{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" }, "colab": { "name": "Unsupervised Anomaly Detection.ipynb", "provenance": [] } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "o2rqzC4gL1eh" }, "source": [ "# Usupervised Anomaly Detection" ] }, { "cell_type": "markdown", "metadata": { "id": "6t9VVTBxL1em" }, "source": [ "Figure 5 in our post shows the DCGAN architecture. We’ll need to implement our discriminator, generator, data loading, and training code. I usually prefer to start with the the data loading piece - after all, without data we can’t do much! We’ll start by writing a simple script to pull the data from the MVTec website." ] }, { "cell_type": "markdown", "metadata": { "id": "Z9vneKh6L1em" }, "source": [ "### 0. Let's Get Some Data" ] }, { "cell_type": "code", "metadata": { "id": "WJ_ktFXyL2xo" }, "source": [ "!pip install jupyter\n", "!pip install matplotlib\n", "!pip install fastai\n", "!pip install wget\n", "!pip install kornia\n", "!pip install opencv-python\n" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "m9ZpXj6fL1en" }, "source": [ "import sys, wget, tarfile, os\n", "from pathlib import Path\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "execution_count": 3, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "544NPtboL1en" }, "source": [ "def simple_progress_bar(current, total, width=80):\n", " progress_message = \"Downloading: %d%% [%d / %d] bytes\" % (current / total * 100, current, total)\n", " sys.stdout.write(\"\\r\" + progress_message)\n", " sys.stdout.flush()\n", "\n", "def get_mvtech_dataset(data_dir, dataset_name):\n", " data_dir.mkdir(exist_ok=True)\n", " if not (data_dir/('%s.tar.xz'%dataset_name)).exists():\n", " wget.download('ftp://guest:GU.205dldo@ftp.softronics.ch/mvtec_anomaly_detection/%s.tar.xz'%dataset_name, \\\n", " out=str(data_dir/('%s.tar.xz'%dataset_name)), bar=simple_progress_bar)\n", " if not (data_dir/dataset_name).exists():\n", " tar=tarfile.open(data_dir/('%s.tar.xz'%dataset_name))\n", " tar.extractall(data_dir)\n", " tar.close()" ], "execution_count": 4, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "zE5fxZAhL1en" }, "source": [ "Now, which product class should we experiment with? For some reason, I just really enjoy the aesthetics of the hazelnut class - these images have a cool retro feel to them to me. This of course has nothing to do with how out model will perform - and please feel free to experiment with different classes!" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LhyyC0wCL1eo", "outputId": "06bc501c-04d2-4a5f-ac68-74cf38dd8b64" }, "source": [ "data_path=Path('data')\n", "dset='hazelnut'\n", "get_mvtech_dataset(data_path, dset)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "Downloading: 90% [558080000 / 617098680] bytes" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "FGTV0f5RL1eo" }, "source": [ "After our script runs, we can have a look at the structure of our data. " ] }, { "cell_type": "code", "metadata": { "id": "K87idb6PL1eo", "outputId": "3d3d89f1-57f7-4ba9-9101-e8e0c35811ce" }, "source": [ "list((data_path/dset).glob('*'))" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[PosixPath('data/hazelnut/test'),\n", " PosixPath('data/hazelnut/train'),\n", " PosixPath('data/hazelnut/readme.txt'),\n", " PosixPath('data/hazelnut/license.txt'),\n", " PosixPath('data/hazelnut/ground_truth')]" ] }, "metadata": { "tags": [] }, "execution_count": 4 } ] }, { "cell_type": "markdown", "metadata": { "id": "WZPkyGshL1ep" }, "source": [ "We're provided a `train`, `test`, and `ground_truth` (labels) folder, and within the train it looks like we're given 391 examples of non-defective hazelnuts:" ] }, { "cell_type": "code", "metadata": { "id": "iO0QqbcGL1ep", "outputId": "b60c887b-8106-4261-c735-824c3fd20dcd" }, "source": [ "list((data_path/dset/'train').glob('*'))" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[PosixPath('data/hazelnut/train/good')]" ] }, "metadata": { "tags": [] }, "execution_count": 5 } ] }, { "cell_type": "code", "metadata": { "id": "E1WVVy4kL1eq", "outputId": "69afe205-dcc9-491d-abf1-0508c10bdd13" }, "source": [ "im_paths=list((data_path/dset/'train'/'good').glob('*'))\n", "im_paths[:5] #Look at first 5 paths" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[PosixPath('data/hazelnut/train/good/177.png'),\n", " PosixPath('data/hazelnut/train/good/136.png'),\n", " PosixPath('data/hazelnut/train/good/079.png'),\n", " PosixPath('data/hazelnut/train/good/234.png'),\n", " PosixPath('data/hazelnut/train/good/357.png')]" ] }, "metadata": { "tags": [] }, "execution_count": 6 } ] }, { "cell_type": "code", "metadata": { "id": "erQMELRxL1eq", "outputId": "3d748830-cc59-44dd-8375-a967c781e376" }, "source": [ "len(im_paths) #How many examples do we have?" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "391" ] }, "metadata": { "tags": [] }, "execution_count": 7 } ] }, { "cell_type": "code", "metadata": { "id": "6j-xj3QCL1eq", "outputId": "da7a90cd-2152-452b-a372-fb903b74ae7f" }, "source": [ "plt.imshow(plt.imread(str(im_paths[0])))\n", "plt.title('One sexy hazelnut.');" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "G9FADhlvL1eq" }, "source": [ "Our test folder has a bit more going on, and includes examples of a 4 defect classes, and some more good examples to use in testing. We'll set aside our test set for now, and come back to it after training our GAN. " ] }, { "cell_type": "code", "metadata": { "id": "aTvoJe8FL1er", "outputId": "73013585-e7a8-4233-e343-e0ba4fcf3246" }, "source": [ "list((data_path/dset/'test').glob('*'))" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[PosixPath('data/hazelnut/test/print'),\n", " PosixPath('data/hazelnut/test/crack'),\n", " PosixPath('data/hazelnut/test/hole'),\n", " PosixPath('data/hazelnut/test/good'),\n", " PosixPath('data/hazelnut/test/cut')]" ] }, "metadata": { "tags": [] }, "execution_count": 9 } ] }, { "cell_type": "markdown", "metadata": { "id": "sUDCefP4L1er" }, "source": [ "### 1. Data Loaders for Training" ] }, { "cell_type": "markdown", "metadata": { "id": "e51LJkuuL1er" }, "source": [ "We’ll be using a few python libraries of note here: PyTorch, kornia, and fastai. There’s of course other fantastic tools out there like Tensorflow and Keras - PyTorch and fastai have been my go to for the last 2 years or so, especially for getting stuff up and running quickly. " ] }, { "cell_type": "code", "metadata": { "id": "6H50bBpgL1er" }, "source": [ "import kornia\n", "from fastai.vision import *" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "wVLZ21FoL1er" }, "source": [ "# Might need/want to supress warnings if your fastai and pytorch versions dont quite agree\n", "import warnings\n", "warnings.filterwarnings('ignore')" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "OBZXH7DcL1es" }, "source": [ "One thing I particularly like about fastai is the built in dataloader classes, called DataBunches. Let's create one for our training set. We'll create a a dataloader that will return minibatches of size 128, downsample our images to 64x64 (the resoultion used in the DCGAN paper). Our `databunch` will also take care of data augmentation and normalization. " ] }, { "cell_type": "code", "metadata": { "id": "rUI6IFagL1es" }, "source": [ "batch_size, im_size, channels = 64, 64, 3\n", "tfms = ([*rand_pad(padding=3, size=im_size, mode='border')], [])\n", "data = ImageList.from_folder(data_path/dset/'train'/'good').split_none() \\\n", " .label_empty() \\\n", " .transform(tfms, size=im_size) \\\n", " .databunch(bs=batch_size) \\\n", " .normalize((0.5, 0.5))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "SEkQUmaLL1es", "outputId": "65ed60e8-f1c3-4773-b488-193ec471eff0" }, "source": [ "data.show_batch(figsize=(8, 8))" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "OXXXanDYL1es" }, "source": [ "Let's have a quick look at the scale of our data." ] }, { "cell_type": "code", "metadata": { "id": "FULBYDUaL1es", "outputId": "71348e9b-d84b-4736-8186-387df021d6de" }, "source": [ "x, y=data.one_batch()\n", "plt.hist(x.numpy().ravel(),100); plt.grid(1)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "9B7z8EQfL1et" }, "source": [ "### 3. Create Models in Pytorch" ] }, { "cell_type": "markdown", "metadata": { "id": "YjiU9fKBL1et" }, "source": [ "One thing I love about fastai is that it's a really light wrapper on PyTorch. There's no fastai implemenation of DCGAN, so we have to build it ourselves. Happily, we can do this in PyTorch, and still take advantage of the fastai dataloaders and training code. Before we dive in, let's figure out if we're going to be using a GPU of CPU for training. I highly recommend training this on GPU, CPU is fine for experimentation, but will take quite some time to train the full DCGAN model. " ] }, { "cell_type": "code", "metadata": { "id": "gOK4FnWBL1et" }, "source": [ "import torch\n", "import torch.nn as nn" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "TcHPpTawL1et", "outputId": "e9e7051a-8b7b-41ff-f1bb-10bc862a7550" }, "source": [ "device = torch.device('cuda') if torch.cuda.is_available() else torch.device('cpu') #Do we have a GPU?\n", "defaults.device = device\n", "print(device)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "cuda\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "JikuPo_sL1et" }, "source": [ "Let's start with setting up our generator. Looking at figure X, we see that our generator is required to upsample between layers - this is generally achieved in Deep Learning models using transposed convolutional layers, also known as fractionally strided convolutional layers. There's a [terrific paper](https://github.com/vdumoulin/conv_arithmetic) on this by Vincent Dumoulin and Francesco Visin.\n", "\n", "Note that in section 3 of the DCGAN paper, the authors call for batch normalization in the generator and discriminator, and for ReLU activations functions in every layer of the Generator, except for the output layer which uses tanh. We can make our code a bit more succint by create a `conv_trans` method that we can use for each layer." ] }, { "cell_type": "code", "metadata": { "id": "k_1jUB9-L1et" }, "source": [ "def conv_trans(ni, nf, ks=4, stride=2, padding=1):\n", " return nn.Sequential(\n", " nn.ConvTranspose2d(ni, nf, kernel_size=ks, bias=False, stride=stride, padding=padding), \n", " nn.BatchNorm2d(nf), \n", " nn.ReLU(inplace = True))" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "qrqmP3V7L1eu" }, "source": [ "Now we can put there layers together into our generator, following the number of filters shown in figure X. " ] }, { "cell_type": "code", "metadata": { "id": "_5Vi0I0PL1eu" }, "source": [ "G = nn.Sequential(\n", " conv_trans(100, 1024, ks=4, stride=1, padding=0), \n", " conv_trans(1024, 512), \n", " conv_trans(512, 256),\n", " conv_trans(256, 128),\n", " nn.ConvTranspose2d(128, channels, 4, stride=2, padding=1),\n", " nn.Tanh()).to(device)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "FDDjFQPYL1eu" }, "source": [ "Alright, so we have a Generator! Now, if you were paying attention in section 3.2 you may remember that the input to our generator during training is just random nosie vectors. And from these random noise vectors, our Generator is supposed to magically produce realisting looking images. Ok, so let's create a random vector: " ] }, { "cell_type": "code", "metadata": { "id": "oKOYWmMnL1eu" }, "source": [ "z = torch.randn(1, 100, 1, 1)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "g8KB3wvML1ev" }, "source": [ "And pass it into our Generator and see what we get!" ] }, { "cell_type": "code", "metadata": { "id": "L4vXsTo1L1ev", "outputId": "a111a5a0-243e-4e8d-d481-0fd0aad36589" }, "source": [ "fake = G(z.to(device))\n", "plt.imshow(fake[0, 0].cpu().detach().numpy()); plt.grid(0)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "XqCpPdTfL1ev" }, "source": [ "Now, as you can see, our output really just looks like noise! This is of course because we haven't trained our GAN yet! When we're done this output *should* look like a hazelnut!" ] }, { "cell_type": "markdown", "metadata": { "id": "qAT4avWzL1ev" }, "source": [ "Now let's setup our discriminator. We'll use a similar patter of creating a subfunction that contains our convolution, batch normalization, and ReLU. Note here that the DCGAN authors have called for Leaky ReLU instead of