{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Degradation Correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from tsipy.correction import (\n",
    "    compute_exposure,\n",
    "    correct_degradation,\n",
    "    load_model,\n",
    "    SignalGenerator,\n",
    ")\n",
    "from tsipy.utils import (\n",
    "    plot_signals,\n",
    "    plot_signals_history,\n",
    "    pprint,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_seed = 0\n",
    "degradation_model = \"mr\"\n",
    "exposure_method = \"num_measurements\"\n",
    "correction_method = \"correct_both\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal_generator = SignalGenerator(\n",
    "    add_noise=False,\n",
    "    downsampling_rates=(0.99, 0.2),\n",
    "    random_seed=random_seed,\n",
    ")\n",
    "data = signal_generator.data\n",
    "\n",
    "a = data[\"a\"].values\n",
    "b = data[\"b\"].values\n",
    "t = data[\"t\"].values\n",
    "\n",
    "# Compute exposure\n",
    "e_a = compute_exposure(a, method=exposure_method)\n",
    "e_b = compute_exposure(b, method=exposure_method)\n",
    "e_a /= signal_generator.length\n",
    "e_b /= signal_generator.length\n",
    "data[\"e_a\"] = e_a\n",
    "data[\"e_b\"] = e_b\n",
    "\n",
    "# Channel measurements\n",
    "t_a_nn, a_nn, e_a_nn = signal_generator.get_signal_nn(\"a\")\n",
    "t_b_nn, b_nn, e_b_nn = signal_generator.get_signal_nn(\"b\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_signals(\n",
    "    [\n",
    "        (t_a_nn, a_nn, \"$a$\", {}),\n",
    "        (t_b_nn, b_nn, \"$b$\", {}),\n",
    "        (signal_generator.x, signal_generator.y, \"$s$\", {}),\n",
    "    ],\n",
    "    legend=\"upper right\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simultaneous Measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time                                              \n",
      "    - t                                           (100000,)\n",
      "Signal                                            \n",
      "    - a                                           (100000,)    98974\n",
      "    - a_m                                         (20044,)\n",
      "    - e_a                                         (20044,)\n",
      "Signal                                            \n",
      "    - b                                           (100000,)    20254\n",
      "    - b_m                                         (20044,)\n",
      "    - e_b                                         (20044,)\n"
     ]
    }
   ],
   "source": [
    "data_m = data[[\"t\", \"a\", \"b\", \"e_a\", \"e_b\"]].dropna()\n",
    "t_m = data_m[\"t\"].values\n",
    "a_m, b_m = data_m[\"a\"].values, data_m[\"b\"].values\n",
    "e_a_m, e_b_m = data_m[\"e_a\"].values, data_m[\"e_b\"].values\n",
    "\n",
    "pprint(\"Time\", level=0)\n",
    "pprint(\"- \" + \"t\", t.shape, level=1)\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- a\", a.shape, np.sum(~np.isnan(a)), level=1)\n",
    "pprint(\"- a_m\", a_m.shape, level=1)\n",
    "pprint(\"- e_a\", e_a_m.shape, level=1)\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- b\", b.shape, np.sum(~np.isnan(b)), level=1)\n",
    "pprint(\"- b_m\", b_m.shape, level=1)\n",
    "pprint(\"- e_b\", e_b_m.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Degradation Correction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - Corrected in 100 iterations.                \n",
      "Corrected Signal                                  \n",
      "    - a_c_nn                                      (98974,)\n",
      "    - d_a_c                                       (98974,)\n",
      "Corrected Signal                                  \n",
      "    - b_c_nn                                      (20254,)\n",
      "    - d_b_c                                       (20254,)\n"
     ]
    }
   ],
   "source": [
    "model = load_model(degradation_model)\n",
    "model.initial_fit(x_a=e_a_m, y_a=a_m, y_b=b_m)\n",
    "\n",
    "a_m_c, b_m_c, model, history = correct_degradation(\n",
    "    t_m=t_m,\n",
    "    a_m=a_m,\n",
    "    e_a_m=e_a_m,\n",
    "    b_m=b_m,\n",
    "    e_b_m=e_b_m,\n",
    "    model=model,\n",
    "    method=correction_method,\n",
    "    verbose=True,\n",
    ")\n",
    "\n",
    "d_a_c = model(e_a_nn)\n",
    "d_b_c = model(e_b_nn)\n",
    "a_c_nn = np.divide(a_nn, d_a_c)\n",
    "b_c_nn = np.divide(b_nn, d_b_c)\n",
    "\n",
    "pprint(\"Corrected Signal\", level=0)\n",
    "pprint(\"- a_c_nn\", a_c_nn.shape, level=1)\n",
    "pprint(\"- d_a_c\", d_a_c.shape, level=1)\n",
    "\n",
    "pprint(\"Corrected Signal\", level=0)\n",
    "pprint(\"- b_c_nn\", b_c_nn.shape, level=1)\n",
    "pprint(\"- d_b_c\", d_b_c.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_signals(\n",
    "    [\n",
    "        (t_m, a_m_c, \"$a_c$\", {}),\n",
    "        (t_m, b_m_c, \"$b_c$\", {}),\n",
    "        (signal_generator.x, signal_generator.y, \"$s$\", {}),\n",
    "    ],\n",
    "    legend=\"upper right\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_signals(\n",
    "    [\n",
    "        (t_a_nn, d_a_c, \"$d_c(e_a(t))$\", {}),\n",
    "        (t_b_nn, d_b_c, \"$d_c(e_b(t))$\", {}),\n",
    "        (\n",
    "            t_a_nn,\n",
    "            signal_generator.degradation_model(e_a_nn),\n",
    "            \"$d(e_a(t))$\",\n",
    "            {},\n",
    "        ),\n",
    "    ],\n",
    "    legend=\"lower left\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correction History"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_signals_history(\n",
    "    t_m,\n",
    "    [\n",
    "        [\n",
    "            (signals.a, \"$a_{}$\".format(i)),\n",
    "            (signals.b, \"$b_{}$\".format(i)),\n",
    "            (\n",
    "                signal_generator.y[\n",
    "                    np.logical_and(\n",
    "                        signal_generator.get_indices_nn(\"a\"),\n",
    "                        signal_generator.get_indices_nn(\"b\"),\n",
    "                    )\n",
    "                ],\n",
    "                \"$s$\",\n",
    "            ),\n",
    "        ]\n",
    "        for i, signals in enumerate(history[:4])\n",
    "    ],\n",
    "    n_rows=2,\n",
    "    n_cols=2,\n",
    "    tight_layout=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
