{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# ExternalSource operator\n", "\n", "In this example, we will see how to use `ExternalSource` operator, that allows us to\n", "use an external data source as an input to the Pipeline.\n", "\n", "In order to achieve that, we have to define a Iterator or Generator class which `next` function will\n", "return one or several `numpy` arrays." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import types\n", "import collections\n", "import numpy as np\n", "from random import shuffle\n", "from nvidia.dali.pipeline import Pipeline\n", "import nvidia.dali.ops as ops \n", "import nvidia.dali.types as types\n", "\n", "batch_size = 16" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Defining the iterator" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class ExternalInputIterator(object):\n", " def __init__(self, batch_size):\n", " self.images_dir = \"images/\"\n", " self.batch_size = batch_size\n", " with open(self.images_dir + \"file_list.txt\", 'r') as f:\n", " self.files = [line.rstrip() for line in f if line is not '']\n", " shuffle(self.files)\n", "\n", " def __iter__(self):\n", " self.i = 0\n", " self.n = len(self.files)\n", " return self\n", "\n", " def __next__(self):\n", " batch = []\n", " labels = []\n", " for _ in range(self.batch_size):\n", " jpeg_filename, label = self.files[self.i].split(' ')\n", " f = open(self.images_dir + jpeg_filename, 'rb')\n", " batch.append(np.frombuffer(f.read(), dtype = np.uint8))\n", " labels.append(np.array([label], dtype = np.uint8))\n", " self.i = (self.i + 1) % self.n\n", " return (batch, labels)\n", " \n", " next = __next__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Defining the pipeline\n", "\n", "The next step is to define the Pipeline.\n", "\n", "We override `Pipeline.iter_setup`, a method called by the pipeline before every `Pipeline.run`, to call the iterator\n", "and feed the result to `ExternalSource()` operator, referenced by `self.jpeg`, by using `feed_input`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "eii = ExternalInputIterator(batch_size)\n", "iterator = iter(eii)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ " class ExternalSourcePipeline(Pipeline): \n", " def __init__(self, batch_size, num_threads, device_id):\n", " super(ExternalSourcePipeline, self).__init__(batch_size,\n", " num_threads,\n", " device_id,\n", " seed=12)\n", " self.input = ops.ExternalSource()\n", " self.input_label = ops.ExternalSource()\n", " self.decode = ops.ImageDecoder(device = \"mixed\", output_type = types.RGB)\n", " self.cast = ops.Cast(device = \"gpu\",\n", " dtype = types.INT32)\n", "\n", " def define_graph(self): \n", " self.jpegs = self.input()\n", " self.labels = self.input_label()\n", " images = self.decode(self.jpegs) \n", " output = self.cast(images)\n", " return (output, self.labels)\n", "\n", " def iter_setup(self):\n", " (images, labels) = iterator.next()\n", " self.feed_input(self.jpegs, images)\n", " self.feed_input(self.labels, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the pipeline" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "pipe = ExternalSourcePipeline(batch_size=batch_size, num_threads=2, device_id = 0)\n", "pipe.build() \n", "pipe_out = pipe.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that labels are still on CPU and no as_cpu call is needed to show them." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "batch_cpu = pipe_out[0].as_cpu()\n", "labels_cpu = pipe_out[1]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(427, 640, 3)\n", "[0]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from __future__ import print_function\n", "import matplotlib.pyplot as plt\n", "img = batch_cpu.at(2)\n", "print(img.shape)\n", "print(labels_cpu.at(2))\n", "plt.imshow(img.astype('uint8'))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.15+" } }, "nbformat": 4, "nbformat_minor": 2 }