|
| 1 | +{ |
| 2 | + "cells": [ |
| 3 | + { |
| 4 | + "cell_type": "markdown", |
| 5 | + "metadata": { |
| 6 | + "id": "Tce3stUlHN0L" |
| 7 | + }, |
| 8 | + "source": [ |
| 9 | + "##### Copyright 2018 The TensorFlow Authors.\n" |
| 10 | + ] |
| 11 | + }, |
| 12 | + { |
| 13 | + "cell_type": "code", |
| 14 | + "execution_count": null, |
| 15 | + "metadata": { |
| 16 | + "cellView": "form", |
| 17 | + "id": "tuOe1ymfHZPu" |
| 18 | + }, |
| 19 | + "outputs": [], |
| 20 | + "source": [ |
| 21 | + "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n", |
| 22 | + "# you may not use this file except in compliance with the License.\n", |
| 23 | + "# You may obtain a copy of the License at\n", |
| 24 | + "#\n", |
| 25 | + "# https://www.apache.org/licenses/LICENSE-2.0\n", |
| 26 | + "#\n", |
| 27 | + "# Unless required by applicable law or agreed to in writing, software\n", |
| 28 | + "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", |
| 29 | + "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", |
| 30 | + "# See the License for the specific language governing permissions and\n", |
| 31 | + "# limitations under the License." |
| 32 | + ] |
| 33 | + }, |
| 34 | + { |
| 35 | + "cell_type": "markdown", |
| 36 | + "metadata": { |
| 37 | + "id": "s7Bo2MipUnXX" |
| 38 | + }, |
| 39 | + "source": [ |
| 40 | + "# Install TensorFlow for C" |
| 41 | + ] |
| 42 | + }, |
| 43 | + { |
| 44 | + "cell_type": "markdown", |
| 45 | + "metadata": { |
| 46 | + "id": "Birwb-khUOIq" |
| 47 | + }, |
| 48 | + "source": [ |
| 49 | + "<table class=\"tfo-notebook-buttons\" align=\"left\">\n", |
| 50 | + " <td>\n", |
| 51 | + " <a target=\"_blank\" href=\"https://www.tensorflow.org/guide/distributed_training\"><img src=\"https://www.tensorflow.org/images/tf_logo_32px.png\" />View on TensorFlow.org</a>\n", |
| 52 | + " </td>\n", |
| 53 | + " <td>\n", |
| 54 | + " <a target=\"_blank\" href=\"https://colab.research.google.com/github/tensorflow/docs/blob/master/site/en/guide/distributed_training.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />Run in Google Colab</a>\n", |
| 55 | + " </td>\n", |
| 56 | + " <td>\n", |
| 57 | + " <a target=\"_blank\" href=\"https://github.com/tensorflow/docs/blob/master/site/en/guide/distributed_training.ipynb\"><img src=\"https://www.tensorflow.org/images/GitHub-Mark-32px.png\" />View source on GitHub</a>\n", |
| 58 | + " </td>\n", |
| 59 | + " <td>\n", |
| 60 | + " <a href=\"https://storage.googleapis.com/tensorflow_docs/docs/site/en/guide/distributed_training.ipynb\"><img src=\"https://www.tensorflow.org/images/download_logo_32px.png\" />Download notebook</a>\n", |
| 61 | + " </td>\n", |
| 62 | + "</table>" |
| 63 | + ] |
| 64 | + }, |
| 65 | + { |
| 66 | + "cell_type": "markdown", |
| 67 | + "metadata": { |
| 68 | + "id": "kFmEkitOFJSw" |
| 69 | + }, |
| 70 | + "source": [ |
| 71 | + "TensorFlow provides a C API that can be used to build\n", |
| 72 | + "[bindings for other languages](https://github.com/tensorflow/docs/tree/master/site/en/r1/guide/extend/bindings.md).\n", |
| 73 | + "The API is defined in\n", |
| 74 | + "<a href=\"https://github.com/tensorflow/tensorflow/blob/master/tensorflow/c/c_api.h\" class=\"external\"><code>c_api.h</code></a>\n", |
| 75 | + "and designed for simplicity and uniformity rather than convenience.\n" |
| 76 | + ] |
| 77 | + }, |
| 78 | + { |
| 79 | + "cell_type": "markdown", |
| 80 | + "metadata": { |
| 81 | + "id": "Vk--31hqIwSV" |
| 82 | + }, |
