diff --git "a/.ipynb_checkpoints/door-windows-detection-checkpoint.ipynb" "b/.ipynb_checkpoints/door-windows-detection-checkpoint.ipynb" new file mode 100644--- /dev/null +++ "b/.ipynb_checkpoints/door-windows-detection-checkpoint.ipynb" @@ -0,0 +1,873 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Door/Windows detection?" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:17:42.202766Z", + "iopub.status.busy": "2022-11-13T09:17:42.202507Z", + "iopub.status.idle": "2022-11-13T09:17:42.210036Z", + "shell.execute_reply": "2022-11-13T09:17:42.209225Z", + "shell.execute_reply.started": "2022-11-13T09:17:42.202736Z" + } + }, + "outputs": [], + "source": [ + "#NB: Kaggle requires phone verification to use the internet or a GPU. If you haven't done that yet, the cell below will fail\n", + "# This code is only here to check that your internet is enabled. It doesn't do anything else.\n", + "# Here's a help thread on getting your phone number verified: https://www.kaggle.com/product-feedback/135367\n", + "\n", + "import socket,warnings\n", + "try:\n", + " socket.setdefaulttimeout(1)\n", + " socket.socket(socket.AF_INET, socket.SOCK_STREAM).connect(('1.1.1.1', 53))\n", + "except socket.error as ex: raise Exception(\"STOP: No internet. Click '>|' in top right and set 'Internet' switch to on\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "_kg_hide-input": true, + "_kg_hide-output": true, + "execution": { + "iopub.execute_input": "2022-11-13T09:45:20.574953Z", + "iopub.status.busy": "2022-11-13T09:45:20.574622Z", + "iopub.status.idle": "2022-11-13T09:45:29.117756Z", + "shell.execute_reply": "2022-11-13T09:45:29.116570Z", + "shell.execute_reply.started": "2022-11-13T09:45:20.574919Z" + } + }, + "outputs": [], + "source": [ + "# It's a good idea to ensure you're running the latest version of any libraries you need.\n", + "# `!pip install -Uqq ` upgrades to the latest version of \n", + "# NB: You can safely ignore any warnings or errors pip spits out about running as root or incompatibilities\n", + "!pip install -Uqq fastai duckduckgo_search" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In 2015 the idea of creating a computer system that could recognise birds was considered so outrageously challenging that it was the basis of [this XKCD joke](https://xkcd.com/1425/):" + ] + }, + { + "attachments": { + "a0483178-c30e-4fdd-b2c2-349e130ab260.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![image.png](attachment:a0483178-c30e-4fdd-b2c2-349e130ab260.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But today, we can do exactly that, in just a few minutes, using entirely free resources!\n", + "\n", + "The basic steps we'll take are:\n", + "\n", + "1. Use DuckDuckGo to search for images of \"bird photos\"\n", + "1. Use DuckDuckGo to search for images of \"forest photos\"\n", + "1. Fine-tune a pretrained neural network to recognise these two groups\n", + "1. Try running this model on a picture of a bird and see if it works." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 1: Download images of doors and windows" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "_kg_hide-input": true, + "execution": { + "iopub.execute_input": "2022-11-13T09:32:10.091672Z", + "iopub.status.busy": "2022-11-13T09:32:10.091405Z", + "iopub.status.idle": "2022-11-13T09:32:10.097542Z", + "shell.execute_reply": "2022-11-13T09:32:10.096566Z", + "shell.execute_reply.started": "2022-11-13T09:32:10.091642Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/antoinemacia/mambaforge/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from duckduckgo_search import ddg_images\n", + "from fastcore.all import *\n", + "from fastai.vision.widgets import *\n", + "\n", + "def search_images(term, max_images=30):\n", + " print(f\"Searching for '{term}'\")\n", + " return L(ddg_images(term, max_results=max_images)).itemgot('image')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by searching for a bird photo and seeing what kind of result we get. We'll start by getting URLs from a search:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:18:03.955108Z", + "iopub.status.busy": "2022-11-13T09:18:03.954770Z", + "iopub.status.idle": "2022-11-13T09:18:05.652480Z", + "shell.execute_reply": "2022-11-13T09:18:05.651775Z", + "shell.execute_reply.started": "2022-11-13T09:18:03.955043Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searching for 'door photos'\n" + ] + }, + { + "data": { + "text/plain": [ + "'https://www.photos-public-domain.com/wp-content/uploads/2010/12/wooden_entry_door.jpg'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#NB: `search_images` depends on duckduckgo.com, which doesn't always return correct responses.\n", + "# If you get a JSON error, just try running it again (it may take a couple of tries).\n", + "urls = search_images('door photos', max_images=1)\n", + "urls[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "...and then download a URL and take a look at it:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:18:05.654945Z", + "iopub.status.busy": "2022-11-13T09:18:05.654681Z", + "iopub.status.idle": "2022-11-13T09:18:10.544880Z", + "shell.execute_reply": "2022-11-13T09:18:10.544187Z", + "shell.execute_reply.started": "2022-11-13T09:18:05.654902Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from fastdownload import download_url\n", + "dest = 'door.jpg'\n", + "download_url(urls[0], dest, show_progress=False)\n", + "\n", + "from fastai.vision.all import *\n", + "im = Image.open(dest)\n", + "im.to_thumb(256,256)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's do the same with \"forest photos\":" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:18:10.546177Z", + "iopub.status.busy": "2022-11-13T09:18:10.545924Z", + "iopub.status.idle": "2022-11-13T09:18:13.367146Z", + "shell.execute_reply": "2022-11-13T09:18:13.366426Z", + "shell.execute_reply.started": "2022-11-13T09:18:10.546144Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searching for 'window photos'\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "download_url(search_images('window photos', max_images=1)[0], 'window.jpg', show_progress=False)\n", + "Image.open('window.jpg').to_thumb(256,256)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our searches seem to be giving reasonable results, so let's grab a few examples of each of \"bird\" and \"forest\" photos, and save each group of photos to a different folder (I'm also trying to grab a range of lighting conditions here):" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:18:13.369197Z", + "iopub.status.busy": "2022-11-13T09:18:13.368235Z", + "iopub.status.idle": "2022-11-13T09:20:26.052391Z", + "shell.execute_reply": "2022-11-13T09:20:26.051361Z", + "shell.execute_reply.started": "2022-11-13T09:18:13.369157Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Searching for 'window photo'\n", + "Searching for 'window painted photo'\n", + "Searching for 'window reinforced photo'\n", + "Searching for 'door photo'\n", + "Searching for 'door painted photo'\n", + "Searching for 'door reinforced photo'\n" + ] + } + ], + "source": [ + "searches = 'window','door'\n", + "path = Path('door_or_window')\n", + "from time import sleep\n", + "\n", + "for o in searches:\n", + " dest = (path/o)\n", + " dest.mkdir(exist_ok=True, parents=True)\n", + " download_images(dest, urls=search_images(f'{o} photo'))\n", + " sleep(10) # Pause between searches to avoid over-loading server\n", + " download_images(dest, urls=search_images(f'{o} painted photo'))\n", + " sleep(10)\n", + " download_images(dest, urls=search_images(f'{o} reinforced photo'))\n", + " sleep(10)\n", + " resize_images(path/o, max_size=400, dest=path/o)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2: Train our model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some photos might not download correctly which could cause our model training to fail, so we'll remove them:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:20:26.054672Z", + "iopub.status.busy": "2022-11-13T09:20:26.054393Z", + "iopub.status.idle": "2022-11-13T09:20:26.425912Z", + "shell.execute_reply": "2022-11-13T09:20:26.425226Z", + "shell.execute_reply.started": "2022-11-13T09:20:26.054635Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "failed = verify_images(get_image_files(path))\n", + "failed.map(Path.unlink)\n", + "len(failed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To train a model, we'll need `DataLoaders`, which is an object that contains a *training set* (the images used to create a model) and a *validation set* (the images used to check the accuracy of a model -- not used during training). In `fastai` we can create that easily using a `DataBlock`, and view sample images from it:" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:45:31.553569Z", + "iopub.status.busy": "2022-11-13T09:45:31.553227Z", + "iopub.status.idle": "2022-11-13T09:45:32.268874Z", + "shell.execute_reply": "2022-11-13T09:45:32.267993Z", + "shell.execute_reply.started": "2022-11-13T09:45:31.553533Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = DataBlock(\n", + " blocks=(ImageBlock, CategoryBlock), \n", + " get_items=get_image_files, \n", + " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", + " get_y=parent_label,\n", + " item_tfms=[RandomResizedCrop(224, min_scale=0.5)]\n", + ")\n", + "\n", + "dls = data.dataloaders(path, bs=32)\n", + "\n", + "dls.show_batch(max_n=6, nrows=1, unique=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here what each of the `DataBlock` parameters means:\n", + "\n", + " blocks=(ImageBlock, CategoryBlock),\n", + "\n", + "The inputs to our model are images, and the outputs are categories (in this case, \"bird\" or \"forest\").\n", + "\n", + " get_items=get_image_files, \n", + "\n", + "To find all the inputs to our model, run the `get_image_files` function (which returns a list of all image files in a path).\n", + "\n", + " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", + "\n", + "Split the data into training and validation sets randomly, using 20% of the data for the validation set.