{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Marvel Character Recognizer\n", "\n", "> Thwarting DC fan adverserial attacks one hero at a time." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The inspiration for this work dervies from the [Is it a bird? Creating a model from your own data](https://www.kaggle.com/code/jhoward/is-it-a-bird-creating-a-model-from-your-own-data) notebook presented by Jeremy Howard in session 1 of the 2022 [fast.ai](https://www.fast.ai/) course. I've only made a few minor tweeks to demonstrate how folks can turn a classification task (Jeremy's notebook) into a regression task (this notebook)\n", "\n", "This notebook is structured to run seamlessly in kaggle, colab, and local environments. The only install you'll need to make is `pip install fastai==2.6.0` to get things operational\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# ! pip install fastai=2.6.0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why are we doing this?\n", "\n", "Good question!\n", "\n", "We already got a good Marvel character classifier folks can use [here](https://notebookse.jarvislabs.ai/jY5fsv-S9jKoQQrgd1dsoJuCDt6pTg6ZjBpNK9afxLIGInQv4OlHVuTMHqOPh2LU/). It works great for classifying 10 different Marvel heroes!\n", "\n", "***BUT*** what does it do with non-Marvel characters? Let's see:\n", "\n", "![batman.jpg]\n", "\n", "Yikes! That is defintely NOT Black Panther! And as it is every DC fan's dream to see their heroes mistaken as characters in the vastly superior Marvel universe, it's right for us to suspect they may use this model to convince those unaware that they indeed are. This model, as it was trained to predict 1 of 10 classes, will always predict a class (even when it really shouldn't)\n", "\n", "**The solution**\n", "\n", "Turn this classification task into a regression task and train a model that will return the probability the uploaded character image is from Marvel! And guess what, there are only like three changes we need to make to Jeremy's example to make this happen." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os, time\n", "\n", "from fastai.vision.all import *\n", "from fastcore.all import *\n", "from fastdownload import download_url\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup/Configuration" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "is_kaggle = os.environ.get('KAGGLE_KERNEL_RUN_TYPE', '')\n", "\n", "if is_kaggle:\n", " data_path = Path(\"data\")\n", " model_path = Path(\"models\")\n", "else:\n", " data_path = Path(\"../data\")\n", " model_path = Path(\"../models\")\n", "\n", "data_path.mkdir(exist_ok=True, parents=True)\n", "model_path.mkdir(exist_ok=True, parents=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Utilities" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def search_images(term, max_images=200):\n", " url = \"https://duckduckgo.com/\"\n", " res = urlread(url, data={\"q\": term})\n", " searchObj = re.search(r\"vqd=([\\d-]+)\\&\", res)\n", " requestUrl = url + \"i.js\"\n", " params = dict(l=\"us-en\", o=\"json\", q=term, vqd=searchObj.group(1), f=\",,,\", p=\"1\", v7exp=\"a\")\n", " urls, data = set(), {\"next\": 1}\n", "\n", " while len(urls) < max_images and \"next\" in data:\n", " data = urljson(requestUrl, data=params)\n", " urls.update(L(data[\"results\"]).itemgot(\"image\"))\n", " requestUrl = url + data[\"next\"]\n", " time.sleep(0.2)\n", "\n", " return L(urls)[:max_images]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Get data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's start by downloading a Marvel character" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'https://i.pinimg.com/originals/7c/d7/82/7cd782fc3edc8c4a76d91ea0dcb48b99.png'" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "urls = search_images(\"Marvel Character full body picture\", max_images=1)\n", "urls[0]\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dest = data_path / \"_marvel_example.jpg\"\n", "download_url(urls[0], dest, show_progress=False)\n", "\n", "im = Image.open(dest)\n", "im.to_thumb(256, 256)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Let's download a DC character" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dest = data_path / \"_dc_example.jpg\"\n", "download_url(search_images(\"DC Character full body picture\", max_images=1)[0], dest, show_progress=False)\n", "\n", "im = Image.open(dest)\n", "im.to_thumb(256, 256)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create a full dataset" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "searches = (\"marvel\", \"Marvel Character full body picture\"), (\"dc\", \"DC Character full body picture\")\n", "\n", "for o in searches:\n", " dest = data_path / o[0]\n", "\n", " # if the path already exists, assume we already fetched the images for this category\n", " if dest.exists():\n", " continue\n", "\n", " dest.mkdir(exist_ok=True, parents=True)\n", " download_images(dest, urls=search_images(f\"{o[1]} photo\"))\n", " resize_images(dest, max_size=400, dest=dest)\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "failed = verify_images(get_image_files(data_path))\n", "failed.map(Path.unlink)\n", "len(failed)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Build your `DataLoaders`\n", "\n", "**CHANGE #1**: Create a labeling function that labels Marvel images as 1.0 and DC images as 0.0" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "def is_marvel(img):\n", " return 1.0 if img.parent.name.lower().startswith(\"marvel\") else 0.0\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**CHANGE #2**: Swap out the `CategoryBlock` with a `RegressionBlock` and set `get_y` to use our custom labeling function above." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dblock = DataBlock(\n", " blocks=(ImageBlock, RegressionBlock),\n", " get_items=get_image_files,\n", " get_y=is_marvel,\n", " splitter=RandomSplitter(valid_pct=0.2, seed=42),\n", " item_tfms=[Resize(192, method=\"squish\")],\n", ")\n", "\n", "dls = dblock.dataloaders(data_path)\n", "\n", "dls.show_batch(max_n=8)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What is this `DataBlock` thing?\n", "\n", "A `DataBlock` is a blueprint for building `DataLoaders` (the things which will provide mini-batches-of-examples at a time to your model). It defines the entire process from getting your raw data to turning it into a numerical representation your model can utilize. \n", "\n", "Breaking it down as Jeremy did we can understand it as such:\n", "\n", "`blocks` says that our inputs are images and that our targets are going to be a continuous number (a float between 0 and 1)\n", "\n", "`get_items` says how we are going to get our data, in this case images from our local filesystem\n", "\n", "`get_y` says how we want to label our targets, in this case we'll use our labeling function to assign them a float (1.0 or 0.0)\n", "\n", "`splitter` defines how we are going to create our validation set, in this case we'll use 20% of our dataset\n", "\n", "`item_tfms` define operations we want to apply on our data *when we fetch an item (e.g., and image)*, in this case we want to resize them to 192x192 pixels by \"squishing\" them.\n", "\n", "After defining our `DataBlock`, we can call the `dataloaders()` method passing in the path to our images to kick things off. This will in turn pass that path to the `get_items` function of the `DataBlock` and when all is said and done, we'll have `DataLoaders` ready for training on." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Train with a `Learner`\n", "\n", "**CHANGE #3**: Swap out the `error_rate` metric for one better suited for regression tasks like `rmse`, and also assign `y_range` to constrain our model to predicting values in the expected range (which for us is 0 and 1).\n", "\n", "One of the cool things with `vision_learner` is that it will automatically change the loss function to be one suited for our task. In this case, it knows we're doing regression from the `DataLoaders` and assigns `MSELoss` as our loss function without us have to worry about a thing." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FlattenedLoss of MSELoss()\n" ] } ], "source": [ "learn = vision_learner(dls, resnet18, metrics=rmse, y_range=(0, 1))\n", "learn.path = model_path\n", "print(learn.loss_func)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we train!\n", "\n", "We're not going to get the best results (at least not yet) because this task is a bit more complex that just training a bird or not bird. We'll improve this over future iterations, but for now, I want to show we can get something pretty decent up and running quickly with stuff you learn in the first 30 minutes of the first session of fastai!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "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_loss_rmsetime
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epochtrain_lossvalid_loss_rmsetime
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" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fine_tune(3, 1e-3)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**What is fine-tuning?**\n", "\n", "From Jeremy's notebook:\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": [ "**What can we do with a trained model?**\n", "\n", "We'll, we can export it and use it in a web application or elsewhere of course! \n", "\n", "And with fast.ai, everything required to save your model alongside the information required to build future `DataLoaders` or do item level predictions, can be achieved simply by calling `Learner.export()`" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "learn.export(fname=\"export.pkl\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Inference" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To use an exported learner for inference, we can call fastai's `load_learner` and pass in the location of our exported file above like this:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "inf_learn = load_learner(model_path / \"export.pkl\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`Learner.predict` returns three things: prediction, predicted index, and probabilities.\n", "\n", "For a regression task, each item shows the same one thing we care about: The predicted number. But for classification task you would see the predicted class label, the index of that class in the list of classes, and the probability of all the classes." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "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/plain": [ "((0.11695774644613266,), TensorBase([0.1170]), TensorBase([0.1170]))" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inf_learn.predict(PILImage.create(data_path / \"_dc_example.jpg\"))\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def predict(img):\n", " pred, _, _ = learn.predict(img)\n", " return {\"is_marvel\": pred[0]}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Test" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Probability of being a Marvel character: 41.55%\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_img = PILImage.create(data_path / \"_marvel_example.jpg\")\n", "res_d = predict(test_img)\n", "\n", "print(f\"Probability of being a Marvel character: {res_d['is_marvel']*100:.2f}%\")\n", "test_img.to_thumb(256, 256)\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Probability of being a Marvel character: 11.70%\n" ] }, { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_img = PILImage.create(data_path / \"_dc_example.jpg\")\n", "res_d = predict(test_img)\n", "\n", "print(f\"Probability of being a Marvel character: {res_d['is_marvel']*100:.2f}%\")\n", "test_img.to_thumb(256, 256)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Thanks for reading!\n", "\n", "If you made it this far and you liked this notebook, I would most definitely appreciate an upvote! And if you have questions/suggestions/whatever, feel free to leave those in the comments section below. I hope this notebooks makes the world even just a tiny bit better by helping everyone ensure they are rooting on the right heroes!\n", "\n", "You can find me at twitter [@waydegilliam](https://twitter.com/waydegilliam) and the fast.ai forums [@wgpubs](https://forums.fast.ai/u/wgpubs/summary)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "8d7a979f659379f6312caf3993ac2ab4b165620bf8bd7cd5a3069321dc3c91fd" }, "kernelspec": { "display_name": "Python 3.9.12 ('fastexamples')", "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": "3.9.12" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }