{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook shows how to visualize the intermediate attention masks of a TbD-net on the CLEVR dataset." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pathlib import Path\n", "\n", "import torch\n", "import numpy as np\n", "from scipy.misc import imresize\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from tbd.module_net import load_tbd_net\n", "from utils.clevr import load_vocab\n", "from utils.download_pretrained_models import download" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define a function to wrap `torch.autograd.Variable` to automatically use the GPU when CUDA is available" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def Variable(tensor):\n", " if torch.cuda.is_available():\n", " tensor = tensor.cuda()\n", " return torch.autograd.Variable(tensor)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the vocabulary dictionary, which holds mappings from question, answer, and program tokens to indices. Then load a pre-trained Transparency by Design network (TbD-Net) from a checkpoint.\n", "\n", "*Note*: if you do not have the checkpoint downloaded, running this cell will download it." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "vocab = load_vocab(Path('data/vocab.json'))\n", "\n", "model_path = Path('./models')\n", "tbd_net_checkpoint = 'clevr-reg-hres.pt'\n", "if not (model_path / tbd_net_checkpoint).exists():\n", " download(tbd_net_checkpoint)\n", " \n", "tbd_net = load_tbd_net(model_path / tbd_net_checkpoint, vocab)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Helper functions and variables" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def forward_input(module_name, in1, in2):\n", " ''' Send `in1` and `in2` through the `module_name` module. \n", " \n", " Parameters\n", " ----------\n", " module_name : str\n", " The module to forward input through.\n", " \n", " in1 : torch.autograd.Variable\n", " The first input.\n", " \n", " in2 : torch.autograd.Variable\n", " The second input.\n", " \n", " Returns\n", " -------\n", " torch.autograd.Variable\n", " The output of the operation `module_name` when given `in1` and `in2`.\n", " '''\n", " return tbd_net.function_modules[module_name](in1, in2)\n", "\n", "def attn_var_to_np(attn):\n", " ''' Convenience function to take an input `Variable` and convert to a NumPy array.\n", " \n", " Parameters\n", " ----------\n", " attn : torch.autograd.Variable\n", " The attention mask `Variable` to convert to a NumPy array.\n", " \n", " Returns\n", " -------\n", " numpy.ndarray\n", " An array of shape (r, c) containing the data from `attn`.\n", " '''\n", " return attn.data.cpu().numpy().squeeze()\n", "\n", "def display_helper(ax, attn, title='', interp='lanczos'):\n", " ''' Convenience function to plot an attention on a set of axes.\n", " \n", " Parameters\n", " ----------\n", " ax : matplotlib.axes.Axes\n", " The set of axes on which to display the attention.\n", " \n", " attn : numpy.ndarray, shape (r, c)\n", " The attention mask to display.\n", " \n", " title : str, optional (default='')\n", " The title to display over the plot.\n", " \n", " interp : str, optional (default='lanczos')\n", " The type of interpolation to use. In our paper, we use lanczos interpolation\n", " for the smoothed images and nearest for the rest of our visualizations.\n", " Legal options are: (‘nearest’, ‘lanczos’, ‘bilinear’, ‘bicubic’, ‘cubic’).\n", " '''\n", " interp = interp if interp else 'nearest'\n", " ax.imshow(imresize(attn, (224, 224), interp))\n", " ax.axis('off')\n", " ax.set_title(title);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Count, Figure 1\n", "Question: How many large metal cylinders are in the image?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction: 2\n" ] }, { "data": { "image/png": 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QdUfyc6+uqoJJ6mxaWJfaTG3yZydSmWwmsZxse6hzJN/elmGDz8cvmOxYSCI5BzFuAOGU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\ntesrx8iiGOIyK+det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"text/plain": [ "<matplotlib.figure.Figure at 0x7f852e0f1048>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read in the data\n", "img = plt.imread(str(Path('data/test_im_000054.png')))\n", "feat = np.load(Path('data/test_feats_000054.npy'))\n", "\n", "# convert to PyTorch tensor\n", "feat_var = Variable(torch.FloatTensor(feat))\n", "\n", "# forward through the network\n", "scene_input = tbd_net.stem(feat_var)\n", "large_filter = forward_input('filter_size[large]', scene_input, tbd_net.ones_var)\n", "metal_filter = forward_input('filter_material[metal]', scene_input, large_filter)\n", "cylinder_filter = forward_input('filter_shape[cylinder]', scene_input, metal_filter)\n", "\n", "# display the image and attention masks\n", "fig, axs = plt.subplots(1, 4, figsize=(12,4))\n", "display_helper(axs[0], img, 'Input Image')\n", "display_helper(axs[1], attn_var_to_np(large_filter), 'Large')\n", "display_helper(axs[2], attn_var_to_np(metal_filter), 'Metal')\n", "display_helper(axs[3], attn_var_to_np(cylinder_filter), 'Cylinder')\n", "\n", "# compute and print the prediction\n", "count_output = forward_input('count', scene_input, cylinder_filter)\n", "final_output = tbd_net.classifier(count_output)\n", "_, prediction = final_output.max(1)\n", "print('Prediction: {}'.format(vocab['answer_idx_to_token'][prediction.item()]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Figure 3\n", "Question: What color is the big object that is left of the large metal sphere and right of the green metal thing?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Prediction: red\n" ] }, { "data": { "image/png": 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bTRZoOEkCUSgr+5JaQ10RjA/qlB1ktvYhVNDWBpjOMUMSkRPWB/dEwihK0Ix0YVKs9CxA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\nPr6JA18s6Vm4x8NWB9PSdddQh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"text/plain": [ "<matplotlib.figure.Figure at 0x7f855c598c50>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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JVKmQ557uQRfu+xPeZ50GusYLxbOecIZxSTEBd1FZ5mhVr/iJrydelbgaZatQhmEYhvHk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\nqJM9c5DrH+tqBe7ggtfmetHm0kmMzjxNKAHozBHUswwT6liy6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"text/plain": [ "<matplotlib.figure.Figure at 0x7f8511fa7588>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read in the data\n", "img = plt.imread(str(Path('data/test_im_000012.png')))\n", "feat = np.load(Path('data/test_feats_000012.npy'))\n", "\n", "# convert to PyTorch tensor\n", "feat_var = Variable(torch.FloatTensor(feat))\n", "\n", "# forward through the network\n", "scene_input = tbd_net.stem(feat_var)\n", "\n", "# forward through the first logical series\n", "large_filter = forward_input('filter_size[large]', scene_input, tbd_net.ones_var)\n", "metal_filter = forward_input('filter_material[metal]', scene_input, large_filter)\n", "sphere_filter = forward_input('filter_shape[sphere]', scene_input, metal_filter)\n", "left_filter = forward_input('relate[left]', scene_input, sphere_filter)\n", "\n", "# forward through the second logical series\n", "green_filter = forward_input('filter_color[green]', scene_input, tbd_net.ones_var)\n", "metal2_filter = forward_input('filter_material[metal]', scene_input, green_filter)\n", "right_filter = forward_input('relate[right]', scene_input, metal2_filter)\n", "\n", "# forward through the third logical series\n", "and_filter = forward_input('intersect', left_filter, right_filter)\n", "large2_filter = forward_input('filter_size[large]', scene_input, and_filter)\n", "\n", "# display the input image and attention masks\n", "_, ax = plt.subplots()\n", "display_helper(ax, img, 'Input Image')\n", "\n", "fig, ((ax00, ax01, ax02, ax03, ax04),\n", " (ax10, ax11, ax12, ax13, ax14),\n", " (ax20, ax21, ax22, ax23, ax24)) = plt.subplots(3, 5, figsize=(15, 9))\n", "\n", "# row 1: first logical series\n", "display_helper(ax00, attn_var_to_np(large_filter), 'Large')\n", "display_helper(ax01, attn_var_to_np(metal_filter), 'Metal')\n", "display_helper(ax02, attn_var_to_np(sphere_filter), 'Sphere')\n", "display_helper(ax03, attn_var_to_np(left_filter), 'Left')\n", "ax04.remove()\n", "\n", "# row 3: second logical series\n", "ax20.remove()\n", "display_helper(ax21, attn_var_to_np(green_filter), 'Green')\n", "display_helper(ax22, attn_var_to_np(metal2_filter), 'Metal')\n", "display_helper(ax23, attn_var_to_np(right_filter), 'Right')\n", "ax24.remove()\n", "\n", "# row 2: third logical series\n", "ax10.remove()\n", "ax11.remove()\n", "ax12.remove()\n", "display_helper(ax13, attn_var_to_np(and_filter), 'And')\n", "display_helper(ax14, attn_var_to_np(large2_filter), 'Large')\n", "\n", "# compute and print the prediction\n", "color_output = forward_input('query_color', scene_input, large2_filter)\n", "final_output = tbd_net.classifier(color_output)\n", "_, prediction = final_output.max(1)\n", "print('Prediction: {}'.format(vocab['answer_idx_to_token'][prediction.item()]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Metal filter, Figure 6\n", "No question; this is meant to illustrate that the `Attention` operations behave intuitively" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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JyW1XPDwJrjxQFSNw76jtBFCXwUZ5ejSmrRXTYGUbfyAQKLrNRSivY9bzoWMe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\nr+Ojv/wrPD09xfH5Wc3lHUC0kl1JahDATOvpwCamZiKM44i3x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/Gja62XXjUK3fbCA9PH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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f855c535320>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read in the data\n", "img = plt.imread(str(Path('data/test_im_000021.png')))\n", "feat = np.load(Path('data/test_feats_000021.npy'))\n", "\n", "# convert to PyTorch tensor\n", "feat_var = Variable(torch.FloatTensor(feat))\n", "\n", "# forward through the network\n", "scene_input = tbd_net.stem(feat_var)\n", "metal_filter = forward_input('filter_material[metal]', scene_input, tbd_net.ones_var)\n", "\n", "# display the image and attention mask\n", "fig, axs = plt.subplots(1, 2, figsize=(8,4))\n", "display_helper(axs[0], img, 'Input Image')\n", "display_helper(axs[1], attn_var_to_np(metal_filter), 'Metal')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Relate[right], Figure 7\n", "No question; this is meant to illustrate that the `Relate` operations, while more complex than the `Attention` operations, are equally sensible and intuitive" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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fCs4ixDM16BNHfvbNd6wIGaB0FTJMVJ1Iz7gcQbja3npuzSURbDWntIHU4PpS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\nhBBCCNkEFKiEEEIIIYQQQjbB/wA1tJsju4USJwAAAABJRU5ErkJggg==\n", "text/plain": [ "<matplotlib.figure.Figure at 0x7f852e0e0c88>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read in the data\n", "img = plt.imread(str(Path('data/test_im_000027.png')))\n", "feat = np.load(Path('data/test_feats_000027.npy'))\n", "\n", "# convert to PyTorch tensor\n", "feat_var = Variable(torch.FloatTensor(feat))\n", "\n", "# forward through the network\n", "scene_input = tbd_net.stem(feat_var)\n", "purple_filter = forward_input('filter_color[purple]', scene_input, tbd_net.ones_var)\n", "cylinder_filter = forward_input('filter_shape[cylinder]', scene_input, purple_filter)\n", "right_filter = forward_input('relate[right]', scene_input, cylinder_filter)\n", "\n", "# display the image and attention masks\n", "fig, axs = plt.subplots(1, 4, figsize=(16, 4))\n", "display_helper(axs[0], img, 'Input Image')\n", "display_helper(axs[1], attn_var_to_np(purple_filter), 'Purple')\n", "display_helper(axs[2], attn_var_to_np(cylinder_filter), 'Cylinder')\n", "display_helper(axs[3], attn_var_to_np(right_filter), 'Right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Same[color], Figure 8\n", "No question; this is meant to illustrate that the `Same` operations, while being quite complex, are as sensible and intuitive as the `Relate` and `Attention` operations" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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MzWeur9waivSsHrnP7Jipt1kNb6vNICpBGrWjsxoMn5BICjGQe9gLaZMErfpuhD2RYcs9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Eycdi1fZGsx0jQ/QHed6C56diZbFsgwoJtXy2pfAM+3gThN2/LYlzmJlpenCdmMLJ4r046wDkt+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\nif9JQJ12AqU/4vy4MwOqJUBG74562/lrFhfob1MN7b2v2n1sVZnQvmj2mNa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"text/plain": [ "<matplotlib.figure.Figure at 0x7f84fcb734e0>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# read in the data\n", "img = plt.imread(str(Path('data/test_im_000024.png')))\n", "feat = np.load(Path('data/test_feats_000024.npy'))\n", "\n", "# convert to PyTorch tensor\n", "feat_var = Variable(torch.FloatTensor(feat))\n", "\n", "# forward through the network\n", "scene_input = tbd_net.stem(feat_var)\n", "blue_filter = forward_input('filter_color[blue]', scene_input, tbd_net.ones_var)\n", "sphere_filter = forward_input('filter_shape[sphere]', scene_input, blue_filter)\n", "same_color = forward_input('same_color', scene_input, sphere_filter)\n", "\n", "# display the image and attention masks\n", "fig, axs = plt.subplots(1, 4, figsize=(16,4));\n", "display_helper(axs[0], img, 'Input Image')\n", "display_helper(axs[1], attn_var_to_np(blue_filter), 'Blue')\n", "display_helper(axs[2], attn_var_to_np(sphere_filter), 'Sphere')\n", "display_helper(axs[3], attn_var_to_np(same_color), 'Same Color')" ] } ], "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }