{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Adding a New Forecasting Model\n", "\n", "This notebook provides a minimal example on how to add a new forecasting model to Merlion. We follow the instructions in [CONTRIBUTING.md](https://github.com/salesforce/Merlion/blob/main/CONTRIBUTING.md). We suggest you review this [notebook](1_ForecastFeatures.ipynb) explaining how to use a Merlion forecasting model before reading this one.\n", "\n", "More specifically, let's implement a forecasting model whose forecast is just equal to the most recent observed value of the time series metric. For a more complete example, see our implementation of `Sarima` [here](https://github.com/salesforce/Merlion/blob/main/merlion/models/forecast/sarima.py)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Config Class\n", "\n", "The first step of creating a new model is defining an appropriate config class, which inherits from `ForecasterConfig`:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from merlion.models.forecast.base import ForecasterConfig\n", "\n", "class RepeatRecentConfig(ForecasterConfig):\n", " def __init__(self, max_forecast_steps=None, **kwargs):\n", " super().__init__(max_forecast_steps=max_forecast_steps, **kwargs)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Class\n", "\n", "Next we define the model itself, which must inherit from the `ForecasterBase` base class and define all abstract methods. See the API docs for more details." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from collections import OrderedDict\n", "from typing import List, Tuple\n", "\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from merlion.models.forecast.base import ForecasterBase\n", "from merlion.utils.time_series import to_pd_datetime\n", "\n", "\n", "class RepeatRecent(ForecasterBase):\n", " # The config class for RepeatRecent is RepeatRecentConfig, defined above\n", " config_class = RepeatRecentConfig\n", " \n", " @property\n", " def require_even_sampling(self):\n", " \"\"\"\n", " Many forecasters assume the input time series is sampled evenly.\n", " That isn't a necessary assumption for this model, so override the property.\n", " \"\"\"\n", " return False\n", " \n", " def __init__(self, config):\n", " \"\"\"\n", " Sets the model config and any other local variables. Here, we initialize\n", " the most_recent_value to None.\n", " \"\"\"\n", " super().__init__(config)\n", " self.most_recent_value = None\n", " \n", " \n", " def _train(self, train_data: pd.DataFrame, train_config=None) -> Tuple[pd.DataFrame, None]: \n", " # \"Train\" the model. Here, we just gather the most recent values for each univariate.\n", " self.most_recent_value = [(k, v.values[-1]) for k, v in train_data.items()]\n", " \n", " # The model's \"prediction\" for the training data, is just the value from one step before.\n", " pred = np.concatenate((np.zeros((1, self.dim)), train_data.values[:-1]))\n", " train_forecast = pd.DataFrame(pred, index=train_data.index, columns=train_data.columns)\n", " \n", " # This model doesn't have any notion of error\n", " train_stderr = None\n", " \n", " # Return the train prediction & standard error\n", " return train_forecast, train_stderr\n", " \n", " def _forecast(self, time_stamps: List[int],\n", " time_series_prev: pd.DataFrame = None,\n", " return_prev=False\n", " ) -> Tuple[pd.DataFrame, None]:\n", "\n", " # Use time_series_prev's most recent value if time_series_prev is given.\n", " # Otherwise, use the most recent value stored from the training data\n", " if time_series_prev is not None:\n", " most_recent_value = [(k, v.values[-1]) for k, v in time_series_prev.items()]\n", " else:\n", " most_recent_value = self.most_recent_value\n", " \n", " # The forecast is just the most recent value repeated for every upcoming timestamp.\n", " # Note that we only care about the target_seq_index here.\n", " i = self.target_seq_index\n", " datetimes = to_pd_datetime(time_stamps)\n", " name, val = most_recent_value[i]\n", " forecast = pd.DataFrame([val] * len(datetimes), index=datetimes, columns=[name])\n", " \n", " # If desired, pre-pend \"predicted\" vals of the target_seq_index of time_series_prev.\n", " if return_prev and time_series_prev is not None:\n", " pred = np.concatenate(([0], time_series_prev.values[:-1, i]))\n", " prev_forecast = pd.DataFrame(pred, index=time_series_prev.index, columns=[name])\n", " forecast = pd.concat((prev_forecast, forecast))\n", "\n", " return forecast, None\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Running the Model: A Simple Example\n", "\n", "Let's try running this model on some actual data! This next part assumes you've installed `ts_datasets`. We'll begin by getting a time series from the M4 dataset & visualizing it." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 414/414 [00:00<00:00, 849.11it/s]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "from merlion.utils import TimeSeries, UnivariateTimeSeries\n", "from ts_datasets.forecast import M4\n", "\n", "time_series, metadata = M4(subset=\"Hourly\")[0]\n", "\n", "# Visualize the full time series\n", "fig = plt.figure(figsize=(12, 6))\n", "ax = fig.add_subplot(111)\n", "ax.plot(time_series)\n", "\n", "# Label the train/test split with a dashed line\n", "ax.axvline(time_series[metadata[\"trainval\"]].index[-1], ls=\"--\", lw=2, c=\"k\")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we'll split the data into train & test splits, and run our forecasting model on it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "train_data = TimeSeries.from_pd(time_series[metadata[\"trainval\"]])\n", "test_data = TimeSeries.from_pd(time_series[~metadata[\"trainval\"]])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "( H1\n", " time \n", " 1970-01-01 00:00:00 0.0\n", " 1970-01-01 01:00:00 605.0\n", " 1970-01-01 02:00:00 586.0\n", " 1970-01-01 03:00:00 586.0\n", " 1970-01-01 04:00:00 559.0\n", " ... ...\n", " 1970-01-29 23:00:00 820.0\n", " 1970-01-30 00:00:00 790.0\n", " 1970-01-30 01:00:00 784.0\n", " 1970-01-30 02:00:00 752.0\n", " 1970-01-30 03:00:00 739.0\n", " \n", " [700 rows x 1 columns],\n", " None)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Initialize a model & train it. The dataframe returned & printed\n", "# below is the model's \"forecast\" on the training data. None is \n", "# the uncertainty estimate.\n", "model = RepeatRecent(RepeatRecentConfig())\n", "model.train(train_data=train_data)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Forecast\n", " H1\n", "time \n", "1970-01-30 04:00:00 684.0\n", "1970-01-30 05:00:00 684.0\n", "1970-01-30 06:00:00 684.0\n", "1970-01-30 07:00:00 684.0\n", "1970-01-30 08:00:00 684.0\n", "1970-01-30 09:00:00 684.0\n", "1970-01-30 10:00:00 684.0\n", "1970-01-30 11:00:00 684.0\n", "1970-01-30 12:00:00 684.0\n", "1970-01-30 13:00:00 684.0\n", "1970-01-30 14:00:00 684.0\n", "1970-01-30 15:00:00 684.0\n", "1970-01-30 16:00:00 684.0\n", "1970-01-30 17:00:00 684.0\n", "1970-01-30 18:00:00 684.0\n", "1970-01-30 19:00:00 684.0\n", "1970-01-30 20:00:00 684.0\n", "1970-01-30 21:00:00 684.0\n", "1970-01-30 22:00:00 684.0\n", "1970-01-30 23:00:00 684.0\n", "1970-01-31 00:00:00 684.0\n", "1970-01-31 01:00:00 684.0\n", "1970-01-31 02:00:00 684.0\n", "1970-01-31 03:00:00 