{ "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.nvJPEGDecoder(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": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(480, 640, 3)\n", "[0]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "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": "2.7.15rc1" } }, "nbformat": 4, "nbformat_minor": 2 }