{ "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": [ "100%|██████████| 414/414 [00:00<00:00, 720.35it/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.forecast.sarima import Sarima\n", "\n", "from ts_datasets.forecast import M4\n", "\n", "logging.basicConfig(level=logging.INFO)\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.automl.seasonality:Automatically detect the periodicity is [24]\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" ] } ], "source": [ "# Specify the configuration of AutoSarima with approximation\n", "#\n", "# p, q, P, Q refer to the AR, MA, seasonal AR, and seasonal MA params, so\n", "# auto_pqPQ=True (default) means select them automatically\n", "#\n", "# d is the difference order, and D is the seasonal difference order, so\n", "# auto_d=True (default) and auto_D=True (default) means select them automatically\n", "#\n", "# auto_seasonality=True (default) means to automatically select the seasonality\n", "config1 = AutoSarimaConfig(auto_pqPQ=True, auto_d=True, auto_D=True, auto_seasonality=True,\n", " approximation=True, maxiter=5)\n", "model1 = AutoSarima(config1)\n", "\n", "# Model training\n", "train_pred, train_err = model1.train(\n", " train_data, train_config={\"enforce_stationarity\": True,\"enforce_invertibility\": True})" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Full AutoSarima with approximation sMAPE is 3.4972\n" ] } ], "source": [ "# 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": 4, "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 confidence interval \n", "fig, ax = model1.plot_forecast(time_series=test_data, 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.automl.seasonality:Automatically detect the periodicity is [24]\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(5,0,1)(2,1,0)[24] without constant\n" ] } ], "source": [ "# Specify the configuration of full AutoSarima without approximation\n", "# Note that the default values of all the auto_* parameters are True\n", "config2 = AutoSarimaConfig(approximation=False, maxiter=5)\n", "model2 = AutoSarima(config2)\n", "\n", "# Model training\n", "train_pred, train_err = model2.train(\n", " train_data, train_config={\"enforce_stationarity\": True,\"enforce_invertibility\": True})" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Full AutoSarima without approximation sMAPE is 4.1451\n" ] } ], "source": [ "# 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": 7, "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 confidence interval \n", "fig, ax = model2.plot_forecast(time_series=test_data, 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": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:merlion.models.automl.seasonality:Automatically detect the periodicity is [24]\n", "INFO:merlion.models.automl.autosarima:Seasonal difference order is 1\n", "INFO:merlion.models.automl.autosarima:Difference order is 0\n" ] } ], "source": [ "# Specify the configuration of partial AutoSarima \n", "# We explicitly specify values of p, q, P, Q in the order and seasonal order,\n", "# and we set auto_pqPQ=False.\n", "# Because auto_d=True, auto_D=True, and auto_seasonality=True by default, we\n", "# can specify arbitrary values for them in the order and seasonal order (e.g. \"auto\")\n", "config3 = AutoSarimaConfig(auto_pqPQ=False, order=(15, \"auto\", 5),\n", " seasonal_order=(2, \"auto\", 1, \"auto\"), maxiter=5)\n", "model3 = AutoSarima(config3)\n", "\n", "# Model training\n", "train_pred, train_err = model3.train(\n", " train_data, train_config={\"enforce_stationarity\": True,\"enforce_invertibility\": True})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Partial AutoSarima without approximation sMAPE is 3.1810\n" ] } ], "source": [ "# 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": 10, "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 confidence interval \n", "fig, ax = model3.plot_forecast(time_series=test_data, plot_forecast_uncertainty=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train without enforcing stationarity and invertibility (default)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:merlion.models.automl.seasonality:Automatically detect the periodicity is [24]\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" ] } ], "source": [ "# Specify the configuration of AutoSarima without enforcing stationarity and invertibility\n", "config4 = AutoSarimaConfig(approximation=True, maxiter=5)\n", "model4 = AutoSarima(config4)\n", "\n", "# Model training\n", "train_pred, train_err = model4.train(\n", " train_data, train_config={\"enforce_stationarity\": False,\"enforce_invertibility\": False})" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AutoSarima without enforcing stationarity and invertibility sMAPE is 3.4972\n" ] } ], "source": [ "# 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}\")" ] }, { "cell_type": "code", "execution_count": 13, "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 confidence interval \n", "fig, ax = model4.plot_forecast(time_series=test_data, plot_forecast_uncertainty=True)\n", "plt.show()" ] } ], "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 }