{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# COCO Reader with augmentations\n", "\n", "Reader operator that reads a COCO dataset (or subset of COCO), which consists of an annotation file and the images directory." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from nvidia.dali.pipeline import Pipeline\n", "import nvidia.dali.ops as ops\n", "import nvidia.dali.types as types\n", "import numpy as np\n", "from time import time\n", "\n", "subset = \"val\"\n", "file_root = \"/data/coco/coco-2017/coco2017/\" + subset + \"2017\"\n", "annotations_file = \"/data/coco/coco-2017/coco2017/annotations/instances_\" + subset + \"2017.json\"\n", "num_gpus = 1\n", "batch_size = 16" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create reader, decoder and flip operator for images and bounding boxes" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class COCOPipeline(Pipeline): \n", " def __init__(self, batch_size, num_threads, device_id): \n", " super(COCOPipeline, self).__init__(batch_size, num_threads, device_id, seed = 15) \n", " self.input = ops.COCOReader(file_root = file_root, annotations_file = annotations_file,\n", " shard_id = device_id, num_shards = num_gpus, ratio=True)\n", " self.decode = ops.nvJPEGDecoder(device = \"mixed\", output_type = types.RGB)\n", " self.flip = ops.Flip(device = \"gpu\")\n", " self.bbflip = ops.BbFlip(device = \"cpu\")\n", " self.coin = ops.CoinFlip(probability=0.5)\n", " self.coin2 = ops.CoinFlip(probability=0.5)\n", " \n", " def define_graph(self): \n", " inputs, bboxes, labels = self.input() \n", " images = self.decode(inputs)\n", " rng = self.coin()\n", " rng2 = self.coin2()\n", " images = self.flip(images, horizontal = rng, vertical = rng2)\n", " bboxes = self.bbflip(bboxes, horizontal = rng, vertical = rng2)\n", " return (images, bboxes, labels) " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computation graph built and dataset loaded in 0.796270 seconds.\n" ] } ], "source": [ "start = time()\n", "pipes = [COCOPipeline(batch_size=batch_size, num_threads=2, device_id = device_id) for device_id in range(num_gpus)]\n", "for pipe in pipes:\n", " pipe.build()\n", "total_time = time() - start\n", "print(\"Computation graph built and dataset loaded in %f seconds.\" % total_time)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "pipe_out = [pipe.run() for pipe in pipes] \n", "\n", "images_cpu = pipe_out[0][0].asCPU()\n", "bboxes_cpu = pipe_out[0][1]\n", "labels_cpu = pipe_out[0][2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bounding boxes returned by the operator are lists of floats containing composed of **\\[x, y, width, height]** (`ltrb` is set to `False` by default)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.29334375, 0.01505155, 0.48499998, 0.9806443 ],\n", " [0.6219219 , 0.20796393, 0.12675 , 0.09484536],\n", " [0.23195311, 0.18443298, 0.14375 , 0.11409794],\n", " [0.17071876, 0.06840207, 0.01342188, 0.02981959],\n", " [0.14854687, 0.17430411, 0.01076563, 0.02149484],\n", " [0.5690781 , 0.22311856, 0.04889063, 0.06100516],\n", " [0.127 , 0.1964433 , 0.04189062, 0.04719072],\n", " [0.1915625 , 0.2041237 , 0.01457812, 0.03840206],\n", " [0.7907031 , 0.06510309, 0.20929687, 0.28858247],\n", " [0.61985934, 0.20796393, 0.12832811, 0.09164949],\n", " [0.74493754, 0.2091495 , 0.0681875 , 0.10172681],\n", " [0.05101563, 0.15054123, 0.00817188, 0.00889175]], dtype=float32)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bboxes = bboxes_cpu.at(4)\n", "bboxes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see the ground truth bounding boxes drawn on the image." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "import random\n", "\n", "img_index = 4\n", "\n", "img = images_cpu.at(img_index)\n", "\n", "H = img.shape[0]\n", "W = img.shape[1]\n", "\n", "fig,ax = plt.subplots(1)\n", "\n", "ax.imshow(img)\n", "bboxes = bboxes_cpu.at(img_index)\n", "labels = labels_cpu.at(img_index)\n", "categories_set = set()\n", "for label in labels:\n", " categories_set.add(label[0])\n", "\n", "category_id_to_color = dict([ (cat_id , [random.uniform(0, 1) ,random.uniform(0, 1), random.uniform(0, 1)]) for cat_id in categories_set])\n", "\n", "for bbox, label in zip(bboxes, labels):\n", " rect = patches.Rectangle((bbox[0]*W,bbox[1]*H),bbox[2]*W,bbox[3]*H,linewidth=1,edgecolor=category_id_to_color[label[0]],facecolor='none')\n", " ax.add_patch(rect)\n", "\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }