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@Hasenpfote
Last active July 28, 2021 11:25
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Plotting confusion-matrix using PyTorch.
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "pytorch_plot_confusion_matrix.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyPzXtwcXRZcTpsz6bXEcGMg",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/Hasenpfote/dced523e87dba58363e36f4443f8ed02/pytorch_plot_confusion_matrix.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3sdhTCl3tFjm",
"outputId": "717df616-41a6-403d-f5b8-79b6c8fcd17a"
},
"source": [
"!python --version"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Python 3.7.11\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "pVm9yLbttGrE"
},
"source": [
"import torch\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.metrics import ConfusionMatrixDisplay"
],
"execution_count": 2,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ZnanI5fG7Vvq",
"outputId": "41f4a623-07f9-4e73-8288-716a00b9c989"
},
"source": [
"import sklearn\n",
"print(f'torch: {torch.__version__}')\n",
"print(f'numpy: {np.__version__}')\n",
"print(f'sklearn: {sklearn.__version__}')"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"torch: 1.9.0+cu102\n",
"numpy: 1.19.5\n",
"sklearn: 0.22.2.post1\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "nogRpy1ctHEd"
},
"source": [
"def plot_confusion_matrix(cm, labels, title=None, cmap=plt.cm.Blues):\n",
" overall_acc = np.diag(cm).sum() / cm.sum()\n",
" cm = cm / np.expand_dims(cm.sum(axis=-1), axis=-1)\n",
" cmd = ConfusionMatrixDisplay(cm, display_labels=labels)\n",
" fig, ax = plt.subplots(figsize=(10, 10))\n",
" ax.set_title(('' if title is None else title + '\\n') +\n",
" 'Overall accuracy: {:3.1f}%'.format(100.0 * overall_acc))\n",
" cmd.plot(cmap=cmap, xticks_rotation=45, values_format='.3f', ax=ax)"
],
"execution_count": 4,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "NUS4gtH20W0J"
},
"source": [
"def plot_confusion_matrix_without_sklearn(\n",
" cm,\n",
" labels,\n",
" title,\n",
" cmap=plt.cm.Blues\n",
"):\n",
" fig, ax = plt.subplots(figsize=(10, 10))\n",
" tick_marks = np.arange(len(labels))\n",
" ax.set_xticks(tick_marks)\n",
" ax.set_xticklabels(labels, rotation=45)\n",
" ax.set_yticks(tick_marks)\n",
" ax.set_yticklabels(labels)\n",
" ax.set_ylabel('True label')\n",
" ax.set_xlabel('Predicted label')\n",
" overall_acc = np.diag(cm).sum() / cm.sum()\n",
" ax.set_title(('' if title is None else title + '\\n') +\n",
" 'Overall accuracy: {:3.1f}%'.format(100.0 * overall_acc))\n",
" im = ax.imshow(cm, interpolation='nearest', cmap=cmap)\n",
"\n",
" totals = cm.sum(axis=-1)\n",
" for idx, x in np.ndenumerate(cm):\n",
" plt.text(idx[1], idx[0], '{:d}\\n{:3.1f}%'.format(int(x), 100.0 * x / totals[idx[0]]),\n",
" horizontalalignment='center', verticalalignment='center')\n",
"\n",
" fig.colorbar(im, shrink=0.75)\n",
" plt.tight_layout()\n",
" plt.show()"
],
"execution_count": 5,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ZsRLj0YutTkr"
},
"source": [
"batch_size = 32\n",
"\n",
"labels = ['zero', 'one', 'two', 'three', 'four', 'five', 'six', 'seven', 'eight', 'nine']\n",
"num_labels = len(labels)\n",
"\n",
"cm = torch.zeros((num_labels, num_labels))\n",
"\n",
"for batch in torch.randint(low=0, high=10, size=(1000, batch_size)):\n",
" y = batch\n",
" pred = torch.rand((batch_size, num_labels))\n",
" _, pred_labels = torch.max(pred, dim=-1)\n",
" # Update confusion matrix.\n",
" for a, p in zip(y.view(-1), pred_labels.view(-1)):\n",
" cm[a.long(), p.long()] += 1"
],
"execution_count": 6,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 575
},
"id": "bqqfEuAftsZu",
"outputId": "51aad4c2-9773-48b4-9cc7-3c0de2e39f1f"
},
"source": [
"plot_confusion_matrix(\n",
" cm.cpu().detach().numpy(),\n",
" labels=labels,\n",
" title='with sklearn')"
],
"execution_count": 7,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 629
},
"id": "MD9ZJiZaeH3K",
"outputId": "65420e94-8c3a-4d6f-e4f7-ce7f5da9d8c6"
},
"source": [
"plot_confusion_matrix_without_sklearn(\n",
" cm.cpu().detach().numpy(),\n",
" labels=labels,\n",
" title='without sklearn')"
],
"execution_count": 8,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
}
]
}
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