{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sensor Fusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import gpflow as gpf\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "\n",
    "from tsipy.correction import SignalGenerator\n",
    "from tsipy.fusion import SVGPModel, LocalGPModel\n",
    "from tsipy.fusion.kernels import MultiWhiteKernel\n",
    "from tsipy.fusion.utils import (\n",
    "    build_and_concat_label_mask,\n",
    "    build_and_concat_label_mask_output,\n",
    ")\n",
    "from tsipy.utils import (\n",
    "    make_dir,\n",
    "    plot_signals,\n",
    "    plot_signals_and_confidence,\n",
    "    pprint,\n",
    "    pprint_block,\n",
    "    sort_inputs,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_seed = 0\n",
    "fusion_model = \"localgp\"\n",
    "normalization = True\n",
    "clipping = True\n",
    "num_inducing_pts = 100\n",
    "max_iter = 1000\n",
    "pred_window_width = 0.2\n",
    "fit_window_width = 0.6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Signal                                            \n",
      "    - t_a                                         (90002,)\n",
      "    - a                                           (90002,)\n",
      "Signal                                            \n",
      "    - t_b                                         (20127,)\n",
      "    - b                                           (20127,)\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(random_seed)\n",
    "tf.random.set_seed(random_seed)\n",
    "\n",
    "# Generate Brownian motion signal\n",
    "signal_generator = SignalGenerator(add_degradation=False)\n",
    "\n",
    "t_a, a = signal_generator[\"a\"]\n",
    "t_b, b = signal_generator[\"b\"]\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- t_a\", t_a.shape, level=1)\n",
    "pprint(\"- a\", a.shape, level=1)\n",
    "\n",
    "pprint(\"Signal\", level=0)\n",
    "pprint(\"- t_b\", t_b.shape, level=1)\n",
    "pprint(\"- b\", b.shape, level=1)"
   ]
  },
  {
   "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, a, \"$a$\", {}),\n",
    "        (t_b, b, \"$b$\", {}),\n",
    "        (signal_generator.x, signal_generator.y, \"$s$\", {}),\n",
    "    ],\n",
    "    legend=\"upper right\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sensor Fusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Signals                                           \n",
      "    - t                                           (110129, 2)\n",
      "    - s                                           (110129, 1)\n"
     ]
    }
   ],
   "source": [
    "gpf.config.set_default_float(np.float64)\n",
    "np.random.seed(0)\n",
    "tf.random.set_seed(0)\n",
    "\n",
    "t_a = build_and_concat_label_mask(t_a, label=1)\n",
    "t_b = build_and_concat_label_mask(t_b, label=2)\n",
    "t_out = build_and_concat_label_mask_output(signal_generator.x)\n",
    "\n",
    "x_out = build_and_concat_label_mask_output(signal_generator.x)\n",
    "\n",
    "# Concatenate signals and sort by x[:, 0]\n",
    "t = np.vstack((t_a, t_b))\n",
    "s = np.reshape(np.hstack((a, b)), newshape=(-1, 1))\n",
    "t, s = sort_inputs(t, s, sort_axis=0)\n",
    "\n",
    "pprint(\"Signals\", level=0)\n",
    "pprint(\"- t\", t.shape, level=1)\n",
    "pprint(\"- s\", s.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Covariance Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Signal kernel\n",
    "matern_kernel = gpf.kernels.Matern12(active_dims=[0])  # Kernel for time dimension\n",
    "\n",
    "# Noise kernel\n",
    "white_kernel = MultiWhiteKernel(\n",
    "    labels=(1, 2), active_dims=[1]\n",
    ")  # Kernel for sensor dimension\n",
    "\n",
    "# Kernel composite\n",
    "kernel = matern_kernel + white_kernel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    - Step      1/1000:                           -102882.544\n",
      "    - Step    200/1000:                           -58917.834\n",
      "    - Step    400/1000:                           -47009.858\n",
      "    - Step    600/1000:                           -34162.188\n",
      "    - Step    800/1000:                           -21414.387\n",
      "    - Step   1000/1000:                           -16681.146\n",
      "    - Step      1/1000:                           -149187.028\n",
