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@tevdoradze
Last active December 2, 2019 23:06
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traffic_signs_classification.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "traffic_signs_classification.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/tevdoradze/00fff063a0793fdf2c4384c510f1fc4a/traffic_signs_classification.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FdJZ-06sSJc0",
"colab_type": "text"
},
"source": [
"# Data download"
]
},
{
"cell_type": "code",
"metadata": {
"id": "wn54LzeR9D_y",
"colab_type": "code",
"colab": {}
},
"source": [
"from google.colab import files"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "I18fMbcH9dz5",
"colab_type": "code",
"outputId": "203eb72d-fc92-4a63-b5d5-a996d57337d5",
"colab": {
"resources": {
"http://localhost:8080/nbextensions/google.colab/files.js": {
"data": "Ly8gQ29weXJpZ2h0IDIwMTcgR29vZ2xlIExMQwovLwovLyBMaWNlbnNlZCB1bmRlciB0aGUgQXBhY2hlIExpY2Vuc2UsIFZlcnNpb24gMi4wICh0aGUgIkxpY2Vuc2UiKTsKLy8geW91IG1heSBub3QgdXNlIHRoaXMgZmlsZSBleGNlcHQgaW4gY29tcGxpYW5jZSB3aXRoIHRoZSBMaWNlbnNlLgovLyBZb3UgbWF5IG9idGFpbiBhIGNvcHkgb2YgdGhlIExpY2Vuc2UgYXQKLy8KLy8gICAgICBodHRwOi8vd3d3LmFwYWNoZS5vcmcvbGljZW5zZXMvTElDRU5TRS0yLjAKLy8KLy8gVW5sZXNzIHJlcXVpcmVkIGJ5IGFwcGxpY2FibGUgbGF3IG9yIGFncmVlZCB0byBpbiB3cml0aW5nLCBzb2Z0d2FyZQovLyBkaXN0cmlidXRlZCB1bmRlciB0aGUgTGljZW5zZSBpcyBkaXN0cmlidXRlZCBvbiBhbiAiQVMgSVMiIEJBU0lTLAovLyBXSVRIT1VUIFdBUlJBTlRJRVMgT1IgQ09ORElUSU9OUyBPRiBBTlkgS0lORCwgZWl0aGVyIGV4cHJlc3Mgb3IgaW1wbGllZC4KLy8gU2VlIHRoZSBMaWNlbnNlIGZvciB0aGUgc3BlY2lmaWMgbGFuZ3VhZ2UgZ292ZXJuaW5nIHBlcm1pc3Npb25zIGFuZAovLyBsaW1pdGF0aW9ucyB1bmRlciB0aGUgTGljZW5zZS4KCi8qKgogKiBAZmlsZW92ZXJ2aWV3IEhlbHBlcnMgZm9yIGdvb2dsZS5jb2xhYiBQeXRob24gbW9kdWxlLgogKi8KKGZ1bmN0aW9uKHNjb3BlKSB7CmZ1bmN0aW9uIHNwYW4odGV4dCwgc3R5bGVBdHRyaWJ1dGVzID0ge30pIHsKICBjb25zdCBlbGVtZW50ID0gZG9jdW1lbnQuY3JlYXRlRWxlbWVudCgnc3BhbicpOwogIGVsZW1lbnQudGV4dENvbnRlbnQgPSB0ZXh0OwogIGZvciAoY29uc3Qga2V5IG9mIE9iamVjdC5rZXlzKHN0eWxlQXR0cmlidXRlcykpIHsKICAgIGVsZW1lbnQuc3R5bGVba2V5XSA9IHN0eWxlQXR0cmlidXRlc1trZXldOwogIH0KICByZXR1cm4gZWxlbWVudDsKfQoKLy8gTWF4IG51bWJlciBvZiBieXRlcyB3aGljaCB3aWxsIGJlIHVwbG9hZGVkIGF0IGEgdGltZS4KY29uc3QgTUFYX1BBWUxPQURfU0laRSA9IDEwMCAqIDEwMjQ7Ci8vIE1heCBhbW91bnQgb2YgdGltZSB0byBibG9jayB3YWl0aW5nIGZvciB0aGUgdXNlci4KY29uc3QgRklMRV9DSEFOR0VfVElNRU9VVF9NUyA9IDMwICogMTAwMDsKCmZ1bmN0aW9uIF91cGxvYWRGaWxlcyhpbnB1dElkLCBvdXRwdXRJZCkgewogIGNvbnN0IHN0ZXBzID0gdXBsb2FkRmlsZXNTdGVwKGlucHV0SWQsIG91dHB1dElkKTsKICBjb25zdCBvdXRwdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQob3V0cHV0SWQpOwogIC8vIENhY2hlIHN0ZXBzIG9uIHRoZSBvdXRwdXRFbGVtZW50IHRvIG1ha2UgaXQgYXZhaWxhYmxlIGZvciB0aGUgbmV4dCBjYWxsCiAgLy8gdG8gdXBsb2FkRmlsZXNDb250aW51ZSBmcm9tIFB5dGhvbi4KICBvdXRwdXRFbGVtZW50LnN0ZXBzID0gc3RlcHM7CgogIHJldHVybiBfdXBsb2FkRmlsZXNDb250aW51ZShvdXRwdXRJZCk7Cn0KCi8vIFRoaXMgaXMgcm91Z2hseSBhbiBhc3luYyBnZW5lcmF0b3IgKG5vdCBzdXBwb3J0ZWQgaW4gdGhlIGJyb3dzZXIgeWV0KSwKLy8gd2hlcmUgdGhlcmUgYXJlIG11bHRpcGxlIGFzeW5jaHJvbm91cyBzdGVwcyBhbmQgdGhlIFB5dGhvbiBzaWRlIGlzIGdvaW5nCi8vIHRvIHBvbGwgZm9yIGNvbXBsZXRpb24gb2YgZWFjaCBzdGVwLgovLyBUaGlzIHVzZXMgYSBQcm9taXNlIHRvIGJsb2NrIHRoZSBweXRob24gc2lkZSBvbiBjb21wbGV0aW9uIG9mIGVhY2ggc3RlcCwKLy8gdGhlbiBwYXNzZXMgdGhlIHJlc3VsdCBvZiB0aGUgcHJldmlvdXMgc3RlcCBhcyB0aGUgaW5wdXQgdG8gdGhlIG5leHQgc3RlcC4KZnVuY3Rpb24gX3VwbG9hZEZpbGVzQ29udGludWUob3V0cHV0SWQpIHsKICBjb25zdCBvdXRwdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQob3V0cHV0SWQpOwogIGNvbnN0IHN0ZXBzID0gb3V0cHV0RWxlbWVudC5zdGVwczsKCiAgY29uc3QgbmV4dCA9IHN0ZXBzLm5leHQob3V0cHV0RWxlbWVudC5sYXN0UHJvbWlzZVZhbHVlKTsKICByZXR1cm4gUHJvbWlzZS5yZXNvbHZlKG5leHQudmFsdWUucHJvbWlzZSkudGhlbigodmFsdWUpID0+IHsKICAgIC8vIENhY2hlIHRoZSBsYXN0IHByb21pc2UgdmFsdWUgdG8gbWFrZSBpdCBhdmFpbGFibGUgdG8gdGhlIG5leHQKICAgIC8vIHN0ZXAgb2YgdGhlIGdlbmVyYXRvci4KICAgIG91dHB1dEVsZW1lbnQubGFzdFByb21pc2VWYWx1ZSA9IHZhbHVlOwogICAgcmV0dXJuIG5leHQudmFsdWUucmVzcG9uc2U7CiAgfSk7Cn0KCi8qKgogKiBHZW5lcmF0b3IgZnVuY3Rpb24gd2hpY2ggaXMgY2FsbGVkIGJldHdlZW4gZWFjaCBhc3luYyBzdGVwIG9mIHRoZSB1cGxvYWQKICogcHJvY2Vzcy4KICogQHBhcmFtIHtzdHJpbmd9IGlucHV0SWQgRWxlbWVudCBJRCBvZiB0aGUgaW5wdXQgZmlsZSBwaWNrZXIgZWxlbWVudC4KICogQHBhcmFtIHtzdHJpbmd9IG91dHB1dElkIEVsZW1lbnQgSUQgb2YgdGhlIG91dHB1dCBkaXNwbGF5LgogKiBAcmV0dXJuIHshSXRlcmFibGU8IU9iamVjdD59IEl0ZXJhYmxlIG9mIG5leHQgc3RlcHMuCiAqLwpmdW5jdGlvbiogdXBsb2FkRmlsZXNTdGVwKGlucHV0SWQsIG91dHB1dElkKSB7CiAgY29uc3QgaW5wdXRFbGVtZW50ID0gZG9jdW1lbnQuZ2V0RWxlbWVudEJ5SWQoaW5wdXRJZCk7CiAgaW5wdXRFbGVtZW50LmRpc2FibGVkID0gZmFsc2U7CgogIGNvbnN0IG91dHB1dEVsZW1lbnQgPSBkb2N1bWVudC5nZXRFbGVtZW50QnlJZChvdXRwdXRJZCk7CiAgb3V0cHV0RWxlbWVudC5pbm5lckhUTUwgPSAnJzsKCiAgY29uc3QgcGlja2VkUHJvbWlzZSA9IG5ldyBQcm9taXNlKChyZXNvbHZlKSA9PiB7CiAgICBpbnB1dEVsZW1lbnQuYWRkRXZlbnRMaXN0ZW5lcignY2hhbmdlJywgKGUpID0+IHsKICAgICAgcmVzb2x2ZShlLnRhcmdldC5maWxlcyk7CiAgICB9KTsKICB9KTsKCiAgY29uc3QgY2FuY2VsID0gZG9jdW1lbnQuY3JlYXRlRWxlbWVudCgnYnV0dG9uJyk7CiAgaW5wdXRFbGVtZW50LnBhcmVudEVsZW1lbnQuYXBwZW5kQ2hpbGQoY2FuY2VsKTsKICBjYW5jZWwudGV4dENvbnRlbnQgPSAnQ2FuY2VsIHVwbG9hZCc7CiAgY29uc3QgY2FuY2VsUHJvbWlzZSA9IG5ldyBQcm9taXNlKChyZXNvbHZlKSA9PiB7CiAgICBjYW5jZWwub25jbGljayA9ICgpID0+IHsKICAgICAgcmVzb2x2ZShudWxsKTsKICAgIH07CiAgfSk7CgogIC8vIENhbmNlbCB1cGxvYWQgaWYgdXNlciBoYXNuJ3QgcGlja2VkIGFueXRoaW5nIGluIHRpbWVvdXQuCiAgY29uc3QgdGltZW91dFByb21pc2UgPSBuZXcgUHJvbWlzZSgocmVzb2x2ZSkgPT4gewogICAgc2V0VGltZW91dCgoKSA9PiB7CiAgICAgIHJlc29sdmUobnVsbCk7CiAgICB9LCBGSUxFX0NIQU5HRV9USU1FT1VUX01TKTsKICB9KTsKCiAgLy8gV2FpdCBmb3IgdGhlIHVzZXIgdG8gcGljayB0aGUgZmlsZXMuCiAgY29uc3QgZmlsZXMgPSB5aWVsZCB7CiAgICBwcm9taXNlOiBQcm9taXNlLnJhY2UoW3BpY2tlZFByb21pc2UsIHRpbWVvdXRQcm9taXNlLCBjYW5jZWxQcm9taXNlXSksCiAgICByZXNwb25zZTogewogICAgICBhY3Rpb246ICdzdGFydGluZycsCiAgICB9CiAgfTsKCiAgaWYgKCFmaWxlcykgewogICAgcmV0dXJuIHsKICAgICAgcmVzcG9uc2U6IHsKICAgICAgICBhY3Rpb246ICdjb21wbGV0ZScsCiAgICAgIH0KICAgIH07CiAgfQoKICBjYW5jZWwucmVtb3ZlKCk7CgogIC8vIERpc2FibGUgdGhlIGlucHV0IGVsZW1lbnQgc2luY2UgZnVydGhlciBwaWNrcyBhcmUgbm90IGFsbG93ZWQuCiAgaW5wdXRFbGVtZW50LmRpc2FibGVkID0gdHJ1ZTsKCiAgZm9yIChjb25zdCBmaWxlIG9mIGZpbGVzKSB7CiAgICBjb25zdCBsaSA9IGRvY3VtZW50LmNyZWF0ZUVsZW1lbnQoJ2xpJyk7CiAgICBsaS5hcHBlbmQoc3BhbihmaWxlLm5hbWUsIHtmb250V2VpZ2h0OiAnYm9sZCd9KSk7CiAgICBsaS5hcHBlbmQoc3BhbigKICAgICAgICBgKCR7ZmlsZS50eXBlIHx8ICduL2EnfSkgLSAke2ZpbGUuc2l6ZX0gYnl0ZXMsIGAgKwogICAgICAgIGBsYXN0IG1vZGlmaWVkOiAkewogICAgICAgICAgICBmaWxlLmxhc3RNb2RpZmllZERhdGUgPyBmaWxlLmxhc3RNb2RpZmllZERhdGUudG9Mb2NhbGVEYXRlU3RyaW5nKCkgOgogICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAnbi9hJ30gLSBgKSk7CiAgICBjb25zdCBwZXJjZW50ID0gc3BhbignMCUgZG9uZScpOwogICAgbGkuYXBwZW5kQ2hpbGQocGVyY2VudCk7CgogICAgb3V0cHV0RWxlbWVudC5hcHBlbmRDaGlsZChsaSk7CgogICAgY29uc3QgZmlsZURhdGFQcm9taXNlID0gbmV3IFByb21pc2UoKHJlc29sdmUpID0+IHsKICAgICAgY29uc3QgcmVhZGVyID0gbmV3IEZpbGVSZWFkZXIoKTsKICAgICAgcmVhZGVyLm9ubG9hZCA9IChlKSA9PiB7CiAgICAgICAgcmVzb2x2ZShlLnRhcmdldC5yZXN1bHQpOwogICAgICB9OwogICAgICByZWFkZXIucmVhZEFzQXJyYXlCdWZmZXIoZmlsZSk7CiAgICB9KTsKICAgIC8vIFdhaXQgZm9yIHRoZSBkYXRhIHRvIGJlIHJlYWR5LgogICAgbGV0IGZpbGVEYXRhID0geWllbGQgewogICAgICBwcm9taXNlOiBmaWxlRGF0YVByb21pc2UsCiAgICAgIHJlc3BvbnNlOiB7CiAgICAgICAgYWN0aW9uOiAnY29udGludWUnLAogICAgICB9CiAgICB9OwoKICAgIC8vIFVzZSBhIGNodW5rZWQgc2VuZGluZyB0byBhdm9pZCBtZXNzYWdlIHNpemUgbGltaXRzLiBTZWUgYi82MjExNTY2MC4KICAgIGxldCBwb3NpdGlvbiA9IDA7CiAgICB3aGlsZSAocG9zaXRpb24gPCBmaWxlRGF0YS5ieXRlTGVuZ3RoKSB7CiAgICAgIGNvbnN0IGxlbmd0aCA9IE1hdGgubWluKGZpbGVEYXRhLmJ5dGVMZW5ndGggLSBwb3NpdGlvbiwgTUFYX1BBWUxPQURfU0laRSk7CiAgICAgIGNvbnN0IGNodW5rID0gbmV3IFVpbnQ4QXJyYXkoZmlsZURhdGEsIHBvc2l0aW9uLCBsZW5ndGgpOwogICAgICBwb3NpdGlvbiArPSBsZW5ndGg7CgogICAgICBjb25zdCBiYXNlNjQgPSBidG9hKFN0cmluZy5mcm9tQ2hhckNvZGUuYXBwbHkobnVsbCwgY2h1bmspKTsKICAgICAgeWllbGQgewogICAgICAgIHJlc3BvbnNlOiB7CiAgICAgICAgICBhY3Rpb246ICdhcHBlbmQnLAogICAgICAgICAgZmlsZTogZmlsZS5uYW1lLAogICAgICAgICAgZGF0YTogYmFzZTY0LAogICAgICAgIH0sCiAgICAgIH07CiAgICAgIHBlcmNlbnQudGV4dENvbnRlbnQgPQogICAgICAgICAgYCR7TWF0aC5yb3VuZCgocG9zaXRpb24gLyBmaWxlRGF0YS5ieXRlTGVuZ3RoKSAqIDEwMCl9JSBkb25lYDsKICAgIH0KICB9CgogIC8vIEFsbCBkb25lLgogIHlpZWxkIHsKICAgIHJlc3BvbnNlOiB7CiAgICAgIGFjdGlvbjogJ2NvbXBsZXRlJywKICAgIH0KICB9Owp9CgpzY29wZS5nb29nbGUgPSBzY29wZS5nb29nbGUgfHwge307CnNjb3BlLmdvb2dsZS5jb2xhYiA9IHNjb3BlLmdvb2dsZS5jb2xhYiB8fCB7fTsKc2NvcGUuZ29vZ2xlLmNvbGFiLl9maWxlcyA9IHsKICBfdXBsb2FkRmlsZXMsCiAgX3VwbG9hZEZpbGVzQ29udGludWUsCn07Cn0pKHNlbGYpOwo=",
"ok": true,
"headers": [
[
"content-type",
"application/javascript"
]
],
"status": 200,
"status_text": "OK"
}
},
"base_uri": "https://localhost:8080/",
"height": 83
}
},
"source": [
"uploaded = files.upload()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <input type=\"file\" id=\"files-b3665032-696c-41d0-a93d-41e5a4c23b9a\" name=\"files[]\" multiple disabled />\n",
" <output id=\"result-b3665032-696c-41d0-a93d-41e5a4c23b9a\">\n",
" Upload widget is only available when the cell has been executed in the\n",
" current browser session. Please rerun this cell to enable.\n",
" </output>\n",
" <script src=\"/nbextensions/google.colab/files.js\"></script> "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Saving kaggle.json to kaggle.json\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "cgTuDlTc_Ob9",
"colab_type": "code",
"colab": {}
},
"source": [
"!pip install --user kaggle"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "oyshW55a_Veh",
"colab_type": "code",
"outputId": "ea0217a2-e3d0-4f9b-eba1-0a8840dbbbaf",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"!chmod 600 ./kaggle.json\n",
"%env KAGGLE_CONFIG_DIR=."