ReLU. " ] }, { "cell_type": "code", "metadata": { "id": "tPEoY3_1L1ev" }, "source": [ "def conv(ni, nf, ks=4, stride=2, padding=1):\n", " return nn.Sequential(\n", " nn.Conv2d(ni, nf, kernel_size=ks, bias=False, stride=stride, padding=padding), \n", " nn.BatchNorm2d(nf), \n", " nn.LeakyReLU(0.2, inplace = True))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "4x33GrLjL1ev" }, "source": [ "D = nn.Sequential(\n", " conv(channels, 128), \n", " conv(128, 256), \n", " conv(256, 512), \n", " conv(512, 1024), \n", " nn.Conv2d(1024, 1, 4, stride=1, padding=0), \n", " Flatten(), \n", " nn.Sigmoid()).to(device)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "HMc1exHfL1ew" }, "source": [ "Just as a quick sanity check, let's play with our discriminator and generator for a minute. We know that we can pass in random noise vectors into our generator and get crappy fake images out. Now, we should also be able to take these fake images and pass them into our discriminator. Let's try it!" ] }, { "cell_type": "code", "metadata": { "id": "JSGYcQccL1ew", "outputId": "01396e4d-af7a-41c5-ac51-f689c8f9d206" }, "source": [ "fake=G(z.to(device))\n", "fake.shape" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "torch.Size([1, 3, 64, 64])" ] }, "metadata": { "tags": [] }, "execution_count": 23 } ] }, { "cell_type": "code", "metadata": { "id": "1qLLjBEcL1ew", "outputId": "627aff40-01a3-4d30-8abd-cf60b0d8cffe" }, "source": [ "D(fake)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "tensor([[0.5238]], device='cuda:0', grad_fn=)" ] }, "metadata": { "tags": [] }, "execution_count": 24 } ] }, { "cell_type": "markdown", "metadata": { "id": "EGZRNjAWL1ew" }, "source": [ "Just to test our thinking here - what is the meaning of this output value? Well, we create a fake image by passing in noise into our generator, and hav now passed that fake in into our discriminator, which is returning what it belives to the the probably that the image is real. Finally, just one more sanity check. As we train, we'll be passing in both real and fake data into our discriminator. We'll be getting our data from our `fastai` data loader:" ] }, { "cell_type": "code", "metadata": { "id": "3B6iSVx7L1ew" }, "source": [ "x,y=data.one_batch()" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "csmc6NUIL1ew", "outputId": "2d290661-352a-480e-f42a-43293ec075e7" }, "source": [ "x.shape" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "torch.Size([64, 3, 64, 64])" ] }, "metadata": { "tags": [] }, "execution_count": 26 } ] }, { "cell_type": "code", "metadata": { "id": "sZbtiTDSL1ex" }, "source": [ "out=D(x.to(device))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "c0Etd3UHL1ex", "outputId": "0dff93ec-a99c-44eb-ae64-9daf0bfe6a82" }, "source": [ "plt.plot(out.detach().cpu()); plt.grid(1)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "6P2J1k_TL1ex" }, "source": [ "So, what are we looking at here? Well, notice that the dimension of our minibatch is `[128, 3, 64, 64]`, meaning we have 128 images we're analyzing at once in our discriminator. The outputs we've plotted are the probabilities of being real the discriminator has assigned to each image. As we can see, our results are all over the place - again, this is becuase we haven't trained anything yet. Once we're done, and effective discriminator should assign a probability close to one to each image. " ] }, { "cell_type": "markdown", "metadata": { "id": "EY9Z5b2AL1ex" }, "source": [ "### 4. Training Time" ] }, { "cell_type": "markdown", "metadata": { "id": "mGoxWZPmL1ex" }, "source": [ "Alright, now that we have our data loader, discriminator, and generator set up, we can train out model! It's really helpful to have some visualization as we train, especially to see if the fake image the generator is creating look convincing. Let's start by creating a performance visualization method to show performance as we train. We'll keep track of a few key visuals while training. First, we'll choose a `z_fized` - 25 randomly chosen and static points in our latent space. At each visualization step, we'll pass these 25 points through our generator, and see how our fake images look. As we train, our random noise should start to be shaped into hazelnuts! Secondly, we'll plot a histogram of the pixel intensity of our fake images `G(z)` and compare these to our histograms of the pixel intensity values in our real images `x`. As we train, these distributions should look more and more similar. Finally, we'll also visualiztion our Generator and Discrimanator loss functions as we train - we should hopefully see a healthy back and forth, if either model consistenly wins, it's unlikely our fake images will look anything like real ones!" ] }, { "cell_type": "code", "metadata": { "id": "tTvEPw2oL1ex" }, "source": [ "from torch import optim\n", "from tqdm import tqdm\n", "from IPython import display\n", "import matplotlib.gridspec as gridspec" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Auw6f8S3L1ey" }, "source": [ "save_training_viz=True\n", "save_dir=Path('data/exports') #Location to save training visualzations\n", "(save_dir/'viz').mkdir(exist_ok=True, parents=True)\n", "(save_dir/'ckpts').mkdir(exist_ok=True, parents=True)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "7JPKEfhmL1ey" }, "source": [ "def show_progress(save=False):\n", " '''Visualization method to see how were doing'''\n", " plt.clf(); fig=plt.figure(0, (24, 12)); gs=gridspec.GridSpec(6, 12)\n", " with torch.no_grad(): fake=G(z_fixed)\n", " for j in range(30):\n", " fig.add_subplot(gs[(j//6), j%6])\n", " plt.imshow((kornia.tensor_to_image(fake[j])+1)/2); plt.axis('off')\n", " ax=fig.add_subplot(gs[5, :4]); plt.hist(fake.detach().cpu().numpy().ravel(), 100, facecolor='xkcd:crimson')\n", " ax.get_yaxis().set_ticks([]); plt.xlabel('$G(z)$', fontsize=16); plt.xlim([-1, 1])\n", " ax=fig.add_subplot(gs[5, 4:7]); plt.hist(x.cpu().numpy().ravel(), 100, facecolor='xkcd:purple')\n", " ax.get_yaxis().set_ticks([]); plt.xlabel('$x$', fontsize=16)\n", " fig.add_subplot(gs[:,7:])\n", " plt.plot(losses[0], color='xkcd:goldenrod', linewidth=2); plt.plot(losses[1], color='xkcd:sea blue', linewidth=2); \n", " plt.legend(['Discriminator', 'Generator'],loc=1, fontsize=16); \n", " plt.grid(1); plt.title('Epoch = ' + str(epoch), fontsize=16); plt.ylabel('loss', fontsize=16); plt.xlabel('iteration', fontsize=16);\n", " display.clear_output(wait=True); display.display(plt.gcf())\n", " if save: plt.savefig(save_dir/'viz'/(str(count)+'.png'), dpi=150)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "pTyAdkesL1ey" }, "source": [ "Now we'll setup our loss function and optimizers following DCGAN paper: " ] }, { "cell_type": "code", "metadata": { "id": "ye5knIQ8L1ey" }, "source": [ "optD = optim.Adam(D.parameters(), lr=1e-4, betas = (0.5, 0.999))\n", "optG = optim.Adam(G.parameters(), lr=1e-4, betas = (0.5, 0.999))\n", "criterion = nn.BCELoss()" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "RFTE8qeDL1ey" }, "source": [ "And finally we're ready to train! On tricky thing about GANs is that **no on really knows when you should stop training**. One reasonable, but kinda annoying appraoch is to monitor the appearance of the generated samples while training, that's what we'll do here, while taking periodic snapshots of our weights." ] }, { "cell_type": "code", "metadata": { "id": "MT4KFU3PL1ey", "outputId": "07a99fa3-2ce2-48ff-c730-3764eb830120" }, "source": [ "zero_labels = torch.zeros(batch_size).to(device)\n", "ones_labels = torch.ones(batch_size).to(device)\n", "losses = [[],[]]\n", "epochs, viz_freq, save_freq, count = 10000, 100, 500, 0\n", "z_fixed = torch.randn(batch_size, 100, 1, 1).to(device)\n", "\n", "for epoch in range(epochs):\n", " for i, (x,y) in enumerate(tqdm(data.train_dl)):\n", " #Train Discriminator\n", " requires_grad(G, False); #Speeds up training a smidge\n", " z = torch.randn(batch_size, 100, 1, 1).to(device)\n", " l_fake = criterion(D(G(z)).view(-1), zero_labels)\n", " l_real = criterion(D(x).view(-1), ones_labels)\n", " loss = l_fake + l_real\n", " loss.backward(); losses[0].append(loss.item())\n", " optD.step(); G.zero_grad(); D.zero_grad(); \n", "\n", " #Train Generator\n", " requires_grad(G, True);\n", " z = torch.randn(batch_size, 100, 1, 1).to(device)\n", " loss = criterion(D(G(z)).view(-1), ones_labels)\n", " loss.backward(); losses[1].append(loss.item())\n", " optG.step(); G.zero_grad(); D.zero_grad();\n", " \n", " if i%viz_freq==0: show_progress(save_training_viz)\n", " count+=1\n", " if (epoch+1)%save_freq==0:\n", " torch.save(G, save_dir/'ckpts'/('G_epoch_'+str(epoch)+'.pth'))\n", " torch.save(D, save_dir/'ckpts'/('D_epoch_'+str(epoch)+'.pth'))" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "100%|██████████| 6/6 [00:09<00:00, 1.50s/it]\n", " 0%| | 0/6 [00:00')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 34 } ] }, { "cell_type": "markdown", "metadata": { "id": "fjSkdvC1L1ez" }, "source": [ "Alright, this blows my mind. The fact that we can do something really hard (make realistic fake images) is insane - it makes no sense. But there we have, not perfect, but pretty nice looking fake images of hazelnuts shaped into random noise! This rounds out the first, and most complex step in implementing the AnoGAN approach. A quick note on GAN training before we move on - it's incredibly finicky. Over the course of this writing, I trained 10-15 GANs, and the reproducability is laughable. This could be improved by using the same random seen each time. As we'll see, our GAN is the critical component that allows us to find anomalies, and in my experimens I found that some of my GANs did significantly better than others. My best results were with a batch size of 128 and 2500 epochs of training, even though this model didn't produce the most realistic fake images! I think this just goes to show that GANs are still very much in the reserach phase, and there's lots of exciting/interesting work to be done to make these models production grade. \n", "\n", "Now that we can produce reasonably realistic fake images of hazelnuts - it's time to use our GAN to find anomalies!" ] }, { "cell_type": "markdown", "metadata": { "id": "6dyh1pRfL1ez" }, "source": [ "## 5. A Walk Through Latent Space" ] }, { "cell_type": "code", "metadata": { "id": "1RnieJ4AL1ez" }, "source": [ "##Load checkpoints if needed:\n", "# My favorite checkpoint, 2500 Epochs, batch size=128\n", "G=torch.load('weights/G.pth')\n", "D=torch.load('weights/D.pth') " ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "A7D1UHHkL1ez" }, "source": [ "So we now have a generator capable of generating fake images of hazelnuts, and a discriminator that's going its very best to distinguish real from fake hazelnut images. Now what? How do we use these find anomalies?" ] }, { "cell_type": "markdown", "metadata": { "id": "r6RgYfzNL1e0" }, "source": [ "This is where things get really really interesting. Remeber that comment earlier about the good images representing a manifold in a higher dimensional latent space of all images? We're now going to exploit this phenomenon to find anomalies. The idea is this. Given a new image `x`, we're going to compute the representation the image in our GANs latent space, and if our image is on the manifold of good iamges, we're going to call it good. And if it's too far from our manifold, we'll call it an anomaly. Now, if you've been paying attention, you may be thinking someting like: \"Stephen, our GAN can only compute take images from random noise vectors, we can't go the other way!