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svm-detector-runtime-comparisions-pr814.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"gpuType": "T4",
"name": "svm-detector-runtime-comparisions-pr814.ipynb",
"authorship_tag": "ABX9TyMUkawL1lFg692SSZiJuw1w",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/mauicv/5238d13592c1ae4af1f546c1a54d0c54/copy-of-svm-detector-pr746.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"Runtime comparisons: notebook for [pr814](https://github.com/SeldonIO/alibi-detect/pull/814)"
],
"metadata": {
"id": "euFD6RkIa3DS"
}
},
{
"cell_type": "code",
"source": [
"# Check if running on colab\n",
"try:\n",
" import google.colab\n",
" IN_COLAB = True\n",
"except:\n",
" IN_COLAB = False\n",
"\n",
"# pip install specific PR\n",
"if IN_COLAB:\n",
" !pip install -q git+https://github.com/mauicv/alibi-detect.git@feature/svm-od"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "96ggo38Y9tbm",
"outputId": "1486f61e-433d-416e-f489-e9c9f3cb748f"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.2/7.2 MB\u001b[0m \u001b[31m59.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m110.5/110.5 kB\u001b[0m \u001b[31m13.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m236.8/236.8 kB\u001b[0m \u001b[31m20.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m122.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m83.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Building wheel for alibi-detect (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"from alibi_detect.od._svm import SVM\n",
"from sklearn.datasets import make_moons\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits import mplot3d\n",
"\n",
"plt.rcParams[\"figure.figsize\"] = (10,10)"
],
"metadata": {
"id": "ehnhJDeE9zV_"
},
"execution_count": 2,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"## SVM detector runtime comparison"
],
"metadata": {
"id": "gHq-q2QWcOgT"
}
},
{
"cell_type": "code",
"source": [
"\n",
"import torch\n",
"use_cuda = True\n",
"\n",
"if torch.cuda.is_available() and use_cuda:\n",
" device = 'cuda'\n",
"else:\n",
" device = 'cpu'"
],
"metadata": {
"id": "f-yXBFS797g0"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "code",
"source": [
"device"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 36
},
"id": "Bnc29s6tIQXH",
"outputId": "5e4dd0b9-265d-4a6c-ae7e-cbea7fabb5c3"
},
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"'cuda'"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
}
},
"metadata": {},
"execution_count": 4
}
]
},
{
"cell_type": "code",
"source": [
"import time\n",
"from alibi_detect.utils.pytorch.kernels import GaussianRBF\n",
"import warnings\n",
"\n",
"\n",
"def compute_train_time(X_ref, device, optimization):\n",
" sigma = torch.tensor(0.2)\n",
" kernel = GaussianRBF(sigma=sigma)\n",
" with warnings.catch_warnings():\n",
" warnings.simplefilter(\"ignore\")\n",
" svm_detector = SVM(\n",
" n_components=100,\n",
" device=device,\n",
" kernel=kernel,\n",
" optimization=optimization,\n",
" nu=0.01,\n",
" )\n",
" s = time.time()\n",
" svm_detector.fit(\n",
" X_ref,\n",
" verbose=0,\n",
" tol=0.0000000001\n",
" )\n",
" e = time.time()\n",
" t = e - s\n",
" svm_detector.infer_threshold(X_ref, 0.1)\n",
" return t, svm_detector"
],
"metadata": {
"id": "NGUUxr7D99QL"
},
"execution_count": 15,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# X_ref, Y = make_moons(10000, shuffle=True, noise=0.05, random_state=None)\n",
"import numpy as np\n",
"from tqdm import tqdm\n",
"\n",
"\n",
"results = {\n",
" 'gpu-gd': [],\n",
" 'cpu-gd': [],\n",
" 'gpu-sgd': [],\n",
" 'cpu-sgd': [],\n",
"}\n",
"\n",
"for dsize in tqdm(range(500, 50000, 500)):\n",
" X_ref = np.random.randn(dsize, 512)\n",
"\n",
" for device, optimization in [\n",
" ('gpu', 'gd'),\n",
" ('cpu', 'gd'),\n",
" ('gpu', 'sgd'),\n",
" ('cpu', 'sgd'),\n",
" ]:\n",
" t, detector = compute_train_time(X_ref, device, optimization)\n",
" results[f'{device}-{optimization}'].append(t)\n",
"\n",
" # print(f'{backend=}, {device=}: \\t time={t:2f}')\n",
" # print('------------------------------------------------------')\n",
"\n",
"dsizes = list(range(500, 50000, 500))\n",
"for key in results.keys():\n",
" plt.plot(dsizes, results[key], label=key)\n",
"plt.xlabel('dsize', fontsize=20)\n",
"plt.ylabel('time (s)', fontsize=20)\n",
"plt.legend()"
],
"metadata": {
"id": "r3QIu5_zCnFa",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 901
},
"outputId": "b8a33cfe-56ea-4f06-dc88-d892bb720e96"
},
"execution_count": 16,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 99/99 [03:40<00:00, 2.23s/it]\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f6778081cf0>"
]
},
"metadata": {},
"execution_count": 16
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"dsizes = list(range(500, 50000, 500))\n",
"for key in results.keys():\n",
" plt.plot(dsizes, results[key], label=key)\n",
"plt.xlabel('dataset size', fontsize=20)\n",
"plt.ylabel('time (s)', fontsize=20)\n",
"plt.legend()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 882
},
"id": "TGU3KG3-Ko5u",
"outputId": "9c9899d9-0f3b-40ff-e61e-7d88482f064a"
},
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7fad74a4afb0>"
]
},
"metadata": {},
"execution_count": 54
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1000x1000 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"X_ref = np.random.randn(50000, 512)\n",
"\n",
"for device, kernel, backend in [\n",
" ('gpu', GaussianRBF(sigma=torch.tensor(2)), 'pytorch'),\n",
" ('cpu', GaussianRBF(sigma=torch.tensor(2)), 'pytorch'),\n",
" ('cpu', 'rbf', 'sklearn'),\n",
" ]:\n",
" t, _ = compute_train_time(X_ref, device, kernel, backend)\n",
" print(f'{backend=}, {device=}: \\t time={t:2f}')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DtX4dhlNIKNL",
"outputId": "e47f8516-e5cf-4b24-a160-7495b833f3a2"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"backend='pytorch', device='gpu': \t time=0.122907\n",
"backend='pytorch', device='cpu': \t time=0.608325\n",
"backend='sklearn', device='cpu': \t time=0.655461\n"
]
}
]
},
{
"cell_type": "code",
"source": [],
"metadata": {
"id": "DJvhXFCPKSm7"
},
"execution_count": null,
"outputs": []
}
]
}
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