{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Downloading images\n",
"> How to create an image dataset for chapter 2 of the book"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In chapter 2 of the [Deep Learning for Coders book](https://www.amazon.com/Deep-Learning-Coders-fastai-PyTorch/dp/1492045527) (and lesson 3 of [the course](https://course.fast.ai)) we show how to download images with the Bing Image Search API.\n",
"\n",
"You can get more information about this API from the [official website](https://www.microsoft.com/en-us/bing/apis/bing-image-search-api). If you're having trouble signing up for the service, there is some [more information](https://forums.fast.ai/t/getting-the-bing-image-search-key/67417) on the forum.\n",
"\n",
"Additionally, here is a video which walks you through the process of getting the api keys:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## DuckDuckGo"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alternatively, you can use [DuckDuckGo](https://duckduckgo.com/) instead of Bing. DuckDuckGo is a \"privacy first\" search service, with many useful features. However, they do not have an official API, so the function we'll show here relies on the particular structure of their web interface, which may change.\n",
"\n",
"To use DuckDuckGo to download images, use the `search_images_ddg` function from `fastbook`, like so:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100,\n",
" 'https://3.bp.blogspot.com/-er-humxrPfE/UmAexyQCukI/AAAAAAAAB6s/iLVsq3KUM0U/s1600/Grizzly-Bear-Picture-of-animals.jpg')"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from fastbook import *\n",
"urls = search_images_ddg('grizzly bear', max_images=100)\n",
"len(urls),urls[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The URLs are returned as strings, so you won't need the `attrgot` line that's in the book:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"download_url(urls[0], 'images/bear.jpg')\n",
"im = Image.open('images/bear.jpg')\n",
"im.thumbnail((256,256))\n",
"im"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}