{
 "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": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_seed = 0\n",
    "degradation_model = \"smr\"\n",
    "exposure_method = \"num_measurements\"\n",
    "correction_method = \"correct_both\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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": 4,
   "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": 5,
   "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": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - Corrected in 11 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": 7,
   "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": 8,
   "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": 9,
   "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": "3.8.7"
  }
 },
 "nbformat": 4,
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