{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "PNDQCDSFVdQ4" }, "source": [ "# **Metody interpretowalności dla sieci neuronowych**\n", "Autor: Anna Dawid" ] }, { "cell_type": "markdown", "metadata": { "id": "seqEdVR1VdQ7" }, "source": [ "## Wprowadzenie\n", "Ogólna zasada jest taka, że im bardziej skomplikowana sieć (model), tym bardziej złożone problemy potrafi opisać (co jest dość intuicyjne). Wiąże się z tym pewna komplikacja w postaci utraty interpretowalności wraz ze wzrastającym poziomem złożoności modelu.\n", "\n", "### Po co w ogóle się przejmować interpretowalnością?\n", "\n", "* ulepszanie modelu -> gdy przeanalizujemy na co zwraca uwagę podczas klasyfikacji i regresji, i dowiemy się, że skupia się na niezbyt istotnej cesze, możemy spróbować ulepszyć model. Przykład: **[obraz](http://3.bp.blogspot.com/-S8g8SNWhyR0/WIsOFqPD2WI/AAAAAAAAA68/9yNFp6sdao0Er7qDIqEPu7ORTU589tFCACK4B/s1600/Bildschirmfoto%2B2017-01-27%2Bum%2B10.08.11.png): pies husky na śniegu => predykcja: wilk**\n", "\n", "\n", "* powody etyczne: zapobieganie dyskryminacji wdrukowanej przez człowieka opisującego dane treningowe oraz modele stosowane do celów medycznych\n", "* powody prawne: od maja 2019 r. każdy obywatel Unii ma prawo poznać rozumowanie stojące za każdą zautomatyzowaną, dotyczącą go decyzją\n", "* jedyny sposób, żeby uczenie maszynowe nauczyło nas czegoś nowego o fizyce?\n", "\n", "Przykłady interpretowalnych modeli, które poznaliśmy na zajęciach: regresja logistyczna, drzewa decyzyjne, do pewnego stopnia maszyny wektorów wspierających\n", "\n", "Sztandarowym przykładem bogatego modelu nieinterpretowalnego są głębokie sieci neuronowe (w tym konwolucyjne, szczególnie skuteczne w analizie obrazków)." ] }, { "cell_type": "markdown", "metadata": { "id": "tFpUrBiRgFiV" }, "source": [ "## Jakie mamy metody?\n", "\n", "Baaaaaardzo dużo. W ogólności można je podzielić na trzy kategorie (choć nie wyczerpuje to tematu! Dziedzina interpretowalnego uczenia maszynowego produkuje kilka nowych metod co tydzień!).\n", "\n", "Można zadać sobie następujące pytania:\n", "1. Jaki input, jakie dane wejściowe maksymalnie aktywują neuron odpowiadający predykcji konkretnej klasy? Czyli jak wygląda według modelu archetypowy pies/kot/dziewiątka? Przykłady: wizualizacja cech (feature visualisation), zainteresowani mogą wygooglować DeepDream\n", "2. Czy możemy lokalnie zastąpić ten model prostszym, za to interpretowalnym? Przykłady: [LIME](https://towardsdatascience.com/understanding-model-predictions-with-lime-a582fdff3a3b).\n", "3. Która część danych wejściowych (np. która część obrazka) była najbardziej odpowiedzialna za daną predykcję? Przykłady: [mapy ciepła](https://towardsdatascience.com/demystifying-convolutional-neural-networks-using-class-activation-maps-fe94eda4cef1)\n", "\n", "Część takich metod jest zebrana w ładnych bibliotekach np. [iNNvestigate](https://github.com/albermax/innvestigate/blob/master/examples/notebooks/mnist_compare_methods.ipynb) lub [Alibi](https://github.com/SeldonIO/alibi).\n", "\n", "\n", "W ramach dzisiejszych ćwiczeń poznamy i pobawimy się podstawową metodą interpretowalności z kategorii 3, czyli mapami aktywacji klasy (CAM, Class Activation Maps, [publikacja](https://arxiv.org/pdf/1512.04150.pdf)). Mają wiele pochodnych i udoskonaleń (np. [Grad-CAM](https://jacobgil.github.io/deeplearning/class-activation-maps)), zbiorczo takie mapy nazywa się czasem mapami ciepła." ] }, { "cell_type": "markdown", "metadata": { "id": "8K42wAvdfOML" }, "source": [ "# Class Activation Maps (CAM)\n", "\n", "Kod bazuje na [kodzie stworzonym przez autorów metody](https://github.com/zhoubolei/CAM)." ] }, { "cell_type": "markdown", "metadata": { "id": "FEkPKbxiWWu-" }, "source": [ "![CAM](https://drive.google.com/uc?id=1vibsld9iq7j4GYgDP5LMXdoitvfr8q_M)" ] }, { "cell_type": "markdown", "metadata": { "id": "ows63OwwMZ8i" }, "source": [ "## Zaczniemy od importu wytrenowanej i skomplikowanej sieci **z GAP na końcu**\n", "\n", "Żeby było więcej zabawy, będziemy dzisiaj sprawdzać mapy ciepła na obrazkach ze zbioru ImageNet. To zbiór ponad 14 milionów zdjęć z [1000](https://gist.github.com/yrevar/942d3a0ac09ec9e5eb3a) kategorii (a dokładniej z 1000 nienachodzących na siebie kategorii, generalnie wylicza się tam 20 000 kategorii, ale wyścigi sieci neuronowych robi się na tych rozłącznych).