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"env: KAGGLE_CONFIG_DIR=.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "LIUhTD_N_Y_k",
"colab_type": "code",
"colab": {}
},
"source": [
"!kaggle datasets download -d valentynsichkar/traffic-signs-preprocessed -f data8.pickle\n",
"!kaggle datasets download -d valentynsichkar/traffic-signs-preprocessed -f labels.pickle\n",
"!unzip -q data8.pickle.zip\n",
"!rm data8.pickle.zip"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yTTW5aKY_qLd",
"colab_type": "code",
"outputId": "3b786578-988f-4d0a-9c64-cfbf723292b9",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"%tensorflow_version 2.x\n",
"import pickle\n",
"import tensorflow as tf\n",
"from matplotlib import pyplot as plt\n",
"import numpy as np"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"TensorFlow 2.x selected.\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IcPjJJLhScfJ",
"colab_type": "text"
},
"source": [
"# Prepare data"
]
},
{
"cell_type": "code",
"metadata": {
"id": "TMmNpAvFEZ1T",
"colab_type": "code",
"colab": {}
},
"source": [
"infile = open('labels.pickle','rb')\n",
"labels = pickle.load(infile)\n",
"infile.close()\n",
"\n",
"infile = open('data8.pickle','rb')\n",
"data = pickle.load(infile)\n",
"infile.close()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Xgsl0NOQFh9U",
"colab_type": "code",
"colab": {}
},
"source": [
"data['x_train'] = np.moveaxis(data['x_train'], 1, 3)\n",
"data['x_validation'] = np.moveaxis(data['x_validation'], 1, 3)\n",
"data['y_train'] = data['y_train'].reshape(-1,1)\n",
"data['y_validation'] = data['y_validation'].reshape(-1,1)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "iNqhy1h4EhKa",
"colab_type": "code",
"outputId": "ce2ce015-add4-42f1-cc19-f3add10d9ee2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"data.keys()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"dict_keys(['y_validation', 'x_train', 'y_train', 'x_validation', 'labels', 'x_test', 'y_test'])"
]
},
"metadata": {
"tags": []
},
"execution_count": 20
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "VnCg8xx_KTEY",
"colab_type": "code",
"colab": {}
},
"source": [
"train_dataset = tf.data.Dataset.from_tensor_slices((data['x_train'] , data['y_train']))\n",
"validation_dataset = tf.data.Dataset.from_tensor_slices((data['x_validation'], data['y_validation']))"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "BtUqMx3YLQXT",
"colab_type": "code",
"colab": {}
},
"source": [
"shuffle_batch_size = 1024\n",
"batch_size=128\n",
"train_size=len(data['x_train'])\n",
"test_size=len(data['x_validation'])\n",
"\n",
"train_dataset = train_dataset.shuffle(shuffle_batch_size).repeat().batch(batch_size)\n",
"train_dataset = train_dataset.prefetch(tf.data.experimental.AUTOTUNE)\n",
"validation_dataset = validation_dataset.shuffle(shuffle_batch_size).repeat().batch(batch_size)\n",
"validation_dataset = validation_dataset.prefetch(tf.data.experimental.AUTOTUNE)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "2wHWTNbhSsrj",
"colab_type": "text"
},
"source": [
"# Model"
]
},
{
"cell_type": "code",
"metadata": {
"id": "mz1B4ZkaJsXh",
"colab_type": "code",
"outputId": "64b528bc-a9c0-4591-f3c5-5de4dc0803d7",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 538
}
},
"source": [
"classifier = tf.keras.Sequential()\n",
"classifier.add(tf.keras.layers.Conv2D(32, (3, 3), padding='same', input_shape=(32, 32, 1), activation = 'relu'))\n",
"classifier.add(tf.keras.layers.Conv2D(32, (3, 3), padding='same', activation = 'relu'))\n",
"classifier.add(tf.keras.layers.MaxPool2D())\n",
"classifier.add(tf.keras.layers.Dropout(0.5))\n",
"classifier.add(tf.keras.layers.Conv2D(64, (3, 3), padding='same',activation = 'relu'))\n",
"classifier.add(tf.keras.layers.Conv2D(64, (3, 3), padding='same', activation = 'relu'))\n",
"classifier.add(tf.keras.layers.MaxPool2D())\n",
"classifier.add(tf.keras.layers.Dropout(0.5))\n",
"classifier.add(tf.keras.layers.Flatten())\n",
"classifier.add(tf.keras.layers.Dense(units = 512, activation = 'relu'))\n",
"classifier.add(tf.keras.layers.Dense(units = 43, activation = 'softmax'))\n",
"classifier.summary()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"sequential\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"conv2d (Conv2D) (None, 32, 32, 32) 320 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 32, 32, 32) 9248 \n",
"_________________________________________________________________\n",
"max_pooling2d (MaxPooling2D) (None, 16, 16, 32) 0 \n",
"_________________________________________________________________\n",
"dropout (Dropout) (None, 16, 16, 32) 0 \n",
"_________________________________________________________________\n",
"conv2d_2 (Conv2D) (None, 16, 16, 64) 18496 \n",
"_________________________________________________________________\n",
"conv2d_3 (Conv2D) (None, 16, 16, 64) 36928 \n",
"_________________________________________________________________\n",
"max_pooling2d_1 (MaxPooling2 (None, 8, 8, 64) 0 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 8, 8, 64) 0 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 4096) 0 \n",
"_________________________________________________________________\n",
"dense (Dense) (None, 512) 2097664 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 43) 22059 \n",
"=================================================================\n",
"Total params: 2,184,715\n",
"Trainable params: 2,184,715\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "IDOkxvEfLZVD",
"colab_type": "code",
"colab": {}
},
"source": [
"classifier.compile(optimizer=tf.keras.optimizers.RMSprop(),\n",
" loss=tf.keras.losses.SparseCategoricalCrossentropy(),\n",
" metrics=[tf.keras.metrics.SparseCategoricalAccuracy()])"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "h5TeW_eBNIQZ",
"colab_type": "code",
"outputId": "d30b34a5-0c0b-4d9d-d33f-99d1f2d37bb1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 225
}
},
"source": [
"classifier.fit(train_dataset, epochs=5 ,validation_data=validation_dataset, steps_per_epoch=train_size//batch_size, validation_steps=test_size//batch_size, verbose=1)\n"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Train for 679 steps, validate for 34 steps\n",
"Epoch 1/5\n",
"679/679 [==============================] - 23s 35ms/step - loss: 0.5921 - sparse_categorical_accuracy: 0.8355 - val_loss: 0.1429 - val_sparse_categorical_accuracy: 0.9607\n",
"Epoch 2/5\n",
"679/679 [==============================] - 19s 27ms/step - loss: 0.1043 - sparse_categorical_accuracy: 0.9683 - val_loss: 0.0933 - val_sparse_categorical_accuracy: 0.9743\n",
"Epoch 3/5\n",
"679/679 [==============================] - 18s 27ms/step - loss: 0.0674 - sparse_categorical_accuracy: 0.9795 - val_loss: 0.1476 - val_sparse_categorical_accuracy: 0.9747\n",
"Epoch 4/5\n",
"679/679 [==============================] - 19s 27ms/step - loss: 0.0512 - sparse_categorical_accuracy: 0.9845 - val_loss: 0.1514 - val_sparse_categorical_accuracy: 0.9710\n",
"Epoch 5/5\n",
"679/679 [==============================] - 18s 27ms/step - loss: 0.0417 - sparse_categorical_accuracy: 0.9868 - val_loss: 0.1934 - val_sparse_categorical_accuracy: 0.9704\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<tensorflow.python.keras.callbacks.History at 0x7fd19b3cdda0>"
]
},
"metadata": {
"tags": []
},
"execution_count": 39
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "8U6uSafDSwMA",
"colab_type": "text"
},
"source": [
"# Visualization"
]
},
{
"cell_type": "code",
"metadata": {
"id": "adpg8pgZNzLa",
"colab_type": "code",
"colab": {}
},
"source": [
"class Visualizer:\n",
" '''\n",
" Should import in the parent scope:\n",
" - tensorflow as tf\n",
" - pyplot as plt\n",
" '''\n",
" def __init__(self, model, color_precision=4, images_per_row=16):\n",
" '''\n",
" -model: a trained model\n",
" -tensor_sample: the image's tensor to show\n",
" -images_per_row: number of images per row\n",
" -color_preicision:\n",
" Should be greater than 1. Divides the perceptrons with a value greater\n",
" than the activation's image mean into color_precision colors.\n",
" '''\n",
" self.model = model\n",
" self.images_per_row = images_per_row\n",
" self.color_precision = max(1, color_precision)\n",
" self.layer_names = []\n",
" self.layer_outputs = [layer.output for layer in model.layers[:7]]\n",
" self.activation_model = tf.keras.models.Model(inputs=model.input, outputs=self.layer_outputs)\n",
" for layer in model.layers[:7]:\n",
" self.layer_names.append(layer.name) # Names of the layers, so you can have them as part of your plot\n",
"\n",
" def visualize(self, img_tensor):\n",
" activations = self.activation_model.predict(img_tensor)\n",
" for layer_name, layer_activation in zip(self.layer_names, activations): # Displays the feature maps\n",
" n_features = layer_activation.shape[-1] # Number of features in the feature map\n",
" size = layer_activation.shape[1] #The feature map has shape (1, size, size, n_features).\n",
" n_cols = n_features // self.images_per_row # Tiles the activation channels in this matrix\n",
" display_grid = np.zeros((size * n_cols, self.images_per_row * size))\n",
" for col in range(n_cols): # Tiles each filter into a big horizontal grid\n",
" for row in range(self.images_per_row):\n",
" channel_image = layer_activation[0,:, :, col * self.images_per_row + row]\n",
" # Post-processes to \n",
" #Standardization\n",
" channel_image -= channel_image.mean()\n",
" channel_image /= channel_image.std()\n",
" #Sets values < mean to 0, creates a heat map of 255//color_precision colors\n",
" channel_image *= 255 // self.color_precision\n",
" channel_image = np.clip(channel_image, 0, 255).astype('uint8')\n",
" display_grid[col * size : (col + 1) * size, row * size : (row + 1) * size] = channel_image\n",
" scale = 1. / size\n",
" plt.figure(figsize=(scale * display_grid.shape[1], scale * display_grid.shape[0]))\n",
" plt.title(layer_name)\n",
" plt.grid(False)\n",
" plt.imshow(display_grid, aspect='auto', cmap='viridis')\n",
" plt.colorbar()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "u95tGKrGQeeQ",
"colab_type": "code",
"colab": {}
},
"source": [
"v = Visualizer(classifier, 2)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "1t_zlvmBQgoy",
"colab_type": "code",
"outputId": "44bcb908-49c0-46b3-f1cd-af0a6a42d727",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"v.visualize(validation_dataset.take(1))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:38: RuntimeWarning: invalid value encountered in true_divide\n"
],
"name": "stderr"
},
{
"output_type": "display_data",
"data": {
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evVyFFT8pg2Z0jy7hGhwOh8PhcDgcDodz6SEAaBNUAmldZP5WDY6vR5gw0GAv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\nc8Hwf3j5UiocLmGHAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x144 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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Ga5rmOhkT4HmloFAoFAqFQqFQKBQOlGiCwpJQu38GKAYe1DStI5AI/EsI0RF4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\n",
"text/plain": [
"<Figure size 1152x144 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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cr2dfxXl/Oa8c7FgeS/IfM5xJbw3OvTKPd/eZF+m4pnJtYoH5jFLSip0yzdwyk6Qf2wMA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\nCIJQZ5AXHEEQBEEQBEEQ6gz/D2ZI5+u001/lAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x144 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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IK1HTWn+rlMrYq3gYgAH++HUAXwO4rbKVWfGBjDenne5uJ73zNMuS1EUaEs0w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\ncAghhBBCCCF1hv8D8ENb4PwsEiEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x144 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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rVwwAcOcaGnKuHkfShsfSaTjw/XW/AgBOnnOrWpZ1VRCL0jk0izf6hmdlHE3o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\n/w+FP5xsouPXhwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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vjl5p5VzpMKMBAGDVwJ2enh+VlDano99abOJ4yflC0uE2e//++1nWz+eVHs0T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\nUUHjSQ8RERERERW0/wd/TXQq3hRk0wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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0gdWIa1Y8Fq2fM/io1H2svmd0tL7317cEtabFy6JtbfyYoOaz5kValkeHXXcN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\nQmCC\n",
"text/plain": [
"<Figure size 1152x288 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "T6hXdeB9QxmM",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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