      "    - Step    200/1000:                           -92927.068\n",
      "    - Step    400/1000:                           -77003.501\n",
      "    - Step    600/1000:                           -58204.367\n",
      "    - Step    800/1000:                           -44262.338\n",
      "    - Step   1000/1000:                           -31642.056\n",
      "    - Step      1/1000:                           -155923.508\n",
      "    - Step    200/1000:                           -87845.159\n",
      "    - Step    400/1000:                           -66874.528\n",
      "    - Step    600/1000:                           -44976.776\n",
      "    - Step    800/1000:                           -24288.666\n",
      "    - Step   1000/1000:                           -11041.589\n",
      "    - Step      1/1000:                           -156447.908\n",
      "    - Step    200/1000:                           -84106.167\n",
      "    - Step    400/1000:                           -61901.960\n",
      "    - Step    600/1000:                           -35648.582\n",
      "    - Step    800/1000:                           -13297.355\n",
      "    - Step   1000/1000:                           2251.993\n",
      "    - Step      1/1000:                           -104136.495\n",
      "    - Step    200/1000:                           -54318.354\n",
      "    - Step    400/1000:                           -38474.429\n",
      "    - Step    600/1000:                           -20135.882\n",
      "    - Step    800/1000:                           -2983.319\n",
      "    - Step   1000/1000:                           9041.171\n",
      "\n",
      "Output Signals                                   \n",
      "    - t_out                                       (100000, 2)\n",
      "    - s_out_mean                                  (100000,)\n",
      "    - s_out_std                                   (100000,)\n"
     ]
    }
   ],
   "source": [
    "if fusion_model == \"localgp\":\n",
    "    local_model = SVGPModel(\n",
    "        kernel=kernel,\n",
    "        num_inducing_pts=num_inducing_pts,\n",
    "    )\n",
    "    model = LocalGPModel(\n",
    "        model=local_model,\n",
    "        pred_window_width=pred_window_width,\n",
    "        fit_window_width=fit_window_width,\n",
    "        normalization=normalization,\n",
    "        clipping=clipping,\n",
    "    )\n",
    "else:\n",
    "    model = SVGPModel(  # type: ignore\n",
    "        kernel=kernel,\n",
    "        num_inducing_pts=num_inducing_pts,\n",
    "        normalization=normalization,\n",
    "        clipping=clipping,\n",
    "    )\n",
    "\n",
    "# Train\n",
    "model.fit(t, s, max_iter=max_iter, x_val=t_out, n_evals=5)\n",
    "\n",
    "# Predict\n",
    "s_out_mean, s_out_std = model(t_out)\n",
    "\n",
    "pprint(\"\\nOutput Signals\", level=0)\n",
    "pprint(\"- t_out\", t_out.shape, level=1)\n",
    "pprint(\"- s_out_mean\", s_out_mean.shape, level=1)\n",
    "pprint(\"- s_out_std\", s_out_std.shape, level=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results"
   ]
  },
  {
   "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": [
    "fig, ax = plot_signals_and_confidence(\n",
    "    [(t_out[:, 0], s_out_mean, s_out_std, fusion_model)],\n",
    ")\n",
    "ax.scatter(\n",
    "    t_a[:, 0],\n",
    "    a,\n",
    "    label=\"$a$\",\n",
    "    s=3,\n",
    ")\n",
    "_ = ax.scatter(\n",
    "    t_b[:, 0],\n",
    "    b,\n",
    "    label=\"$b$\",\n",
    "    s=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_signals_and_confidence(\n",
    "    [(t_out[:, 0], s_out_mean, s_out_std, fusion_model)],\n",
    ")\n",
    "_ = ax.plot(signal_generator.x, signal_generator.y, label=\"$s$\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if fusion_model == \"localgp\":\n",
    "    for i, window in enumerate(model.windows):\n",
    "        elbo = window.model.iter_elbo\n",
    "        plot_signals(\n",
    "            [(np.arange(elbo.size), elbo, r\"ELBO\", {})],\n",
    "            legend=\"lower right\",\n",
    "        )\n",
    "else:\n",
    "    elbo = model.iter_elbo  # type: ignore\n",
    "    plot_signals(\n",
    "        [(np.arange(elbo.size), elbo, r\"ELBO\", {})],\n",
    "        legend=\"lower right\",\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
}