| 83 | + "source": [ |
| 84 | + "## Nightly Libtensorflow C packages\n", |
| 85 | + "\n", |
| 86 | + "Libtensorflow packages are built nightly and uploaded to GCS for all supported\n", |
| 87 | + "platforms. They are uploaded to the\n", |
| 88 | + "[libtensorflow-nightly GCS bucket](https://storage.googleapis.com/libtensorflow-nightly)\n", |
| 89 | + "and are indexed by operating system and date built. For MacOS and Linux shared\n", |
| 90 | + "objects, we have a\n", |
| 91 | + "[script](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/ci_build/builds/libtensorflow_nightly_symlink.sh)\n", |
| 92 | + "that renames the .so files versioned to the current date copied into the\n", |
| 93 | + "directory with the artifacts." |
| 94 | + ] |
| 95 | + }, |
| 96 | + { |
| 97 | + "cell_type": "markdown", |
| 98 | + "metadata": { |
| 99 | + "id": "qowtdsijFMYZ" |
| 100 | + }, |
| 101 | + "source": [ |
| 102 | + "\n", |
| 103 | + "\n", |
| 104 | + "## Supported Platforms\n", |
| 105 | + "\n", |
| 106 | + "TensorFlow for C is supported on the following systems:\n", |
| 107 | + "\n", |
| 108 | + "* Linux, 64-bit, x86\n", |
| 109 | + "* macOS, Version 10.12.6 (Sierra) or higher\n", |
| 110 | + "* Windows, 64-bit x86" |
| 111 | + ] |
| 112 | + }, |
| 113 | + { |
| 114 | + "cell_type": "markdown", |
| 115 | + "metadata": { |
| 116 | + "id": "hnhAk8y-FSBN" |
| 117 | + }, |
| 118 | + "source": [ |
| 119 | + "## Setup" |
| 120 | + ] |
| 121 | + }, |
| 122 | + { |
| 123 | + "cell_type": "markdown", |
| 124 | + "metadata": { |
| 125 | + "id": "y50y01XUFVb2" |
| 126 | + }, |
| 127 | + "source": [ |
| 128 | + "\n", |
| 129 | + "### Download & extract\n", |
| 130 | + "\n", |
| 131 | + "<table>\n", |
| 132 | + " <tr><th>TensorFlow C library</th><th>URL</th></tr>\n", |
| 133 | + " <tr class=\"alt\"><td colspan=\"2\">Linux</td></tr>\n", |
| 134 | + " <tr>\n", |
| 135 | + " <td>Linux CPU only</td>\n", |
| 136 | + " <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.7.0.tar.gz\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-linux-x86_64-2.7.0.tar.gz</a></td>\n", |
| 137 | + " </tr>\n", |
| 138 | + " <tr>\n", |
| 139 | + " <td>Linux GPU support</td>\n", |
| 140 | + " <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-2.7.0.tar.gz\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-linux-x86_64-2.7.0.tar.gz</a></td>\n", |
| 141 | + " </tr>\n", |
| 142 | + " <tr class=\"alt\"><td colspan=\"2\">macOS</td></tr>\n", |
| 143 | + " <tr>\n", |
| 144 | + " <td>macOS CPU only</td>\n", |
| 145 | + " <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-darwin-x86_64-2.7.0.tar.gz\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-darwin-x86_64-2.7.0.tar.gz</a></td>\n", |
| 146 | + " </tr>\n", |
| 147 | + " <tr class=\"alt\"><td colspan=\"2\">Windows</td></tr>\n", |
| 148 | + " <tr>\n", |
| 149 | + " <td>Windows CPU only</td>\n", |
| 150 | + " <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-windows-x86_64-2.7.0.zip\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-cpu-windows-x86_64-2.7.0.zip</a></td>\n", |
| 151 | + " </tr>\n", |
| 152 | + " <tr>\n", |
| 153 | + " <td>Windows GPU only</td>\n", |
| 154 | + " <td class=\"devsite-click-to-copy\"><a href=\"https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-windows-x86_64-2.7.0.zip\">https://storage.googleapis.com/tensorflow/libtensorflow/libtensorflow-gpu-windows-x86_64-2.7.0.zip</a></td>\n", |
| 155 | + " </tr>\n", |
| 156 | + "</table>" |
| 157 | + ] |
