{ "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 __future__ import print_function\n", "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", "import os.path\n", "\n", "test_data_root = os.environ['DALI_EXTRA_PATH']\n", "file_root = os.path.join(test_data_root, 'db', 'coco', 'images')\n", "\n", "annotations_file = os.path.join(test_data_root, 'db', 'coco', 'instances.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__(\n", " batch_size, num_threads, device_id, seed=15)\n", " self.input = ops.COCOReader(\n", " file_root=file_root,\n", " annotations_file=annotations_file,\n", " shard_id=device_id,\n", " num_shards=num_gpus,\n", " ratio=True,\n", " ltrb=True)\n", " self.decode = ops.ImageDecoder(device=\"mixed\", output_type=types.RGB)\n", " self.flip = ops.Flip(device=\"gpu\")\n", " self.bbflip = ops.BbFlip(device=\"cpu\", ltrb=True)\n", " self.paste_pos = ops.Uniform(range=(0, 1))\n", " self.paste_ratio = ops.Uniform(range=(1, 2))\n", " self.coin = ops.CoinFlip(probability=0.5)\n", " self.coin2 = ops.CoinFlip(probability=0.5)\n", " self.paste = ops.Paste(device=\"gpu\", fill_value=(32, 64, 128))\n", " self.bbpaste = ops.BBoxPaste(device=\"cpu\", ltrb=True)\n", " self.prospective_crop = ops.RandomBBoxCrop(\n", " 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=True)\n", " self.slice = ops.Slice(device=\"gpu\")\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", " # Paste and BBoxPaste need to use same scales and positions\n", " ratio = self.paste_ratio()\n", " px = self.paste_pos()\n", " py = self.paste_pos()\n", " images = self.paste(images, paste_x=px, paste_y=py, ratio=ratio)\n", " bboxes = self.bbpaste(bboxes, paste_x=px, paste_y=py, ratio=ratio)\n", "\n", " crop_begin, crop_size, bboxes, labels = self.prospective_crop(bboxes, labels)\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": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Computation graph built and dataset loaded in 0.160288 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].as_cpu()\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 in format **\\[left, top, right, bottom]** in relative cooradinates (ratio=**True**)." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.7410145 , 0.24397361, 0.7914276 , 0.646856 ]], dtype=float32)" ] }, "execution_count": 5, "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": 6, "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", "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(\n", " [(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(\n", " (bbox[0] * W, bbox[1] * H), # Absolute corner coordinates\n", " (bbox[2] - bbox[0]) * W, # Absolute bounding box width\n", " (bbox[3] - bbox[1]) * H, # Absolute bounding box height\n", " linewidth=1,\n", " edgecolor=category_id_to_color[label[0]],\n", " facecolor='none')\n", " ax.add_patch(rect)\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "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 }