diff --git a/benchmarking/benchmark_intensity_projections.ipynb b/benchmarking/benchmark_intensity_projections.ipynb new file mode 100644 index 00000000..638b3d36 --- /dev/null +++ b/benchmarking/benchmark_intensity_projections.ipynb @@ -0,0 +1,474 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Intensity projections\n", + "clEsperanto brings some intensity projections which are also available with numpy. Let's see how numpy performs in comparison with our OpenCL stuff. When doing similar comparisons with ImageJ, we saw more performance benefits when GPU-accelerating 3D operations compared to 2D operations. https://clij.github.io/clij-benchmarking/benchmarking_operations_jmh\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": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pyclesperanto_prototype as cle\n", + "import pyclesperanto as pcle\n", + "import numpy as np\n", + "import time\n", + "\n", + "# to measure kernel execution duration properly, we need to set this flag. It will slow down exection of workflows a bit though\n", + "cle.set_wait_for_kernel_finish(True)\n", + "\n", + "# selet a GPU with the following in the name. This will fallback to any other GPU if none with this name is found\n", + "cle.select_device('RTX')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(OpenCL) NVIDIA GeForce RTX 4090 (OpenCL 3.0 CUDA)\n", + "\tVendor: NVIDIA Corporation\n", + "\tDriver Version: 535.183.06\n", + "\tDevice Type: GPU\n", + "\tCompute Units: 128\n", + "\tGlobal Memory Size: 24183 MB\n", + "\tMaximum Object Size: 6045 MB\n", + "\tMax Clock Frequency: 2520 MHz\n", + "\tImage Support: Yes" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pcle.set_wait_for_kernel_finish(True)\n", + "pcle.select_device('RTX')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(120, 160, 160)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# test data\n", + "from skimage.io import imread, imshow\n", + "\n", + "raw_image = imread('data/Haase_MRT_tfl3d1.tif')\n", + "\n", + "print(raw_image.shape)\n", + "\n", + "# our test data is 3D but we show just a slice for visualisation purposes\n", + "imshow(raw_image[60])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Maximum intensity projection in Z" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(Z) duration: 0.00438380241394043\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00021505355834960938\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00012993812561035156\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00012254714965820312\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00011372566223144531\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00011157989501953125\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00011014938354492188\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00010848045349121094\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00010704994201660156\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00010514259338378906\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/strigaud/Libraries/miniforge3/envs/skbuild2/lib/python3.12/site-packages/pyclesperanto_prototype/_tier9/_imshow.py:35: UserWarning: cle.imshow is deprecated, use stackview.imshow instead.\n", + " warnings.warn(\"cle.imshow is deprecated, use stackview.imshow instead.\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = cle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = cle.maximum_z_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(Z) duration: 0.0005316734313964844\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00039315223693847656\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00040435791015625\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00019550323486328125\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00021767616271972656\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00019097328186035156\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00018978118896484375\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00018739700317382812\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.000186920166015625\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.00019168853759765625\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = pcle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = pcle.maximum_z_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numpy maximum_intensity projection(Z) duration: 0.0003228187561035156\n", + "Numpy maximum_intensity projection(Z) duration: 0.0003223419189453125\n", + "Numpy maximum_intensity projection(Z) duration: 0.00016999244689941406\n", + "Numpy maximum_intensity projection(Z) duration: 0.0001201629638671875\n", + "Numpy maximum_intensity projection(Z) duration: 0.00011849403381347656\n", + "Numpy maximum_intensity projection(Z) duration: 0.00011944770812988281\n", + "Numpy maximum_intensity projection(Z) duration: 0.00011920928955078125\n", + "Numpy maximum_intensity projection(Z) duration: 0.00011992454528808594\n", + "Numpy maximum_intensity projection(Z) duration: 0.00012302398681640625\n", + "Numpy maximum_intensity projection(Z) duration: 0.00012159347534179688\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with numpy\n", + "result_image = None\n", + "\n", + "test_image = np.asarray(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = np.max(test_image, axis=0, out=result_image)\n", + " print(\"Numpy maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", + " \n", + "imshow(result_image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Maximum intensity projection in X" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(X) duration: 0.001936197280883789\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00024199485778808594\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0001423358917236328\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0001304149627685547\n", + "clEsperanto maximum_intensity projection(X) duration: 0.000125885009765625\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00012302398681640625\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0001201629638671875\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00011920928955078125\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00011754035949707031\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00011754035949707031\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = cle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = cle.maximum_x_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(X) duration: 0.0005049705505371094\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0002086162567138672\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00020074844360351562\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00020265579223632812\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00020885467529296875\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00019073486328125\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00018548965454101562\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0001857280731201172\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00018644332885742188\n", + "clEsperanto maximum_intensity projection(X) duration: 0.00018405914306640625\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = pcle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = pcle.maximum_x_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numpy maximum_intensity projection(X) duration: 0.0006473064422607422\n", + "Numpy maximum_intensity projection(X) duration: 0.0005524158477783203\n", + "Numpy maximum_intensity projection(X) duration: 0.0005269050598144531\n", + "Numpy maximum_intensity projection(X) duration: 0.000522613525390625\n", + "Numpy maximum_intensity projection(X) duration: 0.0005199909210205078\n", + "Numpy maximum_intensity projection(X) duration: 0.0005192756652832031\n", + "Numpy maximum_intensity projection(X) duration: 0.0005230903625488281\n", + "Numpy maximum_intensity projection(X) duration: 0.0005178451538085938\n", + "Numpy maximum_intensity projection(X) duration: 0.0005190372467041016\n", + "Numpy maximum_intensity projection(X) duration: 0.0005297660827636719\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with numpy\n", + "result_image = None\n", + "\n", + "test_image = np.asarray(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = np.max(test_image, axis=2, out=result_image)\n", + " print(\"Numpy maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", + " \n", + "imshow(result_image)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/benchmarking/intensity_projections.ipynb b/benchmarking/intensity_projections.ipynb new file mode 100644 index 00000000..46fe1b1c --- /dev/null +++ b/benchmarking/intensity_projections.ipynb @@ -0,0 +1,477 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Intensity projections\n", + "clEsperanto brings some intensity projections which are also available with numpy. Let's see how numpy performs in comparison with our OpenCL stuff. When doing similar comparisons with ImageJ, we saw more performance benefits when GPU-accelerating 3D operations compared to 2D operations. https://clij.github.io/clij-benchmarking/benchmarking_operations_jmh\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": 2, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pyclesperanto_prototype as cle\n", + "import pyclesperanto as pcle\n", + "import numpy as np\n", + "import time\n", + "\n", + "# to measure kernel execution duration properly, we need to set this flag. It will slow down exection of workflows a bit though\n", + "cle.set_wait_for_kernel_finish(True)\n", + "\n", + "# selet a GPU with the following in the name. This will fallback to any other GPU if none with this name is found\n", + "cle.select_device('RTX')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(OpenCL) NVIDIA GeForce RTX 3050 Ti Laptop GPU (OpenCL 3.0 CUDA)\n", + "\tType: GPU\n", + "\tCompute Units: 20\n", + "\tGlobal Memory Size: 4294 MB\n", + "\tMaximum Object Size: 1073 MB" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pcle.set_wait_for_kernel_to_finish(True)\n", + "pcle.select_device('RTX')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(120, 160, 160)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# test data\n", + "from skimage.io import imread, imshow\n", + "\n", + "raw_image = imread('data/Haase_MRT_tfl3d1.tif')\n", + "\n", + "print(raw_image.shape)\n", + "\n", + "# our test data is 3D but we show just a slice for visualisation purposes\n", + "imshow(raw_image[60])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Maximum intensity projection in Z" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(Z) duration: 0.11651277542114258\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\haase\\mambaforge\\envs\\tea4\\lib\\site-packages\\pyclesperanto_prototype\\_tier9\\_imshow.py:35: UserWarning: cle.imshow is deprecated, use stackview.imshow instead.\n", + " warnings.warn(\"cle.imshow is deprecated, use stackview.imshow instead.\")\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = cle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = cle.maximum_z_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(Z) duration: 0.0892179012298584\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.01562786102294922\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.01788043975830078\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0010132789611816406\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.0\n", + "clEsperanto maximum_intensity projection(Z) duration: 0.008550167083740234\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = pcle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = pcle.maximum_z_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numpy maximum_intensity projection(Z) duration: 0.0\n", + "Numpy maximum_intensity projection(Z) duration: 0.0013246536254882812\n", + "Numpy maximum_intensity projection(Z) duration: 0.0\n", + "Numpy maximum_intensity projection(Z) duration: 0.0\n", + "Numpy maximum_intensity projection(Z) duration: 0.0\n", + "Numpy maximum_intensity projection(Z) duration: 0.0\n", + "Numpy maximum_intensity projection(Z) duration: 0.0009734630584716797\n", + "Numpy maximum_intensity projection(Z) duration: 0.0\n", + "Numpy maximum_intensity projection(Z) duration: 0.0\n", + "Numpy maximum_intensity projection(Z) duration: 0.0\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with numpy\n", + "result_image = None\n", + "\n", + "test_image = np.asarray(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = np.max(test_image, axis=0, out=result_image)\n", + " print(\"Numpy maximum_intensity projection(Z) duration: \" + str(time.time() - start_time))\n", + " \n", + "imshow(result_image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Maximum intensity projection in X" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(X) duration: 0.1105654239654541\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.01564168930053711\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.015625953674316406\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = cle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = cle.maximum_x_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "clEsperanto maximum_intensity projection(X) duration: 0.09739398956298828\n", + "clEsperanto maximum_intensity projection(X) duration: 0.022011280059814453\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0010023117065429688\n", + "clEsperanto maximum_intensity projection(X) duration: 0.002005338668823242\n", + "clEsperanto maximum_intensity projection(X) duration: 0.002005338668823242\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0020377635955810547\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n", + "clEsperanto maximum_intensity projection(X) duration: 0.0\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with clesperanto\n", + "result_image = None\n", + "\n", + "test_image = pcle.push(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = pcle.maximum_x_projection(test_image, result_image)\n", + " print(\"clEsperanto maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", + "\n", + "cle.imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Numpy maximum_intensity projection(X) duration: 0.0006456375122070312\n", + "Numpy maximum_intensity projection(X) duration: 0.000997781753540039\n", + "Numpy maximum_intensity projection(X) duration: 0.0012311935424804688\n", + "Numpy maximum_intensity projection(X) duration: 0.000690460205078125\n", + "Numpy maximum_intensity projection(X) duration: 0.0009984970092773438\n", + "Numpy maximum_intensity projection(X) duration: 0.0008025169372558594\n", + "Numpy maximum_intensity projection(X) duration: 0.0002472400665283203\n", + "Numpy maximum_intensity projection(X) duration: 0.0\n", + "Numpy maximum_intensity projection(X) duration: 0.0\n", + "Numpy maximum_intensity projection(X) duration: 0.0\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# maximum projection with numpy\n", + "result_image = None\n", + "\n", + "test_image = np.asarray(raw_image)\n", + "\n", + "for i in range(0, 10):\n", + " start_time = time.time()\n", + " result_image = np.max(test_image, axis=2, out=result_image)\n", + " print(\"Numpy maximum_intensity projection(X) duration: \" + str(time.time() - start_time))\n", + " \n", + "imshow(result_image)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}