{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Tutorial for AutoSARIMA Forecasting Model\n", "\n", "This notebook provides an advanced example on how to use the Auto Sarima forecasting model.\n", "\n", "AutoSARIMA runs in 4 settings:\n", "1. Full AutoSARIMA with approximation \n", "2. Full AutoSARIMA without approximation\n", "3. Partial AutoSARIMA (Predefined AR, MA, Seasonal AR, Seasonal MA hyper-parameters)\n", "4. Autosarima without enforcing stationarity and invertibility (this is the default setting) \n", "\n", "Example codes are provided for both cases below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare dataset" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "plotly not installed, so plotly visualizations will not work.\n", "INFO:ts_datasets.forecast.m4:M4 Hourly dataset cannot be found from /Users/chenghao.liu/Documents/research-project/Merlion_backup/public_merlion/Merlion/data/M4.\n", "M4 Hourly dataset will be downloaded from https://github.com/Mcompetitions/M4-methods/raw/master/Dataset/{}.csv.\n", "\n", "INFO:ts_datasets.forecast.m4:Downloading https://github.com/Mcompetitions/M4-methods/raw/master/Dataset/M4-info.csv\n", "INFO:ts_datasets.forecast.m4:Downloading https://github.com/Mcompetitions/M4-methods/raw/master/Dataset/Train/Hourly-train.csv\n", "INFO:ts_datasets.forecast.m4:Downloading https://github.com/Mcompetitions/M4-methods/raw/master/Dataset/Test/Hourly-test.csv\n", "100%|██████████| 414/414 [00:05<00:00, 72.11it/s] \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "700 points in train split, 48 points in test split.\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from scipy.stats import norm\n", "import logging\n", "\n", "from merlion.utils.time_series import TimeSeries\n", "from merlion.evaluate.forecast import ForecastMetric\n", "from merlion.models.automl.autosarima import AutoSarima, AutoSarimaConfig\n", "from merlion.models.automl.seasonality_mixin import SeasonalityLayer\n", "from merlion.models.forecast.sarima import Sarima\n", "\n", "from ts_datasets.forecast import M4\n", "\n", "logging.basicConfig(level=logging.DEBUG)\n", "\n", "time_series, metadata = M4(\"Hourly\")[0]\n", "train_data = TimeSeries.from_pd(time_series[metadata.trainval])\n", "test_data = TimeSeries.from_pd(time_series[~metadata.trainval])\n", "\n", "# Visualize the time series and draw a dotted line to indicate the train/test split\n", "fig = plt.figure(figsize=(10, 6))\n", "ax = fig.add_subplot(111)\n", "ax.plot(time_series)\n", "ax.axvline(metadata[metadata.trainval].index[-1], ls=\"--\", lw=\"2\", c=\"k\")\n", "plt.show()\n", "\n", "# Print the length of training data and test data\n", "print(f\"{len(train_data)} points in train split, \"\n", " f\"{len(test_data)} points in test split.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train a full AutoSarima model with approximation (suggested)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:merlion.models.forecast.base:Automatically detect the periodicity is 24\n", "INFO:merlion.models.forecast.sarima:Seasonal difference order is 1\n", "INFO:merlion.models.forecast.sarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Fitting models using approximations(approx_iter is 1) to speed things up\n", "INFO:merlion.models.automl.autosarima:Best model: SARIMA(2,0,2)(0,1,1)[24] without constant\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Full AutoSarima with approximation sMAPE is 3.4491\n" ] } ], "source": [ "# Specify the configuration of AutoSarima with approximation\n", "config1 = AutoSarimaConfig(max_forecast_steps=len(train_data), order=(\"auto\", \"auto\", \"auto\"),\n", " seasonal_order=(\"auto\", \"auto\", \"auto\", \"auto\"), approximation=True, maxiter=5)\n", "model1 = SeasonalityLayer(model = AutoSarima(model = Sarima(config1)))\n", "\n", "# Model training\n", "train_pred, train_err = model1.train(\n", " train_data, train_config={\"enforce_stationarity\": True,\"enforce_invertibility\": True})\n", "\n", "# Model forecasting\n", "forecast1, stderr1 = model1.forecast(len(test_data))\n", "\n", "# Model evaluation\n", "smape1 = ForecastMetric.sMAPE.value(ground_truth=test_data, predict=forecast1)\n", "print(f\"Full AutoSarima with approximation sMAPE is {smape1:.4f}\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the groud truth, actual forecast and confident interval \n", "fig, ax = model1.plot_forecast(time_series=test_data,\n", " plot_forecast_uncertainty=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train a full AutoSarima model without approximation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:merlion.models.forecast.base:Automatically