{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0d3551c7",
   "metadata": {},
   "source": [
    "# Context"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0c390a7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from src.Utils import save_results, get_means\n",
    "from src.ExistingAlgorithms import sklearn_available\n",
    "from src.GaussianMixture import gaussian_mixture\n",
    "\n",
    "from src.Dataset import dataset_dat, find_repo_root\n",
    "\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7245a0fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SKIP = 1\n",
    "# DATA\n",
    "ROOT = find_repo_root()\n",
    "PATH_DATA = os.path.join(ROOT,\"data\",\"photon-number-classification\",\"data_boulder\")\n",
    "PATH_RANDOM = os.path.join(ROOT,\"content\",\"Preprocess\",\"Demo\",\"randomIndexDemo.npy\")\n",
    "\n",
    "# PREPROCESS\n",
    "PATH_INIT_MEANS = os.path.join(ROOT,\"content\",\"Preprocess\",\"Demo\",\"Mean_Clusters\")\n",
    "PATH_SAVE_LD = os.path.join(ROOT,\"content\",\"Preprocess\",\"Demo\",\"Low_Dimension\")\n",
    "# SAVE PLOTS\n",
    "PATH_RESULTS = os.path.join(ROOT,\"content\",\"Results\",\"Demo\")\n",
    "PATH_SAVE_D = os.path.join(PATH_RESULTS,\"Density\")\n",
    "\n",
    "\n",
    "weights = [0.]*11 + [1] + [0]\n",
    "\n",
    "data_train, data_test, expected_prob, db_train, db_test = dataset_dat(\n",
    "   weights = weights,\n",
    "   path_data = PATH_DATA,\n",
    "   path_random_index = PATH_RANDOM,\n",
    "   signal_size = 8192,\n",
    "   interval = [0,350],\n",
    "   standardize = True,\n",
    "   plot_expected = True,\n",
    "   plot_traces = True,\n",
    "   n_photon_number = 50\n",
    ")\n",
    "data_train, data_test, db_train, db_test = data_train[::SKIP], data_test[::SKIP], db_train[::SKIP], db_test[::SKIP]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "07ac081d",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_l_PCA = sklearn_available(\n",
    "   X_train = data_train, \n",
    "   X_test = data_test, \n",
    "   path_save = PATH_SAVE_LD, \n",
    "   function = PCA, \n",
    "   n_components = 1, \n",
    "   random_state = 42\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "45301629",
   "metadata": {
    "mystnb": {
     "image": {
      "width": "100%"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: density\n",
    "#| image:\n",
    "#|   width: 100%\n",
    "\n",
    "name_method = 'PCA 1D'\n",
    "gm = gaussian_mixture(\n",
    "   X_low = X_l_PCA[::SKIP],\n",
    "   X_high = data_test,\n",
    "   number_cluster = 9,\n",
    "   cluster_iter = 5,\n",
    "   means_init = get_means(name_method, PATH_INIT_MEANS),\n",
    "   tol = 1e-4,\n",
    "   info_sweep = 0,\n",
    "   plot_sweep = False,\n",
    "   latex = False\n",
    ")\n",
    "\n",
    "gm.plot_density(\n",
    "   bw_adjust = 0.03,\n",
    "   plot_gaussians = False, \n",
    "   ylim=(0, 11),\n",
    "   plot_scale='linear',\n",
    "   text = name_method,\n",
    "   save_path = PATH_SAVE_D\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9446d79d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gm.plot_confidence_1d(expected_prob=expected_prob)\n",
    "save_results(\n",
    "   gm = gm, \n",
    "   name_method = name_method, \n",
    "   path = PATH_RESULTS\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "88aa86a2",
   "metadata": {
    "mystnb": {
     "image": {
      "width": "100%"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: dist\n",
    "#| image:\n",
    "#|   width: 100%\n",
    "\n",
    "data_train, data_test, expected_prob, db_train, db_test = dataset_dat(\n",
    "   weights = weights,\n",
    "   path_data = PATH_DATA,\n",
    "   path_random_index = PATH_RANDOM,\n",
    "   signal_size = 8192,\n",
    "   interval = [0,100],\n",
    "   standardize = True,\n",
    "   plot_expected = True,\n",
    "   plot_traces = False,\n",
    "   n_photon_number = 10\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5723342c",
   "metadata": {
    "mystnb": {
     "image": {
      "width": "100%"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: traces\n",
    "#| image:\n",
    "#|   width: 100%\n",
    "\n",
    "data_train, data_test, expected_prob, db_train, db_test = dataset_dat(\n",
    "   weights = weights,\n",
    "   path_data = PATH_DATA,\n",
    "   path_random_index = PATH_RANDOM,\n",
    "   signal_size = 8192,\n",
    "   interval = [0,100],\n",
    "   standardize = True,\n",
    "   plot_expected = False,\n",
    "   plot_traces = True,\n",
    "   n_photon_number = 50\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "libre",
   "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": "3.12.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
