{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## C Integration Examples\n", "\n", "Notes:\n", "\n", "- SwiftSox package requires sox to be installed: `sudo apt install libsox-dev libsox-fmt-all sox`\n", "- SwiftVips package requires vips to be installed: see `SwiftVips/install.sh` for steps" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Installing packages:\n", "\t.package(path: \"/home/jhoward/git/fastai_docs/dev_swift/SwiftVips\")\n", "\t\tSwiftVips\n", "\t.package(path: \"/home/jhoward/git/fastai_docs/dev_swift/SwiftSox\")\n", "\t\tSwiftSox\n", "\t.package(path: \"/home/jhoward/git/fastai_docs/dev_swift/FastaiNotebook_08_data_block\")\n", "\t\tFastaiNotebook_08_data_block\n", "With SwiftPM flags: []\n", "Working in: /tmp/tmpbgmplts5/swift-install\n", "/home/jhoward/swift/usr/bin/swift-build: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/lib/swift/linux/libFoundation.so)\n", "/home/jhoward/swift/usr/bin/swift-build: /home/jhoward/anaconda3/lib/libcurl.so.4: no version information available (required by /home/jhoward/swift/usr/lib/swift/linux/libFoundation.so)\n", "Updating https://github.com/latenitesoft/NotebookExport\n", "Updating https://github.com/JustHTTP/Just\n", "Updating https://github.com/mxcl/Path.swift\n", "Completed resolution in 4.94s\n", "/home/jhoward/swift/usr/bin/swiftc: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swiftc)\n", "Compile Swift Module 'jupyterInstalledPackages' (1 sources)\n", "/home/jhoward/swift/usr/bin/swiftc: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swiftc)\n", "\n", "/home/jhoward/swift/usr/bin/swift: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swift)\n", "\n", "/home/jhoward/swift/usr/bin/swift: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swift)\n", "\n", "Linking ./.build/x86_64-unknown-linux/debug/libjupyterInstalledPackages.so\n", "/home/jhoward/swift/usr/bin/swiftc: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swiftc)\n", "\n", "/home/jhoward/swift/usr/bin/swift-autolink-extract: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swift-autolink-extract)\n", "\n", "Initializing Swift...\n", "Installation complete!\n" ] } ], "source": [ "%install-extra-include-command pkg-config --cflags vips\n", "%install-location $cwd/swift-install\n", "%install '.package(path: \"$cwd/SwiftVips\")' SwiftVips\n", "%install '.package(path: \"$cwd/SwiftSox\")' SwiftSox\n", "%install '.package(path: \"$cwd/FastaiNotebook_08_data_block\")' FastaiNotebook_08_data_block" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import Foundation\n", "import Path\n", "import FastaiNotebook_08_data_block" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sox" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import sox" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "public func InitSox() {\n", " if sox_format_init() != SOX_SUCCESS.rawValue { fatalError(\"Can not init SOX!\") }\n", "}\n", "\n", "public func ReadSoxAudio(_ name:String)->UnsafeMutablePointer {\n", " return sox_open_read(name, nil, nil, nil)\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "InitSox()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let fd = ReadSoxAudio(\"SwiftSox/sounds/chris.mp3\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let sig = fd.pointee.signal" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "▿ 4 elements\n", " - .0 : 44100.0\n", " - .1 : 16\n", " - .2 : 1\n", " - .3 : 58741\n" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(sig.rate,sig.precision,sig.channels,sig.length)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "var samples = [Int32](repeating: 0, count: numericCast(sig.length))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "57600\n" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sox_read(fd, &samples, numericCast(sig.length))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import Python" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('inline', 'module://ipykernel.pylab.backend_inline')\n" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "%include \"EnableIPythonDisplay.swift\"\n", "let plt = Python.import(\"matplotlib.pyplot\")\n", "let np = Python.import(\"numpy\")\n", "let display = Python.import(\"IPython.display\")\n", "IPythonDisplay.shell.enable_matplotlib(\"inline\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let t = samples.makeNumpyArray()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "None\n" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.figure(figsize: [12, 4])\n", "plt.plot(t[2000..<4000])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display.Audio(t, rate:sig.rate).display()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So here we're using numpy, matplotlib, ipython, all from swift! 😎\n", "\n", "Why limit ourselves to Python? There's a lot out there that's not in Python yet!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[next slide](https://docs.google.com/presentation/d/1dc6o2o-uYGnJeCeyvgsgyk05dBMneArxdICW5vF75oU/edit#slide=id.g512a2e238a_144_16)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Vips" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import TensorFlow\n", "import SwiftVips\n", "import CSwiftVips\n", "import vips" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "vipsInit()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let path = downloadImagenette()\n", "let allNames = fetchFiles(path: path/\"train\", recurse: true, extensions: [\"jpeg\", \"jpg\"])\n", "let fNames = Array(allNames[0..<256])\n", "let ns = fNames.map {$0.string}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "let imgpath = ns[0]\n", "let img = vipsLoadImage(imgpath)!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "func vipsToTensor(_ img:Image)->Tensor {\n", " var sz = 0\n", " let mem = vipsGet(img, &sz)\n", " defer {free(mem)}\n", " let shape = TensorShape(vipsShape(img))\n", " return Tensor(shape: shape, scalars: UnsafeBufferPointer(start: mem, count: sz))\n", "}" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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