\n", + "\n", + " get_y=parent_label,\n", + "\n", + "The labels (`y` values) is the name of the `parent` of each file (i.e. the name of the folder they're in, which will be *bird* or *forest*).\n", + "\n", + " item_tfms=[Resize(192, method='squish')]\n", + "\n", + "Before training, resize each image to 192x192 pixels by \"squishing\" it (as opposed to cropping it)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we're ready to train our model. The fastest widely used computer vision model is `resnet18`. You can train this in a few minutes, even on a CPU! (On a GPU, it generally takes under 10 seconds...)\n", + "\n", + "`fastai` comes with a helpful `fine_tune()` method which automatically uses best practices for fine tuning a pre-trained model, so we'll use that." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:45:47.666464Z", + "iopub.status.busy": "2022-11-13T09:45:47.665923Z", + "iopub.status.idle": "2022-11-13T09:45:54.950900Z", + "shell.execute_reply": "2022-11-13T09:45:54.950132Z", + "shell.execute_reply.started": "2022-11-13T09:45:47.666428Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losserror_ratetime
01.5595240.9158280.37142900:01
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
epochtrain_lossvalid_losserror_ratetime
00.6902190.4879140.20000000:01
10.5535850.2891100.14285700:01
20.3872280.2594930.08571400:01
30.3158470.2713580.08571400:01
40.2529390.2908490.08571400:01
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = vision_learner(dls, resnet18, metrics=error_rate)\n", + "learn.fine_tune(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generally when I run this I see 100% accuracy on the validation set (although it might vary a bit from run to run).\n", + "\n", + "\"Fine-tuning\" a model means that we're starting with a model someone else has trained using some other dataset (called the *pretrained model*), and adjusting the weights a little bit so that the model learns to recognise your particular dataset. In this case, the pretrained model was trained to recognise photos in *imagenet*, and widely-used computer vision dataset with images covering 1000 categories) For details on fine-tuning and why it's important, check out the [free fast.ai course](https://course.fast.ai/)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3: Use our model (and build your own!)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see what our model thinks about that bird we downloaded at the start:" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:46:44.356512Z", + "iopub.status.busy": "2022-11-13T09:46:44.356240Z", + "iopub.status.idle": "2022-11-13T09:46:45.264347Z", + "shell.execute_reply": "2022-11-13T09:46:45.263440Z", + "shell.execute_reply.started": "2022-11-13T09:46:44.356483Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "interp = ClassificationInterpretation.from_learner(learn)\n", + "interp.plot_confusion_matrix()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Good job, resnet18. :)\n", + "\n", + "So, as you see, in the space of a few years, creating computer vision classification models has gone from \"so hard it's a joke\" to \"trivially easy and free\"!\n", + "\n", + "It's not just in computer vision. Thanks to deep learning, computers can now do many things which seemed impossible just a few years ago, including [creating amazing artworks](https://openai.com/dall-e-2/), and [explaining jokes](https://www.datanami.com/2022/04/22/googles-massive-new-language-model-can-explain-jokes/). It's moving so fast that even experts in the field have trouble predicting how it's going to impact society in the coming years.\n", + "\n", + "One thing is clear -- it's important that we all do our best to understand this technology, because otherwise we'll get left behind!" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:49:55.261915Z", + "iopub.status.busy": "2022-11-13T09:49:55.261615Z", + "iopub.status.idle": "2022-11-13T09:49:57.889381Z", + "shell.execute_reply": "2022-11-13T09:49:57.888459Z", + "shell.execute_reply.started": "2022-11-13T09:49:55.261881Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bf54353a3ad74ef48f499b3ed27fbc5f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "VBox(children=(Dropdown(options=('door', 'window'), value='door'), Dropdown(options=('Train', 'Valid'), value=…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cleaner = ImageClassifierCleaner(learn)\n", + "cleaner" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "execution": { + "iopub.execute_input": "2022-11-13T09:52:39.001685Z", + "iopub.status.busy": "2022-11-13T09:52:39.001204Z", + "iopub.status.idle": "2022-11-13T09:52:39.113479Z", + "shell.execute_reply": "2022-11-13T09:52:39.112713Z", + "shell.execute_reply.started": "2022-11-13T09:52:39.001648Z" + } + }, + "outputs": [], + "source": [ + "# for idx in cleaner.delete(): cleaner.fns[idx].unlink()\n", + "# for idx,cat in cleaner.change(): shutil.move(str(cleaner.fns[idx]), path/cat)\n", + " \n", + "learn.export()" + ] + } + ], + "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": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}