| 158 | + }, |
| 159 | + { |
| 160 | + "cell_type": "markdown", |
| 161 | + "metadata": { |
| 162 | + "id": "b4kWu6k0FaT9" |
| 163 | + }, |
| 164 | + "source": [ |
| 165 | + "Extract the downloaded archive, which contains the header files to include in\n", |
| 166 | + "your C program and the shared libraries to link against.\n", |
| 167 | + "\n", |
| 168 | + "On Linux and macOS, you may want to extract to `/usr/local/lib`:" |
| 169 | + ] |
| 170 | + }, |
| 171 | + { |
| 172 | + "cell_type": "code", |
| 173 | + "execution_count": null, |
| 174 | + "metadata": { |
| 175 | + "id": "DrjVyjVJFcon" |
| 176 | + }, |
| 177 | + "outputs": [], |
| 178 | + "source": [ |
| 179 | + "%%bash\n", |
| 180 | + "FILENAME=libtensorflow-cpu-linux-x86_64-2.7.0.tar.gz\n", |
| 181 | + "wget -q --no-check-certificate https://storage.googleapis.com/tensorflow/libtensorflow/${FILENAME}\n", |
| 182 | + "sudo tar -C /usr/local -xzf ${FILENAME}" |
| 183 | + ] |
| 184 | + }, |
| 185 | + { |
| 186 | + "cell_type": "markdown", |
| 187 | + "metadata": { |
| 188 | + "id": "fcBJDdojJDyk" |
| 189 | + }, |
| 190 | + "source": [ |
| 191 | + "\n", |
| 192 | + "### Linker\n", |
| 193 | + "\n", |
| 194 | + "On Linux/macOS, if you extract the TensorFlow C library to a system directory,\n", |
| 195 | + "such as `/usr/local`, configure the linker with `ldconfig`:" |
| 196 | + ] |
| 197 | + }, |
| 198 | + { |
| 199 | + "cell_type": "code", |
| 200 | + "execution_count": null, |
| 201 | + "metadata": { |
| 202 | + "id": "h0STAG82JDZs" |
| 203 | + }, |
| 204 | + "outputs": [], |
| 205 | + "source": [ |
| 206 | + "%%bash\n", |
| 207 | + "sudo ldconfig /usr/local/lib" |
| 208 | + ] |
| 209 | + }, |
| 210 | + { |
| 211 | + "cell_type": "markdown", |
| 212 | + "metadata": { |
| 213 | + "id": "ix4HdnNGH6aF" |
| 214 | + }, |
| 215 | + "source": [ |
| 216 | + "If you extract the TensorFlow C library to a non-system directory, such as\n", |
| 217 | + "`~/mydir`, then configure the linker environmental variables:" |
| 218 | + ] |
| 219 | + }, |
| 220 | + { |
| 221 | + "cell_type": "markdown", |
| 222 | + "metadata": { |
| 223 | + "id": "E6E99eJzIJQs" |
| 224 | + }, |
| 225 | + "source": [ |
| 226 | + "<div class=\"ds-selector-tabs\">\n", |
| 227 | + "<section>\n", |
| 228 | + "<h3>Linux</h3>\n", |
| 229 | + "<pre class=\"prettyprint lang-bsh\">\n", |
| 230 | + "export LIBRARY_PATH=$LIBRARY_PATH:~/mydir/lib\n", |
| 231 | + "export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:~/mydir/lib\n", |
| 232 | + "</pre>\n", |
| 233 | + "</section>\n", |
| 234 | + "<section>\n", |
| 235 | + "<h3>macOS</h3>\n", |
| 236 | + "<pre class=\"prettyprint lang-bsh\">\n", |
| 237 | + "export LIBRARY_PATH=$LIBRARY_PATH:~/mydir/lib\n", |
| 238 | + "export DYLD_LIBRARY_PATH=$DYLD_LIBRARY_PATH:~/mydir/lib\n", |
| 239 | + "</pre>\n", |
| 240 | + "</section>\n", |
| 241 | + "</div><!--/ds-selector-tabs-->" |
| 242 | + ] |
| 243 | + }, |
| 244 | + { |
| 245 | + "cell_type": "markdown", |
| 246 | + "metadata": { |
| 247 | + "id": "qYVWjxqaJVPs" |
| 248 | + }, |
| 249 | + "source": [ |
| 250 | + "## Build" |
| 251 | + ] |
| 252 | + }, |
| 253 | + { |
| 254 | + "cell_type": "markdown", |
| 255 | + "metadata": { |
| 256 | + "id": "UoMUuMJrJXp8" |
| 257 | + }, |
| 258 | + "source": [ |
| 259 | + "### Example program\n", |
| 260 | + "\n", |
| 261 | + "With the TensorFlow C library installed, create an example program with the\n", |
| 262 | + "following source code (`hello_tf.c`):" |