684.0\n", "1970-01-31 04:00:00 684.0\n", "1970-01-31 05:00:00 684.0\n", "1970-01-31 06:00:00 684.0\n", "1970-01-31 07:00:00 684.0\n", "1970-01-31 08:00:00 684.0\n", "1970-01-31 09:00:00 684.0\n", "1970-01-31 10:00:00 684.0\n", "1970-01-31 11:00:00 684.0\n", "1970-01-31 12:00:00 684.0\n", "1970-01-31 13:00:00 684.0\n", "1970-01-31 14:00:00 684.0\n", "1970-01-31 15:00:00 684.0\n", "1970-01-31 16:00:00 684.0\n", "1970-01-31 17:00:00 684.0\n", "1970-01-31 18:00:00 684.0\n", "1970-01-31 19:00:00 684.0\n", "1970-01-31 20:00:00 684.0\n", "1970-01-31 21:00:00 684.0\n", "1970-01-31 22:00:00 684.0\n", "1970-01-31 23:00:00 684.0\n", "1970-02-01 00:00:00 684.0\n", "1970-02-01 01:00:00 684.0\n", "1970-02-01 02:00:00 684.0\n", "1970-02-01 03:00:00 684.0\n", "\n", "Error\n", "None\n" ] } ], "source": [ "# Let's run our model on the test data now\n", "forecast, err = model.forecast(test_data.to_pd().index)\n", "print(\"Forecast\")\n", "print(forecast)\n", "print()\n", "print(\"Error\")\n", "print(err)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualization" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Forecast w/ ground truth time series\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Forecast without ground truth time series\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Qualitatively, we can see what the forecaster is doing by plotting\n", "print(\"Forecast w/ ground truth time series\")\n", "fig, ax = model.plot_forecast(time_series=test_data,\n", " time_series_prev=train_data,\n", " plot_time_series_prev=True)\n", "plt.show()\n", "\n", "print()\n", "print(\"Forecast without ground truth time series\")\n", "fig, ax = model.plot_forecast(time_stamps=test_data.to_pd().index,\n", " time_series_prev=train_data,\n", " plot_time_series_prev=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quantitative Evaluation\n", "\n", "You may quantitatively evaluate your model as well. Here, we compute the sMAPE (symmetric Mean Average Percent Error) of the model's forecast vs. the true data. For ground truth $y \\in \\mathbb{R}^T$ and prediction $\\hat{y} \\in \\mathbb{R}^T$, the sMAPE is computed as\n", "\n", "$$\n", "\\mathrm{sMAPE}(y, \\hat{y}) = \\frac{200}{T} \\sum_{t = 1}^{T} \\frac{\\lvert \\hat{y}_t - y_t \\rvert}{\\lvert\\hat{y}_t\\rvert + \\lvert y_t \\rvert}\n", "$$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sMAPE = 20.166\n" ] } ], "source": [ "from merlion.evaluate.forecast import ForecastMetric\n", "smape = ForecastMetric.sMAPE.value(ground_truth=test_data, predict=forecast)\n", "print(f\"sMAPE = {smape:.3f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Defining a Forecaster-Based Anomaly Detector\n", "\n", "It is quite straightforward to adapt a forecasting model into an anomaly detection model. You just need to create a new file in the appropriate [directory](https://github.com/salesforce/Merlion/blob/main/merlion/models/anomaly/forecast_based) and define class stubs with some basic headers. Multiple inheritance with `ForecastingDetectorBase` takes care of most of the heavy lifting.\n", "\n", "The anomaly score returned by any forecasting-based anomaly detector is based on the residual between the predicted and true time series values. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from merlion.evaluate.anomaly import TSADMetric\n", "from merlion.models.anomaly.forecast_based.base import ForecastingDetectorBase\n", "from merlion.models.anomaly.base import DetectorConfig\n", "from merlion.post_process.threshold import AggregateAlarms\n", "from merlion.transform.normalize import MeanVarNormalize\n", "\n", "\n", "# Define a config class which inherits from RepeatRecentConfig and DetectorConfig, in that order\n", "class RepeatRecentDetectorConfig(RepeatRecentConfig, DetectorConfig):\n", " # Set a default anomaly score post-processing rule\n", " _default_post_rule = AggregateAlarms(alm_threshold=3.0)\n", " \n", " # The default data pre-processing transform is mean-variance normalization,\n", " # so that anomaly scores are roughly aligned with z-scores\n", " _default_transform = MeanVarNormalize()\n", "\n", "# Define a model class which inherits from ForecastingDetectorBase and RepeatRecent\n", "# in that order\n", "class RepeatRecentDetector(ForecastingDetectorBase, RepeatRecent):\n", " # All we need to do is set the config class\n", " config_class = RepeatRecentDetectorConfig" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " anom_score\n", "time \n", "1970-01-01 00:00:00 -0.212986\n", "1970-01-01 01:00:00 -0.120839\n", "1970-01-01 02:00:00 0.000000\n", "1970-01-01 03:00:00 -0.171719\n", "1970-01-01 04:00:00 -0.305278\n", "... ...\n", "1970-01-29 23:00:00 -0.190799\n", "1970-01-30 00:00:00 -0.038160\n", "1970-01-30 01:00:00 -0.203519\n", "1970-01-30 02:00:00 -0.082679\n", "1970-01-30 03:00:00 -0.349798\n", "\n", "[700 rows x 1 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the anomaly detection variant\n", "model2 = RepeatRecentDetector(RepeatRecentDetectorConfig())\n", "model2.train(train_data)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ " anom_score\n", "time \n", "1970-01-30 04:00:00 -0.413397\n", "1970-01-30 05:00:00 -0.756835\n", "1970-01-30 06:00:00 -0.966714\n", "1970-01-30 07:00:00 -1.202032\n", "1970-01-30 08:00:00 -1.291072\n", "1970-01-30 09:00:00 -1.380111\n", "1970-01-30 10:00:00 -1.341952\n", "1970-01-30 11:00:00 -1.246552\n", "1970-01-30 12:00:00 -1.163873\n", "1970-01-30 13:00:00 -0.953994\n", "1970-01-30 14:00:00 -0.686876\n", "1970-01-30 15:00:00 -0.286198\n", "1970-01-30 16:00:00 0.178079\n", "1970-01-30 17:00:00 0.559676\n", "1970-01-30 18:00:00 0.928554\n", "1970-01-30 19:00:00 1.246552\n", "1970-01-30 20:00:00 1.329232\n", "1970-01-30 21:00:00 1.348311\n", "1970-01-30 22:00:00 1.316512\n", "1970-01-30 23:00:00 1.081193\n", "1970-01-31 00:00:00 0.756835\n", "1970-01-31 01:00:00 0.540597\n", "1970-01-31 02:00:00 0.426117\n", "1970-01-31 03:00:00 0.108119\n", "1970-01-31 04:00:00 -0.311638\n", "1970-01-31 05:00:00 -0.712316\n", "1970-01-31 06:00:00 -0.966714\n", "1970-01-31 07:00:00 -1.214752\n", "1970-01-31 08:00:00 -1.316512\n", "1970-01-31 09:00:00 -1.373751\n", "1970-01-31 10:00:00 -1.399191\n", "1970-01-31 11:00:00 -1.316512\n", "1970-01-31 12:00:00 -1.221112\n", "1970-01-31 13:00:00 -1.049393\n", "1970-01-31 14:00:00 -0.737755\n", "1970-01-31 15:00:00 -0.381598\n", "1970-01-31 16:00:00 0.076320\n", "1970-01-31 17:00:00 0.489717\n", "1970-01-31 18:00:00 0.814075\n", "1970-01-31 19:00:00 0.966714\n", "1970-01-31 20:00:00 0.979434\n", "1970-01-31 21:00:00 0.922194\n", "1970-01-31 22:00:00 0.782275\n", "1970-01-31 23:00:00 0.642356\n", "1970-02-01 00:00:00 0.457917\n", "1970-02-01 01:00:00 0.222599\n", "1970-02-01 02:00:00 0.120839\n", "1970-02-01 03:00:00 -0.158999" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Obtain the anomaly detection variant's predictions on the test data\n", "model2.get_anomaly_score(test_data)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the anomaly detection variant's performance, with filtered anomaly scores\n", "fig, ax = model2.plot_anomaly(test_data, time_series_prev=train_data,\n", " filter_scores=True, plot_time_series_prev=False,\n", " plot_forecast=True)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }