diff --git a/docs/notebooks/Chesapeake Dataset.ipynb b/docs/notebooks/Chesapeake Dataset.ipynb new file mode 100644 index 000000000..26c40a554 --- /dev/null +++ b/docs/notebooks/Chesapeake Dataset.ipynb @@ -0,0 +1,223 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "entire-albania", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "import sys\n", + "sys.path.append(\"../..\")\n", + "import os\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from torch.utils.data import DataLoader\n", + "\n", + "from torchgeo.datasets import ChesapeakeMD, ChesapeakeDE, ChesapeakeWV, ChesapeakeNY, ChesapeakePA, ChesapeakeDC, ChesapeakeVA, Chesapeake13, Chesapeake7\n", + "from torchgeo.samplers import RandomGeoSampler" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3893e657", + "metadata": {}, + "outputs": [], + "source": [ + "ROOT_DIR = os.path.expanduser(\"~/mount/data/\")" + ] + }, + { + "cell_type": "markdown", + "id": "automated-brush", + "metadata": {}, + "source": [ + "## Visualization example" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "58125aa2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Files already downloaded and verified\n" + ] + } + ], + "source": [ + "dataset = ChesapeakeDC(ROOT_DIR, download=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "699dc01f", + "metadata": {}, + "outputs": [], + "source": [ + "sampler = RandomGeoSampler(\n", + " roi=dataset.bounds,\n", + " size=256,\n", + " length=5\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e83a98b3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for bounds in sampler:\n", + " sample = dataset[bounds]\n", + " dataset.plot(sample[\"masks\"])" + ] + }, + { + "cell_type": "markdown", + "id": "d597f333", + "metadata": {}, + "source": [ + "## DataLoader example" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "63252902", + "metadata": {}, + "outputs": [], + "source": [ + "sampler = RandomGeoSampler(\n", + " roi=dataset.bounds,\n", + " size=256,\n", + " length=48\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d38c1d22", + "metadata": {}, + "outputs": [], + "source": [ + "dataloader = DataLoader(dataset, sampler=sampler, batch_size=32)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bbb46b70", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([32, 1, 256, 256])\n", + "torch.Size([16, 1, 256, 256])\n" + ] + } + ], + "source": [ + "for batch_idx, batch in enumerate(dataloader):\n", + " print(batch[\"masks\"].shape)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "torchgeo", + "language": "python", + "name": "conda-env-torchgeo-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}