diff --git a/docs/index.rst b/docs/index.rst index b9693ec905d..fc003701c8d 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -37,6 +37,7 @@ torchgeo tutorials/indices tutorials/trainers tutorials/pretrained_weights + tutorials/datasets_samplers.ipynb .. toctree:: :maxdepth: 1 diff --git a/docs/tutorials/datasets_samplers.ipynb b/docs/tutorials/datasets_samplers.ipynb new file mode 100644 index 00000000000..782838d3b3f --- /dev/null +++ b/docs/tutorials/datasets_samplers.ipynb @@ -0,0 +1,285 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (c) Microsoft Corporation. All rights reserved.\n", + "\n", + "Licensed under the MIT License." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Datasets and Samplers\n", + "\n", + "_Written by: Heng Fang_\n", + "\n", + "In this tutorial, we will introduce how to use datasets and samplers in TorchGeo. \n", + "\n", + "We will use the [ChesapeakeCVPR](https://torchgeo.readthedocs.io/en/stable/api/datasets.html#torchgeo.datasets.ChesapeakeCVPR) dataset throughout this tutorial.\n", + "\n", + "It's recommended to run this notebook on Google Colab if you don't have your own GPU. Click the \"Open in Colab\" button above to get started." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup\n", + "\n", + "First, we install TorchGeo." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%pip install torchgeo\n", + "%pip install einops\n", + "%pip install matplotlib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports\n", + "\n", + "Next, we import TorchGeo and any other libraries we need." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import tempfile\n", + "from typing import Any\n", + "\n", + "import kornia.augmentation as K\n", + "import matplotlib.pyplot as plt\n", + "import torch.nn as nn\n", + "from einops import rearrange\n", + "from torch.utils.data import DataLoader\n", + "\n", + "from torchgeo.datasets import ChesapeakeCVPR, stack_samples\n", + "from torchgeo.samplers import GridGeoSampler, RandomBatchGeoSampler" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Datasets\n", + "\n", + "TorchGeo provides a variety of datasets for geospatial machine learning. These datasets are subclasses of `torch.utils.data.Dataset` and can be used with PyTorch's `DataLoader` class.\n", + "\n", + "### ChesapeakeCVPR\n", + "The [CVPR 2019 Chesapeake Land Cover](https://lila.science/datasets/chesapeakelandcover) dataset contains two layers of NAIP aerial imagery, Landsat 8 leaf-on and leaf-off imagery, Chesapeake Bay land cover labels, NLCD land cover labels, and Microsoft building footprint labels.\n", + "\n", + "Let's start by loading the MD state split of ChesapeakeCVPR dataset.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "class _Transform(nn.Module):\n", + " \"\"\"Version of AugmentationSequential designed for samples, not batches.\"\"\"\n", + "\n", + " def __init__(self, aug: nn.Module) -> None:\n", + " \"\"\"Initialize a new _Transform instance.\n", + "\n", + " Args:\n", + " aug: Augmentation to apply.\n", + " \"\"\"\n", + " super().__init__()\n", + " self.aug = aug\n", + "\n", + " def forward(self, sample: dict[str, Any]) -> dict[str, Any]:\n", + " \"\"\"Apply the augmentation.\n", + "\n", + " Args:\n", + " sample: Input sample.\n", + "\n", + " Returns:\n", + " Augmented sample.\n", + " \"\"\"\n", + " for key in ['image', 'mask']:\n", + " dtype = sample[key].dtype\n", + " # All inputs must be float\n", + " sample[key] = sample[key].float()\n", + " sample[key] = self.aug(sample[key])\n", + " sample[key] = sample[key].to(dtype)\n", + " # Kornia adds batch dimension\n", + " sample[key] = rearrange(sample[key], '() c h w -> c h w')\n", + " return sample" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "root = os.path.join(tempfile.gettempdir(), 'chesapeake_cvpr')\n", + "\n", + "dataset_train = ChesapeakeCVPR(\n", + " root,\n", + " splits=['md-train'],\n", + " layers=['naip-new', 'lc', 'nlcd'],\n", + " transforms=_Transform(K.CenterCrop(224)),\n", + " download=True,\n", + ")\n", + "\n", + "dataset_val = ChesapeakeCVPR(\n", + " root,\n", + " splits=['md-val'],\n", + " layers=['naip-new', 'lc', 'nlcd'],\n", + " transforms=_Transform(K.CenterCrop(224)),\n", + " download=True,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Samplers\n", + "\n", + "In order to train a model on a dataset, we need to sample data from the dataset. TorchGeo provides a variety of samplers for geospatial machine learning. These samplers are subclasses of `torch.utils.data.Sampler` and can be used with PyTorch's `DataLoader` class." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this tutorial, we use `RandomBatchGeoSampler` for the training set and `GridGeoSampler` for the validation set." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Size of training set: 125\n", + "Size of validation set: 586\n" + ] + } + ], + "source": [ + "train_batch_sampler = RandomBatchGeoSampler(\n", + " dataset_train, size=224 * 3, batch_size=8, length=1000\n", + ")\n", + "loader_train = DataLoader(\n", + " dataset_train,\n", + " batch_sampler=train_batch_sampler,\n", + " collate_fn=stack_samples,\n", + " num_workers=32,\n", + ")\n", + "\n", + "# If we don't scale we get too small images.\n", + "val_batch_sampler = GridGeoSampler(dataset_val, size=224 * 4, stride=224)\n", + "loader_val = DataLoader(\n", + " dataset_val,\n", + " sampler=val_batch_sampler,\n", + " batch_size=8,\n", + " collate_fn=stack_samples,\n", + " num_workers=32,\n", + ")\n", + "\n", + "print('Size of training set:', len(loader_train))\n", + "print('Size of validation set:', len(loader_val))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing the Dataset\n", + "\n", + "Let's visualize the dataset to see what it looks like. We can use the `plot` method of the dataset to plot a sample." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([8, 4, 224, 224]) torch.Size([8, 2, 224, 224])\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i, data in enumerate(loader_train):\n", + " images = data['image']\n", + " targets = data['mask']\n", + " print(images.shape, targets.shape)\n", + "\n", + " sample = {'image': images[0], 'mask': targets[0]}\n", + " fig = dataset_train.plot(sample=sample)\n", + " plt.show(fig)\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Links\n", + "\n", + "If you want to learn the usage of other datasets and samplers, you can refer to the following links:\n", + "1. Datasets: https://torchgeo.readthedocs.io/en/stable/api/datasets.html\n", + "2. Samplers: https://torchgeo.readthedocs.io/en/stable/api/samplers.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}