{
 "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",
    "from merlion.models.forecast.base import ForecasterBase\n",
    "from merlion.utils import TimeSeries, UnivariateTimeSeries\n",
    "\n",
    "\n",
    "class RepeatRecent(ForecasterBase):\n",
    "    # The config class for RepeatRecent is RepeatRecentConfig, defined above\n",
    "    config_class = RepeatRecentConfig\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: TimeSeries, train_config=None) -> Tuple[TimeSeries, None]:\n",
    "        # Apply training preparation steps. We specify that this model doesn't\n",
    "        # require evenly sampled time series, and it doesn't require univariate\n",
    "        # data.\n",
    "        train_data = self.train_pre_process(\n",
    "            train_data, require_even_sampling=False, require_univariate=False)\n",
    "        \n",
    "        # \"Train\" the model. Here, we just gather the most recent values\n",
    "        # for each univariate in the time series.\n",
    "        self.most_recent_value = OrderedDict((k, v.values[-1]) \n",
    "                                             for k, v in train_data.items())\n",
    "        \n",
    "        # The model's \"prediction\" for the training data, is just the value\n",
    "        # from one step before.\n",
    "        train_forecast = TimeSeries(OrderedDict(\n",
    "            (name, UnivariateTimeSeries(univariate.time_stamps,\n",
    "                                        [0] + univariate.values[:-1]))\n",
    "            for name, univariate in train_data.items()))\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: TimeSeries = None,\n",
    "                 return_iqr=False, return_prev=False\n",
    "                ) -> Tuple[TimeSeries, None]:\n",
    "\n",
    "        # Use time_series_prev's most recent value if time_series_prev is given.\n",
    "        # Make sure to apply the data pre-processing transform on it first!\n",
    "        if time_series_prev is not None:\n",
    "            time_series_prev = self.transform(time_series_prev)\n",
    "            most_recent_value = {k: v.values[-1] for k, v in time_series_prev.items()}\n",
    "        \n",
    "        # Otherwise, use the most recent value stored from the training data\n",
    "        else:\n",
    "            most_recent_value = self.most_recent_value\n",
    "        \n",
    "        # The forecast is just the most recent value repeated for every upcoming\n",
    "        # timestamp\n",
    "        forecast = TimeSeries(OrderedDict(\n",
    "            (k, UnivariateTimeSeries(time_stamps, [v] * len(time_stamps)))\n",
    "            for k, v in most_recent_value.items()))\n",
    "        \n",
    "        # Pre-pend time_series_prev to the forecast if desired\n",
    "        if return_prev and time_series_prev is not None:\n",
    "            forecast = time_series_prev + forecast\n",
    "        \n",
    "        # Ensure we're not trying to return an inter-quartile range\n",
    "        if return_iqr:\n",
    "            raise RuntimeError(\n",
    "                \"RepeatRecent model doesn't support uncertainty estimation\")\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, 817.74it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\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",
       " 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",
      "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "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": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "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\n",
    "# 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",
       "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",
       "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",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "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
}