\n", "\n", "Zaprojektowanie od zera skutecznej sieci rozpoznającej tyle obiektów byłoby trudne i czasochłonne (głównie czasochłonne), więc stańmy na ramionach olbrzymów :)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "executionInfo": { "elapsed": 4713, "status": "ok", "timestamp": 1611922115210, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "lpfU-WXKg5CY" }, "outputs": [], "source": [ "import io\n", "import requests\n", "from PIL import Image\n", "# from google.colab.patches import cv2_imshow\n", "from cv2 import imshow\n", "from torchvision import models, transforms\n", "from torch.autograd import Variable\n", "from torch.nn import functional as F\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import cv2\n", "import pdb" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 259 }, "executionInfo": { "elapsed": 5310, "status": "ok", "timestamp": 1611922115816, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "Z_rTipdKigUa", "outputId": "7cf84dfc-6f13-4ec4-b1c8-d61f8108df5a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# obrazek do analizy\n", "IMG_URL = 'http://media.mlive.com/news_impact/photo/9933031-large.jpg'\n", "LABELS_URL = \"https://s3.amazonaws.com/deep-learning-models/image-models/imagenet_class_index.json\"\n", "# wydrukuj obrazek\n", "response = requests.get(IMG_URL)\n", "img_pil = Image.open(io.BytesIO(response.content))\n", "plt.imshow(img_pil)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 82400, "status": "ok", "timestamp": 1611922192909, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "-MiOF7PKbZIj", "outputId": "059f5eb6-61b7-4e15-acee-b51dc4006b9d" }, "outputs": [], "source": [ "# Jeśli chcesz zapisywać wyniki, potrzebujesz podłączyć dysk Google'a\n", "# from google.colab import drive\n", "# drive.mount('/content/drive/')\n", "# folder = '/content/drive/My Drive/Colab Notebooks/'\n", "\n", "folder='./' # <-- do pracy lokalnej, zakomentuj jeżeli pracujesz na Collabie\n", "response = requests.get(IMG_URL)\n", "img_pil = Image.open(io.BytesIO(response.content))\n", "img_pil.save(folder + 'test.jpg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zastanówmy się nad modelem, którego będziemy używali. Wydrukujmy sobie jego architekturę.\n", "Pamiętajcie, dla podstawowego CAMa, konieczna jest globalna warstwa uśredniająca (global average pooling, GAP)!\n", "Każdy skonwolutowany obrazek musi odpowiadać tylko jednej wartości w pełni-połączonej ostatniej warstwie!\n", "Sieci takie jak GoogleNet, ResNet, DenseNet mają wbudowanego GAPa na końcu, więc można na nich zastosować CAM bez żadnych modyfikacji.\n", "Tak wyglądają ich architektury: https://neurohive.io/en/popular-networks/\n", "\n", "\n", "#### Zwróć uwagę, że definiujemy tu zmienną \"finalconv_name\"" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 82, "referenced_widgets": [ "5a6329ed78b84bfc9f9c693d4a069e73", "9b77f967fd944e0bbfceab77cc020996", "55be79a8e76c4f08bfb14a7a900ecc0f", "294f3b9828294a2c92cd430e46a7c180", "fda553a9131b4ab69298d25d01c0a745", "dbbc09078843483bb7b0d47f8df08545", "fc8465ccf25c41e69934ae1269e45f0c", "9b1e31da0a8f4f848f4282b1cc11dac6" ] }, "executionInfo": { "elapsed": 83774, "status": "ok", "timestamp": 1611922194286, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "KZq-GfWZK5-Z", "outputId": "5f231207-f317-49f5-e668-95cc5307f0fb", "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ResNet(\n", " (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n", " (layer1): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer2): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer3): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (layer4): Sequential(\n", " (0): BasicBlock(\n", " (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (downsample): Sequential(\n", " (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n", " (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (1): BasicBlock(\n", " (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (relu): ReLU(inplace=True)\n", " (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " )\n", " )\n", " (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n", " (fc): Linear(in_features=512, out_features=1000, bias=True)\n", ")\n" ] } ], "source": [ "# można wybrać architekturę tutaj\n", "model_id = 2 # 1 = SqueezeNet, 2 = ResNet18, 3 = DenseNet161\n", "\n", "if model_id == 1:\n", " net = models.squeezenet1_1(pretrained=True)\n", " finalconv_name = 'features' # to ostatnia warstwa konwolucyjna modelu\n", "elif model_id == 2:\n", " net = models.resnet18(pretrained=True)\n", " finalconv_name = 'layer4'\n", "elif model_id == 3:\n", " net = models.densenet161(pretrained=True)\n", " finalconv_name = 'features'\n", "\n", "print(net)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Jeżeli powyżej dostałeś błąd SSL to spróbuj odkomentować i uruchomić poniższą komórkę, a następnie jeszcze raz tą powyżej." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# import ssl\n", "\n", "# try:\n", "# _create_unverified_https_context = ssl._create_unverified_context\n", "# except AttributeError:\n", "# # Legacy Python that doesn't verify HTTPS certificates by default\n", "# pass\n", "# else:\n", "# # Handle target environment that doesn't support HTTPS verification\n", "# ssl._create_default_https_context = _create_unverified_https_context\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 83774, "status": "ok", "timestamp": 1611922194288, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "XOf1Kto2ie1g", "outputId": "06f8875d-e9d9-41d1-d4d3-f928914c306b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# Ustaw już wytrenowaną sieć do trybu ewaluacji\n", "net.eval()\n", "print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Teraz coś nietrywalnego. \n", "\n", "\"Zaczepimy się\" na konkretnej warstwie sieci. \n", "To znaczy, że nasz hak będzie zawierał wartości, które pojawiają się w \"zaczepionej\" warstwie. \n", "Także kiedy zrobimy predykcję na obrazku testowym za pomocą naszego modelu, \n", "to hak będzie zawierał elementy przetworzonego przez sieć obrazka, które się tam pojawią.\n", "Nazwa ostatniej warstwy sieci zależy od wybranego modelu. W komórce gdzie wybieraliśmy model, \n", "także zdefiniowaliśmy 'finalconv_name', którą Wam wcześniej sprawdziłam z architektury.\n", "Bierzemy więc tu te pojedyncze wartości, do których GAP sprowadza każdy skonwolutowany obrazek.\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 83770, "status": "ok", "timestamp": 1611922194289, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "Vnjg5ED6jaf6", "outputId": "6bf9f86b-426d-453e-ee2c-940f87171248" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "features_blobs = []\n", "def hook_feature(module, input, output):\n", " features_blobs.append(output.data.cpu().numpy())\n", "\n", "net._modules.get(finalconv_name).register_forward_hook(hook_feature)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tutaj wyciągamy wagi, które pojawiają się podczas klasyfikacji, przy softmaxie \n", "(po stronie GAPa, stąd 'params[-2]', czyli druga od końca)\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "executionInfo": { "elapsed": 83767, "status": "ok", "timestamp": 1611922194289, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "3w1dS3-_lEj1" }, "outputs": [], "source": [ "params = list(net.parameters())\n", "weight_softmax = np.squeeze(params[-2].data.numpy())" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "executionInfo": { "elapsed": 83764, "status": "ok", "timestamp": 1611922194290, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "YuSRKK5ylFSO" }, "outputs": [], "source": [ "def returnCAM(feature_conv, weight_softmax, class_idx):\n", " size_upsample = (256, 256)\n", " bz, nc, h, w = feature_conv.shape\n", " output_cam = []\n", " for idx in class_idx:\n", " cam = weight_softmax[idx].dot(feature_conv.reshape((nc, h*w)))\n", " cam = cam.reshape(h, w)\n", " cam = cam - np.min(cam)\n", " cam_img = cam / np.max(cam)\n", " cam_img = np.uint8(255 * cam_img)\n", " output_cam.append(cv2.resize(cam_img, size_upsample))\n", " return output_cam" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Abu móc naszymi sieciami klasyfikować dowolny obrazek, musimy go najpierw trochę przeprocesować.\n", "\n", "Mianowicie: \n", "\n", " 1) Zmienić wymiar do (224, 224), aby pasowało do wymiarów naszych sieci.\n", "\n", " 2) Przetransformować dane do formatu zwanego \"Tensorem\" używanym przez PyTorch.\n", "\n", " 3) Znormalizować obrazek zgodnie ze średnią i odchyleniem standardowym danych treningowych w zestawie ImageNet (na których trenowane były wszystkie modele) .\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "executionInfo": { "elapsed": 83991, "status": "ok", "timestamp": 1611922194520, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "i1ZgOZ6ylIOx" }, "outputs": [], "source": [ "normalize = transforms.Normalize(\n", " mean=[0.485, 0.456, 0.406],\n", " std=[0.229, 0.224, 0.225])\n", "\n", "preprocess = transforms.Compose([\n", " transforms.Resize((224,224)),\n", " transforms.ToTensor(),\n", " normalize])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "executionInfo": { "elapsed": 83991, "status": "ok", "timestamp": 1611922194522, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "YAwwUVqQh6a4" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at ../c10/core/TensorImpl.h:1156.)\n", " return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n" ] } ], "source": [ "img_tensor = preprocess(img_pil)\n", "img_variable = Variable(img_tensor.unsqueeze(0))\n", "\n", "# Teraz predykcja! Hak przyczepiony do ostatniej warstwy konwolucyjnej zapamięta do czego skolapsował obrazek.\n", "logit = net(img_variable)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# odpalenie tej komórki stworzy i zapisze obrazek przedstawiający architekturę sieci Nauronowej, której używamy\n", "\n", "## !pip3 install torchviz # <-- odpal jeżeli nie masz torchviz zainstalowanego\n", "# from torchviz import make_dot\n", "\n", "# make_dot(logit, params=dict(list(net.named_parameters()))).render(\"nn\", format=\"png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mamy predykcje dla wszystkich etykietek, ale teraz musimy:\n", "1) puścić to przez funkcję softmax, \n", "\n", "2) znaleźć największą wartość (~prawdopodobieństwo)\n", "\n", "3) znaleźć do jakiej etykietki należy ta największa wartość\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 84297, "status": "ok", "timestamp": 1611922194832, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "6lQ76YRqgOFH", "outputId": "937e926f-59a2-4031-9690-ad736c74a29e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.437 -> ['n03792782', 'mountain_bike']\n", "0.131 -> ['n09193705', 'alp']\n", "0.119 -> ['n02835271', 'bicycle-built-for-two']\n", "0.108 -> ['n04509417', 'unicycle']\n", "0.049 -> ['n09332890', 'lakeside']\n" ] } ], "source": [ "# Pobierz listę kategorii ImageNetu do słownika:\n", "classes = {int(key):value for (key, value)\n", " in requests.get(LABELS_URL).json().items()}\n", "\n", "# Puszczamy przez softmax:\n", "h_x = F.softmax(logit, dim=1).data.squeeze()\n", "\n", "# Sortujemy prawdopodobieństwa wraz z odpowiadającymi im kategoriami\n", "probs, idx = h_x.sort(0, True)\n", "probs = probs.numpy()\n", "idx = idx.numpy()\n", "\n", "# Output! (tutaj 5 etykietek z największymi prawdopodobieństwami)\n", "for i in range(0, 5):\n", " print('{:.3f} -> {}'.format(probs[i], classes[idx[i]]))" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "executionInfo": { "elapsed": 84296, "status": "ok", "timestamp": 1611922194834, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "e_CkyQlfGzvc" }, "outputs": [], "source": [ "# Wreszcie możemy wygenerować CAM dla dowolnej kategorii.\n", "# Zacznijmy od klasy z największym prawdopodobieństwem, czyli top1: idx[0] (bo sortowaliśmy względem prawdopodobieństw, pamiętacie?)\n", "CAMs = returnCAM(features_blobs[0], weight_softmax, [idx[0]])" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 250 }, "executionInfo": { "elapsed": 85006, "status": "ok", "timestamp": 1611922195547, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "klnnqX1yG1tm", "outputId": "e49d1924-583f-4d89-aafc-1a79acad9073" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "output CAM.jpg for the top1 prediction: ['n03792782', 'mountain_bike']\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "# Wydrukuj CAM\n", "\n", "print('output CAM.jpg for the top1 prediction: %s'%classes[idx[0]])\n", "img = cv2.imread(folder + 'test.jpg')\n", "height, width, _ = img.shape\n", "heatmap = cv2.applyColorMap(cv2.resize(CAMs[0],(width, height)), cv2.COLORMAP_JET)\n", "result = heatmap * 0.3 + img * 0.5 # nakładamy obrazek i heatmap na siebi\n", "cv2.imwrite(folder + 'CAM.jpg', result) # zapisujemy na dysk\n", "\n", "plt.imshow(np.flip(result/255, axis=-1) )# wyświetlamy jako obraz RGB (flip zmienia BGR nad RGB)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "fbK8g57PS-6N" }, "source": [ "# Do samodzielnego zrobienia:\n", "\n", "## Zadania numeryczne:\n", "1. Metodą \"kopiuj-wklej\" stwórz funkcję, która za argument przyjmuje ścieżkę do obrazka z dysku, a zwraca mapę aktywacji odpowiedniej klasy.\n", "\n", "2. Wydrukuj i zastanów się nad kształtem kolejno: \n", "* obrazka wprowadzanego do sieci\n", "* outputem sieci\n", "* rozmiarem ostatniej warstwy (po GAP)\n", "* co funkcja CAM dokładnie robi? Czym jest 'weight_softmax[idx].dot(feature_conv.reshape((nc, h*w)))', dlaczego potem wynik jest reshape'owany do (h, w)? Czym są 'bz, nc, h, w'? Wydrukuj je wszystkie.\n", "* co robi cv2.resize? Czemu go potrzebujemy?\n", "\n", "## Dyskusja:\n", "1. Zastosuj do kilku obrazków z internetu i zastanów się, co mapy mówią Ci o odpowiednich predykcjach sieci.\n", "2. Zastosuj do kilku obrazków z internetu z tej samej kategorii (np. różne psy, różne koty) i znów zastanów się, co mapy mówią Ci o odpowiednich predykcjach sieci.\n", "3. Bazując na klasyfikacji metod opisanej podczas części wykładowej, do jakiej kategorii należy CAM?\n", " * Jest zależny (model-specific) czy niezależny od modelu (model-agnostic)?\n", " * Daje lokalne czy globalne wyjaśnienia modelu?\n", " * Czy to (a) podejście surogatkowe? (b) metoda skupiająca się na analizie elementów składowych modelu? (c) metoda skupiająca się na analizie modelu po zaburzeniu danych wejściowych?\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "executionInfo": { "elapsed": 85006, "status": "ok", "timestamp": 1611922195549, "user": { "displayName": "Anna Dawid", "photoUrl": "https://lh3.googleusercontent.com/a-/AOh14GgUQAwZ7wyayL4BbiM0n_EANCgBjSdZ9H14lgcCFEE=s64", "userId": "02862484648310443813" }, "user_tz": -60 }, "id": "GJsUfc7x_CiD" }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "colab": { "collapsed_sections": [], "name": "12M_Interpretowalne_ML_CAM.ipynb", "provenance": [ { "file_id": "1rpo3ZJb2UO9-AR3Bx6bwqvO6ed2aUFxh", "timestamp": 1611920384415 }, { "file_id": "1uQo_Q-r1gxUebVJXQ0t2z2YBzXeJX3VE", "timestamp": 1605196868068 }, { "file_id": "1q_1Jg5oeAqGxI0oZWL8M_3YE_Lw_jYx-", "timestamp": 1605116339585 }, { "file_id": "1KzFoxWgz7QBAEbfNMzEBSu5dSMQ0mrlb", "timestamp": 1579860284438 }, { "file_id": "1BY9TSukNLV3VgtNdHpcgWofeAtVF4yku", 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