{"nbformat_minor": 0, "cells": [{"source": "# Plot attentions", "cell_type": "markdown", "metadata": {}}, {"source": "### Load model", "cell_type": "markdown", "metadata": {}}, {"execution_count": 2, "cell_type": "code", "source": "import sys, os\nROOT = \"/home/hadoop/deepy\"\nsys.path.append(ROOT)", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 3, "cell_type": "code", "source": "import experiments.attention_models.baseline_model\nreload(experiments.attention_models.baseline_model)\nfrom experiments.attention_models.baseline_model import get_network\n\nmodel_path = os.path.join(ROOT, \"experiments/attention_models/models/mnist_att_params2.gz\")\nnetwork = get_network(model_path, disable_reinforce=True)", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Couldn't import dot_parser, loading of dot files will not be possible.\n"}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 7, "cell_type": "code", "source": "import numpy as np\nimport theano\n\nglimpse_function = theano.function([network.inputs[0]], network.layers[0].positions)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"source": "### Plot attentions", "cell_type": "markdown", "metadata": {}}, {"execution_count": 37, "cell_type": "code", "source": "from deepy.dataset import MnistDataset, MiniBatches\nmnist = MiniBatches(MnistDataset(), batch_size=1)", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 61, "cell_type": "code", "source": "%matplotlib inline\nimport matplotlib.pyplot as plt\nfrom matplotlib.patches import Rectangle\n\nplt.figure(figsize=(16, 16))\n\nfor image_n in range(25):\n image = mnist.test_set()[image_n][0].reshape((28,28))\n prediction = np.argmax(network.predict(image.reshape((1,28*28))))\n glimpses = glimpse_function(image.reshape((1,28*28)))\n\n gca = plt.subplot(5, 5, image_n+1)\n gca.matshow(image, cmap=\"gray\")\n for i, glimpse in enumerate(glimpses):\n x, y = glimpse * 14 + 14\n gca.add_patch(Rectangle((x - 3.5, y - 3.5), 7, 7, ec=\"red\", fill=None, alpha=0.8))\n gca.annotate(str(i+1), xy=(x - 3.5, y - 3.5), color='r', weight='bold', fontsize=8, ha='center', va='center', alpha=0.8)\n gca.annotate(\"Prediction: %d\" % prediction, xy=(19, 26), color='r', weight='bold', fontsize=12, ha='center', va='center', alpha=0.8)\nplt.show()", "outputs": [{"output_type": "display_data", "data": {"image/png": 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XyYaSmYqxJgLqAMwDbktnZ0RExDHBqVOheXOIcssEkWRMAAZhzVb/fpr7IumjyYBEJKrv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\nbbXJkye70gfJDG5ui4u36NR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Ub/G8Ogm+rjdWuAtDz58FTgMWRLQJJt4tkbgEXFimMi5e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\nLRfluKQQpwPNesAbwK1YZ1OeBg4Djgc2A4/GpHcSlrHAPKz7KwAuCDx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/+tOfbLFhw4YZ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