{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# TomoPy with the ASTRA toolbox\n", "\n", "Here is an example on how to use the [ASTRA toolbox](http://www.astra-toolbox.com/docs/install.html) through its integration with [TomoPy](http://tomopy.readthedocs.io/en/latest) as published in Pelt:16a.\n", "\n", "To reconstruct the image with the ASTRA toolbox instead of TomoPy, change the ``algorithm`` keyword to ``tomopy.astra``. Specify which projection kernel to use (``proj_type``) and which ASTRA algorithm to reconstruct with (``method``) in the ``options`` keyword." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These two cells are an abbreviated setup for [Reconstruction with TomoPy](tomopy.rst)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import dxchange\n", "import matplotlib.pyplot as plt\n", "import tomopy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "proj, flat, dark, theta = dxchange.read_aps_32id(\n", " fname='../../../source/tomopy/data/tooth.h5',\n", " sino=(0, 2),\n", ")\n", "proj = tomopy.normalize(proj, flat, dark)\n", "rot_center = 296\n", "proj = tomopy.minus_log(proj)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For example, to use a line-based CPU kernel and the FBP method, use:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reconstructing 1 slice groups with 1 master threads...\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "options = {'proj_type': 'linear', 'method': 'FBP'}\n", "recon = tomopy.recon(proj,\n", " theta,\n", " center=rot_center,\n", " algorithm=tomopy.astra,\n", " options=options,\n", " ncore=1)\n", "recon = tomopy.circ_mask(recon, axis=0, ratio=0.95)\n", "plt.imshow(recon[0, :, :])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have a CUDA-capable NVIDIA GPU, reconstruction times can be greatly\n", "reduced by using GPU-based algorithms of the ASTRA toolbox, especially for\n", "iterative reconstruction methods.\n", "\n", "To use the GPU, change the ``proj_type`` option to ``'cuda'``, and use\n", "CUDA-specific algorithms (e.g. ``'FBP_CUDA'`` for FBP):" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reconstructing 1 slice groups with 1 master threads...\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "options = {'proj_type': 'cuda', 'method': 'FBP_CUDA'}\n", "recon = tomopy.recon(proj,\n", " theta,\n", " center=rot_center,\n", " algorithm=tomopy.astra,\n", " options=options,\n", " ncore=1)\n", "recon = tomopy.circ_mask(recon, axis=0, ratio=0.95)\n", "plt.imshow(recon[0, :, :])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Many algorithms of the ASTRA toolbox support additional options, which can be found in the [documentation](http://www.astra-toolbox.com/docs/algs/index.html). These options can be specified using the ``extra_options`` keyword.\n", "\n", "For example, to use the GPU-based iterative SIRT method with a non-negativity constraint, use:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reconstructing 1 slice groups with 1 master threads...\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "extra_options = {'MinConstraint': 0}\n", "options = {\n", " 'proj_type': 'cuda',\n", " 'method': 'SIRT_CUDA',\n", " 'num_iter': 200,\n", " 'extra_options': extra_options\n", "}\n", "recon = tomopy.recon(proj,\n", " theta,\n", " center=rot_center,\n", " algorithm=tomopy.astra,\n", " options=options,\n", " ncore=1)\n", "recon = tomopy.circ_mask(recon, axis=0, ratio=0.95)\n", "plt.imshow(recon[0, :, :])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "More information about the projection kernels and algorithms that are supported\n", "by the ASTRA toolbox can be found in the documentation: [projection kernels](https://www.astra-toolbox.com/docs/proj2d.html) and [algorithms](https://www.astra-toolbox.com/docs/algs/index.html). Note that only the 2D\n", "(i.e. slice-based) algorithms are supported when reconstructing through TomoPy." ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:tomopy]", "language": "python", "name": "conda-env-tomopy-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 1 }