\". And to this I would say, you are completely correct. Neural nets don't generally go backwards :). " ] }, { "cell_type": "markdown", "metadata": { "id": "nxl-KovHL1e0" }, "source": [ "So what should we do then? Given a new image, we want to find it's representation in latent space. That is, the 100 dimensional vector that corresponds to that image. Solving this exact problem turns out to basically be impossible, but we can do something close. Let's grab a defective image and discuss the idea used by the AnoGAN authors and others to achiece this feat. " ] }, { "cell_type": "code", "metadata": { "id": "ygK9ZLsPL1e0" }, "source": [ "import cv2" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "AdqehnLaL1e0" }, "source": [ "im_path=(data_path/dset/'train'/'good').ls()[1]\n", "im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", "im=cv2.resize(im, (64,64))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "gBdlCVaTL1e0", "outputId": "28ee923a-2f44-43fa-facd-178ad51d1dc2" }, "source": [ "plt.imshow(im)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 38 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "_EYljAsXL1e0" }, "source": [ "We would like to know if how for from the manifold of good images in our Generator's latent space this image lies. Unfortunately, we can't really compute this directly - but we can do something close - we can try to find the nearest point in our Generator's latent space - and measure how far away this image is from that point, giving us an idea of how well this image \"fits\" with our good images. We can find this nearest neighbor point using a very similar appraoch to our method for training our network. Specifically, we'll pick a random point in latent space, and using gradient descent, walk through latent space from that point guided by gradient descent. Our loss function is relatively simple, just the l1 loss between our generated image and our \"query\" image. This loss function is captured in equation 3 of the anogan paper: " ] }, { "cell_type": "markdown", "metadata": { "id": "oPDjSrHxL1e0" }, "source": [ "$$\n", "\\mathcal{L}_R(z_\\gamma)=\\sum |x-G(z_{\\gamma})|\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "id": "a3UMrDKbL1e1" }, "source": [ "Let's give this a shot. We'll pick a random staring point and train for 1000 iterations to reduce the l1 loss between our query image and generated image. " ] }, { "cell_type": "code", "metadata": { "id": "X7ThMHo8L1e1" }, "source": [ "im_tensor=((kornia.image_to_tensor(im).float()/128)-1).to(device) #Scale image between -1 and +1\n", "z=torch.randn(1, 100, 1, 1, requires_grad=True, device=device) #Random starting point in latent space\n", "opt=optim.Adam([z], lr=2e-2)" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "GdR2t6vHL1e1", "outputId": "3d2fde83-c0bc-454b-d723-434514667edc" }, "source": [ "losses=[]\n", "for i in tqdm(range(1000)):\n", " fake=G(z)\n", " loss=torch.nn.L1Loss()(fake.squeeze(0), im_tensor)\n", " loss.backward(); opt.step()\n", " z.grad.zero_(); G.zero_grad()\n", " losses.append(loss.item())" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:06<00:00, 147.07it/s]\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "i_TNDbQ_L1e1", "outputId": "7579e46b-8d33-408a-e36e-4998bd0bea32" }, "source": [ "plt.plot(losses); plt.grid(1)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "TLd3uawkL1e1", "outputId": "ba2d82ee-6bd6-4989-e582-8c8249402cc1" }, "source": [ "fig=plt.figure(0, (8,4))\n", "fig.add_subplot(1,2,1)\n", "plt.imshow(im); plt.title('Real Image')\n", "\n", "fig.add_subplot(1,2,2)\n", "plt.imshow((kornia.tensor_to_image(G(z))+1)/2); plt.title('Closest Fake Image')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Closest Fake Image')" ] }, "metadata": { "tags": [] }, "execution_count": 42 }, { "output_type": "display_data", "data": { "image/png": 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xXChoCSH8WxmLZx/+O/s8CejChDohlZIxqYFxJ/CYBXNnUh6vyfEyUs0MxivpGXACjVrugHsmrUF6iNQaKe+UXaxAl5DiLJGoUuSkfXnsJHMKO89MPgv2y+QycOlpQpcgYUhAj3FfFShVTWkrcG0ZaWduQmobF7tJEyRI0ICCLpC4NWKiGmj6KsncYLKJ2W2OxKCG12ta9m5Cx0vM5lEl/U6KFeMrt+0KDbZrHnhKxh1xz/N5cl4BY7lJRnrRBt3ZQqilZFIQvlDHOVonJQUtMzmRFIRxxv69U5iL32fCTo4xj8CUFAXGrFo6O+cYRtilyHAuoIq7oOn3ArLBRCTTSHFWSGgsKtCuOMccVGeaRGWSEjkGqQyLfskq298NQgZZA0qWlDCOWUoMCxS5pWel1YlfaZj0Fo/RwnntIVNSk+TMEnOZrLdifNU1k/Fw7IxXVSTHLbCHvtzi9GUIqYgJuyoI5YkkyXHxmFJtyDS4FKXD4XA4HDOA34AdDofD4ZgB/AbscDgcDscM8JxiwPeKICLhVq45hQoSPZQCzSoR+8sYu2Dc13zfnhJFExQcfYPSJYpH1HhfknidsAAd8T5FDJdhq8rECm0cIzdKQGiLUQFjwTkK3rMkvhIYT2O5ArZBDIZCFLdVIVUjfIZOpnIYv5CqwaBf8sCYbPwWzz1QICSJrZnYHsuoGAPH9aVAiGrSRzlitSzSL1m8j7wCXIhU0SsY4RTEs3DuGeNvOK+kCkkqfFbkD9nv4Vv9mFFUIz2H2Ceo1pGSYhBQxcgQh08rja2ACmK9nJfI56hYLqc22SEVwLiFIWOluFhUTCpqexFLzlnkUIQ69ksLY7NibkeT1qigrKdhSSHzQRB3HeHcE7ER1tUUyElgqVVG4Z+khjPnYoSSwA4FThDDzbGOahK/7yhj7lyA4stRdXD+SasX576IyGgU4+TMP2iZewr6qzW9jxoElJvuUvyg3InfYTbAEOtjy+6rRp6A7iXrzxQ8ZDPe4XA4HI5PDfgN2OFwOByOGeBIKWgJASndUKVKaMxGoDYCVqI2SligNEhdhkRxikYFoJ3IkNQNqU5QqLeVR1H2aArti7IUKrNIop5D6pZ0uNGPpWIN6fe0xIadlDMVH98h5Ue92cYOAdLOIYB6aTrYBm/fpuQDJTHQj4prFIxAP+mopI9ANVsDBihRgdrOQDMHTc4L5T6myaDTqEFkaLLkdyqJJ1t6hPcNgQqa67bSGh7zcLTVcYBKEJ2MqbzVnrodFckCKDsjp41tClC4t2lwky7F9QxTrifLcLKE0A5G2xhjCNtUge3FmE004jnPlKVsGudPycqfML2kKTNjABRyEsKK38e+kvBGPYxlMpxzph9x/Dw5Rl2xnSxjQgimYZgpHi8RMTOTpq1xvHCWlVjjGGbKBmmtJMI2nFuY/xnXPpRX1YksFaf5aHs97oulnQ1peqxJaSSwxHgx9L1MhT8BOxwOh8MxA/gN2OFwOByOGeBoKWjR/UxVzUlVWoqBCkg17eJoBcUsN1IEaZopqCdmOGfg/igurrTzu80HK740tmHYrm5An0Oiq04yJ3Xaa1BCDbgL0mkhOUdmSJOao9qXEQcHdaKJMkyGIVHz/GFTSKorSyg0MdaMEHBnKMEoj0ERLFGCouUkDSAkUBif30AWckrH4TWdfOgeWTNjnuL7KTVuwiJQUYIiEsetoeyTdhkzhzCdyj12UN1XuWoj+7MSS89mtIgzCmrMTMUXEEJJaUzSraRBaY/HKJFJ6k0E/UkRMnN7xDWCoaV2VEAalXbOVMhkbhmVNdLhUJJDOOg2qpYDggYMMCegkpQaM4Mk05ufycH7lWaKyYlIst4xNHWwmURmPRfNrnKs8WYtwvdpK0vlvSaZzC0es2DmNdXCDg5l0LxCRCRAMYtzOSBm0CC7OwdNru0krDEiZS+Hgj8BOxwOh8MxA/gN2OFwOByOGeBIKWjVSPdQ3ECT4uiamX2gLnJTwB63Hxk6y/6m4HbMOLSMVHPAK5Emoa3EFJODqiVVRe9Y+lMmlEw9xWTCFLDTW/cONGaOk2xMYT+pWh4P+01pX3KyGB6BAiXM4E4y2HkcerAa0wPul3RWSvWCz5tGexnWC31cp/syzcQ4QB8zC5TZyk2SQWv+QluqjLQzplbNDHTbrFAzPTSh8485blGWJrySuHsE0IrMkC8MVWzyz+OrpK8YosjbEFYxXtNsC2MtSVZ8YJiLqeg4HtpVjUb8wOyrS5EOZOJWoHd5mQuj3JGa+FIUCPOUmf8YRBS7ua1sgwYOxjd4ikd6IjgzzdygoiiICbXADzepRqEQT2YEb+J3GK6okDGfVzbduDZVL1y7EcJBKLBoxwqOMIjvi4jk3Xj80W68xl2EHJpqb/91iXmdpaY4CjMKtKsWG7Ig/AnY4XA4HI4ZwG/ADofD4XDMAEeuBX2LtiLdEVLfXWS5FuAYa4pJkI7KTSqp2Vej1ENl0Ta+Qs1mHkMSStBk4qIY3DA/OC9QMk1t6QpbQM9jIgvUGh3H9zXZF77DJjIVjxSuFqCAq0QbtaHvLo5D+t54i9q2NEazlgIURuIAX8Ahkt+DWh/cfsjPSsB1CBQ7SXl6allD7KERZpciC9NoTKcpjQgZUP8W16jGmCLDmaXp2RwvD5EQhwTZF2cuM2aZJuPB6Jmjr03qPysPmPmb0MZgqqsRNbjxnYxzmfMiedZAeImZ/DXHwxT9c60T/WYccw86xUY/mtUVZu2x+8o4gRuufdiIQh4MlVSW/s/yg0M906ouQrBtaQy9S9qa50Lxe2Znm10Z31/bm6xgwRb0ZU5SxXOjIx7b3zXa81zXGCay7aK5cA7v6gprFOTijZZ01rUZ1d1OpKBH27tyGPgTsMPhcDgcM4DfgB0Oh8PhmAGONgtaQJE2pKbsdqSUSEuSxahB3WTNHU4DdAVZ0ArWV4UpZqcQhqUEG9iLaU4alfQOaR9k2CZ0GhnSALqEmYDMPGZbNFjqg1mg/EllqCZQe5ZSHQhBIY6K2dnchtm+Sda5QP+2qnlezJaEZiuyrkOSDa+gM0lpVbSiU8Nhx5dFwoExpRZtNn2Hvq+N8Iml9qhvzFCIVZQwyiOxGan2L/7M6odIiEPCfrjHCMEkWdAtowGOD8AnVxibtLpLwzamwsGIpvDa4qXRjrbtIiNNYQ1qm+ekMZFJW5WWqqXIhBqVGtgGwuYzRyatplwt5nzZHDw2jQgJwy7JOsqQCptlNMunR+8M2E6uvTZkEPsoS8IphQkNxNclGtNuY/7RebZOwmTcLzPg8UGBNXKIneWZXa8Y5hv1KcqBTG2GTij2MbT7Gg4xdoo7dCbgT8AOh8PhcMwAfgN2OBwOh2MG8Buww+FwOBwzwF1jwKr6cyLyVSJyPYTwisl7J0Xkl0TkMRH5uIh8XQhhfdo+biEEiDsVDOjamIoidhqmxA7yVkz5DoivhKTcgDEpVswUULNpmoPLgDS33ZOxLMaEp1i6QH9YpOsnlQssJaInbsMYhTWuxfbJznjOyLMPpoQLMXPGqZP+UsQ+MuOfzGARmpjER0N9cDw7p2g64kbGtEAsgok1x9cFSstYHtFAmaZIYj1GSQhxttrE/+P2DK1poqKUIU5Zor9YWqcsc8G5V6lSFHMh8uS6PgDcv/ms+2Oixe7JO2arxqQnxPMrCl4PjBnMy3ZyDQvMx1GJuDq2CVhLTHlfqrZXsi0Hx6k5z5j/0SSlQ+32wYFUGj6YuCvKakaDtPQH4wFzq8C+uFzSdzrcVuLGNYbJIVABY0lglig74U+qEOZUETOx+IPNcm69cwtzvYMNb+jLbow0EoW4likrgtoe4q5FCzHo7Rrb21WmGsXt2igrgvCXlA1LWWOZWd5N1k4oadHj/U44zBPwz4vIlyXvvUVE3hlCeImIvHPyt8PhOP74efH57HAcC9z1BhxC+I8ispa8/QYRefvk9dtF5I33uV0Oh+MBwOezw3F88GzLkM6FEK5MXl8VkXOH+paC4sEjekjNE6mmRA9gUtNWXii+rBNawPxJioYlLqQUkbKeGGSGKR6mzRQaVU3pjaUkjGY8lXxAmzUo1yHvlHrwNjgvenKSNuaFrrFNfpvhBKg2UniUITInb79PoXeWd9F305hEpApFQICSEcMSjbmOBytk3fbbEhQkaWD6t5p+xM7S0hrjx0olIiMSj34h/XinWo/DVS48CNzzfA4S6f9RGa9tXtmTyNnBoAtJAXM8k8ZMPbSzJlJ8rQyqQ6Qk64NL15JLKF2UFSGyJDVMF2g0UtC3ukjo7BFVteL7NIZgqCSMaEySgKYptPAe4LxAxZdTypNERHLsgOU3I3rz0ps7LSkEAsI7Zo5TLTDj8dI1Pf7d7/Nc4jFbXPfxvjHCEOvtbcYXvrOzhWuCdXQ4tApVNOIY7MXjGP9k6ceX7YX9l6FMjB2Kpdh+iZ9VdzBjeM51wCGEoJpW8kao6ptE5E3jBrambeZwOI4B7jSfOZdvj9g7HI57xbPNgr6mqudFRCb/X5+2YQjhbSGEx0MIj+eJjZfD4TgWONR85ly+zVfR4XDcM57tE/Cvicg3isgPTv7/1UN9K8g+30M1pTr5MW3E9pnJRyUqphUyq7ZIBMnpJQmvzpoqN2hLDgq7Sc0BSN1YyZ34Habv4UEifaiwnrKkR0kJgdJBW9J9XViY23/dyyK199gCPC3RqQMIkD+1A3pFRC7v0kOVbTw4czlPaCtDgZOCY7egH8nM54Xd14g0peWK4zF4uTmmJBkH9JUWZlFjfJnsULYroRwN6w7KEEYW9ANmNm6e0ISMctSzo6DveT6rxDPPW5HOLZKM8QBltMzQ9QgbMcPWzLnUQxuqR6D/OOU6pLkxf8qE+h+BUqW5iLDygQpmVFNKn/455pmVb5SsaPSB0ExCQtcm8zq+z3MMpKlB/6e+1SYagLFpTFo4/tLM3SkkBx+kFBngdXlw1raIpcDpQZwdzGBLzozoxPSAVHsFr96MCoEIObW7VPSzWfq89KOaCn0IH+IGVeALRdKuGmqFTf8+ZUGr6r8Wkd8XkZeq6tOq+s0ynqhfrKp/JSJfNPnb4XAcc/h8djiOD+76BBxC+PopH73+PrfF4XA8YPh8djiOD47UjEFURCZF6EaAIKFhjHcs/RdNtjGyJZUUlt1XgF9rBvoggPYK5cE0ZGrGQLqiZVwPIKTB80LmXyosT4LC0G6gV062Ih1l8uhqe9l2BvHTR0/H7NCXv/DE/usKWcwf+mjUWHjNI/NmXyudSNE8tR7paWa6/t4aRMvTrF4jRk/DDWaEH3x9UwYsh8IDxVZyXNMGfqSk80LiBxyMT/HB3sY5rxfaW9c2i1EpDg9RBTVhAoQrmOWb+hTj71br4Ymrqoi0Jv1VwPd6VFpzjzboyhqZxMyeNXPGmIlMp/EqiqmYDF0K0YD2TXY1P4dM4mH8sI+QFccDvZ5TkQmldzSFR/KDwyYU+i9L2zB+hWOYJhFBpoU6UlcbCgGhggSN4ZxLw/oUL6HnOisXKLZjQwnJvih8hD6maQLFazhfi2RNr+g7TCEPzMUWPaorrsOJEA76qIUww4De4PRlhmHEfGPPcoB1IW/jOHZKGDw8M97hcDgcjk8h+A3Y4XA4HI4Z4GgpaInF3jaTN6ELwdaSFmFhvC2UpkBHQg9Bx7OCTjP9Ko2nphEBSTJ8meFoqFbQ3Nie1KUm4hmkt9r4UqsFqon6ycPY9k5kmUVEZITC/pdeOBu/A4GANrIKh6DTHj25aPa1uBgLzU/0Yps/sROzTr92ObZla2Sp9Y9uxu2e2Kbe78EUFj1/Uz2WAINP1ZihWBpREmZng7ZKMsUNPUe9XYydiln2FBJIqL2Gogxmt8qN4ksU5TeSjgN8JS0HOMYICu1hZN5niQADQxRthA7yjGEbZKgjCznVcuBIq824AyVKkRXSprmdyxXGVmV0xin8gy8wjJCoejBjluGGDMenzjEFbm4TeSHVzVM0musMxVHQyOzKUPMmHEY/bXZLsnbm0GBuIzzSbfEcqRaC+ZdoPlQ1RCswBWpoK6tJ9T443Chi7x2ktguszxRUGqIfspa95ZVYOyljnkH4pAXRFurjD9SGpgqG0w5Z0eBPwA6Hw+FwzAKUzuYAACAASURBVAB+A3Y4HA6HYwY4Wgo6xMy+GtZR2W3P67T0I3XJfR2cfdeIpT6aEFPQqHXawLYvA/URplgTilg7tWBoJONhFrdXFn3bc1wGpdRC0XoHWY2k6apOPK+kxl1anfidNnSKX/UZz9t//cSHr+y/Pt2Obf/ourVDe0Un0irtVjzmy8/F1wNwg09fsXqoLwOn9aLleM7r/Xic/7gWv9MihVsnWefofxa5F9SlpuUhrdFSOtv8wYxSUp4H6+qGLMnppMCCEXEwaiPYnqITib449WTk4cItoZoKig8htW7EWKH4RRvzP6eAArdPwhsM+7RBcfLyMKPZWA4m1qKhOJgeblPIY4pISkobC7JsmRHdgOamQEcPgzMkoalRfXAmMMecoZqZOZyMoBz7bhfx/LtFDOcsIhu8k6xRJa5lhUzgfhnFLwpkAs9343o3TLLhTUQIHZuhLTVCS9SrbyX6/jWeG2k/2RhNcFy8gpr6do1hRUYDa8huK36H9qmjFq71nh1T7V4UPhqO7pD6DPgTsMPhcDgcM4DfgB0Oh8PhmAH8BuxwOBwOxwxw5GVIYcLtUxBfJeXl+QdemngwSlnA/VsBdBHNEIdFvKSFHTPewFR4TcpCauTPs42B76PU6QSUrHK1tUMaEGvFvl50MZYRfezKtf3Xpzoow6nsOSKcLX/05M7+63f+1fv2X29CAWY0YglGVMUSEZnrxLjxPOLcu1DCojfxxeVYtiQislbE/l6NoSKZ68XzfcOlGL/77We29l+XwcbDqASUUxGNcTbWLqG9ISk7McprjBVzHCK2Z8S6MhuLpGcyfanV5CXQBJjKW8n4pHpWcpjjjlstz9vIW0g9ZakSVyNuiznX4HoMR5wzdjyoUZxDaQnF8qn+ZNaLpJQF8WjGV0dmDEDZiN9NcgJ4yi2W2DAGjIqVPQSUq1QFEOdFcxKaXJxEKc35pTjfXnXhlNlXG6pNc/DERTqJ9FDeNyxsWc3uXoxjDoeIAUtUz3vf5Y3911vDmNuRVtTx2rEzW8ZZhfFvrHeJehxvWvRG5uOkVa+Dcl/iMEEVwtCFZzJj8TlyBLDYlklqSM2SxnC4yexPwA6Hw+FwzAB+A3Y4HA6HYwY4YjOGIHKLoiXzkNACVHcxYtvYLDMKMAcrK4kkguagjtqgzXZ2I1eag6qpg6XGyTtTWYnlSY/MxWO8+ESkZz+2adPSh6O43SZUrv7i6cv7r09DlWodSlSkqcbtjB1zk6LvoPBOQsnmBefiOZ5Zsv6Y8zivF5+LVNNGPx7z5kakuW/s7Jrvr/VjO7vo75VuPOZToLZeeyGe41riofne1bhvqgdlZuwcrKhWV5a2Iqecs4Rsip8wGUrS1yIiGcIMVL/iWCXVnIEmC4m6moDe1lT66RhDJTKJYQhzgSyhCzkfce4K9TiW+LBKq6qmlyFxu5FRRgMdjTBEmUYRWKWCfs8QsqrVDLR9tBLXAs5Hmq5koKD3cPwBwzmZXYIXwA+/4EScfy9djCGsRxbjd5bQXrVTWUYwB+ihfKbXg+815kK3Snx3QWGf6MZz2e3H978Yhi9Pb0fa90M3EH8SkRuY2yNc8JEpI+TFx/retmNqVMKTF+OtHDGUGLenD07S3eazHMfkWGMosspxfZNxMIApjjoF7XA4HA7H8YXfgB0Oh8PhmAGOlIJW0X0VI6MkpanSEJSpMpgm0EPU8FagrCtL4xVF/M4IFON2nxQhqWW2KzFjIF+Jzy4sLe2/flEntvcDT63uv16Ys/QO6ZY5pEGTEtnejlRtL48Ubj+hMUtQom1SMjiXVbBel5BRvNm3VMlOE6mjVz0/nhdND060VvZfGzpNRE70oofw6k6kZDagMrNIX1gI9MscFGtE5DW4xL+/vr3/egTThI5RQWN2s6WtMETMeON3aLaRYdzUwaqFMTVfjfIaVHko3s9M/sSY1hhQPGRZ0LfOhCGYVpYo0VFpDNe93QHFOIivaY8bdHpoilGrhhQyqMMCFz3tWuP7bdYSeO3iS602lJES14MAqnwbIv7GdAHt7cDk4Px8VE8SEXklQjK7O3H+X9mO4Ziz3Tj/Tl2a23/d37KqdH0aIOA69GGawAqQ3pxdh+dJ4QdWrcQ5noEOvjQXOfCTl+xcvg6Tlj9fj5UPa4N4zMqE1micY9tV4uJbw4z4klRzTWo6CXcWWNe0g6zzEsYOqCDhtW737Dqco7urxOd5GvwJ2OFwOByOGcBvwA6Hw+FwzAAzMGMYv6S3b0jECXJllt7BYvkyRTi/ScTua5BPOWgBZv+Rn0rK4pPmH+wVutiKVNEoROrlJGjnUW2pOYpJMFN7j1QvaK8beyhyT/i0FkQfKEDxSmROft6LTu6/XpiPtNWHnlkz+zo/H2mkp29GqqkG7d3JI7W82LVU0xmYap7oxSzO61sxc3oLFexDiKOfyJNQxEqkwD8f5/gHN2N/VwgLqKEiEwF3I8RwsIiLmCxmZDveVrwPego8ZV6QpqNoBB0n0t+8aEvr4cmCDqL7ZgwckHUyZxRiEvRu3dmpsE0cQ/OgMauRFYYo8XdJsX7sl/RwH9UFt5kLm0x40NbmUiEMgVBLegXprx3AfRZYx9oYv68C1Xt2yQr0LGDOLy/E9r9yJWYbL69ED296Gd8c2FDJItbCxcX4Ha1jmImGF6Fvv99H+4tWPE6nHdeyFsQ3uHZ1kmqUC4vxnE9pbMu/u7wZjw+DjSHH1Mi2y2RLI9RDwY4RkrD1Dvca45PMVHVUTTD8FjDH66S/lSYxSShmGvwJ2OFwOByOGcBvwA6Hw+FwzABHrgW9X6CMR/8s0W+m/aMRJyBFSFqQnGyR/KZomPEHWtFkPvMYB2dajv+Mb7xiOVJlC6Albm5H7mMOlMooycOkJ2gLbV4BhbULCo0Jiu1WkgUN6iWAmvvwTmzLn7z/mXgeyA5dDHYI/M3nxQzLs3ORHgvGAxdF9btWYKSuIiW11I3neG450t6dvUjnDat4Yld3LOXY34jZku12pK1eOh+3+/AONVuROZlQ/jn6n1Row2xFdGsG7d3UW7hs4vFbOfqIGt0o2CdlVieiHnbsPTxp0Cqxu7JOnAshmcsBmrwB1Q2k+AsKoJRx+yzYvmLX5UbrGz6y6ELFNkWyLlQjincwKz6iwDjP8bpUG3YpkRm7DG/uzzgXM5wvLcTxOA+BjLKw/XUKjPS5s+f3X9eDOM8+iSzi1dUYJjo9Z+nsTgeU/2YMATHztw3x6tCx/b1k9PbpYQzt7m48Zgv7HQ4tPbsHsZTeSuyLL9QYpvrTa3G9arpYU0e20mJIwR2MFxv9gPAOQjvpDa/hPQUe0bzvKOc1ww3p86tOCTvdAXd9AlbV56nqu1T1Q6r6QVV98+T9k6r6O6r6V5P/T9xtXw6HY3bwuexwHC8choKuROQfhRA+U0ReIyL/UFU/U0TeIiLvDCG8RETeOfnb4XAcX/hcdjiOEe5KQYcQrojIlcnrbVV9QkQuisgbROS1k83eLiLvFpHvuuO+VKSeZJdRj7dKhDiYyNzw8R9cILepQdumdDYzjE02HOgwUdBkFGZI2tXhZ2gAyYbFXqTj9nDs3STDcJsarKAuMtgOMvt2Hll5RWK1V4AS2qQuLvrliy5ECvfF5+Lr9z8d7cRERD7vsWhptj4gpRKp5fWtePy9QaTARETmUZy+sYdsSwikLPUiBbWYRZouP2GH4xz+XEMWeIAF4pO7MYuyBO1caWJxSQ+0kqEI0MMouKd9WlA7pjJkOI5K9DfEO0hVMdwhqbgLaPMm1fu4z7ifc3lMwI37pQ26fpBo4LZ47hCT6Zg+5TzjfLVHzBHSaTDOaenI60k97mpkr+GUZUWkieOmi7bvYmxUiUb8GVQ7vOz08v7r00vI9odO8kYZ58xy1wpxrINS3d2NQj4ZuPXFNtYFUutJu2qISSC5WrrM1sfX0+HHtZT0f4OwXo9iHQjztDt27WwzOx0hqCVcu5ediI38q824fTcRPhFT9YIQI8Vz0PYM7W1Sa1GOHVQoNDXHSzjglUieDNARNKPz/D5R0ISqPiYiny0ifygi5yYTWkTkqoicu5d9ORyO2cHnssMxexz6BqyqCyLyyyLy7SGELX4WxtZAB97yVfVNqvpeVX1vnRawOhyOI8f9mMshfSpxOBz3jEPdgHVcYfzLIvKvQgj/ZvL2NVU9P/n8vIhcP+i7IYS3hRAeDyE8nqdCCw6H40hxv+aypvyww+G4Z9w1BqzjmfazIvJECOH/wEe/JiLfKCI/OPn/Vw9zwFti9CHEuEmR1PuEDNEIE9Nl3JWewVC1SeKjORWnKOqdUemIyltoh9gfDJeg5tI28ej4eoiSiq29GM/pJuvVAF2/NBc/3IRJxBKCoIxBDQa29Ge+FePOBWJwAcos71mPMdQPXI9x3y95gWUb16EG06pg8oByhROn4us1a/sp67vxOGv9eP6n2zHWtQ1v4y3Eo063k5j7cixxUFzHwVosqXjlhajw9b5nbuy/zuok1spQGUoMTBkQYoaBX0jyCmio0EK/GO9qHsOYk6ZPjih3eMA/UO/rXFYVbU2uHearJqeXox8Dg9xYeczTNOLJo6SUg3OeHuLk1RpcqxAYJ75DSRPyBTgcBjg+FddesBhL6kREAmKyA6h1rQ9iTHMbXrEXYcDQS0p/dhGrHiIe3IFpycZ2bO8c4p6tnh0/C52D4+EDlGAV8KoukhI5Iws2RSVOoBamXLYTRTRyKjRK6KJs6zTMELbLuLAM9pLzwjzZoucy/aMRg23MfcPui742HF8CP3Hm0tAzvEkGe4HBU96meHcwDlMH/Pki8l+LyJ+p6gcm732PjCfrO1T1m0XkEyLydYc6osPhmBV8LjscxwiHyYL+PblNkmIfr7+/zXE4HA8KPpcdjuOFI1fCuqU8kpEiSBSAAjwmFRSHpQvxBZaMJMxHbcLcrD2AmgqOT6qql8a5QLH0QUnRA5TUxw7S7U8kpgUBIub9GgLsc7G9NygODpquTgwnShgabMD78izIudc9GssjlvOoPnNmyVIyW0MYS+A6nENJVheU25mENu4VsUSIJRJXd2MbKbI/j+tzLfEWXoRP8iLosHOLkY6rd6NP6mefjOVV//mmyS2yKkzK602qibUWHIOWTmLIo4YfcEbKFOdegSZLPQFMtYM+4Dqk+4xmMh9r0HX03xZJqGLMX5bV5BSxp4lFQuMZLxZ0JFWHyGa3wsGhpXS7Ea7JPA4y34ntemEv0sbzPas4dX0nlhXtVnFsP3Imfud8L86/eczf9R3r4VtQgQ2LWVbFudGDb/YJlPswTCMiUoLO7s3D8KLDci6E8pIkWV4vrqPsu0CvXFyTKrl2JcvGYACRoy8KiFpdPBHDav3GhtzWoV7H6aQ0v8AcHeIul9LsJfq4MaWDuO8w9GHGV7Iv3C/SUMw0uBa0w+FwOBwzgN+AHQ6Hw+GYAY7cD/hWmqGSumiS3wEZaRHQS/CkbIagRChqlWRONqCn6Rts6GwQGQ1onLnM8tk1umuEzLgG1M2eSfSM+90t7b4WupFiKUFnj0AbMSv4JITW/3Lbph5vgQJ85elIAZ+DKle7Fds7h2NXCe10qRepqj6yswcQRL9yI76+MGdpmE4X7V+Mx+miLTt7kQK/urG9/3qha4fjOuj0EhmhK8icrOq4360d0NwJPVRMi3zmpEWZGhtfpgYDTOMMNTNoQVsjrGAo78xStBk4reqQtNWxQIhUPBPOU3Ugji4y+TzXSki1kq6364JZJhiSAe1LGrJBeCEd5zW+X+CanIY/7wlkuHdB9V7bTUxDQKm+4nykmje34nbtxTgvt2GSkkQ3pIf1hz4NXbQRwlvGZKJIBnnO5ytcF/rrthgTScZft8txHt9fwORgdjhsvmWUePj2oPA36iKEhOu9Wsa14OJc7K/VgV0Xrq1G9TuOt5YxVojf6eVsrx0HHair1ehj3gdI5ecIEZSJ6huFEzM5XEWDPwE7HA6HwzED+A3Y4XA4HI4Z4IizoIPIpDi+zpntZ7kPZpDxo6aEcDaENMg65wltVVLcnccA7VUj+3QRlEaZeOWeQpbtJ6+vx2NC6Zw+mPOgkPcSpf1hifMHRdKHeEDTivu9jCziPEn1XgBVdm4hUmgnQa88hvdJv9UJVbIBSghMryyDtu4VsS2rQ9uW/s342fMXQHtDKD5HdnP3RMwUvZZQ6zsQ8lhBdvgzWzEr8uRSFEU4CeGTv/5INJUQEXnvtXU5EMj0Jk/NLg7SEYJGDczG5XcY+jBWtAkFpsgAzm+Twz/OCPvVCypxnKYUX46xaaoNQOVxjpOSrZM5w2xnCktQYCcYkxdkQScquGdgsP3yU3FeMxNYW/HaPLMZM52HyXPLQhHPfxVCNORt6yrSq+12PPeFJGS2uBDHWgvzF/4l0kalBX2Rs8TzuGBWLsYp7HFNv3SSDHZeGK6EBQVjcH139eBsYRGRQLEkVDsU7XhiSwuRdmYG/MtP26zzq1gXnsLrCj7ngnBSH3R4u51kLo/oPw3aGa+ZEW1MHjLrOV4bL/kkbDUF/gTscDgcDscM4Ddgh8PhcDhmgCOmoHXfu5PsUlDLD7GenMXdfD8XCivEnSXJxqJ6MG1lBBhMyivakmR0PgMN4h6K8UtkCJN5GIJ2nWtZGvMFy7Hrn9qF/jIoyT6EOAbQOT3VS3Rt8TvqylYUpnj0YqRh+2WkxlbmYlvSbD16IG+VzO6O9PASqKoLPUvD7IDof3IzUsUredzXMii4FjIPzy5bb1RmOD6zFY9PXepNUH6PgI4e7tjifeoNZ+hjNZqx9APmALWDyogXUEQCWfMs3m8oApL2N3yWVQ+XOXkcECRmMregpayZFZwhxZkxHJRF6i/HMmS6OqHxDN1PMQbq8+KyVRLbtdix4/QUqXGIzyyiWqCPeT3fAp1d2vWKa9QOPLBPLsbxnKFhK8jQXeikSzA0z3H+C8XB2bcjVInMJeE3Vj5kzMRXUqrxHOsk5JZD/IOU8ACiOAXCbIaaTqsOKB6EuThApUO7F+fv5k5cx9JZcQoZ6X+xEc+rhxBSB2tkA1/kurRhDd4fWMVAL3YTJTB+0zYbntU8dX24cJI/ATscDofDMQP4DdjhcDgcjhngaClolf00RzUpo/Z3QGpCtv91UDJI1pWMFFZCC7Awn6wIKcJlZOJRh7oWSzW1kJW8vRuppg4yEamTnMNycbuylMQH1+K+X4ri/49sR0pyviDVBI3qhM5+6SMxi/McaNulHuy9QPUMIVhx0jqrySIyKc8sxvPd3Yv73a5hkxasfnMb2emPnYntvLEdv/PRnfj6hQuxj1bmErKpouUjKHvYsQmosTVYvnULSzl+zoUokPCfr0adaKVmLXViaUGWjEgKHNCazXxdY99lGOt5bvdVV9ScTVJ1jzFCiNZ/FVQ1UiEOwx8idBEq9hvsHUHJNolur9XahoACtbnxegHHe17brjEXV+LYzEEp17ieW6w86DAj2dLsHZxztxVpZ46gPbRrvQ9d5CQLWhHSqSDwMZdz/sdt5jFn8oT3nQcNm9exNW30cQ76XBurS82E9gxU824/9gtnWQU6vEpsYQe7yEQGhQyWXLYRVuh245q4uhozyEWs5nUX15Xhs8GQISBsk1h+1ggncZ6SpmdmfYaM97yxt88mJ7V+uGdbfwJ2OBwOh2MG8Buww+FwOBwzgN+AHQ6Hw+GYAY5eCWuSDp9Dwb1OfgcERYkCVVvI5bO8iLG3pAwiBMZeEatB3KaAcH/DVPRU0B/p84x9ULmLYcwC6lF720l8BXGzJ7ejyk6FOMQ2lL8gHCZLXasMcwZx55NQ5eohPjKP2OwWlGhW92zcsUSJwRnEyReX0PdbVPiyMaztYdz3MhRonr8Ue+wy4i6fRGz6RGX7qNNB+6t4Xs9biO//5UYsIenQWCHxRu1iGFhPXpTQIGaoiAs2hR1TPGX6WtPswyg6IWFB6/Q3L2JQR2/P/dwwOXWWwaUSSFnDc0cZEbdBKVqNuGeW2f4oURbD0H2N2GOOUpSTLBXMbK7C87qIFxZxu09uQrEK5Xqc+1tDO2cKlAhVKK8qGuYBxAZ3cpYh2ZjkCcRa56FeR5W0hfnYrmYU58xy4lPcYr8wVmrGXDyX1Oe45MKG7pvHvBzh2lOFsJXkTSwuwXwG84Tfr8uYV1PgfKvcjgMadpzCRFvHvB5hjSkwR+tkveI9oc5xvXBToWcxq1STajRTDidJbsw0+BOww+FwOBwzgN+AHQ6Hw+GYAY7YD1hFJqpAjVENso/rSnF1UIlWyQp+wOAFNPlNkU3xB51HiQ5rmrTFUgmrxFMgtb5BOjspnbUK/pxQY2rnls5mmnsOCm4A6aBH5iNt+9WvurD/+vIVm5ZfsI/4AWWIoORzhiYRpaVkdqAKtFPH45+HmlMX+8oTQ9N6FM9zEzT/cDe27CTovwJ88M0oNDbe9zqUtBZB26EE5fnD2P4raHtbbalWJpHeev5SFH1/cjMeNKsKfiG2IxWWxzhqcL2p3ETjAGVpTrov0HF1+uExhkr0rlB6YycGCgXVmTDOC5opgO7rgM4dJQ4K7PcS6kYsNWTkYQ6Guqdadqm7PkDpE9aiTivSsA3U33ZQEtdJSllW5uK+a3x2AmtM0cQxu4BGLiQGCBnm0w5U3hZBVZPWXwJNPpclITOEo7IWVPX6DN9hHU3a0oNrQ5PF69pFH+3Cp3vAtWRkx/Ie2tyGNzDXWBrk7CKUlZaDnkVJ2N4y1l74L89hTPaNCUhS2sZmIlwZqJaHdtG7PU+U2krKMCbqedPgT8AOh8PhcMwAfgN2OBwOh2MGOPK0y1smCCWyz7JgqQ/BY35jRPT5e4EUFLLUKruvBhnVc6BkKvhAVsiYWwY9qoma0jb8ZukfoQWz/0CpgIUYJSo1BWiVvZqZn6DToLjz1DORKn3+SWtasA0FqFVkaLYo+t5lVl88x5M9OwR6VdzX+nakZJ64Gd+/sBS/c7o3b75/eim2bRVi9jtQ32J2+QIyNR+xrLFcA+39zFqk484vxw0XkV29uxXb+/Eta8YgGDuPovs+sRG/T8F6MlN1ktlLJaxgPHzh8VwcnHmZejmbMdYcjrY6FtCwz81T3SsNAdGvltJKAf3AKEaDKoZWMmdIBdIoZXkhyrmFQRxnlxFeeNHFE2ZfI4SAdjDmW8YJBhQuzDlosiAiMgeqlnOx0rhdF3NuEVnEkvjT0jSkg1DPAr7TxtrRxvgJCSXaxRgcQXlsFx66vS4UsvKkgqSKc4hZ3DtYO+k5wPBDCHYctLksYzuaI+yg73b3YETRtmv6AOGAefYrtlkDNd5BBnhVJxQ0qP0KbVYaXiCsVleksxNvbw6dQ07luz4Bq2pXVf9IVf9EVT+oqt83ef8FqvqHqvoRVf0lVW3fbV8Oh2O28PnscBwfHIaCHorI60IIrxKRV4vIl6nqa0Tkh0TkR0MILxaRdRH55gfXTIfDcZ/g89nhOCa4KwUdxpzILS6nNfkXROR1IvINk/ffLiJvFZGfvOPOFFnNtFvN7PM6RbUDaSgUN4cpfo1ZPv3Zfw60QgvZzrt4vz9EIb3a7mkhe6+SSIm2Jb7Po4+QVddKmjUCDdtFxt5XfNal/dcbEAVgMfgwyTCkUHsHffnxzZjF+UgVMxfPgavZSXwrlzsQk4cZQz5c23/93quxj169YimdFYjcr6CAPuvENm/sxWOy79uZpZrOzMV9X4HHxtPIdnxkGcIjvfj6VNJHmxAfqUpSyKDTyCFhaqS/UitQgPRvNiIuoJNZvN+kZgXo/zSj/EHgfs1nFZUsG597g3Og9/H4gJinmB1dUNMBIaiqordw6p0M0xPMX1YxMLv60eVITWti7LABFYUNUJ859vXCxZX910swRkkKGkxVwNLc0v7rdaxRyyfjpFsuo/BOfy/JGgclvIDxtNSh2lA89xKLX0hEJjYH8ThI+pYWaNdOjxS2NbKpsQ5XDPNhRvAS0cygLuxYZgZ7GyGLlS7MJ8xaAPOYXdtHzETmmrGCvhtiTJpk+iSDnfGPtvGhj+0ajSAQgq/niYmQ9TyWQ+FQM15Vc1X9gIhcF5HfEZGPishGiDJTT4vIxcMd0uFwzBI+nx2O44FD3YBDCHUI4dUicklEPldEXnbYA6jqm1T1var63jp52nI4HEePZzufOZdDOORPfIfDMRX3lAUdQthQ1XeJyN8QkRVVLSa/mi+JyOUp33mbiLxNRKTT6YUweWy3T+uW06lBdyh1oaGtWkO8w2ZHJ78pWDjdiovGeRjhfuJapBgGoMNGjaVkelh0mBk7quGPiSL1HrIKN4Y2K5fiGS85ezLuaytmbp7oxbZsgzK70o/tFRE504u07zIy/k6jk69Ai7oB5X3pRKTMREQGoFeXcPzO+XPx9VykxtdGCT20Gc/rFDKs50DTdUD7bIAqXt+1WYW9Xrx282hLhizOT67Ffj21FPt7cc5msD9xNfbZqfm4r1efjef/p9fjeTUmzT3JxsW9p0YsRQMFGbARwiKJVoIEiH8ctRvwvc5nzuU8L8KtbFaTuV/YG3NGfW5QdozIqNHaRWgm8ZQl3Qi7V8kQXjjZjWNgDrTxmtpxmiM8sgXanNm+V5EdDSl0eXTZaibPgcbdREXFxXY8xgB0cEkKuJ1cddC40JiRButSF36+Nc69EUuvUg85h2DHItqbg58NVTI4sUaNkFUcQC8Phgg/gN7VVEef9u+gtmuMhDbuAwXOd7WxfXRmKa7d2Sh+vzeEl3o3htLWKOqRiLuwgmYAff4Gs5Ge3xwfSUK1EXpKPpqKw2RBn1HVlcnrnoh8sYg8ISLvEpGvmWz2jSLyq4c8psPhmBF8PjscxweHeQI+LyJv17F2YiYi7wgh/IaqfkhEflFVv19E3i8iP/sA2+lwOO4PfD47HMcEh8mC/lMR+ewD3v+YjONHh4eKhAl/p0bXOd0MmahoJQAAIABJREFUlBQe+StkrGagkEgrpNSHQMN0nTrNa7v7rz/nwvL+63d/Mmb75gmlMwDvZeg0UE05+Mkt0DO9lqXmXnw2ZljO47wkg9UYzn2ZWdCl1c5+ejvSsHPLsS2LyDDsLsdzubwdv99uWwvA0yxaX0R2NeisC2j7wnbsRxGRLfTRDijEoh+PubAQacKlPPbRqLQ0fR9NW4HYAgnMQRM3Wt2Jr7sdW8b66Hz8ewDxkDMQL2CmJu3INEmctG+AwkO4hHS04HWV2CRmOH52BMJ092s+q4r0JvrKFTKHQ2IhGDg3MWep/8xxTn3dUeL31gP1SXtAst4KGnED2sR7SSYtu3qAj5Yh+nATc/wUqO00ZMYE6w4ozc3dGPZYmUN1Qc1Qli2PoBZ2m0OIVGkdx1mDNvaS+EYb85/DsTJiEljHkrsB91bAkrNh6nPNWACuY2XHeYPPSoyJIejlIXarDGskc4YiG/1B/D6tVGVA2hjUcBLW2INwkbG4xXdyehOAji6SLP1drMtF0uZpcClKh8PhcDhmAL8BOxwOh8MxA/gN2OFwOByOGeCIzRiC5BOlJvqgSqJSY/xWSaWzPIkp9lCsaoKN9RhDBHhiFhJjilfhu4kKFRkl4vgDxKS68BftIwb2EpgDfBhtfM1jsdRIRGQTxgGn5mPct0Ycp0F5U4HYVOohWvfjvq7txTaea7MkI27/yHL83XVt08ZwByhXOA9P3aUOVMgQNOt2bLnPEB6qfZQ+bVPQHCpiKxCZP9Gz5R03d2LpxuZOLM/qCWJbvbjfpzbj9onHhLQRwxtiUJU1y4joXdsc/L7YEiV6QQu3Y9wJbdEmLTuBkpY8THXyuh8L7dBEI1G1G9X0zWZcnWWEvB5UTEr6HeO+hqA/Y4RdXJsuJn+dKHSNEHtdgkrbUi/GaivEWhfmY97AiUWbX0Cf8AyqWmeg0sZYZY9lREncNse5LFJ5D+U2iv7qwghiUNrx083jhSlo+IKSwJL13EldTYX1b1ij/MbkoECVa0BVucQUB687bczfAdZ6tGsPa9pSz/Y3VQTDYjxOg9wWmngPce6t23zZDzZgyRDrrY3xT9ymDrZMNeN9qzlcIZI/ATscDofDMQP4DdjhcDgcjhngSCloFRW9ldJthK9tWY029GhFyj62KUE1G+F7tenfyrIIUMh1HqlSLePxzixHCqrs27KYy0j5J1WU42QeOx2pqut7G/uvm4E9x9NzFFRneRNoDNJTaHvRtb+bTi9C1Wc3HufmTjzHswswSehGqrcVbBnS9Z2oBnV5hBKBhXiME6B9pGWH0AnQ6T3Q5utbsS1bSP1vQEF1F60hcA+KQRt7KDcSUo6xjxbBhV7bjnS0iMgc9n0d3sILParXwM9UWSaTlA6Z8jTSU9gX1dlYkpGIwWuOkpCH7PdwM6ECR1Azq5P512b5HSllhCRyUpKghkeJuUAbSk0tXB/6S5O2XipY3mTbvoawUQ/L4DIMX3oo46lBjT+1ZWn2IsR14gLK5ToFxnMrblNhX1krGQ84ry7MBQLGCdhsgfiT5C0bDirLOOdCE9e1GvRqVXIhthR2QJlNBRqXhiIV5rLxP8ntteN6P4LhjVkVS/QrWOdWUkI2wNzKQE/nKPVavxo7JoAOT616TLkR7yMZ+xJhKszfLCl5zRB+ybLD3VofrhnvcDgcDsenCPwG7HA4HA7HDHCkFHSQmFFGqikkPqh8lFfQfWQ1jPA1+KUmUc8JFHrH740B6ANmO7eQXZl3bfbdGZDge+BOTsIo4M+ux2zdS4uR6s06VHISWUD23SZooDboOEUW5i5olCwRTc/b8e8TS9F3dAOmDVc2IiXzyEL8bqdn+/7CYqRxbsCr9CmYLGzuxf56fuIHXCLzklmUc8j8LEHzre3iWq9ZOvwcRO+7Xfg3Q8VsA+OIWbYLczhJEVljCKCI2/XouQr6cH0XqlZpWOM2ImuMFij3iqwZxqA2lk7LQGk1yXGON4KEyRjOYAbSTuh6M89hbqCYv2TymODfSjJp6RXchWLUHA65g44ntdxNDLkvQGaKCas5jQJw3XKEg7S045Q+tkOEdE4jw3+IBaOPUNZCakSDftnaibT1EqoNambxI7zRScZPC+vqHvq+hssDTSkKtWvBEDS9oc2xnVm7cSqj0vZ3hv7LOeZRhVBirLRwjN2EWld4cNcITQVkYe9hjVSE7EbDpNKAWc3Go5pqZQgTob/LJESSI+RRVjbkOA3+BOxwOBwOxwzgN2CHw+FwOGaAoxXiCCLZhMog21HX9neAofiQ/QcmQPL84N8OWZplys9A76wP4jFOmGL4SFHUmaWgAwTJVyDq8aIleADDzIA+qbt9K3jRQ/beEijkzb1IG8+D0hzAdzdPMidJtg7ySFudROby7nakZ27CH/NMbsUvSGOdhijHOujsqxvwBm3bzOXz7bjd3AIyvbHfRaQ4jkBBbe1an+On1mMfL0NJZOVsPONrN2PW9hZo5vkF267hdtx3G20uQWXOwz92g2MwoeZImVKIYzTAdMpRpE8x94RWrSGMnxVHrIvzHKASM5GZPVonv+nbzFilRzPOm0olpCRT7+QGdCkzpHl5CtC7lTI72s7lxU787GY/7munipRmT+I4GeagOht7jqcxf5dBj+5twfQEPPcefMYXWnacBpzXEGvUNkQfFhAaqzFmb1tH0YEFPKkL9HcO8Y06CR8w5DdEaI+iHEUblQPmmiTrM445hGCIIuYQUFlSg/5mBrqIiLRiv0J3SOYQTss1blONUFWT3jcqhjtxfEx/Uvlk1tM7ECMA08JUKfwJ2OFwOByOGcBvwA6Hw+FwzABHznndyvSkUEFIH9fppQiKhN+paxY947sJxRdQXE5KhvqeJaiqOexskFAyF0FxLEO3tEZ76Yf7wgtRlGP9mS2zL3oFnweFvdCmn2mkvU4iO3qQZPJlMPJcArVG382Ti5G23RhGOvzymm3XCjRvF7qgdJFJ2EFW4rXV6J8sIiJnTsS2IKt5CedIzeNFZJAP9yxNuLbHbFNkIpbwKQZNv7kXxTe2dq2IShd6vzujSOdVDDMoaVEKFEgChClALwv8gI0+Odns2/SeMSbrh0gLWnVfU7gHZnkwSjJxkb1eQ9ilNPq88VrlOXaWZPUGahOD0i1xCXA4I5ZTiK2OKCD2Q1GfTiuOh0dPxNerO6BEEw3ghbk4Z/qoXJhHqIOZ1g3G717btouiQgIhjLrEugSP8xZp+ZHNvJ1nqArdOoL4zQja5PS9FREphf7W8bMCvrv1EOOXFSeZzVyukP1fYk1vcHw2n+2i37uIyB5CAIr13vghU8AJ63g6lTNkLlfQ3s+QkV0h5tTQ31qT+1Z120JxV/gTsMPhcDgcM4DfgB0Oh8PhmAH8BuxwOBwOxwxwtDFgFcn24xr0VLXcOVWuGvxGYGONjyNS/4skbkRfxhq8Pg+5ifhKBg/OZmQ5/jmkrJeIr/TgA1shnr0OxaaTczYmsroX4yvZVoyBnaXpAc54DWVI5+Zt6dAGym8apNyfQHxxR+IxFhBPzpNYzTraoijDWGoxvhNfs1RJRGRjLRpQXEbpwll4dZ49GdtfIr6ysGTbwjqUT0IVSHc29193ocI0l8XXqyMbp6txnhTmZ+lEHzEchv81szGoGm3OMT7NuOW+cB63ibRjTGoSgzv2mLR3DwpETeoDi3jdCHHA+YLzksYKiL0lZUhd+gErczWwFjRxnC0hvN/NbLtamANzGAM096C7QIV2dZM5w1hztxNzLQaI6Q+g0EWv2VFpx0OOGDRLslr0oIa3cQuGJa3Mrn0Vl68R1avgpU5vXU3i0chjoEJXiXOhV3aO69MPdu3kPKsRax0y3Yfhb8ZtE5/jEnHbvTquC7yPLOE6Xinj+GyrXa9KrNcZFAlNOSuuQ4PzaielVswrColRwzT4E7DD4XA4HDOA34AdDofD4ZgBjrwM6ZawtdL3VtLH9dgs/kIgRZKZ74AqaiyNIiZlnRRBPMY6KIozZSxl6ScU9DrKfUZQZzkHA4MC1MUGlGwurtiu3oMf6jbkVfJd0LbzKLcZxf1e3rQlNqdRe7GJ0qU6xHYtgpobgTqZb1s6bQHlQtvwFt4BPbMCRbBOosq13I3HbCHM8JGtSMfXUHxabNPLOekj0JQn5+Ixr2zEdg0gct9CadiwSspOKIzP8gGYR+zsRWpbQPOFxECBSkIBCkOkzTimDe2cDE+KF6WU1rFGiBRpjuvZbttzaEzYh5QuPVqzA7eZT5XoMH8HoDFrlOW1MR4rlnh1khIbQ/3H9xVlbddRBkdv65OpYhno7d1+XD/aCD2MsJZgWJu2i4gsItTDfi0VNCgNZ0JUeMuT8EZtwnQo58TXR6CQU/Um+v4GrHcMuwT0d83v1+majvmHzUpcb6rKDRDC0aW4poiIjLaj4U25E8eBojyyjdKwrIrrZQi2VKvbQjiMJhdmLgMIsQwTha5Ag5EmKVGagkPPeFXNVfX9qvobk79foKp/qKofUdVfUtX23fbhcDhmD5/LDsfxwL385H6ziDyBv39IRH40hPBiEVkXkW++nw1zOBwPDD6XHY5jgENR0Kp6SUS+UkR+QES+Q8dc7utE5Bsmm7xdRN4qIj95xx0FkXzyaE96KE+y74xgvR6sDKP0GYW6UCaWagpKRRNQ2KT7QMNcAbtLqnV8HCjroI0V6NkclGoJGnSzb3/rnIJX8CdXo6HAzd1IozS4POcW4vvVjqU3NpEuuljAHKCMJzOAwtA8+mF119Ioi/MwiViObd7ajXTcVXj4LiSUYxcqOd123Nc59PEzUN9aXI4evEt16rMaX9PMQTEOtmFe0Qbt1WnZob3Vh6rYcvRMptpZiX5sMCZztXQaVY1oBBAw9jKEPgKzWQtL+TfgoKtUWecB4H7N5SBh3yO2QR8mQljSRcp5RkoTY9v0IUIl/SSTnRuOYCjSM6YDMABBu272LfW4Aj9gSuktdOP7m3g/w3nsJPQi2HDpY84t56w2iN/v0hu7tvvaG8ZxV0DVjktikTHkhnYkYReFm0KJ8dwYa2ysY8k6LLhedcPwHSpT8B1G7Mqh7e8ax2GFwQDKUgX6iMR8NbDrQhv9utrE+Y8pLjd24vtMom4l61VZkp7G/GcVA7anT7CmJi24p+khH20P+wT8YyLynRLp8FMishGizuPTInLxoC+q6ptU9b2q+t6meYik9hyOT03cp7l877J7DofD4q43YFX9KhG5HkJ437M5QAjhbSGEx0MIj99WA+lwOI4M93cuH67O0eFwTMdh7oifLyJ/W1W/QkS6IrIkIj8uIiuqWkx+OV8Skct33ZPGzDoyhFX6YIxMtQyUXUNjBhY6m4xKS+lQrDtnxh8pEaSmgl2Vk4VdZCrQRdcHEBcHJXUixKzaAlm5z+zYzGVm0l48ETP2Lq9H2m29H48B+2Dj8ysistUH7dyK9GoeIifTH8b97oHCWUp+gm1sRupmMAeTCJg0ZHnc5sqWpYdaoIfnWiiABx09twBqcD32y9XkqeriIrKNkd3egRh9CTpvdS++PzdnT2x5Pl4XZmffQNY5aeeMdJRYKMZnqGNfKqhBhj5y0nzJzpTUenjgFPR9m8tBYr+0oQuTF7bfc1Y0oH968JEdIS22QX+0E/EMLhMtZAt3QTuPwK+y30d1ui7EdnXxY+Ia5tICxtC5xTiv/vLqqtnXSQzb3TIevwsDE9iHy56wvZZmzygqBPKzi2z9PXgWd6aZiYhIjjCITbCPf2zDPILro4hIA5MKQV5eVcGkASGUgPDTIJnLu8goP4FKix1UdLR78f2CvtDJOFCsaytdhvLiutSC2EgrY+hj+g/HDJR9QZ9vCuRgHQpiaXYjXHK/sqBDCN8dQrgUQnhMRP6uiPxuCOHvici7RORrJpt9o4j86qGO6HA4ZgKfyw7H8cJzKTz8LhkncXxExnGkn70/TXI4HEcMn8sOxwygIRxdMkWn2w3nLz1fRKyHbcKPmILwxmQ7YxtmolKDM/FkbPTg86NuaG0KqHkQS/We71IP9uDjn+lGqiYDDVIkOq0Kqul5J+EbikzGKxuxqF/yWIwOm2EREVkGPby6GcUk9mqIB6DBOQrWb+xZCuwMhDSY3tmCKEAH55InjM5VZEtvIaPzFOjsLqj5Bvzl2lYssBcR6UMgpWAWJmjGPfTjoGTowo6puVbsY177pzZje5/YiK8bXDtNsqCV4wWXNQe1GHRKtmQi96ygRhV07ceefOJ9IYTH5ZgiL1phYXHs/ZxnnKO233tzpKDj63xg6bv9baAnXCW0cY7Ops5DB1RzFxN4BX09n8SsFyDsQiGcBYRKKNZxciWOnxsbNuySM7kU13oJ45wVEfT2vk17BYIfHdCYi9CSn0fYhTrjUto1hlMgZKSKEV7BHJXbKH9kt9NfF77OBa43t19PvK2rPqoK0OZdxB9ZEdHH+63ED5iay1sQTvq9J0lBQxwFX2dYUESkrDAOa94TGDaC6EtDmjqtjqC+eXx/1F+bOpcfIukdh8PhcDg+deA3YIfD4XA4ZoAjrgtSySdZe4ZaDpYGZfYiMycF+s20fhNmnCVUEy3eMmTP1tQ2zUEVUSAkyXK7MYjbnUTyIWnYG6DWHumCakqoD9bMr+/EPxah/3x2ZWX/9epu7KPL2zajuoKe6UIrUsg9XN1VWMYtgdJZToQhrkDL9lQX1l3g/PojWAMmFedL8/H4nU68Ljdhc9gBN9YCLdnJ7XAkiXVze8oxQQ8tguaWJLQyQDU+KbABbdYQ+rC2llaQJUeGMykpDgQrFAMxiiQ7NOBc9CH7PXwrvNPqkt63MHQ9rgFnVoH5F6BznOaRVhiD89A/H0FPmVoDbZRatHt2bPUxB6gbPgKNWIKa3sUaUyZqIz2M5wpZzcsQ8lGkv29D17mbhCRyauSzCgOa5wE0fYfDL1n7hjjHCuci0KjnmC0TbeMS32/IlSO7ukZ/01o0D5Y23ihZxRDf7yBkV2LGz3HtSUYCtaB3wS/XOKbSAhTnNSqTUcXbCEKOjcl2jmBWf50IuwfGL+v7lAXtcDgcDofj/sNvwA6Hw+FwzAB+A3Y4HA6HYwY42hhwEGkm3DhjwHni+ylQYKkRV8iUpSHYHK+bJGWd6jA1f29gB4zHthCHaO4gwk9/zQZKPDXS2i/vxHjQ+cJ6WrYQR1nrx+1QxSPnlmPDVqDKc33dpvhfvRHNHM6gvGIBwZYzy/H9G2sxzjufmBYsI1653Y8evlScGVWIASWxjj7iMHN1jNueW4jHX8X5bq9u7L/WpAyih2POwWRiA8pJLeYLUGVe7b4K1mTU8ZzPrMTr8jGUJNEXISTxLArjsNTMDETENdXEfdMpF9vcHGFJ4HOFSpDWZA4XDC+WNm+iB/H7SjmXWfpH0wHMq8SPm+VOuwOMM5TINYEKd5jjidoery/SK6SHuF6OduWIHa4lHr7dLOZRrEBljkJSFVSmMsyZMjV2gL90WaKsBUtk1sc5Iu0hK5NyTpaH0QijYX5C7LsiMQMxYoMZY+CILWMdZ/w7JPV2AyyyAxxnAX7CLawrHSidjXZt2dccxtTT28jbQAkZlQb3kGOUJ+WgZp3A+hFMPBtlsdg8Cd9L0/CecLi57E/ADofD4XDMAH4DdjgcDodjBjjiMqSwr3JFVZyQ0AKhttTv/vugFdT4BIPaSlPDkU6u5JBxzIwlIygLSZVOKtASq6Bhzs2j3KgDJSyUHtzcsdTc4hQxeWbJr+1AyQoGDI+cXjL7urIRqd4ruygjkkivLmC/CyjJ2E5KKhrQUx3QgRvwU93BVzoJ09IO8firKB/ooBSgDcowAwW1umPL0XYGUdWrZmgBwvANFW/g51s3tr9pvrFTwQBiL/YR/Z6NAHxCDQdhKCQ/+H02F/RdStkrqOqWrQg73lARmYjvZwWE8xPauAZnx9IQyVDiAnF/lru0E+9Wlh7Wo3h9Se92qLJElbHMrgsZrxte9xEu6KEMaJcmCYXd1wClOAs4/h7WC8UYGqBddfII1MZaADtgIbO/3tDrNs6FTpGUR+GYVIYbIfzFyr86eR5TlEuVuK5U9VJcr120MevaW8tSFLmSa1DfW0BfDLHedrFeLKywJEnkg5djaGwzxPMPMGkom/i612ZpmVjQgKV1cPnriBfJKCUm/svmesuh4E/ADofD4XDMAH4DdjgcDodjBjhiCppsXqQ3Qp3mk1GNihl7yLID7cTssyzJgmZmLf0tFTSMUSBCxmuV8gikHEB90IDgVC9SVQvgFPPK0qvUQG9AQ9JnYQPqN4IMw+6CzahexjHXwWHfgPpUhW26kN9ZaFuafQTFGrDsUoPKL6iE07IZ7Jd3Iz10Fseh2tCA2anMJk+pXtBxGbJLF6EwxuzKdSj8rMxbPrfcY8gitvn6xlZ8O9G82W/HbZpMVN+BODsVukD5ZczMbSUhEmbEHuxPcCwRgkg9yVptEMYIiadshjnACoEWqMvaqLFhXUiPibFZIIRVgy7sgy5cQghlL6H+27hWfZoeZAxBQZAfIa92YvSxNYpzswfVNDCaMiKlimMM7HAw5jEtzE0wuDKakjU+apK1D33RxmcV5lUFdbK55LwqMWnQ+y/LwLUgbpIj/LaVZHdTSGsF5uahQ7/2eLyr2/AlX7XndXULJi9nYhr45hbU0XZh7MK1NjlHk4WOBU8xbhVrKo2CmCUvIqLY97A6OIyawp+AHQ6Hw+GYAfwG7HA4HA7HDHCkFLSqSj6hhI3pQWLG0LBZzJYGXZDnLOSH92phzXJDoHEBqEBkPmcZxBCQEalV8vsEdKmCjmb22+pu3O96EanpS4uomBeRGnxjZ4BC817cbgndsIYsxO6m7a9TCzFL8MRyfL2zB29eHG9tFOmd56+cMPsqkPk5v4AMR9CMCjpqYweexWL9kPdALQ778TrUFFQBnXWb+D6zItl98Hzu4hhNL57jbrAUUNaJtP3H16JwCUUgTGY+qOX8tpaBXqaZAhk77LemWEdCTWWgEOuQHucYI2De4cR7HTtnTLUC5lZNKg9jbjTAOEt9whHuoJhFCyGcIXxo9xAqWWjbkMQIa0YFengdGc0cQm3wyVVyDRnOajELGpnaBebMAGM+T8R+BqBB20qjgoj5dmzvECYr7Z49xz4oe2jXSEs4ZuO+bu5Zqregywz6lRnku+ivXaxRIenvARrQW4xzcQ/ZyhtrcY3IYMaw09gQ5cJCXAxWcY57CAVIiMevlGYdSRUCxyTGEQ1+KKqR0RAoma+ZMYmxa/Q0+BOww+FwOBwzgN+AHQ6Hw+GYAY6Ugg4ShS5yur0mFEMBym7YMMs0NrdEVnHGavJgvXKZuJyRYkDmZIPfIQ19gtMsaNCSlPc1/rTYL71in96y7XrsdMxrHEHPtL8TKZkMGYKnTi/uv17btLTvJ/D3CdB5i0vLsb05NKqvRoGLj63H1yIiXdB+K2VsIzPIkcQoK6ywF5E9ZKErKCnSQ6087oC0z25lNV977Ug1gWmTocZzUdDRe6DDrifavze2YrazGNqZv0Ghl5sIN1iwYB+7JdsK2itQ+OA2jVjsID9c5uTxQNjPat7dQ7+p7filmgIWoHFZxUBKlzR+ckReqUChFGTCtzAXOxS4qezeyhphJ1zqDkRiKNyzhwGYJTrj8xSTQdhnHufLkBszwBOtH/PZwHiWQ8gG3HiBXhkMkyxorFcmmoa5zKz1VuJVzXBUjXbtIHWbdDrDLoN+DHOJiIROpJRv7sRKiV0ckzT5MvS1tbL7ojDG5la8Ljz7FvqrQlgjb9lrV1WkkXH+CEexsibkCBEk/uX9kuEL9wN2OBwOh+PYwm/ADofD4XDMAEeuBd3ImKIhbZzdprkM2hnvFyAZAqynatBJIdkXhTjUZK2BNsPrJO/Sth7tYtE1M6ppPdfwGEnG3Meux0LxOZzk6fmYIXhtGOms4WrcvkiyckkDryMrebAZvzPfiu09vRzpbOq6ioisQlRkp4n7ynFe80WkkzqdRGMXoYUKmapLi5FSgsuajPDHfMvS2RRUHYKCplT4R7cjndWHcIkmBfcUVaAXHe3UGEpo0b5Nk2nC8RYoREKhGNBZpFsTattk+lYPTxZ0EN3XUGZFQJGKOZjKAcxrCJJUuG4URqgaS2dTn7uFfZXsanTvcpuUqqVXh7Tkw3gICAPs1jyvg3WCRUQyaFYPkK48wjHY3gqZ0u1EICSQ+mQWNo45rBkKg85xQiFToKSD4+/UrPRAhm9ux+ZoO/5d6sFhlLyDeV3G8V92rEDPkCozuI4Vsr5LhKMY8soTXemNNdrVIpse6+KI2ewMHSZ9ZKIBDDkiO7uitSi+GxLfgdyMycOFkw51A1bVj4vItoxp9iqE8LiqnhSRXxKRx0Tk4yLydSGE9UMd1eFwzAw+nx2O44F7oaD/Vgjh1SGExyd/v0VE3hlCeImIvHPyt8PheDjg89nhmDGeSwz4DSLy9snrt4vIG597cxwOx4zg89nhOGIcNgYcROS3dUyS/3QI4W0ici6EcGXy+VUROXe3nahk0s7GpSUUN0/02yWnPy+4dJoWZIzHNiTyEzF4BFIqI1aOGB/iAjnKEOoqiUHlVPKBmg1PgMeD+LwkpQv86TNETObj2zHuemkhqnr1a6rq2F018OrtIV7ZIB57bS++T8/edjsxdkA8q0YflYjz3RzEuOuwb/s7NwpjB6vMzEGxp+jFeHI1sm4Ef3kDguyIVZsUf6OOxnI0e+3UxO0Qz0I8jb69gXG2LNmXqZWBQlB+cN8L+6SxUy5T9vGRxYDvy3y+lTvB+VMnKlGMF1b080bsnyYcpqQwiQEXMOQomVOBed1BmQlVpcokvn4W446lNH2U8gyYP4Lvt5IcjAKlVjWMN5h2UBnR//gyFHZdyHDOXc5les0yPwGLQVPadm3vQhUM/uNtHLKPGPByy167LZQRXjgJVS60ZQPqWVumVQa5AAAYeElEQVR1bO/WwJYUjtAv9QjxWSwf7RbWXoSQh9v2vFgSNofY/g5UsYyxiYml2/VqDxvySigU9hSqVlRpzJOyQTXljfcxBiwiXxBCuKyqZ0Xkd1T1w/wwhBBUD7YgVtU3icibRESK4mFyHHc4PmXxrOYz5/L/397Zhcp2n2X8edea2efkw3y1JRxNtSmGltzElCAGRYpBUSl6I0FRSEvAG5EKiiZeCoLeqLmQQogWLyoaoiWhF5ESK3gVWokgJo2V2JDUfJoP0yR7z6y1Xi9mzlm/9z0zyY7de2af2e8Dh7NnzZq1/h/rv9bM877v8+QvuoVC4YPjUKvI3b+z/P9lSV+W9KOSXjKzc5K0/P/lNZ+9391vc/fb2nbDSdeFQuEi/H/XM9ey2eG+4RcKhfV43yeimV0hqXH3t5Z//4ykP5D0iKS7JP3R8v+H3/90foG6pULVkOVgSPGAXnYx/Z60FeWIYmo4j03qkAYKHIX4tT/SQwPLoEKa+Wo6bUK6I3358GGkPqiYRQX4V0Ep7UN95rJEW30ENOibONZVV47nvPyqK8fzvQOafBrbddCBwoNiDQX3p6DiJ2cjhX2wv4/3OLDjZ/7j9ZGeens2GiNY9tdkucOaS7WZgKsKkxe/Ww64Lhr8uHOUzRjpQyg6WTpWC2rSaeSBfVgOQzqqT9R435MVOv5flUe5ni9cEhTeT/GkGSk+jElHgwqWeSFsk0djRvU73BfOgDod8PkO62SafK8PQPVScarDRUTaeAAFPSQm71Wc89rLx/doVHA5uruPcIilMsA9fIbRCof603RkzzU7gFpXoqCpveeo1eqxRqdY/99+I4aA+svGYz/74hgOen2f5Xa4F+Cz2dv7LOZowhJURhywaF5/E+GgVNpmuA+/fYCSJAxlyzJR3J/35ymsyFDkGp9k3pacZh9JbU8YyyE9h9bhMD9Jr5f05eU33omkv3b3R83s65IeNLO7JT0r6c5DnbFQKGwTtZ4LhROC930Au/szkm5Zsf1/JN1xHI0qFArHg1rPhcLJwWbNGGxkqNqO2aeZ6gXFQ6YYmY/M0B16cgEpCxpZghQeN1JNYAuiglGiEej7iZHreUoczIKfZvLapBoMk6hBe88haM6M4oOULfwcfThJsyOj8/uH8VhXXzHS0d2br4VjXfV943tnQCF3yOLu4In5zjz6Xj73XWQ4vg2qKtCMyCAP3s8pCxh0uocsZmRLMlMW8+sWx3tKr9+wPajUj6dGRqe18ZpyqOTwnGziYFPsQqW1lbmKi/36SyeuapKa8xQt6dk07hSjcoQUGALqUQXQ0Ec1DQfHdw/0soHum1BNiddcilnPeyq24RygIZ0GDkG9LWVBo1/vIgu8B41JO4EPnSVlnzxlQZ3OkS1soNDnB+g7kuHeTO2awpuZ98sGtHGHz7+S1JvefgNeu6Dpeay9vXGM9+dcP9F8hveMvRa08T48v9FHrpk2tYuGOfuYxxYKfXuoKDhAu5qUuczscl7HDDG2VGcTqe043gPnqy0zhkKhUCgUTizqAVwoFAqFwhawUQraNAoPDKA+sgg4LUUHUEc9GSGKvK/JdF4cgELcoIdBBfIT4RtJzr4jDYPjBloRVHGwfkg0JmlzijFQ1CDYJDuzciNIzzZOunP8+79fewt/jyYN2beyeeN1vLf6WD1oRmajLj7Ddo5UW0N6GJRds8aXWYo+uu7Ipm3WzBgFM/p0LFDNhrEfgsczqSoMfhLMH+BVSvOJATNOaotC+POUHRkY8EuoTN7l6pf9oniEUiZ7PyF3O9LLIWhk8IqejlntWTif89NhDnlfiJTuONZn0/qjVzCT3w94Dt4vEIJpUqiEJgjv9CPZzCoICsl8F1nEH06U6D6ulQZj+RayfemlbtPxonkniY10qLTYh/DJAWjyGe4rB31K68VY7iHTnfTuuxArasQQYQwrvou20WyHa/ldIb0ba+4gCSIFAwmcB4y7etDxMcKZKi1wjQy439MbmZnepL89lcqHiGPyn16H+gVcKBQKhcIWUA/gQqFQKBS2gI1LU53PfgwWq0MmVUEfIBPZUcBtIVsZ1F8maKmhSl9H0qukuoLhY/IDpq4GvrsM9JQFD+G5UBtojHQlvTbHfTpQH/Sa9OxHCq9f6lIPHcUnQLmJdFaialn8TwoYtBv1jDvFTjLbmOPnQRuZVP54jknqV9DPJb0UstPxeeqGp6+WLKCfUBhjWE2z+zqhF0kNtcpxohZ06wQZzT11yy3yzI6+MDv15MMuXLeh1Ulrl1MYwjbBGxjUY6CT4/VAP++e1yDGkDQ1ZM3V5VAJwwWBbuQ5KbAj7B+pXsP5+wba5rgX8L50AHPrPonqTEl1M+yC9rZsF+hZm8T71QESkUkBH1CHH/tP0ufbZhTZ6bF+ZqwmYTY7KwLafB/m3FGEBfclVIp0WJeWrqkD3m+x/mcdt49oENvpk4cvK3BiZQ7vBfwblHsSnWmhQ94fLgm6fgEXCoVCobAN1AO4UCgUCoUtYOMU9Hnq1R1CBRbFHIKYRKA0qc9JkgHUdD4hs6Xx+VBEzaJr0ArJWS3qCYP2NfIN4HDJwlgSKKDQQ4P3PNAz+ABT+ZJgg81once24E9a4tHmzDKdxhdUKAG9hF3a5IoTFbLxKmSHgzYbVrdXimymI0OSdHyIHmCIMk3IjFTqFbQWXozHojpK9n8MJwL92K+mraPWQqJVQyzmcJmTJwXtcm3ROCmbNPQhk5jXw/hnF7KdSVPHa4taNj3oWY77BPcLznNm92czrkfayI1bp2jvDJnebe4j1sac9xUI5HAfClnsJ0q0QycnrDwA0T8N1RH4M92w9kNoj/QsxC9ov6oIhnqokU3alpQ/QwRmmfLnPWrcHosN2EYIEqXs7lgFwSoKbsb9ucE1mMIaIczIJjMchvPxdjFPPHOHkN9wSA66fgEXCoVCobAF1AO4UCgUCoUtoB7AhUKhUChsARuPAWsZG2ioQJLKfabtFO+N2z2oFjHAOv55UdyI4u4IBDEmyrjnwNhdMlCgcQBVsdiWgWnqCHYMFoNQVIzyEF8ZzzFxxmrZllTfhD4HlSpsZ6mUY+wnqSymYyp/szq+4lodq5FiPJDKUMbyKOzPNl7koBmmeIz5cYyoeU4zg0nyX7agEEblJsaKgivGuD2bJIRyKcTGOfaYUyqKKV0HQ1AFupSksFz90gc3mCkkEfpGq9cpy7d6+j4zByOX+4RwHT6PeDBjqD3jg0mB7Ioz8JHGZzwo76FduE5zGHFKYxXGAfEZxh4n8BNuUm5IH+6L4/YO65ciS/QGn6VY6dDw2rSVfzO+mrwcgtITP8PaMt6GaXYzZPMZlvjhWCHlhdv5+SauvyaUh40HmHDu2FyWouayS1wjc5ySJY1duNejHW2+p+P50BzoMKhfwIVCoVAobAH1AC4UCoVCYQvYAgW9/A2faGei60baOFR8BAOG1aLrQ6ZEQRlQ6WWGlH2aAzi+k1gby6NCaj3pSpafUFGfKl6KHr6BDl9tSRsNGODM4KkMomWpB/cDdTOlh65IOyWqiEpe+AwVydjc3iId3uH8U3iFzg9AIWP/4JWbFG80ULwf79GwAgM2naLtiQJjGZRpNf1IhLKJRI6Tth84x+EcpDJpvJEoMJZ6dKvbcmKxnC/SqJNpvKVQlN5ZytOQdmZoiB6+kRMNlChLQzr640IxCus9iazJ+/F63INkVixfozEDTCI8ruUOr4dQc7bag3rosBYmmWaHmpKvDlPN6DmO6ywxoiHMR+W9Wb+6tLNp4yBRyc953WIBtwjZNRy7Fupmkvp+XMtsV1RHwzxi7vZSeR58IbQ/w1psqFKFeyeVrIYUAuL1gouEIcqeoTzeLy/ycqa6mg6F+gVcKBQKhcIWUA/gQqFQKBS2gA1T0HaBAnCqPyV6qAUVyUxCn4O2IotCiiGL8FMMntnG3HEPlNBs/NuzGQPabD1pL2QrD6vpoTzURg9kZumRBgHtFUT7E405GOllCLgzu5vftaiKlYwGyMjSK5N9IW1siZ6lJygZVfr+OrKYQ9Z09v1EP1tkzQaVKdJ//eqsUylEA6IqGU0uOA+g+adJML/DNZIVf8bG8AUzgZMSFpWfmsQhnmSYjWnJGDeGGha7rfZY9p7XCXxnYeraJ0qeczqE4zIVFypNzEhOGnkN5pSGIDTamAclKs55nCcqOPXBQMVW7kMKNptE8MKh92zwDMd6d7Tl3VkMmQWVLGYSQy1vwgzueZy7nkYn09Vz51AUC+qEKQuY62Sg6cFkdQiKfunzFCbiq3BfXMcO01gh0dkc42DqE2hn0NkY7zY9HzqmXq+PsAbUL+BCoVAoFLaAegAXCoVCobAFbD4LekkBeBDxjnsMzIxl5TNoWwqak4HqhyRmAIrSSFFOQCsgi7Kj72YScwg8ZhBaYCYhvCcHnDvRFaR0A43J9iKrrwe9YclrM3jXgsYhXRJOgXHIIijMljT2n6wt+qWU9Up6iZmnHSj/aeBn6eG7XtQjfFX0kWqbUByF2dFNFuLgezSWIE+/WmCjSyL3IfxBwftAO68JRaT0SGaaD0NaCCcZ7heoyJ7r1fK1CYqSlQekDqekQce5HdLvg+DnzSx1rkvOBxN39+Kx6A+9PwNtTboS1zmzo3OggH7ENkF4BCIXnNqe2f5DpkSHle9R/KY5M7ZgH2GbIXse0yQjKBphTjBeQw6PwISkWxeaC3/yfOFQaihWhGskhhLHds0R4st0Lu8xUdyFAh1rqhhSoQHvkUFQKcw9q1w4J6ld6Mswfw8zeOBQv4DN7Boze8jMvmlmT5nZ7WZ2nZl91cy+tfz/2kOdsVAobA21lguFk4PDUtD3SXrU3T8p6RZJT0m6R9Jj7n6TpMeWrwuFwslGreVC4YTgfSloM7ta0k9K+qwkuftM0szMflHSp5e7/ZWkf5L0e+95LLma5rwfMDIEp6mguQMt1+6Pn6eHbhCAJr8TM/morxsy3kAkDUEndcw8tosy5sBfMMXYWXA/7tMyW9Ej9+Fr2FWhvcw2pBbtRVQRtXTD50GDNKvFCpqULRxo354ZjhRLQD9y5jKFTNDmSbOaHmreK12QOrHk/QaON8QKkNnqidprQp+ZUYp9AmdJfe6UdR5EVCAuwWsqaDzTTzQuuRC+aN5jLI4AR7mWJVezzA5tJmcvbGX2qhQz9hsIpagj90hqmR+OcxhCTaujQWGnYI3dxWNRt5j0bguqeQbRhj2GZtJdc5it1lwO95VmNR3c5xAQwzZBsYYiM8zq5Ydju0iXktlu0V+HLrWShy1DJ6HygPcIUr2ck7T+HHR2gzXQ4nLpQjhqPNiZtC7owzvhW3jhs9WhoRwiWaf5TkEmnsOb9TQ7kqWDCMwarZ98+rW4UdIrkr5oZk+Y2QNmdoWk6939heU+L0q6/hDHKhQK20Ot5ULhBOEwD+CJpE9J+oK73yrpbSWKyhdZQCszSMzs183sG2b2je69vgoUCoXjxpGt5Vy7XygUPjgOkwX9vKTn3f3x5euHtFi0L5nZOXd/wczOSXp51Yfd/X5J90vSZZdd5heolJA9mjInxYw70lPDyu0h4yxRDD15AtqDBRstfMCY/Rb7Qiox6FKTgm7WZGQq0TugcUg1TZhlBw6NQgJNnwUrQDuHRjMtj7rU7Ec4VKBhSc2xSN0CJRRzQpuwHwQKAm3E9vJLWc6gBW3ck84H7TWhRSTo/0wbB3oY+1GQhfOLzya5XvXsI7bPQSczQkGXuCxcEnR1jz8L+sjWctO0fiGbfFgvUtFOseZwsfU2CjU4QwoUPcnjHihSiLQgE7/HYPe4/ixlCM8o5EFGlesP12Z7OajanBUPHjXclyarLwKGo/pkdckKh8D04j7GKNuArOtM+xotSJlcTfELZlqnewFpWKdGPOYhZAVjftuzKSMbIQCKFVHshGu5bSFCNE+iHkyChrjLmohbuHf2+Zsj7hm8r1H0qWffQygjhxWp1384UZ33/QXs7i9Kes7MPrHcdIekJyU9Iumu5ba7JD18qDMWCoWtoNZyoXCycNg64N+U9CUz25P0jKTPafHwftDM7pb0rKQ7j6eJhULhCFFruVA4ITjUA9jd/1XSbSveuuNom1MoFI4TtZYLhZODjZsxnI8ZBpH25KvIlxT379eUrNCTssuKUyG+AyD2wbbQA9MmSU2JBhJUfGoZK10Xx0slTVQCW6PA1KzcKvUXeR5TFWjc3iIQ2bG9qKNoLAq4D/AzpjkAw75B/Sl5o7KMKvQFgTZWgzVQrMrXQQOZHPr+sjxs2rA8CkL++ViMGa4ZWMb8bF0sT1KLDlCtifMQvE1DHkJsF40AuktNGHYZAw7ey7kPc/SvZfCSvrfj5ikMFOZpLfGqD2UxUHab0+cX94sule7t7Y1HO5iP55wGYxTEDufjtXgwxJjkFLklszmMJZCHcBDEm1Z760oK48IcEF6/XTAgoBFEPFQb1Po4Xhh73LsmKW9iNhtvhnvN6rHcCzk3iOfOYsc6+g5jXlmdeUaMDXMtZvU4nIcqhrgXMW9jhuDwJJU0hawCxOlZQmlYmCxDahVVF1n6uM6jJeNSW/KFQqFQKOwE6gFcKBQKhcIWsFkK2nSBGyB1kFlbb0YqoQHxREqF1E03X18WE7wcmWZOGoQlRXuU24nlPlSDIqVKsW+m5Q+B7ohDTWqdalBOGij4HIMeuYhmZ849aD7SaaTTWfrQjOn+ktRivBxjGWhnDrEnGoYKQ6TKaI7Qs2wDTc9mzoGGQhkRGX+WrNGYIXFALC+JQj4onaBiFWknz+pOnEtKDLGMCcdiZVoqhzEO3+zSKq49ryjWTtGJXAbIyULfw+UEWp5rsb2oLI1qavQT59oYx3DOa2CIcziHucCU6nHBXYDmL6spVCmGISYM+zjL0kghh7q0CJSykVPu6Y0dLqGwGCICpTys3C0I36WaRJZ9htAe9uto/tKsLsdanIdlSFiLuJd0LElku9I1NTCMg/vdhH3EWm5x7n6IpUNBKTEYLbA8CRQ2qfyLwgfoYzfoMKhfwIVCoVAobAH1AC4UCoVCYQsw36CmnJm9ooX83asbO+nJw4d1evt/mvsufbD+/5C7f+Q4G/O9YLmWn9XpntPT3HfpdPf/SNbyRh/AkrTQkfVVdYinAqe5/6e579Ju9n8X+3RYnOa+S6e7/0fV96KgC4VCoVDYAuoBXCgUCoXCFrCNB/D9WzjnScJp7v9p7ru0m/3fxT4dFqe579Lp7v+R9H3jMeBCoVAoFApFQRcKhUKhsBVs9AFsZj9rZk+b2X+a2T2bPPemYWYfNbOvmdmTZvbvZvb55fbrzOyrZvat5f/XbrutxwUza83sCTP7yvL1jWb2+HL+/3ZpibeTMLNrzOwhM/ummT1lZrfv0tyfprUs1XqWaj0fx3re2APYzFpJfy7p5yTdLOlXzOzmTZ1/C+gk/ba73yzpxyT9xrK/90h6zN1vkvTY8vWu4vOSnsLrP5b0p+7+w5Jel3T3Vlq1Gdwn6VF3/6SkW7QYh52Y+1O4lqVaz1Kt56Nfz+6+kX+Sbpf0D3h9r6R7N3X+bf+T9LCkn5b0tKRzy23nJD297bYdU39vWF6UPyXpK1qo3r4qabLqetilf5KulvRfWuZYYPtOzP1pX8vLPtd6rvX8Pc/9JinoH5D0HF4/v9y28zCzj0m6VdLjkq539xeWb70o6fotNeu48WeSflejCvyHJL3ho7PBLs//jZJekfTFJWX3gJldod2Z+1O7lqVaz8vXtZ6PYO4rCeuYYWZXSvo7Sb/l7v/L93zx1Wnn0tDN7DOSXnb3f9l2W7aEiaRPSfqCu9+qhfxqoKd2de53HbWeTyWObT1v8gH8HUkfxesbltt2FmY21WKxfsnd/365+SUzO7d8/5ykl7fVvmPEj0v6BTP7tqS/0YK2uk/SNWYXvPx2ef6fl/S8uz++fP2QFgt4V+b+1K1lqdZzreejX8+bfAB/XdJNy8y5PUm/LOmRDZ5/ozAzk/QXkp5y9z/BW49Iumv5911axJJ2Cu5+r7vf4O4f02Ke/9Hdf1XS1yT90nK3ney7JLn7i5KeM7NPLDfdIelJ7c7cn6q1LNV6rvV8POt5025IP69FLKGV9Jfu/ocbO/mGYWY/IemfJf2bxrjJ72sRN3pQ0g9q4SZzp7u/tpVGbgBm9mlJv+PunzGzj2vxDfo6SU9I+jV3P9hm+44LZvYjkh6QtCfpGUmf0+IL707M/Wlay1Kt5/Oo9Xy067mUsAqFQqFQ2AIqCatQKBQKhS2gHsCFQqFQKGwB9QAuFAqFQmELqAdwoVAoFApbQD2AC4VCoVDYAuoBXCgUCoXCFlAP4EKhUCgUtoB6ABcKhUKhsAX8H9suMx2gykmOAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "oOgwrcwXL1e1" }, "source": [ "So, how do our results look? Eh, ok. Not amazing, right? Ideally we should find the closest good image to our defective image, but our good image looks a little rough, right? We definitely lost some fidelity. The AnoGan authors use one more trick to address this issue. As you can imagine, this \"optimizing backwards accross our generator\" is far from a perfect science - and there's lots of things we can do to improve performance. The AnoGAN authors chose to do something really cool here that uses our discrimanator to help our optimization land on a more realistic nearest good image. Specifically, they choose to add a term to our loss function the measures the distance between our discriminator's representation of our real and fake images. Let's see how this works. " ] }, { "cell_type": "markdown", "metadata": { "id": "MyTzjds4L1e1" }, "source": [ "We're going to compare the representation of our real and fake images in the feature space our discrminator. The idea here is that through the training process our discriminator has learned lots of useful features (captured in its hidden layers) to measure the perceptual difference between real and fake images. For this reason, techniques like this are sometime call **perceptual loss**. The AnoGAN authors again use L1 loss, as shown in equation 4 of their paper: " ] }, { "cell_type": "markdown", "metadata": { "id": "_YMTDjUWL1e2" }, "source": [ "$$\n", "\\mathcal{L}_D(z_\\gamma)=\\sum |f(x)-f(G(z_{\\gamma}))|\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "id": "yubjH9vSL1e2" }, "source": [ "where $f(\\cdot)$ represents the intermediate layers of the discriminator. Let's implement this and add it to our approach. We'll start by pre-computing the intermediate represnetation of our real image, as this will not change during training:" ] }, { "cell_type": "code", "metadata": { "id": "j0q2inqWL1e2" }, "source": [ "f={} #Precompute feature values for layers\n", "with torch.no_grad():\n", " for i in range(1, (len(D)-2)): f[i]=D[:i](im_tensor.unsqueeze(0))" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "lqOKfQ1WL1e2" }, "source": [ "Next we'll create a method that computes the discriminator feature loss loss given a fake image:" ] }, { "cell_type": "code", "metadata": { "id": "P_OXVtWJL1e2" }, "source": [ "def get_d_loss(f_x, fake, D):\n", " loss_d=nn.L1Loss()(f_x[1], D[:1](fake)) #Get loss value from 1st layer of D\n", " for i in range(2, (len(D)-2)): \n", " loss_d+=nn.L1Loss()(f_x[i], D[:i](fake)) #And remainig layers of D\n", " return loss_d" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "nRZSt467L1e2" }, "source": [ "Finally, we need to balance our two loss terms (or reconsruction loss and discrminator loss). The anogan authors capture this in thier equation five:\n", "\n", "$$\n", "\\mathcal{L}(z_\\gamma) = (1-\\lambda) \\cdot \\mathcal{L}_R(z_\\gamma) + \\lambda \\cdot \\mathcal{L}_D(z_\\gamma).\n", "$$\n", "\n", "Where $\\mathcal{L}(z_\\gamma)$ is our overall loss function value, and $\\lambda$ conrols the balance between our generator and discriminator loss. Let's put all of this together into a nice method we'll call `walk_latent_space`. Using our new loss function, this method will seek to find the z that minimizes our loss. " ] }, { "cell_type": "code", "metadata": { "id": "lBmdTrYPL1e2" }, "source": [ "def walk_latent_space(G, D, im_tensor, n_iter=1500, lambd=0.1, lr=2e-2, device='cuda'):\n", " f_x={} #Precompute feature values all layers of D\n", " with torch.no_grad():\n", " for i in range(1, (len(D)-2)): f_x[i]=D[:i](im_tensor.unsqueeze(0))\n", "\n", " z=torch.randn(1, 100, 1, 1, requires_grad=True, device=device) #random starting point for walk\n", " opt=optim.Adam([z], lr=lr)\n", " \n", " losses=[]\n", " for i in tqdm(range(n_iter)):\n", " fake=G(z) #Get fake image \n", " loss_r=torch.nn.L1Loss()(fake.squeeze(0), im_tensor) #Residual loss\n", " loss_d=get_d_loss(f_x, fake, D) #Discrimintator loss\n", " loss=(1-lambd)*loss_r+lambd*loss_d #Total loss\n", " \n", " loss.backward(); opt.step()\n", " z.grad.zero_(); G.zero_grad(); D.zero_grad();\n", " losses.append(loss.item())\n", " return {'z':z, 'loss':loss.item(), 'loss_r':loss_r.item(), 'loss_d':loss_d.item(), 'losses':losses}" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "HQhgiE13L1e2" }, "source": [ "Let's try out our new `walk_latent_space` on a good image:" ] }, { "cell_type": "code", "metadata": { "id": "UZZujxJ_L1e3" }, "source": [ "im_path=(data_path/dset/'train'/'good').ls()[1]\n", "im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", "im=cv2.resize(im, (64,64))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "syT1itcLL1e3", "outputId": "fd02d202-955a-4b66-bfbe-5df45e263730" }, "source": [ "im_tensor=((kornia.image_to_tensor(im).float()/128)-1).to(device)\n", "res=walk_latent_space(G, D, im_tensor, n_iter=1500, lambd=0.1, lr=2e-2, device='cuda')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:21<00:00, 68.25it/s]\n" ], "name": "stderr" } ] }, { "cell_type": "markdown", "metadata": { "id": "DZxGLb10L1e3" }, "source": [ "Let's see how well our optimizer is performing by plotting our loss function value as we take optimization steps:" ] }, { "cell_type": "code", "metadata": { "id": "cKfYi5VvL1e3", "outputId": "ee5caae4-eafd-4e8d-84d4-e6f3be57631b" }, "source": [ "plt.plot(res['losses']); plt.grid(1)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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IiPSFfhP0AJ+qHklJKs5P/7A+16WIiPSZfhX0ZYVJplWP5Nm3trKztinX5YiI9Il+FfQAt08eTUub8/iijbkuRUSkT/S7oB83tJQrxlfy2MKNtLalc12OiEiv63dBD/D5yaPZVtPI8ys/yHUpIiK9rl8G/dVnDeW0wcU88Px7tKhXLyIR1y+DPh4zvnXjBFbvqOORV9bluhwRkV7VL4Me4NoJVVx79lB+8MJqttXo5uEiEl39NugBvv3xc0i78/fPrsx1KSIivaZfB/2oQcXMmDKOOW9v56X3dua6HBGRXtGvgx7gzz4ylrGVJfzjnHdyXYqISK/o90FfkIjzhctH8+72Wt77oDbX5YiI9Lh+H/QAU84aCqBLGItIJCnogREVRQwvL2Txhr25LkVEpMcp6AEzo/q0gSxatwd3z3U5IiI9SkEfmjRmENv3N7Jpj46pF5FoUdCHJo0dDMCCdRqnF5FoUdCHxg8tZVBJihfe0YXORCRaFPQhM+Ozk05l7ooPWLhWvXoRiQ4FfYYvXzWOERVFfHv2Cl2rXkQiI6ugN7OpZrbKzNaY2T3dLL/bzFaa2Vtm9oKZnZaxbKaZrTCzd8zs38zMevIN9KSiVJxv3XQ2726v5ecLNuS6HBGRHnHUoDezOPAQcAMwAbjNzCZ0afYmcJG7TwSeAmaG614GXA5MBM4FLgau7LHqe8H15wzjivGV/PPz77Fxd32uyxEROWHZ9OgvAda4+1p3bwZmAbdkNnD3ee7enooLgJHti4BCIAUUAEkgr/d2mhnfufkccLjpf73Miq01uS5JROSE2NFOEDKzacBUd78znL4dmOTuMw7T/kFgu7t/N5z+J+BOwIAH3f2b3awzHZgOUFVVVT1r1qzjfkN1dXWUlpYe9/rtth9IM3NRIy1tzj2TihhR2jO7M3qqvt6U7zXme32gGntCvtcH+VXjlClTlrj7Rd0udPcj/gHTgB9nTN9OENjdtf0cQY++IJweB/wGKA3/XgOuONLrVVdX+4mYN2/eCa2fae3OOr/ou8/7xd993t/fUdsjz9mT9fWWfK8x3+tzV409Id/rc8+vGoHFfphczaabugUYlTE9MpzXiZldC3wTuNndm8LZnwQWuHudu9cBzwGTs3jNvDCmsoTH7pxEW9r59A9fY/kWDeOIyMknm6BfBIw3szFmlgJuBWZnNjCzC4GHCUJ+R8aijcCVZpYwsyTBjtiT6sLvZ1SV8cRdkylMxrntRwt0jL2InHSOGvTu3grMAOYShPQT7r7CzO43s5vDZt8nGJp50syWmln7F8FTwPvA28AyYJm7/7+efhO97fQhpTx512SGDCjg9p+8zq+WbM51SSIiWUtk08jd5wBzusy7L+PxtYdZrw348xMpMF+cUlHE01+6jD9/dAl/9eQyfr96J/ffci7lRclclyYickQ6M/YYVBSneOzOSfzltWfw7FvbuOafX+JXSzaTTuvSxiKSvxT0xygRj/G1a8fzzJcvZ+TAIv7qyWV8+uHXWLxe17IXkfykoD9O540s5+kvXcbMaRNZv+sA0374Gjf84GUeXbCB2saWXJcnItJBQX8CYjHjjy8axe//+xT+8Y/OIx4zvvXMci79Hy/wN79+W2fVikheyGpnrBxZSUGC2y45lVsvHsWyzTU8tmADT7+xmV8s3MgFoyr47KRTuWniKRSl4rkuVUT6IQV9DzIzLhhVwQWjKvjbGyfw9JubeWzhRv76qbf4+2dXMq16FONMlz8Wkb6loO8l5cVJvnD5GP7kstEsXLeHxxZu5NEF62lpc2ZvfY1p1aO47uwqyot1eKaI9C4FfS8zMy4dO5hLxw5mV90EvvfESyzY1cDXn1xGImZcNq6S6yZUcdUZQxg1qDjX5YpIBCno+1BlaQE3jk0x8wtX8tbmGuYs38Zzb2/nW88sB+Ds4QP4yBmVfHziKUwYPoBYLG/v0SIiJxEFfQ6YGeePquD8URXcM/Us1u06wO/e+YDnlm/nJy+v4+GX1lJWmOCTF47gY+cNp/q0gSTjOkBKRI6Pgj7HzIyxQ0qZPqSU6R85nV11TTzz5hYWr9/L44s28bPXNlBakODycYO58oyhfOSMSkYO1BCPiGRPQZ9nKksLuPOKsdx5BdQ1tfLqml3MX7WTl1btYO6K4OZcYytLuGJ8JZeNq+T8kRUMKy/McdUiks8U9HmstCDB9ecM4/pzhuHuvL+zjvmrdvLKml08sXgzP30tuIH5xJHlnD1sABecWsEnLxxBYVLH64vIQQr6k4SZMW5oGeOGlnHnFWNpam3jjQ37WLR+D6+s3sXjizfx+OJNfOuZ5QwoSnL9OcP4+MThnD+qguJUHDPt2BXprxT0J6mCRJzJpw9m8umD+eo142lLOy++u4Olm/byzJtbeWrJJn75+saO9oNKUtx43nAmnz6YG84dpuAX6UcU9BERjxnXTajiuglV/PX1Z1FT38Ibm/by+OubeHXNLvYcaObRBRt4dEEw3DO0rIBPVY9kQGGSc04ZwFnDyxhSWkCbLrksEjkK+ogqL04y5cyhTDlzKBDcBH7VB7X8cP77bNxTT01DC//x+7W0dhPso8piTD2wkuHlRXz6opGUFersXZGTmYK+nzAzzho2gH+99cKOeU2tbaz+oI7VO2r51ZItLN9aw776FjbVpvmPl9cBcP+zKxk9uJixQ0qZctZQThtUzJjKEmoaWhg3tFQ7fkVOAgr6fqwgEefcEeWcO6KcT144smP+i/PmccYFk3jg+fdIp50t+xp46b2dvPjujkOeY2BxkhsnDmd4eRH76pspL0pSWpCgpqGVa84eyrkjyvvyLYlINxT0coiYGSMHFvPAH1/QMa8t7WzYfYBV22vZvLeB1TtqmbviA0oKEjz9xhbqm9sOeZ5/+d17jB1SQmVpAdtqGti0p4GywgR/ee0ZnDmsjHNPKae0MEG8y6Ue0mln0956Thtc0uvvVaQ/UNBLVuKx4AzesUNKO+bNnHZweWNLGxv31LOztoklG/by8Evvc6C5jQGFSVZsqeFA+EVQ29jK/c+u7FivOBVn2IBChpUXUlGcZPmW/WzcUw/ADecO448vHkUiZjS2pFmwdjfnjSinXLdsFDkmCnrpEYXJOGdUlXFGVRmXj6vkq9eM77Tc3WlNO5v21LNpbwOb9tSzraaB1R/UsftAM3sONLN0075OvwyeW76d55Zv7/b1il78LwqSMZLxGDtrmwD4dPVIJpwygNGDSxhYkmJvfTPFyThnDiujOBX8U08lYqTTrgvGSb+ioJc+YWYk44f+KuhOW9ppaUuzvaaR93fWsXLrfppa0/zo5bUMKExSZC20WJKddU2UZNy168klm2HJkesYUJjgQHMbqXiM1nSalraDvw6KU3G+MfUshpUXsn7XAUYMLOL5lR9QXpTk5vNPobwoycpt+1m+pYY3N+5j8Ya9XDx6II/deSnJuNGWdhLxGM2taZrbvONm8TpnQXJNQS95Jx4z4rE4oytLGF1ZwjVnVwHw9evPBGD+/PlcddVVndZJp53G8GzhfQ3NtKWd2sZWHlu4kbFDShhSWsCSDXt574Na2tJOQ/rQfQr1zW18e/aKbmv6WXi5ia4Wrd/L+X/3WxpaDn0+np8DwBXjK3lnWy0jKgpZtrmGwSUpLhkziItHD2LZ5n3859KtfOpDI1m4bjdnVJVx+pAS2tLwyKvr+KMLR3D5uEre3lLDiq01LFq/l7KCBJPGDuKr14xnYHGK4eWFrN9dz2trdzO4JEU8Zkw+fTADMg6L3V3XxKCSlL50+ikFvURCLGYUpxJ8eHxlp/mfu/S0I67n7pgZza1pWtNpNuyuJ+3O1n2NGLC3vhmAssIEew60UNPQwlNLNrGvvoXdB5q58NQKThtUzDNLtx72Nd7dXsuuuiZ21QVDTLsPNB8yLPWrNzYDsHlvAy++e3Ddp9/cwtNvbun0fLVNrfzunR387p1Dj4LqqiARo6m1+9tXjimP8e1F89iwu75j3kcnVPHblcHF8645aygvvLuDERVF1DS0cP6oct77oI7K0gLOHl7Gh8dVMqy8kItHDyIZj+Hu1Da1UpI6dAf7sXDtg+lxCnrp19p7uKlEjBQxzh4+AIBzTjn8YaFfuur0Q+Zlnp8A3f/qgCDEmtvSuMP+hhaaWtPEYkZJKk5jS5q6plYaW9qob26jMBkjZsaG3fW8u30/72zbz3kjKrjm7KG88M4ONu+tpzXtDCpJ8ZNXgvMePjyukmWb9lHb1EphMsaAwiS1ja3d/uJYV5MG6jvNaw95gBfCw2m37GsA4NU1uwHYWdvEO9v28/Qbnb+AuiorDOLlivGVmBm/eWsbiZgdcpJeZWkBZw4rpb65jQtHDeSRV9cdXPhfv+HnX5xESzrNoPDXy5qddfz7/Pd5a3MN3582kVMHF3NmVRlmRk1DC+7Oy6t3MfXcYQAk4zEamttoaGljYHGyX/6qySrozWwq8AMgDvzY3f9nl+V3A3cCrcBO4E/dfUO47FTgx8AowIGPufv6nnoDIicTM6MgEexXyPZks3NHlHPjxOGHzMv0rZsmZF1De4/5pZde4sorr2RffQsVxUma29I0NqfZ39jCpr31DCxOsWj9HsYNKeUP7++mKBXn//5hPV/88BiKw8drdx7g4+efwoqtNazdeaDjNUpScWobWwGY8/bBXy7dnYm9q66JXWuCXztvbtx3yPLP/WThYd/L9EePslOmizGVJQwsTnLW8AGUFSYYUJgkZobj1NS3UJCIsb+xlW01DZw6qJgNu+t5dc0uvnnjBGoaWli2aR9LN+3j+nOq+OlrG7hpbJLUqF2s2l5LKhGjsrSAVDzG0AEFNLemWbvzAGdUlVHb2MK+hhYuGj2QVDzGy6t3MbSsgCUb97JlbwM3nDs8OKKsl+4hfdSgN7M48BBwHbAZWGRms919ZUazN4GL3L3ezL4EzAT+W7jsZ8A/uPvzZlYKdP87UkT6RGaP1swYWJICghPoChJxyouTHfcvbv+Fc9m4YEjsK1PGdaz7+cmjs3q9xpY2ChIx6pvbKE7F2by3gabWNkYNKmZXXTOlBQk2763v+KJYtb2Wa84eyq/nL+b1PQVUnzaQlrY0W/c1MuWsoTQ0t/JPv30PCHau729s5fJxgzt+cXQ1cWQ5b4X7RoqScd7aXMPqHXUdX0TZ+Jtfv91puv0S4c+ubeHZtYf/IsrWYwuDCxDeNHE4D37mQyf8fF1l06O/BFjj7msBzGwWcAvQEfTuPi+j/QLgc2HbCUDC3Z8P29X1UN0icpJo/+VSUhDETfuXCMCIiiIAyovKO4bLPn5+sKzm1CT3f/4j3T7njKvHdzv/WLg7Ta1p2tJOmzutbU5ZYYLGljZSiRg1DS3EzXDgQFMr22saKStMUlmaAoPddc3M+f3rXDDxPOqaWtnf2Epza5o9B5qoGhDcDOjFd3dQmIgzoCjBztomhpUXkorHWL+7no+eU8WCtXvYtq+BxRv2csmYQZw2uHfuHmdH2/FhZtOAqe5+Zzh9OzDJ3Wccpv2DwHZ3/66ZfYJgSKcZGAP8DrjH3du6rDMdmA5QVVVVPWvWrON+Q3V1dZSWHvnwvVzK9/og/2vM9/pANfaEfK8P8qvGKVOmLHH3i7pd6O5H/AOmEYzLt0/fDjx4mLafI+jRF2SsWwOMJfj18Cvgi0d6verqaj8R8+bNO6H1e1u+1+ee/zXme33uqrEn5Ht97vlVI7DYD5OrsSy+KLYQ7EhtNzKc14mZXQt8E7jZ3ZvC2ZuBpe6+1t1bgWeAnh+AEhGRw8om6BcB481sjJmlgFuB2ZkNzOxC4GGCkN/RZd0KMxsSTl9Nxti+iIj0vqMGfdgTnwHMBd4BnnD3FWZ2v5ndHDb7PlAKPGlmS81sdrhuG/B14AUzexsw4D964X2IiMhhZHUcvbvPAeZ0mXdfxuNrj7Du88DE4y1QREROTDZDNyIichJT0IuIRJyCXkQk4o56wlRfM7OdQPfXhM1OJbCrh8rpDfleH+R/jfleH6jGnpDv9UF+1Xiauw/pbkHeBf2JMrPFfrizw/JAvtcH+V9jvtcHqrEn5Ht9cHLUCBq6ERGJPAW9iEjERTHof5TrAo4i3+uD/K8x3+sD1Sk013EAAATvSURBVNgT8r0+ODlqjN4YvYiIdBbFHr2IiGRQ0IuIRFxkgt7MpprZKjNbY2b35LCOUWY2z8xWmtkKM/taOH+QmT1vZqvD/w4M55uZ/VtY91tm1ieXcTazuJm9aWbPhtNjzGxhWMfj4ZVKMbOCcHpNuHx0H9VXYWZPmdm7ZvaOmU3Op21oZn8Z/v9dbma/NLPCXG9DM3vEzHaY2fKMece8zczsjrD9ajO7ow9q/H74//ktM/u1mVVkLLs3rHGVmV2fMb9XPu/d1Zex7K/MzM2sMpzOyTY8Loe7UP3J9Edw0/L3CW5wkgKWARNyVMtw4EPh4zLgPWACwX107wnn3wN8L3z8MeA5git7Xgos7KM67wZ+ATwbTj8B3Bo+/iHwpfDxl4Efho9vBR7vo/p+CtwZPk4BFfmyDYERwDqgKGPb/UmutyHwEYL7PSzPmHdM2wwYBKwN/zswfDywl2v8KMEtRwG+l1HjhPCzXEBwh7r3w896r33eu6svnD+K4Aq+G4DKXG7D43pfuXzxHvzHMxmYmzF9L3BvrusKa/lPghurrwKGh/OGA6vCxw8Dt2W072jXizWNBF4guD/As+E/1F0ZH7aO7Rn+454cPk6E7ayX6ysPg9S6zM+LbUgQ9JvCD3Ii3IbX58M2BEZ3CdFj2mbAbcDDGfM7teuNGrss+yTwWPi40+e4fTv29ue9u/qAp4DzgfUcDPqcbcNj/YvK0E37B6/d5nBeToU/0S8EFgJV7r4tXLQdqAof56L2fwX+O5AOpwcD+zy490DXGjrqC5fXhO170xhgJ/B/wuGlH5tZCXmyDd19C/BPwEZgG8E2WUJ+bcN2x7rNcv1Z+lOCXjJHqKVPazSzW4At7r6sy6K8qC8bUQn6vGNmpQT3yP0Ld9+fucyDr/mcHNdqZjcBO9x9SS5eP0sJgp/P/+7uFwIHCIYdOuR4Gw4EbiH4QjoFKAGm5qKWY5HLbZYNM/sm0Ao8luta2plZMfA3wH1Ha5vPohL0Wd3Xtq+YWZIg5B9z96fD2R+Y2fBw+XCg/ZaLfV375cDNZrYemEUwfPMDgls+tt+IJrOGjvrC5eXA7l6sD4Ie0GZ3XxhOP0UQ/PmyDa8F1rn7TndvAZ4m2K75tA3bHes2y8lnycz+BLgJ+Gz4hZQvNZ5O8IW+LPzMjATeMLNheVJfVqIS9Ee9r21fMTMDfgK84+4PZCyaDbTvfb+DYOy+ff7nwz34lwI1GT+1e5y73+vuI919NMF2etHdPwvMA6Ydpr72uqeF7Xu1V+ju24FNZnZmOOsagnsN58U2JBiyudTMisP/3+315c02zHCs22wu8FEzGxj+cvloOK/XmNlUgqHEm929vkvtt4ZHLY0BxgOv04efd3d/292Huvvo8DOzmeBgi+3k0TY8qlzuIOjJP4I94O8R7I3/Zg7r+DDBz+O3gKXh38cIxmRfAFYDvwMGhe0NeCis+23goj6s9SoOHnUzluBDtAZ4EigI5xeG02vC5WP7qLYLgMXhdnyG4OiFvNmGwN8B7wLLgUcJjgzJ6TYEfkmwz6CFIJC+eDzbjGCcfE3494U+qHENwZh2++flhxntvxnWuAq4IWN+r3zeu6uvy/L1HNwZm5NteDx/ugSCiEjERWXoRkREDkNBLyIScQp6EZGIU9CLiEScgl5EJOIU9CIiEaegFxGJuP8PFRK23CWR3WUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "zsjFRtZCL1e3" }, "source": [ "Not bad! We can also have a look at the trade-off between our reconsruction loss and discriminator loss. This will be imporant shortly." ] }, { "cell_type": "code", "metadata": { "id": "FGupnFMFL1e3", "outputId": "310eeb53-07c4-43d3-dd08-1e626b17c09a" }, "source": [ "res['loss'], res['loss_d'], res['loss_r']" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(0.260686457157135, 1.2064778804779053, 0.15559853613376617)" ] }, "metadata": { "tags": [] }, "execution_count": 49 } ] }, { "cell_type": "markdown", "metadata": { "id": "e6clD1v6L1e3" }, "source": [ "Finally, let's see how we did! How does our synthetic image compar to our real one?" ] }, { "cell_type": "code", "metadata": { "id": "4V8bNRcZL1e5", "outputId": "f9a7963d-b5bb-49f0-b577-1dc7dc6aeb9a" }, "source": [ "fig=plt.figure(0, (8,4))\n", "fig.add_subplot(1,2,1)\n", "plt.imshow(im); plt.title('Real Image')\n", "\n", "fig.add_subplot(1,2,2)\n", "plt.imshow((kornia.tensor_to_image(G(res['z']))+1)/2); plt.title('Closest Fake Image')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Closest Fake Image')" ] }, "metadata": { "tags": [] }, "execution_count": 50 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "SxOO5N-_L1e5" }, "source": [ "Not bad, right? Adding in our discriminator term really helped keep our image look realistic as we searched the latent space! " ] }, { "cell_type": "markdown", "metadata": { "id": "g7nHpm9WL1e5" }, "source": [ "### 6. Finding Anomalies" ] }, { "cell_type": "markdown", "metadata": { "id": "BEgFOqwyL1e5" }, "source": [ "Now, we finally have all the pieces we need to fina anomalies using our GAN. To see how this works, let's grab an image with some anomalies. " ] }, { "cell_type": "code", "metadata": { "id": "naqKUpFTL1e5" }, "source": [ "im_path=Path('data/hazelnut/test/print/016.png')\n", "im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", "im=cv2.resize(im, (64,64))" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "GSIo5Q_iL1e5", "outputId": "44cd06bf-b1ff-428c-f911-3b7de27cf501" }, "source": [ "plt.imshow(im)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 183 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "03Ldgh_zL1e5" }, "source": [ "As you can see, our image has \"print\" anomolies, where a mark has been printed on our poor hazelnut! Now, a big part of the anogan idea here is that anoalous images like this shouldn't really exists in the latent space of our Generator, since we only trained it on good images. So when we try to reconsturct our anamolous image, the reconstruction should fail in a very useful way. Ideally, the reconstruction should yeild \"closest good image\" - and this closest image is going to help us find anomalies! Let's try it. " ] }, { "cell_type": "code", "metadata": { "id": "H_PeGLOrL1e6", "outputId": "22628e66-9078-499d-87cc-495042857fa5" }, "source": [ "im_tensor=((kornia.image_to_tensor(im).float()/128)-1).to(device)\n", "res=walk_latent_space(G, D, im_tensor, n_iter=1500, lambd=0.1, lr=2e-2, device='cuda')" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:22<00:00, 66.72it/s]\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "WZPOUId1L1e6", "outputId": "0fbe0b9a-6300-4c1a-c40b-d52b90b309a3" }, "source": [ "plt.plot(res['losses']); plt.grid(1)" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "anNFh2xtL1e6" }, "source": [ "Alright, let's have a look at our reconstructed image:" ] }, { "cell_type": "code", "metadata": { "id": "OdTQ5eUiL1e6", "outputId": "2a42c04f-015e-489d-9bbb-90cba2aa4c35" }, "source": [ "fig=plt.figure(0, (8,4))\n", "fig.add_subplot(1,2,1)\n", "plt.imshow(im); plt.title('Real Image')\n", "\n", "fig.add_subplot(1,2,2)\n", "plt.imshow((kornia.tensor_to_image(G(res['z']))+1)/2); plt.title('Closest Fake Image')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Closest Fake Image')" ] }, "metadata": { "tags": [] }, "execution_count": 187 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "MWJPRJj0L1e6" }, "source": [ "And as you can see, our reconstuction isn't great. Happily, this is exactly what we wanted! We shouldn't be able to reconstruct anomolous images. Now, if we can measure how poor our reconsruction is, we can use this metric to measure how anamolous our images are - cool, rigtht? And happily, as we dicussed above, we already have a couple metrics that capture the quality of our reconstruction, our reconsruction loss $\\mathcal{L}_R(z_\\gamma)$ and our discriminator loss $\\mathcal{L}_D(z_\\gamma)$. There idea here is that our anomolous images should have a higher reconsruction and discrimator loss. We explore this idea rigorously below. But first, let's discuss one more neat trick. Not only can we use GANs to identify anomolous images, we can also use GANs to identify anomolous *regions* in images. There idea here is that we can compute a \"residual image\" - the difference between our original and reconstructed image - and areas of the residual images with large values *should* correspond to anomalous regions, since the original and reconstructed image are maxiamlly different in these regions. Let's try it." ] }, { "cell_type": "code", "metadata": { "id": "kWQ5zWpHL1e6" }, "source": [ "xr=np.abs((im.astype('float')/255)-(kornia.tensor_to_image(G(z))+1)/2) #Residual image" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "iIJnbIREL1e6", "outputId": "622ac290-1d9d-43da-b271-54cbacf00efe" }, "source": [ "plt.imshow(np.mean(xr, axis=2))\n", "plt.colorbar()" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 189 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "eWwsFtPHL1e7" }, "source": [ "See the anomolous regions glowing? Pretty cool, right? We can take this a step further and threshold our redidual image to identify anomolous pixels:" ] }, { "cell_type": "code", "metadata": { "id": "j7CPOl4AL1e7", "outputId": "1f32a39a-a36c-4a32-8228-f0efbfa984d3" }, "source": [ "thresh=0.5\n", "plt.imshow(np.mean(xr, axis=2)>thresh)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": { "tags": [] }, "execution_count": 190 }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD7CAYAAACscuKmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAANZklEQVR4nO3dXYxc5X3H8e+vfg0kBJxQy8WopgIFcVFMtOJFoCjBJaU0ClwgBI0qq7LkG1oRNVICrVQ1Ui/CTQgXVSQr0PiCBigJNUJRiOuAqkqVYSmQAA7BoSDsGpw2WKSR6tjk34s5jhZr7R3vnJlZeL4faTVzXmbPXz7z2/M85xw/J1WFpPe/35p2AZImw7BLjTDsUiMMu9QIwy41wrBLjRgp7EmuTfJSkr1Jbu+rKEn9y2KvsydZBvwEuAbYBzwF3FJVL/ZXnqS+LB/hs5cCe6vqFYAk9wPXAycM+8qsqtWcPsImJZ3M//FLflWHM9+yUcJ+DvD6nOl9wGUn+8BqTueybBphk5JOZnftOuGyUcI+lCRbga0Aqzlt3JuTdAKjnKDbD5w7Z3p9N+9dqmpbVc1U1cwKVo2wOUmjGCXsTwEXJDkvyUrgZuCRfsqS1LdFN+Or6miSPwceA5YB91bVC71VJqlXI/XZq+q7wHd7qkXSGHkHndQIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9SIBcOe5N4kB5M8P2femiQ7k7zcvZ413jIljWqYI/s3gWuPm3c7sKuqLgB2ddOSlrAFw15V/wr8/LjZ1wPbu/fbgRt6rktSzxbbZ19bVQe6928Aa3uqR9KYjHyCrqoKqBMtT7I1yWyS2SMcHnVzkhZpsWF/M8k6gO714IlWrKptVTVTVTMrWLXIzUka1WLD/giwuXu/GdjRTzmSxmWYS2/fAv4d+FiSfUm2AF8BrknyMvAH3bSkJWz5QitU1S0nWLSp51okjZF30EmNMOxSIwy71AjDLjXCsEuNMOxSIwy71AjDLjXCsEuNMOxSIwy71AjDLjXCsEuNMOxSIwy71AjDLjXCsEuNMOxSIwy71AjDLjXCsEuNMOxSIwy71AjDLjXCsEuNGObxT+cmeTzJi0leSHJbN39Nkp1JXu5ezxp/uZIWa5gj+1HgC1V1EXA5cGuSi4DbgV1VdQGwq5uWtEQN86y3A8CB7v0vkuwBzgGuBz7ZrbYdeAL40liq1JL32H89+67pP/ydjVOqRCdySn32JBuAS4DdwNruDwHAG8DaXiuT1Kuhw57kg8C3gc9X1dtzl1VVAXWCz21NMptk9giHRypW0uINFfYkKxgE/b6q+k43+80k67rl64CD8322qrZV1UxVzaxgVR81S1qEBfvsSQLcA+ypqq/OWfQIsBn4Sve6YywVask6vp+upW3BsANXAn8K/CjJsb37VwxC/mCSLcBrwE3jKVFSH4Y5G/9vQE6weFO/5Ugal2GO7HqfG7Y5fvzltJNdXpv7O70MtzR4u6zUCMMuNcJmfCNOdofbsM1xvbd5ZJcaYdilRhh2qRH22Zeok126Olk/eu66k+xv+7/elj6P7FIjDLvUCJvxE7aYO8v6aI730aw+lct33kG39Hhklxph2KVGGHapEfbZp2jYPvBi++x995VP5ffZT196PLJLjTDsUiNsxr8HnModdMOu1/fAE95Bt/R5ZJcaYdilRmTwfIfJOCNr6rI4RuVSsNgmvpa23bWLt+vn8w4Q65FdaoRhlxph2KVGeOltwpbKZS375e1Z8MieZHWSJ5M8l+SFJF/u5p+XZHeSvUkeSLJy/OVKWqxhmvGHgaur6mJgI3BtksuBO4G7qup84C1gy/jKlDSqYZ71VsD/dpMrup8Crgb+pJu/Hfhb4Ov9l/j+crL/4HKiprVNbvVh2OezL+ue4HoQ2An8FDhUVUe7VfYB54ynREl9GCrsVfVOVW0E1gOXAhcOu4EkW5PMJpk9wuFFlilpVKd06a2qDgGPA1cAZyY51g1YD+w/wWe2VdVMVc2sYNVIxUpavAX77EnOBo5U1aEkHwCuYXBy7nHgRuB+YDOwY5yFvh/5P8o0ScNcZ18HbE+yjEFL4MGqejTJi8D9Sf4OeAa4Z4x1ShrRMGfjfwhcMs/8Vxj03yW9B3gH3XuAzXb1wXvjpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGjF02LvHNj+T5NFu+rwku5PsTfJAkpXjK1PSqE7lyH4bsGfO9J3AXVV1PvAWsKXPwiT1a6iwJ1kP/DHwjW46wNXAQ90q24EbxlGgpH4Me2T/GvBF4Nfd9EeAQ1V1tJveB5zTc22SerRg2JN8BjhYVU8vZgNJtiaZTTJ7hMOL+RWSejDMU1yvBD6b5DpgNXAGcDdwZpLl3dF9PbB/vg9X1TZgG8AZWVO9VC3plC14ZK+qO6pqfVVtAG4GflBVnwMeB27sVtsM7BhblZJGNsp19i8Bf5lkL4M+/D39lCRpHIZpxv9GVT0BPNG9fwW4tP+SJI2Dd9BJjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjTDsUiMMu9QIwy41wrBLjRjqiTBJXgV+AbwDHK2qmSRrgAeADcCrwE1V9dZ4ypQ0qlM5sn+qqjZW1Uw3fTuwq6ouAHZ105KWqFGa8dcD27v324EbRi9H0rgMG/YCvp/k6SRbu3lrq+pA9/4NYG3v1UnqzbBPcb2qqvYn+W1gZ5Ifz11YVZWk5vtg98dhK8BqThupWEmLN9SRvar2d68HgYcZPKr5zSTrALrXgyf47LaqmqmqmRWs6qdqSadswbAnOT3Jh469Bz4NPA88AmzuVtsM7BhXkZJGN0wzfi3wcJJj6/9jVX0vyVPAg0m2AK8BN42vTEmjWjDsVfUKcPE88/8H2DSOoiT1zzvopEYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYYdqkRhl1qhGGXGmHYpUYMFfYkZyZ5KMmPk+xJckWSNUl2Jnm5ez1r3MVKWrxhj+x3A9+rqgsZPApqD3A7sKuqLgB2ddOSlqhhnuL6YeATwD0AVfWrqjoEXA9s71bbDtwwriIljW6YI/t5wM+Af0jyTJJvdI9uXltVB7p13mDwtFdJS9QwYV8OfBz4elVdAvyS45rsVVVAzffhJFuTzCaZPcLhUeuVtEjDhH0fsK+qdnfTDzEI/5tJ1gF0rwfn+3BVbauqmaqaWcGqPmqWtAgLhr2q3gBeT/KxbtYm4EXgEWBzN28zsGMsFUrqxfIh1/sL4L4kK4FXgD9j8IfiwSRbgNeAm8ZToqQ+DBX2qnoWmJln0aZ+y5E0Lt5BJzXCsEuNMOxSIwy71AjDLjXCsEuNMOxSIzK4rX1CG0t+xuAGnI8C/z2xDc9vKdQA1nE863i3U63jd6vq7PkWTDTsv9loMltV892k01QN1mEdk6zDZrzUCMMuNWJaYd82pe3OtRRqAOs4nnW8W291TKXPLmnybMZLjZho2JNcm+SlJHuTTGw02iT3JjmY5Pk58yY+FHaSc5M8nuTFJC8kuW0atSRZneTJJM91dXy5m39ekt3d/nmgG79g7JIs68Y3fHRadSR5NcmPkjybZLabN43vyNiGbZ9Y2JMsA/4e+CPgIuCWJBdNaPPfBK49bt40hsI+Cnyhqi4CLgdu7f4NJl3LYeDqqroY2Ahcm+Ry4E7grqo6H3gL2DLmOo65jcHw5MdMq45PVdXGOZe6pvEdGd+w7VU1kR/gCuCxOdN3AHdMcPsbgOfnTL8ErOverwNemlQtc2rYAVwzzVqA04D/AC5jcPPG8vn21xi3v777Al8NPApkSnW8Cnz0uHkT3S/Ah4H/pDuX1ncdk2zGnwO8Pmd6XzdvWqY6FHaSDcAlwO5p1NI1nZ9lMFDoTuCnwKGqOtqtMqn98zXgi8Cvu+mPTKmOAr6f5OkkW7t5k94vYx223RN0nHwo7HFI8kHg28Dnq+rtadRSVe9U1UYGR9ZLgQvHvc3jJfkMcLCqnp70tudxVVV9nEE389Ykn5i7cEL7ZaRh2xcyybDvB86dM72+mzctQw2F3bckKxgE/b6q+s40awGowdN9HmfQXD4zybFxCSexf64EPpvkVeB+Bk35u6dQB1W1v3s9CDzM4A/gpPfLSMO2L2SSYX8KuKA707oSuJnBcNTTMvGhsJOEwWO09lTVV6dVS5Kzk5zZvf8Ag/MGexiE/sZJ1VFVd1TV+qrawOD78IOq+tyk60hyepIPHXsPfBp4ngnvlxr3sO3jPvFx3ImG64CfMOgf/vUEt/st4ABwhMFfzy0M+oa7gJeBfwHWTKCOqxg0wX4IPNv9XDfpWoDfB57p6nge+Jtu/u8BTwJ7gX8CVk1wH30SeHQadXTbe677eeHYd3NK35GNwGy3b/4ZOKuvOryDTmqEJ+ikRhh2qRGGXWqEYZcaYdilRhh2qRGGXWqEYZca8f8q0YayU/50BAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "DdpPqW6cL1e7" }, "source": [ "Finally, let's put it all together;" ] }, { "cell_type": "code", "metadata": { "id": "jLACnicXL1e7", "outputId": "964a3c1c-4a81-4cd6-9d05-d1a61b3279a8" }, "source": [ "im_mask=np.zeros_like(im)\n", "for i in range(3): im_mask[:,:,i]=np.mean(im, axis=2)\n", "im_mask[np.mean(xr, axis=2)>thresh]=im_mask[np.mean(xr, axis=2)>thresh]//2+np.array([255,0,255])//2\n", "\n", "fig=plt.figure(0, (8,8))\n", "fig.add_subplot(2,2,1); plt.imshow(im); plt.title('Image w/ Defect')\n", "fig.add_subplot(2,2,2); plt.imshow((kornia.tensor_to_image(G(res['z']))+1)/2); plt.title('Reconstructed Image')\n", "fig.add_subplot(2,2,3); plt.imshow(np.mean(xr, axis=2)); plt.title('Residual Image')\n", "fig.add_subplot(2,2,4); plt.imshow(im_mask); plt.title('Anomalous Region')" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Anomalous Region')" ] }, "metadata": { "tags": [] }, "execution_count": 192 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "fZx_whfzL1e7" }, "source": [ "Alright, back to that idea of using our reconstruction and discriminator loss to identify anomolous images. Let's loop over all of our test iamges, and for each we'll created a reconstructed image, and compute our reconsruction and discriminator loss for each image. We'll then visualize these results to see if we can use these metrics to find anomolous images." ] }, { "cell_type": "code", "metadata": { "scrolled": true, "id": "l2w4bXWdL1e7", "outputId": "67a4d822-44d6-4794-e379-15faf4aebdeb" }, "source": [ "params={'n_iter':1500, 'lambd':0.1, 'lr':2e-2}\n", "all_res=[]\n", "im_paths=[p for p in (data_path/dset/'test').glob('*/*.png')]\n", "for im_path in im_paths:\n", " im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", " im=cv2.resize(im, (64,64))\n", "\n", " im_tensor=((kornia.image_to_tensor(im).float()/128)-1).to(device)\n", " res=walk_latent_space(G, D, im_tensor, **params, device=device)\n", " \n", " res['im_fake']=(kornia.tensor_to_image(G(res['z']))+1)/2 #Scaled between 0 and 1\n", " res['im_path']=im_path\n", " res['label']=im_path.parent.name\n", " all_res.append(res)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:22<00:00, 66.97it/s]\n", "100%|██████████| 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2:'g', 3:'c', 4:'m', 5:'y'}\n", "my_markers={0:'o', 1:'x', 2:'^', 3:'<', 4:'>', 5:'*'}" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "sXM9giPlL1e8", "outputId": "12d69241-fa4c-47ee-e4ea-01e9ae7c0bf9" }, "source": [ "fig=plt.figure(0, (8,8))\n", "handles={}\n", "for res in all_res:\n", " handles[res['label']]=plt.scatter(res['loss_d'], res['loss_r'], c=my_cmap[cm[res['label']]], marker=my_markers[cm[res['label']]])\n", "plt.legend(handles=handles.values(), labels=handles.keys(), fontsize=14); plt.grid(1)\n", "plt.xlabel('Discriminator Loss', fontsize=14)\n", "plt.ylabel('Residual Loss', fontsize=14)" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'Residual Loss')" ] }, "metadata": { "tags": [] }, "execution_count": 254 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "KqdpRieuL1e8" }, "source": [ "Alright, this plot is really interesting! To be honest it didn't come at quite as cleanly as I expected, but this happens fairly frequently in ML, especially when experimenting with new types of algorithms like GANs. Since our generator should find it more difficult to reproduce anomlous images, we *should* see a higher reconstruction loss for our anomolous images, relative to our good images. As you can see, this isn't really true, with our good images having medium to high reconsruction losses. However, we do see a pretty reasonable/nice pattern with our discriminator - anomalous images tend to have higher discriminator losses. We can use this to create our very own anomalous image detector. We'll create a simple method that takes in an image, computed our reconsruction, and returns true if our discrimnator and reconsruction loss exceed set thresholds. Not you could do something more sophisticated here, such as multivariate logistic regression (or even another neural network!) to classify anomolous images in the space of our discriminator and residual loss - this may lead to overfitting and we would likeley want to introduce a proper test set, but could be interesting to experiment with." ] }, { "cell_type": "code", "metadata": { "id": "VfOcAnaEL1e8" }, "source": [ "def anomaly_detector(im, G, D, d_loss_thresh, r_loss_thresh):\n", " '''Decides if image im is anomalous'''\n", " im_tensor=((kornia.image_to_tensor(im).float()/128)-1).to(device)\n", " res=walk_latent_space(G, D, im_tensor, n_iter=1500, lambd=0.1, lr=2e-2, device='cuda')\n", " if res['loss_d']>d_loss_thresh or res['loss_r']>r_loss_thresh: return True\n", " else: return False" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "-nn37IvBL1e8" }, "source": [ "Ok, let's test our our new function! We'll choose a `d_loss_thresh` of 1.3 (just based on eye balling plot), and a `r_loss_thresh` value of 0.21. Note that our redisual loss threshold isn't really doing much here, but may be useful for other types of images or other GAN weights. Let's measure the accuracy of our anomaly detector:" ] }, { "cell_type": "code", "metadata": { "id": "NjpLyhJtL1e8", "outputId": "764d2beb-a2c9-454e-e764-0a962f4af654" }, "source": [ "im_path=data_path/dset/'test'/'good'/'001.png' #Test on good example - should return False\n", "im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", "im=cv2.resize(im, (64,64))\n", "predicted_anomaly=anomaly_detector(im, G, D, d_loss_thresh=1.3, r_loss_thresh=0.21)\n", "print(predicted_anomaly)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:21<00:00, 68.70it/s]" ], "name": "stderr" }, { "output_type": "stream", "text": [ "False\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "VVi10Nt6L1e9", "outputId": "c314556b-4448-4df1-9cdf-26aa0f4932c9" }, "source": [ "im_path=data_path/dset/'test'/'crack'/'001.png' #Test on defect - should return True\n", "im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", "im=cv2.resize(im, (64,64))\n", "predicted_anomaly=anomaly_detector(im, G, D, d_loss_thresh=1.3, r_loss_thresh=0.21)\n", "print(predicted_anomaly)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:22<00:00, 66.02it/s]" ], "name": "stderr" }, { "output_type": "stream", "text": [ "True\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "\n" ], "name": "stderr" } ] }, { "cell_type": "markdown", "metadata": { "id": "qjqd3VbHL1e9" }, "source": [ "Alright, 2 for 2! Now, let's see what our accuracy is accross all our data." ] }, { "cell_type": "code", "metadata": { "scrolled": true, "id": "ACFB81OuL1e9", "outputId": "8cb9e80a-0217-4f92-a37e-973c7070eb5b" }, "source": [ "num_correct=0; total=0 #Measure accuracy on good test examples\n", "for im_path in (data_path/dset/'test'/'good').glob('*.png'):\n", " im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", " im=cv2.resize(im, (64,64))\n", " predicted_anomaly=anomaly_detector(im, G, D, d_loss_thresh=1.3, r_loss_thresh=0.21)\n", " if not predicted_anomaly: num_correct+=1\n", " total+=1\n", " print(im_path, predicted_anomaly)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:21<00:00, 69.29it/s]\n", " 1%| | 8/1500 [00:00<00:20, 73.01it/s]" ], "name": "stderr" }, { "output_type": "stream", "text": [ "data/hazelnut/test/good/018.png True\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 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"data/hazelnut/test/good/020.png False\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "UsTuanDzL1e9", "outputId": "16248ad5-7e46-4a29-d469-c6f9a57e8304" }, "source": [ "num_correct/total " ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.95" ] }, "metadata": { "tags": [] }, "execution_count": 55 } ] }, { "cell_type": "code", "metadata": { "id": "SMsqB1n8L1e9", "outputId": "1c042732-651b-4c4c-fd73-ea306f553889" }, "source": [ "num_correct=0; total=0 #Measure accuracy on defective test examples\n", "for im_path in (data_path/dset/'test').glob('*/*'):\n", " if 'good' in str(im_path): continue\n", " im=cv2.cvtColor(cv2.imread(str(im_path)), cv2.COLOR_BGR2RGB)\n", " im=cv2.resize(im, (64,64))\n", " predicted_anomaly=anomaly_detector(im, G, D, d_loss_thresh=1.3, r_loss_thresh=0.21)\n", " if predicted_anomaly: num_correct+=1\n", " total+=1\n", " print(im_path, predicted_anomaly)" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:23<00:00, 64.96it/s]\n", " 0%| | 7/1500 [00:00<00:21, 68.35it/s]" ], "name": "stderr" }, { "output_type": "stream", "text": [ "data/hazelnut/test/print/012.png True\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:22<00:00, 67.50it/s]\n", " 0%| | 6/1500 [00:00<00:26, 55.86it/s]" ], "name": "stderr" }, { "output_type": "stream", "text": [ "data/hazelnut/test/print/000.png True\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:23<00:00, 65.08it/s]\n", " 0%| | 7/1500 [00:00<00:21, 69.38it/s]" ], "name": "stderr" }, { "output_type": "stream", "text": [ "data/hazelnut/test/print/008.png True\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:23<00:00, 64.89it/s]\n", " 0%| | 7/1500 [00:00<00:21, 69.51it/s]" ], 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"output_type": "stream", "text": [ "data/hazelnut/test/cut/009.png True\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "100%|██████████| 1500/1500 [00:22<00:00, 66.43it/s]" ], "name": "stderr" }, { "output_type": "stream", "text": [ "data/hazelnut/test/cut/011.png True\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "1C9NvLvqL1e-", "outputId": "01e00833-8269-46dd-ca74-87b972e37720" }, "source": [ "num_correct/total" ], "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.6" ] }, "metadata": { "tags": [] }, "execution_count": 57 } ] }, { "cell_type": "markdown", "metadata": { "id": "M0OrWLtDL1e-" }, "source": [ "For comparison, the MVTec AD paper sites an accruacy on hazelnuts using AnoGAN of 0.83 for the good examples, and 0.16 for the anamolous examples. We appear to be performing a bit better with an accuracy on good examples of around 98% and accuracy on anomalous examples of 68%. There are some differences between decisioning criteria, and our ad-hoc threshold based decisioning may not generalize terribly well, this would require more experimentation - but not a bad start!" ] }, { "cell_type": "markdown", "metadata": { "id": "1pUFOzvGL1e-" }, "source": [ "Finally, if you would like to wrap up (and maybe deploy!) our anomaly detector, check out the `anomaly_detector.py` script, you can run this script from the terminal like this:\n", "\n", "```\n", "python anomaly_detector.py --path_to_image PATH_TO_IMAGE --weights_dir PATH_TO_WEIGHTS --d_loss_thresh=1.3 --r_loss_thresh 0.21\n", "```" ] }, { "cell_type": "code", "metadata": { "id": "FOYhSuc5L1e-" }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }