{ "cells": [ { "cell_type": "markdown", "id": "dc7a6738-2de8-4b75-8c7f-dcecb2d9f2c6", "metadata": {}, "source": [ "# Autoencoder\n", "\n", "**Disclaimer: The autoencoder is a work in progress, stability and results are not guaranteed.**\n", "\n", "Ontime offers an implementation of an autoencoder made specifically for anomaly detection in periodic time series. \n", "The autoencoder is trained to compress and reconstruct signals. The reconstruction can then be used for anomaly detection.\n", "The way it detects anomalies is by evaluating the error between the reconstructed signal and the original; since it learned the \"usual\" shape of the signal, the error should be significantly higher in case of anomaly.\n", "\n", "This notebook shows how to parameter and use ontime's autoencoder through an example of training, testing and anomaly detection." ] }, { "cell_type": "code", "execution_count": 3, "id": "d518f399-6d44-4903-8190-5c50e377beba", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:00.439945900Z", "start_time": "2024-02-28T08:35:54.071592100Z" } }, "outputs": [], "source": [ "# Import to be able to import python package from src\n", "import sys\n", "sys.path.insert(0, '../../../../src')\n", "\n", "from ontime.core.time_series.time_series import TimeSeries\n", "from ontime.core.modelling.registry.autoencoder import Autoencoder\n", "from ontime.module.processing.pytorch.sliced_dataset import SlicedDataset\n", "import torch.utils\n", "import matplotlib.pyplot as plt\n", "import pandas as pd" ] }, { "cell_type": "markdown", "id": "55eaef5a-2258-4bc9-86a7-3daf7c74d6f4", "metadata": {}, "source": [ "## Preparing data\n", "The autoencoder will be able to train on any dataset with periodic data that can be put in TimeSeries format. Here we will use one of the datasets provided by the Dataset class." ] }, { "cell_type": "code", "execution_count": 6, "id": "5adc3f0c-fdc0-4517-a36f-e1aed8daf0d8", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:02.411430300Z", "start_time": "2024-02-28T08:36:01.636119700Z" } }, "outputs": [ { "data": { "text/html": [ "
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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from ontime.module.datasets.dataset import Dataset\n", "\n", "data = Dataset.SunspotsDataset.load()\n", "\n", "#subset = data.columns.tolist()[:3] # for the sake of this guide, we will use a subset of the available features\n", "#data = data[subset]\n", "data.pd_dataframe().plot(figsize=(20, 5))\n", "data.pd_dataframe().head()" ] }, { "cell_type": "markdown", "id": "1a3d8bf0baa858e", "metadata": { "collapsed": false }, "source": [ "### Period of the signal\n", "Ontime does not provide any period detection tool, but here is an example using the periodicity_detection package. " ] }, { "cell_type": "code", "execution_count": 7, "id": "a9a35dac95269562", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:03.127771800Z", "start_time": "2024-02-28T08:36:02.578733200Z" }, "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "125\n" ] } ], "source": [ "import periodicity_detection as pyd\n", "\n", "def get_period(data):\n", " periods = []\n", " for col in data.columns:\n", " periods.append(pyd.findfrequency(data.pd_dataframe()[col].to_numpy(), detrend=True))\n", " \n", " return max(periods)\n", "\n", "print(get_period(data))" ] }, { "cell_type": "code", "execution_count": 8, "id": "430568a8-dc95-4b5f-b0e2-d74d541a5999", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:03.161377800Z", "start_time": "2024-02-28T08:36:03.113135300Z" } }, "outputs": [], "source": [ "period = 125 # Since the period is very small, we will take a multiple of it as a base" ] }, { "cell_type": "markdown", "id": "afcd44fffa56f6c1", "metadata": { "collapsed": false }, "source": [ "### Data format\n", "The autoencoder uses a particular data format available as a SlicedDataset.\n", "We will use a common train/test method for this example." ] }, { "cell_type": "code", "execution_count": 9, "id": "bd3fd37ab8819a6d", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:04.488715500Z", "start_time": "2024-02-28T08:36:04.327500700Z" }, "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from ontime.module.processing.common import train_test_split\n", "train, test = train_test_split(data, train_split = 0.75)\n", "\n", "tdataset = SlicedDataset(train, period)\n", "print(tdataset)" ] }, { "cell_type": "markdown", "id": "ce8b2de9-ccea-4f16-917e-e97445e90db5", "metadata": {}, "source": [ "The autoencoder uses pytorch's DataLoader during the training phase. The batch size can be adjusted as you wish." ] }, { "cell_type": "code", "execution_count": 10, "id": "fc5d026b-50b9-49d7-a669-9624942ad112", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:06.257567900Z", "start_time": "2024-02-28T08:36:06.250057600Z" } }, "outputs": [], "source": [ "tdata = torch.utils.data.DataLoader(\n", " tdataset,\n", " batch_size=100,\n", " shuffle=False)" ] }, { "cell_type": "markdown", "id": "e0ea2366-fd58-4506-a77f-c759401abbde", "metadata": {}, "source": [ "## Preparing the autoencoder\n", "The autoencoder is made from an Encoder and a Decoder with symmetrical structures.\n", "\n", "An autoencoder needs to be parametrized depending on the dataset it will be trained on. Namely, the number of entry dimensions is the number of features times the length of the period. The number of output dimensions is the same as entry.\n", "\n", "Since one sample is a data slice of period length, and the error is computed by sample, we can only detect anomalies over a window of period length.\n", "\n", "Now, the period given to the SlicedDataset can be any multiple of the actual period. Giving the autoencoder a smaller window will make the detection more precise, but it also makes detecting patterns more difficult.\n", "\n", "\n", "As for the latent space, its size is freely determined by the user.\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "349951dd4c9c81e9", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:09.135601500Z", "start_time": "2024-02-28T08:36:09.127095700Z" }, "collapsed": false }, "outputs": [], "source": [ "columns = train.columns.tolist()\n", "input_dimensions = len(columns) * period #we give (period) samples at once, meaning the AE receives nb features * period data points at once\n", "latent_dimensions = input_dimensions//6 # an arbitrary value, can be anything smaller that input_dimensions" ] }, { "cell_type": "markdown", "id": "dc1224b7-74f8-4f1a-a0cd-9d12f68acaa8", "metadata": {}, "source": [ "The implementation is based on pytorch, which offers to run the code on GPU if available. As of now, only running on CPU is supported." ] }, { "cell_type": "code", "execution_count": 12, "id": "baf5f3de-4fff-469b-a091-7a74e0310fa0", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:11.625150700Z", "start_time": "2024-02-28T08:36:11.619067800Z" } }, "outputs": [], "source": [ "autoencoder = Autoencoder(input_dimensions, latent_dimensions)\n", "device = 'cpu'\n", "autoencoder = autoencoder.to(device)" ] }, { "cell_type": "code", "execution_count": 13, "id": "9223fc6b-1253-45b4-9da9-956eb96825f1", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:12.779484200Z", "start_time": "2024-02-28T08:36:12.767422900Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Encoder: 2 layers\n", " layer 0: 125 -> 72\n", " layer 1: 72 -> 20\n", " \n", "Decoder: 2 layers\n", " layer 0: 20 -> 72\n", " layer 1: 72 -> 125\n", " \n" ] } ], "source": [ "print(autoencoder)" ] }, { "cell_type": "markdown", "id": "2eea56d3-1c92-4cff-8aa4-928f6469ce16", "metadata": {}, "source": [ "Alternatively, Autoencoder offers a class method that will automatically create a new Autoencoder with the correct entry dimensions. This Autoencoder's latent space will have (entry dimensions)/4 dimensions." ] }, { "cell_type": "code", "execution_count": 20, "id": "1e46e2e4-0038-45c0-90d8-65dac75362e1", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:13.999852200Z", "start_time": "2024-02-28T08:36:13.943484700Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Encoder: 2 layers\n", " layer 0: 125 -> 78\n", " layer 1: 78 -> 31\n", " \n", "Decoder: 2 layers\n", " layer 0: 31 -> 78\n", " layer 1: 78 -> 125\n", " \n" ] } ], "source": [ "autoencoder, period = Autoencoder.new_encoder_for_dataset(train, period)\n", "print(autoencoder)" ] }, { "cell_type": "code", "execution_count": 21, "id": "cdfb8383", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Autoencoder(\n", " (encoder): Encoder(\n", " (linear1): Linear(in_features=125, out_features=78, bias=True)\n", " (linear2): Linear(in_features=78, out_features=31, bias=True)\n", " )\n", " (decoder): Decoder(\n", " (linear1): Linear(in_features=31, out_features=78, bias=True)\n", " (linear2): Linear(in_features=78, out_features=125, bias=True)\n", " )\n", ")" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "autoencoder" ] }, { "cell_type": "markdown", "id": "f78192c8-2a19-4ea6-9e80-7eb644e4bbbf", "metadata": {}, "source": [ "## Training\n", "Training is done by invoking the method train()." ] }, { "cell_type": "code", "execution_count": 22, "id": "64c870e0-fdf1-4964-955b-fb1c641921e5", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:17.993377600Z", "start_time": "2024-02-28T08:36:15.476924600Z" } }, "outputs": [], "source": [ "autoencoder.train(tdata, device, epochs = 100)" ] }, { "cell_type": "markdown", "id": "b3c12488-bf68-45b8-92cb-ec01ea51220a", "metadata": {}, "source": [ "The method get_reconstructed() returns a reconstructed version of the signal given as parameter as a TimeSeries, with a new column containing the loss and another one with the y value (labels) if provided in the dataset." ] }, { "cell_type": "code", "execution_count": 23, "id": "094ff656-7a87-4fbf-a794-e3c53a5f976a", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:20.771675400Z", "start_time": "2024-02-28T08:36:20.681895500Z" } }, "outputs": [], "source": [ "reconstructed_dataset = autoencoder.get_reconstructed(test, period, verbose = False)" ] }, { "cell_type": "code", "execution_count": 24, "id": "3badc9d4-4273-4d37-951f-31af7f6a060b", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:22.200893900Z", "start_time": "2024-02-28T08:36:22.032218800Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "
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componentSunspotsloss
Month
1925-04-0146.33192510.793975
1925-05-0146.18628710.793975
1925-06-0152.94516410.793975
1925-07-0175.41306410.793975
1925-08-0157.79345110.793975
\n", "
" ], "text/plain": [ "component Sunspots loss\n", "Month \n", "1925-04-01 46.331925 10.793975\n", "1925-05-01 46.186287 10.793975\n", "1925-06-01 52.945164 10.793975\n", "1925-07-01 75.413064 10.793975\n", "1925-08-01 57.793451 10.793975" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(type(reconstructed_dataset))\n", "reconstructed_dataset.pd_dataframe().head()" ] }, { "cell_type": "markdown", "id": "109c4784-f8e9-4dc0-aaec-1c4090a82aa9", "metadata": {}, "source": [ "## Evaluating reconstructed data\n", "The reconstructed data has the exact same structure as the original dataset, except for the two additional columns \"loss and \"y\" (if applicable). Applying a threshold on the loss function will create an anomaly detector.\n", "\n", "Here is a visualization of the reconstructed signal." ] }, { "cell_type": "code", "execution_count": 25, "id": "351807f2-05dd-4a5a-b218-f0db93bca3f1", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:24.192557100Z", "start_time": "2024-02-28T08:36:23.949986Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# normalizes a Series of values to fit into df's range\n", "def scale_to_df(series, df):\n", " scale = df.max().max() - df.min().min()\n", " return scale * ((series - min(series)) / (max(series) - min(series))) + df.min().min()\n", "\n", "# print one column and its reconstructed version\n", "c = test.columns.tolist()[0]\n", "plot_df = pd.DataFrame()\n", "plot_df[c] = test.pd_dataframe()[c]\n", "plot_df[f'{c} reconstructed'] = reconstructed_dataset.pd_dataframe()[c]\n", "\n", "#let's scale the loss signal to make the display easier \n", "plot_df['loss'] = scale_to_df(reconstructed_dataset.pd_dataframe()['loss'], plot_df)\n", "\n", "plot_df.plot(figsize=(20, 5))\n", "plt.title(c)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d6c13fda66f9ff40", "metadata": { "collapsed": false }, "source": [ "## Anomaly detection\n", "This dataset is not labelled, so we can't measure the performance of this autoencoder an anomaly detector. However, here is a way to turn the loss signal into an anomaly detector." ] }, { "cell_type": "code", "execution_count": 26, "id": "aaaed348-adbc-459a-830a-af9076f30c8f", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:59.060672700Z", "start_time": "2024-02-28T08:36:58.985037500Z" } }, "outputs": [], "source": [ "import numpy as np\n", "\n", "threshold = 20\n", "anomaly = np.where(reconstructed_dataset['loss'] > threshold, 150, 0)" ] }, { "cell_type": "code", "execution_count": 27, "id": "f2b76cd7a5c7c574", "metadata": { "ExecuteTime": { "end_time": "2024-02-28T08:36:59.821822800Z", "start_time": "2024-02-28T08:36:59.407573100Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "c = test.columns.tolist()[0]\n", "plot_df = pd.DataFrame()\n", "plot_df[c] = test.pd_dataframe()[c]\n", "plot_df[f'{c} reconstructed'] = reconstructed_dataset.pd_dataframe()[c]\n", "#let's scale the loss signal to make the display easier \n", "plot_df['loss'] = scale_to_df(reconstructed_dataset.pd_dataframe()['loss'], plot_df)\n", "complete_end = len(plot_df.index) - len(anomaly)\n", "plot_df['anomaly'] = np.append(anomaly,np.zeros(complete_end))\n", "plot_df.plot(figsize=(20, 5))\n", "plt.title(c)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "b5e3d2c99fff8d59", "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "ontime-2OQVvbNf-py3.10", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }