527 References\n", + " 528 ----------\n", + " 529 .. [1] Ng, C. C., Yap, M. H., Costen, N., & Li, B. (2014,). Automatic\n", + " 530 wrinkle detection using hybrid Hessian filter. In Asian Conference on\n", + " 531 Computer Vision (pp. 609-622). Springer International Publishing.\n", + " 532 :DOI:`10.1007/978-3-319-16811-1_40`\n", + " 533 .. [2] Kroon, D. J.: Hessian based Frangi vesselness filter.\n", + " 534 \"\"\"\n", + " 535 2 456899.0 228449.5 99.7 filtered = frangi(image, sigmas=sigmas, scale_range=scale_range,\n", + " 536 1 1.0 1.0 0.0 scale_step=scale_step, alpha=alpha, beta=beta,\n", + " 537 1 1.0 1.0 0.0 gamma=gamma, black_ridges=black_ridges, mode=mode,\n", + " 538 1 1.0 1.0 0.0 cval=cval)\n", + " 539 \n", + " 540 1 1492.0 1492.0 0.3 filtered[filtered <= 0] = 1\n", + " 541 1 1.0 1.0 0.0 return filtered\n", + "\n" + ] + } + ], + "source": [ + "profile.print_stats()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise**: what is the function taking the largest part of the execution time inside ``hessian``? Add this function to the line profiler and line-profile this other function while executing ``hessian``." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is of course possible to apply the line profiler to your own functions. This can be useful when defining for example an image processing pipeline with a succession of operations. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext line_profiler" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "from skimage import data\n", + "from skimage.filters import threshold_otsu\n", + "from skimage.segmentation import clear_border\n", + "from skimage.measure import label, regionprops\n", + "from skimage.morphology import closing, square\n", + "from skimage.color import label2rgb\n", + "\n", + "def get_labels(img):\n", + " # apply threshold\n", + " thresh = threshold_otsu(image)\n", + " bw = closing(image > thresh, square(5))\n", + " # remove artifacts connected to image border\n", + " cleared = clear_border(bw)\n", + " # label image regions\n", + " label_image = label(cleared)\n", + " return label_image" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "image = data.coins()\n", + "\n", + "labels = get_labels(img)\n", + "plt.imshow(labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "%lprun -f get_labels get_labels(img)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "scikit-image uses a lot of cython code, and it is also possible to profile cython code. Please see https://cython.readthedocs.io/en/latest/src/tutorial/profiling_tutorial.html for more information." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Parallelizing execution by chunking the image array\n", + "\n", + "One way to speed up the execution is to use the different CPU cores. Most scikit-image functions use only one core, so the other cores are not working. If we have several images, we can use different cores for the different images (using for example ``joblib.Parallel`` or ``dask``). But we can also divide the image into different sub-images and execute the function on the different sub-images. This is done by ``skimage.util.apply_parallel``.\n", + "\n", + "**Warning**: most functions have boundary effects. Therefore you must use some overlap between the different sub-images in order to avoid artifacts." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(2019, 1826)\n" + ] + } + ], + "source": [ + "img = data.eagle()\n", + "print(img.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.22 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%%timeit -n 1 -r 1\n", + "from time import time\n", + "out = filters.median(img, np.ones((11, 11)))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import joblib\n", + "joblib.cpu_count()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to install the optional dependency dask which is used by ``apply_parallel``." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: dask in /home/emma/.local/lib/python3.8/site-packages (2022.7.1)\n", + "Requirement already satisfied: toolz>=0.8.2 in /home/emma/.local/lib/python3.8/site-packages (from dask) (0.12.0)\n", + "Requirement already satisfied: partd>=0.3.10 in /home/emma/.local/lib/python3.8/site-packages (from dask) (1.2.0)\n", + "Requirement already satisfied: pyyaml>=5.3.1 in /usr/lib/python3/dist-packages (from dask) (5.3.1)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/lib/python3/dist-packages (from dask) (20.3)\n", + "Requirement already satisfied: cloudpickle>=1.1.1 in /home/emma/.local/lib/python3.8/site-packages (from dask) (2.1.0)\n", + "Requirement already satisfied: fsspec>=0.6.0 in /home/emma/.local/lib/python3.8/site-packages (from dask) (2022.7.1)\n", + "Requirement already satisfied: locket in /home/emma/.local/lib/python3.8/site-packages (from partd>=0.3.10->dask) (1.0.0)\n" + ] + } + ], + "source": [ + "!pip install dask" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.97 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%%timeit -n 1 -r 1\n", + "from skimage import util\n", + "out = util.apply_parallel(filters.median, img, depth=7, extra_arguments=[np.ones((11, 11))])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.93 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n" + ] + } + ], + "source": [ + "%%timeit -n 1 -r 1\n", + "from skimage import util\n", + "out = util.apply_parallel(filters.median, img, chunks=500, depth=7, extra_arguments=[np.ones((11, 11))])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Exercise**: try different sizes of chunks and compare the execution times." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Changing the algorithm\n", + "\n", + "Often, the biggest performance gains are obtained by using a different algorithm. There is often a tradeoff between execution time and algorithm specificity, as exemplified by the example below about denoising. (Example adapted from https://scikit-image.org/docs/stable/auto_examples/filters/plot_denoise.html#sphx-glr-auto-examples-filters-plot-denoise-py)." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TV: 0.06463932991027832 s\n", + "Non-local means: 0.17078423500061035 s\n", + "Bilateral: 2.5551419258117676 s\n", + "Estimated Gaussian noise standard deviation = 0.14799776576066095\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from skimage.restoration import (denoise_tv_chambolle, denoise_bilateral,\n", + " denoise_wavelet, denoise_nl_means, estimate_sigma)\n", + "from skimage import data, img_as_float\n", + "from skimage.util import random_noise\n", + "from time import time\n", + "\n", + "original = img_as_float(data.chelsea()[100:250, 50:300])\n", + "\n", + "sigma = 0.155\n", + "noisy = random_noise(original, var=sigma**2)\n", + "\n", + "t0 = time()\n", + "img_tv = denoise_tv_chambolle(noisy, weight=0.1, channel_axis=-1)\n", + "t1 = time()\n", + "print(f\"TV: {t1 - t0} s\" )\n", + "\n", + "t0 = time()\n", + "img_nlmeans = denoise_nl_means(noisy,\n", + " channel_axis=-1)\n", + "t1 = time()\n", + "print(f\"Non-local means: {t1 - t0} s\")\n", + "\n", + "t0 = time()\n", + "img_bil = denoise_bilateral(noisy, sigma_color=0.05, sigma_spatial=11,\n", + " channel_axis=-1)\n", + "t1 = time()\n", + "print(f\"Bilateral: {t1 - t0} s\")\n", + "\n", + "\n", + "fig, ax = plt.subplots(nrows=1, ncols=4, figsize=(8, 5),\n", + " sharex=True, sharey=True)\n", + "\n", + "plt.gray()\n", + "\n", + "# Estimate the average noise standard deviation across color channels.\n", + "sigma_est = estimate_sigma(noisy, channel_axis=-1, average_sigmas=True)\n", + "# Due to clipping in random_noise, the estimate will be a bit smaller than the\n", + "# specified sigma.\n", + "print(f'Estimated Gaussian noise standard deviation = {sigma_est}')\n", + "\n", + "ax[0].imshow(noisy)\n", + "ax[0].axis('off')\n", + "ax[0].set_title('Noisy')\n", + "ax[1].imshow(img_tv)\n", + "ax[1].axis('off')\n", + "ax[1].set_title('TV')\n", + "ax[2].imshow(img_nlmeans)\n", + "ax[2].axis('off')\n", + "ax[2].set_title('Non-local means')\n", + "ax[3].imshow(img_bil)\n", + "ax[3].axis('off')\n", + "ax[3].set_title('Bilateral')\n", + "\n", + "\n", + "fig.tight_layout()\n", + "\n", + "plt.show()\n" + ] + } + ], + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/requirements.txt b/requirements.txt index 994204c..3806390 100644 --- a/requirements.txt +++ b/requirements.txt @@ -5,3 +5,4 @@ matplotlib >= 3.5 notebook >= 6.4 scikit-learn >= 1.0 packaging >= 21.3 +line-profiler >= 3.3