| 263 | + ] |
| 264 | + }, |
| 265 | + { |
| 266 | + "cell_type": "code", |
| 267 | + "execution_count": null, |
| 268 | + "metadata": { |
| 269 | + "attributes": { |
| 270 | + "classes": [ |
| 271 | + "c" |
| 272 | + ], |
| 273 | + "id": "" |
| 274 | + }, |
| 275 | + "id": "b5851f1b" |
| 276 | + }, |
| 277 | + "outputs": [], |
| 278 | + "source": [ |
| 279 | + "%%writefile hello_tf.c\n", |
| 280 | + "#include <stdio.h>\n", |
| 281 | + "#include <tensorflow/c/c_api.h>\n", |
| 282 | + "\n", |
| 283 | + "int main() {\n", |
| 284 | + " printf(\"Hello from TensorFlow C library version %s\\n\", TF_Version());\n", |
| 285 | + " return 0;\n", |
| 286 | + "}" |
| 287 | + ] |
| 288 | + }, |
| 289 | + { |
| 290 | + "cell_type": "markdown", |
| 291 | + "metadata": { |
| 292 | + "id": "H1GFidbrIWzU" |
| 293 | + }, |
| 294 | + "source": [ |
| 295 | + "### Compile\n", |
| 296 | + "\n", |
| 297 | + "Compile the example program to create an executable, then run:\n" |
| 298 | + ] |
| 299 | + }, |
| 300 | + { |
| 301 | + "cell_type": "code", |
| 302 | + "execution_count": null, |
| 303 | + "metadata": { |
| 304 | + "id": "Jph67SAjIX0M" |
| 305 | + }, |
| 306 | + "outputs": [], |
| 307 | + "source": [ |
| 308 | + "%%bash\n", |
| 309 | + "gcc hello_tf.c -ltensorflow -o hello_tf\n", |
| 310 | + "\n", |
| 311 | + "./hello_tf" |
| 312 | + ] |
| 313 | + }, |
| 314 | + { |
| 315 | + "cell_type": "markdown", |
| 316 | + "metadata": { |
| 317 | + "id": "0qtHXROoJwoz" |
| 318 | + }, |
| 319 | + "source": [ |
| 320 | + "Success: The TensorFlow C library is configured.\n" |
| 321 | + ] |
| 322 | + }, |
| 323 | + { |
| 324 | + "cell_type": "markdown", |
| 325 | + "metadata": { |
| 326 | + "id": "YbqbjqOSJ0IL" |
| 327 | + }, |
| 328 | + "source": [ |
| 329 | + "If the program doesn't build, make sure that `gcc` can access the TensorFlow C\n", |
| 330 | + "library. If extracted to `/usr/local`, explicitly pass the library location to\n", |
| 331 | + "the compiler:" |
| 332 | + ] |
| 333 | + }, |
| 334 | + { |
| 335 | + "cell_type": "code", |
| 336 | + "execution_count": null, |
| 337 | + "metadata": { |
| 338 | + "id": "CdPmM35VJ_77" |
| 339 | + }, |
| 340 | + "outputs": [], |
| 341 | + "source": [ |
| 342 | + "%%bash\n", |
| 343 | + "gcc -I/usr/local/include -L/usr/local/lib hello_tf.c -ltensorflow -o hello_tf\n", |
| 344 | + "\n", |
| 345 | + "./hello_tf" |
| 346 | + ] |
| 347 | + }, |
| 348 | + { |
| 349 | + "cell_type": "markdown", |
| 350 | + "metadata": { |
| 351 | + "id": "ea5fd208" |
| 352 | + }, |
| 353 | + "source": [ |
| 354 | + "\n", |
| 355 | + "\n", |
| 356 | + "\n", |
| 357 | + "## Build from source\n", |
| 358 | + "\n", |
| 359 | + "TensorFlow is open source. Read\n", |
| 360 | + "[the instructions](https://github.com/tensorflow/tensorflow/blob/master/tensorflow/tools/lib_package/README.md){:.external}\n", |
| 361 | + "to build TensorFlow's C library from source code." |
| 362 | + ] |
| 363 | + } |
| 364 | + ], |
| 365 | + "metadata": { |
| 366 | + "colab": { |
| 367 | + "collapsed_sections": [], |
| 368 | + "name": "Copy of lang_c.ipynb", |
| 369 | + "private_outputs": true, |
| 370 | + "provenance": [], |
| 371 | + "toc_visible": true |
| 372 | + }, |
| 373 | + "kernelspec": { |
| 374 | + "display_name": "Python 3", |
| 375 | + "name": "python3" |
| 376 | + } |
| 377 | + }, |
| 378 | + "nbformat": 4, |
| 379 | + "nbformat_minor": 0 |
| 380 | +} |
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