{ "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": 1, "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, ltrb=True)\n", " self.decode = ops.HostDecoder(device = \"cpu\", output_type = types.RGB)\n", " self.flip = ops.Flip(device = \"cpu\")\n", " self.bbflip = ops.BbFlip(device = \"cpu\", ltrb=False)\n", " self.coin = ops.CoinFlip(probability=0.5)\n", " self.coin2 = ops.CoinFlip(probability=0.5)\n", " self.prospective_crop = ops.RandomBBoxCrop(device='cpu',\n", " aspect_ratio=[0.5, 2.0],\n", " thresholds=[0.1, 0.3, 0.5],\n", " scaling=[0.8, 1.0],\n", " ltrb=False)\n", " self.slice = ops.Slice(device='cpu')\n", "\n", " def define_graph(self):\n", " rng = self.coin()\n", " rng2 = self.coin2()\n", " \n", " inputs, bboxes, labels = self.input()\n", " images = self.decode(inputs)\n", " \n", " crop_begin, crop_size, bboxes = self.prospective_crop(images, bboxes)\n", " images = self.slice(images, crop_begin, crop_size)\n", "\n", " images = self.flip(images, horizontal = rng, vertical = rng2)\n", " bboxes = self.bbflip(bboxes, horizontal = rng, vertical = rng2)\n", " \n", " return (images, bboxes, labels) " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computation graph built and dataset loaded in 0.725179 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": 1, "metadata": {}, "outputs": [], "source": [ "pipe_out = [pipe.run() for pipe in pipes] \n", "\n", "images_cpu = pipe_out[0][0]\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": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.29334375, 0.01505155, 0.48500004, 0.9806443 ],\n", " [0.6219219 , 0.20796393, 0.12674999, 0.09484537],\n", " [0.23195311, 0.18443298, 0.14375001, 0.11409795],\n", " [0.17071876, 0.06840207, 0.01342188, 0.02981959],\n", " [0.14854687, 0.17430411, 0.01076563, 0.02149487],\n", " [0.5690781 , 0.22311856, 0.04889065, 0.06100516],\n", " [0.127 , 0.1964433 , 0.04189062, 0.04719071],\n", " [0.1915625 , 0.2041237 , 0.0145781 , 0.03840207],\n", " [0.7907031 , 0.06510309, 0.20929688, 0.28858247],\n", " [0.61985934, 0.20796393, 0.12832814, 0.09164949],\n", " [0.74493754, 0.2091495 , 0.06818748, 0.10172682],\n", " [0.05101563, 0.15054123, 0.00817188, 0.00889176]], dtype=float32)" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img_index = 4\n", "\n", "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": 1, "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 = 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 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 2 }