detect the periodicity is 24\n", "INFO:merlion.models.forecast.sarima:Seasonal difference order is 1\n", "INFO:merlion.models.forecast.sarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Best model: SARIMA(2,0,3)(1,1,1)[24] without constant\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Full AutoSarima without approximation sMAPE is 3.6991\n" ] } ], "source": [ "# Specify the configuration of full AutoSarima without approximation\n", "config2 = AutoSarimaConfig(max_forecast_steps=len(train_data), order=(\"auto\", \"auto\", \"auto\"),\n", " seasonal_order=(\"auto\", \"auto\", \"auto\", \"auto\"), approximation=False, maxiter=5)\n", "model2 = SeasonalityLayer(model = AutoSarima(model = Sarima(config2)))\n", "\n", "# Model training\n", "train_pred, train_err = model2.train(\n", " train_data, train_config={\"enforce_stationarity\": True,\"enforce_invertibility\": True})\n", "\n", "# Model forecasting\n", "forecast2, stderr2 = model2.forecast(len(test_data))\n", "\n", "# Model evaluation\n", "smape2 = ForecastMetric.sMAPE.value(ground_truth=test_data, predict=forecast2)\n", "print(f\"Full AutoSarima without approximation sMAPE is {smape2:.4f}\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the groud truth, actual forecast and confident interval \n", "fig, ax = model2.plot_forecast(time_series=test_data,\n", " plot_forecast_uncertainty=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train a partial autosarima model\n", "\n", "Here, the user has pre-defined the AR, MA, Seasonal AR, and Seasonal MA hyper-parameters." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:merlion.models.forecast.base:Automatically detect the periodicity is 24\n", "INFO:merlion.models.forecast.sarima:Seasonal difference order is 1\n", "INFO:merlion.models.forecast.sarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Partial AutoSarima without approximation sMAPE is 3.5288\n" ] } ], "source": [ "# Specify the configuration of partial AutoSarima \n", "config3 = AutoSarimaConfig(max_forecast_steps=len(train_data), order=(15, \"auto\", 5),\n", " seasonal_order=(2, \"auto\", 1, \"auto\"), maxiter=5)\n", "model3 = SeasonalityLayer(model = AutoSarima(model = Sarima(config3)))\n", "\n", "# Model training\n", "train_pred, train_err = model3.train(\n", " train_data, train_config={\"enforce_stationarity\": True,\"enforce_invertibility\": True})\n", "\n", "# Model forecasting\n", "forecast3, stderr3 = model3.forecast(len(test_data))\n", "\n", "# Model evaluation\n", "smape3 = ForecastMetric.sMAPE.value(ground_truth=test_data, predict=forecast3)\n", "print(f\"Partial AutoSarima without approximation sMAPE is {smape3:.4f}\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x432 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the groud truth, actual forecast and confident interval \n", "fig, ax = model3.plot_forecast(time_series=test_data,\n", " plot_forecast_uncertainty=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train without enforcing stationarity and invertibility (default)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:merlion.models.forecast.base:Automatically detect the periodicity is 24\n", "INFO:merlion.models.forecast.sarima:Seasonal difference order is 1\n", "INFO:merlion.models.forecast.sarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n", "INFO:merlion.models.automl.autosarima:Fitting models using approximations(approx_iter is 1) to speed things up\n", "INFO:merlion.models.automl.autosarima:Best model: SARIMA(1,0,5)(0,1,2)[24] without constant\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "AutoSarima without enforcing stationarity and invertibility sMAPE is 3.4972\n" ] } ], "source": [ "# Specify the configuration of AutoSarima without enforcing stationarity and invertibility\n", "config4 = AutoSarimaConfig(max_forecast_steps=len(train_data), order=(\"auto\", \"auto\", \"auto\"),\n", " seasonal_order=(\"auto\", \"auto\", \"auto\", \"auto\"), maxiter=5)\n", "model4 = SeasonalityLayer(model = AutoSarima(model = Sarima(config4)))\n", "\n", "# Model training\n", "train_pred, train_err = model4.train(\n", " train_data, train_config={\"enforce_stationarity\": False,\"enforce_invertibility\": False})\n", "\n", "# Model forecasting\n", "forecast4, stderr4 = model4.forecast(len(test_data))\n", "\n", "# Model evaluation\n", "smape4 = ForecastMetric.sMAPE.value(ground_truth=test_data, predict=forecast4)\n", "print(f\"AutoSarima without enforcing stationarity and invertibility sMAPE is {smape4:.4f}\")" ] } ], "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 }