{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Fxm-C-wEG9F8" }, "source": [ "# Data loaders\n", "\n", "SPCSim provides multiple classes to quickly load or simulate data formats like RGB-D data and transient data." ] }, { "cell_type": "markdown", "metadata": { "id": "By9rGP5fNLbT" }, "source": [ "## RGB-D data\n", "\n", "**Example to use `NYULoader1` class from `rgbd_loaders` module of `data_loaders` subpackage**\n", "\n", "`NYULoader1` inherits `RGBDLoader` which is the base class used to load RGB-D datasets. `NYULoader1` overwrites the `dist_preproc` method to specify how the distance maps are loaded and preprocessed for the NYUv2 dataset. (TODO: cite NYUv2 dataset)" ] }, { "cell_type": "markdown", "metadata": { "id": "3sxGyvrfQ7hp" }, "source": [ "* Set the path to the NYUv2 dataset and corresponding CSV file\n", "* Set the image resolution for the RGB-D frames\n", "* Access an RGB-D frame using the `get_data` method" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "executionInfo": { "elapsed": 19712, "status": "ok", "timestamp": 1736561249437, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "hrQPGoGbG4Kw" }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "from SPCSim.data_loaders.rgbd_loaders import NYULoader1\n", "from SPCSim.utils.plot_utils import plot_rgbd\n", "\n", "csv_file_name = \"/content/drive/MyDrive/research/PEDH/nyu_data/data/nyu2_train.csv\"\n", "root = \"/content/drive/MyDrive/research/PEDH/nyu_data/\"\n", "df = pd.read_csv(csv_file_name, header=None)\n", "\n", "# Set the image resolution for the RGB-D frames\n", "nyu_data = NYULoader1(256,256)\n", "\n", "idx = 1\n", "rgb_pth = root+df[0][idx]\n", "dist_pth = root+df[1][idx]\n", "\n", "# Access an RGB-D frame using the get_data method\n", "data = nyu_data.get_data(rgb_pth, dist_pth, rgb_pth, rgb_pth)" ] }, { "cell_type": "markdown", "metadata": { "id": "6XCxeWauRYmv" }, "source": [ "* Using the `plot_rgbd` method from `plot_utils` module of `utils` subpackage.\n", "\n", "```\n", "The `plot_utils` module contains a collection of helper functions to plot different data formats\n", "like RGB-D, transient, equi-width histograms, equi-depth histograms, raw-SPC timestamps etc.\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 341 }, "executionInfo": { "elapsed": 1246, "status": "ok", "timestamp": 1736561255482, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "2b8QANT-RZGq", "outputId": "ac8f9271-ae9b-46cf-ed04-2fa2cd977cf7" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize=(8,4))\n", "\n", "plot_rgbd(fig,\n", " ax[0],\n", " ax[1],\n", " data[\"rgb\"].cpu().numpy(),\n", " data[\"gt_dist\"].cpu().numpy(),\n", " show_cbar = True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "i5RAeaOliI__" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "id": "H_oOdBhzSrDz" }, "source": [ "## Transient data\n", "\n", "`NOTE: The TransientGenerator class assumes a single bounce model and does not support multi-bounce scenarios`" ] }, { "cell_type": "markdown", "metadata": { "id": "36PYJPU5HJm6" }, "source": [ "\n", "\n", "**Example to use `TransientGenerator` class from `transient_loaders` module of `data_loaders` subpackage**\n", "\n", "This class allows you to generate some quick transients for testing and prototyping. It allows the user to control the active illumination laser properties used in dToF imaging.\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "executionInfo": { "elapsed": 153, "status": "ok", "timestamp": 1736561257861, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "l8MaJ0GoHKZ-" }, "outputs": [], "source": [ "from SPCSim.data_loaders.transient_loaders import TransientGenerator\n", "from SPCSim.utils.plot_utils import plot_transient\n", "import matplotlib.pyplot as plt\n", "import torch" ] }, { "cell_type": "markdown", "metadata": { "id": "PyEQGGB7e-o8" }, "source": [ "Creating transient generator with\n", "\n", "* Laser repetition period of 100ns\n", "* Set laser FWHM 1 ns\n", "* With laser time period divided into 1000 equal time-bins\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "executionInfo": { "elapsed": 144, "status": "ok", "timestamp": 1736561259817, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "U6v7dct6e5Z5" }, "outputs": [], "source": [ "device = \"cpu\"\n", "tr_gen = TransientGenerator(N_tbins = 1000, tmax = 100, FWHM = 1, device=device)" ] }, { "cell_type": "markdown", "metadata": { "id": "nGeSH4-Bf1qV" }, "source": [ "Setting the scene properties: distance, albedo, signal and background flux" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "executionInfo": { "elapsed": 201, "status": "ok", "timestamp": 1736561261296, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "WKuYa0zAf2Gn" }, "outputs": [], "source": [ "dist_val = torch.tensor([[9.5]], device=device)\n", "albedo = torch.tensor([[1.0]], device=device)\n", "alpha_sig = torch.tensor([[1.0]], device=device)\n", "alpha_bkg = torch.tensor([[2.0]], device=device)" ] }, { "cell_type": "markdown", "metadata": { "id": "_e2xFgkkgHlK" }, "source": [ "Using the get function to generate the transient for a given distance, albedo, intensity, and illumination condition\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 426 }, "executionInfo": { "elapsed": 875, "status": "ok", "timestamp": 1736561263799, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "OlNH2XX5gH8r", "outputId": "cbdf4e9b-04e8-47b7-d614-545a6fd52100" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of transient image: torch.Size([1, 1, 1000])\n", "Plot saved as Temp.png ...\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqgAAAF2CAYAAACiZGqeAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAQ51JREFUeJzt3XtcVHXi//H3cAcRvDOKeMksNUnNC0GklTzEy27RxcwsyXVtS02LUtO81JaLXTTbLM1+W22WaVbrtla2RFqppHmrtLJ2N8Ms8JagoIDM5/dH35kYGS6DKJzh9Xw85pFzzuec8zmdQd5+bmMzxhgBAAAA9YRfXVcAAAAAKIuACgAAgHqFgAoAAIB6hYAKAACAeoWACgAAgHqFgAoAAIB6hYAKAACAeoWACgAAgHqFgAoAAIB6hYAKnEMvvfSSbDab9u7dW9dVcfPdd99p0KBBioyMlM1m0+rVq895HdavXy+bzab169e7tt12223q0KHDOa8LAKBuEVBhWTabrVqvsoGnISgsLNSDDz7o1X2npqbqyy+/1Ny5c7Vs2TL16dPn7FXwLPvqq6/04IMP1tk/ArZt26bBgwcrIiJCjRs31qBBg7Rz585qHfvggw96/AyHhIR4LP+3v/1NXbt2VUhIiDp37qynn366Fu+kdlR0TzabTUuWLFFpaakiIiJ0zTXXlDv2ySeflM1mU2pqarl9s2fPls1m07fffut2nUOHDnmsR4cOHfS73/3ObZuzHn/84x89HvPAAw+4ylR03rNl7ty5uvrqqxUVFSWbzaYHH3zQq+OLioo0bdo0tWnTRqGhoYqLi1NGRobHsps2bVJiYqLCwsJkt9s1adIkHT9+vBbuAqi5gLquAFBTy5Ytc3v/8ssvKyMjo9z2rl27nstqVerWW2/VTTfdpODg4LN2jcLCQj300EOSpCuuuKLK8idOnFBWVpYeeOABTZw48azVqyaef/55ORwOr4756quv9NBDD+mKK644562v27dvV2JiomJiYjRnzhw5HA49++yzGjBggLZs2aILL7ywWudZvHixwsPDXe/9/f3LlXnuued0xx136Prrr1daWpo++eQTTZo0SYWFhZo2bVqt3VNtOf2eJCkuLk7+/v669NJLtWnTpnLHbNy4UQEBAdq4caPHfa1atdIFF1xwRvUKCQnRm2++qWeffVZBQUFu+1577TWFhITo5MmTZ3SNmpg5c6bsdrt69eql999/3+vjb7vtNr3xxhu6++671blzZ7300ksaOnSo1q1bp8TERFe5nTt3auDAgeratasWLFigH3/8UU888YS+++47vffee7V5S4B3DOAjJkyYYKrzkS4oKDgHtak7Bw8eNJLMnDlzqlX+hx9+MJLM448/Xmt1OH78uNfHrFu3zkgy69atO6Nrr1q1qlbOUxNDhw41TZs2NYcOHXJt++mnn0x4eLi57rrrqjx+zpw5RpI5ePBgpeUKCwtN8+bNzbBhw9y2jxo1yjRq1MgcOXKkZjdwFlTnnh566CEjyXz11Vdu2+12u7n55puNJPPzzz+7tpeUlJhGjRqZa6+9ttrXad++fbn/X5JMSkqK8fPzM6tXr3bbt3HjRiPJXH/99dV6JrXt+++/N8Z4//NsjDGbN28u9zN94sQJ06lTJxMfH+9WdsiQIaZ169YmLy/Pte355583ksz7779/RvcAnAm6+OHTrrjiCnXv3l3btm1T//79FRYWphkzZkiS/vnPf2rYsGFq06aNgoOD1alTJz388MMqLS31eI6vvvpKV155pcLCwhQdHa3HHnus3PWefvppXXTRRQoLC1PTpk3Vp08fLV++3LW/ojGo7733ni6//HI1atRIjRs31rBhw7R79263MrfddpvCw8O1f/9+paSkKDw8XC1bttR9993nqvPevXvVsmVLSdJDDz3k6p6sqHvwwQcfVPv27SVJU6ZMkc1mc2t13LFjh4YMGaKIiAiFh4dr4MCB+vTTT93O4bynjz76SOPHj1erVq3Utm3bCp7Ir3788UelpKSoUaNGatWqle655x4VFRWVK+dpDOqKFSvUu3dvNW7cWBEREYqNjdVTTz3lqsvw4cMlSVdeeeU5H+bxySefKCkpSc2bN3dta926tQYMGKA1a9ZUu9vUGKP8/HwZYzzuX7dunQ4fPqzx48e7bZ8wYYIKCgr0zjvvVHp+Z3f4t99+q1tuuUWRkZFq2bKlZs2aJWOM9u3bp2uuuUYRERGy2+2aP39+tepdU84WvbItpf/73/+Uk5OjiRMnKiQkxG3fzp07VVBQ4NYSWFPR0dHq37+/28+pJL366quKjY1V9+7dz/gaNXEmrf9vvPGG/P39dfvtt7u2hYSEaOzYscrKytK+ffskSfn5+crIyNAtt9yiiIgIV9nRo0crPDxcr7/+eqXXcY4bf/311zV37ly1bdtWISEhGjhwoP7zn/+4lf3uu+90/fXXy263KyQkRG3bttVNN92kvLy8Gt8nfBtd/PB5hw8f1pAhQ3TTTTfplltuUVRUlKRfw0x4eLjS0tIUHh6uDz/8ULNnz1Z+fr4ef/xxt3P88ssvGjx4sK677jrdeOONeuONNzRt2jTFxsZqyJAhkn7tjp40aZJuuOEGTZ48WSdPntQXX3yhzZs36+abb66wfsuWLVNqaqqSk5P16KOPqrCwUIsXL1ZiYqJ27Njh9ouqtLRUycnJiouL0xNPPKEPPvhA8+fPV6dOnXTnnXeqZcuWWrx4se68805de+21uu666yRJF198scdrX3fddWrSpInuuecejRw5UkOHDnV1w+7evVuXX365IiIiNHXqVAUGBuq5557TFVdcoY8++khxcXFu5xo/frxatmyp2bNnq6CgoML7PXHihAYOHKjs7GxNmjRJbdq00bJly/Thhx9WeIxTRkaGRo4cqYEDB+rRRx+VJH399dfauHGjJk+erP79+2vSpEn661//qhkzZriGd1Q2zKOoqEjHjh2r8tqS1KJFi0r3FxUVKTQ0tNz2sLAwFRcXa9euXbr00kurvM55552n48ePq1GjRkpJSdH8+fNdn1vp1384SCo3Vrh3797y8/PTjh07dMstt1R5nREjRqhr166aN2+e3nnnHT3yyCNq1qyZnnvuOV111VV69NFH9eqrr+q+++5T37591b9//yrPWZEjR464vff391fTpk0lSZdeeqkCAgK0YcMG13jQjRs3qlGjRurbt6/69OmjjRs36vrrr3ftk+QxoJ5+HafKhorcfPPNmjx5so4fP67w8HCdOnVKq1atUlpaWrW790tKSqodtpo1ayY/v7PXPrRjxw5dcMEFbqFTkvr16yfp14AfExOjL7/8UqdOnSr3OQoKClLPnj1dn7OqzJs3T35+frrvvvuUl5enxx57TKNGjdLmzZslScXFxUpOTlZRUZHuuusu2e127d+/X2vWrNHRo0cVGRlZC3cNn1PHLbhArfHUxT9gwAAjySxZsqRc+cLCwnLb/vSnP5mwsDBz8uTJcud4+eWXXduKioqM3W43119/vWvbNddcYy666KJK6/jiiy8aSa7uu2PHjpkmTZqYcePGuZXLyckxkZGRbttTU1ONJPPnP//ZrWyvXr1M7969Xe+97RL8/vvvPXbxp6SkmKCgIPPf//7Xte2nn34yjRs3Nv379y93T4mJiebUqVNVXm/hwoVGknn99ddd2woKCsz5559frms+NTXVtG/f3vV+8uTJJiIiotLreNvF76x/dV5ViY2NNRdccIFb/YqKiky7du2MJPPGG29UevzChQvNxIkTzauvvmreeOMNM3nyZBMQEGA6d+7s1gU7YcIE4+/v7/EcLVu2NDfddFOl13F2h99+++2ubadOnTJt27Y1NpvNzJs3z7X9l19+MaGhoSY1NbXSc1Z1rdNfZZ+rMcb07dvXdOrUyfX+T3/6k7nyyiuNMcZMnTrV9O3b17XvhhtuMGFhYaakpKTK65R9eerinzBhgjly5IgJCgoyy5YtM8YY88477xibzWb27t1b7WEXziEq1Xk5f/6royZd/BdddJG56qqrym3fvXu329+Hzp+Vjz/+uFzZ4cOHG7vdXul1nPfctWtXU1RU5Nr+1FNPGUnmyy+/NMYYs2PHDiPJrFq1qtr3ANCCCp8XHBysMWPGlNtetqXr2LFjKioq0uWXX67nnntO33zzjXr06OHaHx4e7tYiFRQUpH79+ul///ufa1uTJk30448/6rPPPlPfvn2rVbeMjAwdPXpUI0eOdJsl7O/vr7i4OK1bt67cMXfccYfb+8svv7zcxLAzVVpaqn//+99KSUnReeed59reunVr3XzzzXr++eeVn5/v1kIzbtw4j5N5Tvfuu++qdevWuuGGG1zbwsLCdPvtt2vq1KmVHtukSRMVFBQoIyNDgwcPrsGdlZecnFzh7GZvjR8/XnfeeafGjh2rqVOnyuFw6JFHHtHPP/8s6dfW48pMnjzZ7f3111+vfv36adSoUXr22Wd1//33u85z+oQep5CQkCqv41R29rq/v7/69OmjH3/8UWPHjnVtb9KkiS688EK3z3pNvPnmm26fl9NbmhMTE/Xkk08qJydHdrtdGzdudM3sv+yyy7RgwQIVFhYqLCxMGzduVFxcnAICyv8KO/06TpW1KDdt2lSDBw/Wa6+9pltuuUXLly9XQkKCa/hLdfTo0aPanyO73V7t89bEiRMnPE7EdK4G4fx8OP9bUdnqfo7GjBnj9nm8/PLLJf06TKN79+6uFtL3339fQ4cOVVhYmBd3g4aKgAqfFx0d7fGX+e7duzVz5kx9+OGHys/Pd9t3eldd27ZtZbPZ3LY1bdpUX3zxhev9tGnT9MEHH6hfv346//zzNWjQIN1888267LLLKqzbd999J0m66qqrPO4//RdtSEiIa4xp2Xr88ssvFV6jJg4ePKjCwkKPs867du0qh8Ohffv26aKLLnJt79ixY7XO/cMPP+j8888v9/+zOjPcx48fr9dff11DhgxRdHS0Bg0apBtvvPGMwmrr1q3VunXrGh9f1h133KF9+/bp8ccf19///ndJv3bDT506VXPnzi03i706br75Zt1777364IMPXAE1NDRUxcXFHsufPHnS4zADT9q1a+f2PjIyUiEhIeWGMkRGRurw4cNe172s/v37VzpEwhlQN27cqIEDB2r37t2ucd4JCQk6deqUtmzZovbt2+vnn3+ucGmoiq5T0VJdTjfffLNuvfVWZWdna/Xq1R7HmFemadOmSkpK8uqYsyU0NNTjmG7ncAXn58P534rK1vRz5By64fx7qWPHjkpLS9OCBQv06quv6vLLL9fVV1/tGv8MeEJAhc/z9Jfs0aNHNWDAAEVEROjPf/6zOnXqpJCQEG3fvl3Tpk0rN16topZBU2YSS9euXbVnzx6tWbNGa9eudS1dM3v2bNeyT6dzXmfZsmUeW1VObyGqTgtlXanuL7Mz0apVK+3cuVPvv/++3nvvPb333nt68cUXNXr0aFcg9NaJEyeqPXawOi1fc+fO1X333afdu3crMjJSsbGxrol5NV0SKSYmxm1sZevWrVVaWqoDBw6oVatWru3FxcU6fPiw2rRpU63zevo8VeezfjY4x5Nu2LDB1cIWHx8v6dexv507d9aGDRtcE3xqY4JUWVdffbWCg4OVmpqqoqIi3XjjjV4dX1xcXOH419O1bNnyrP4st27dWvv37y+33dmS7/x8OP9h5tx+etkz+RxJ7p+Z+fPn67bbbtM///lP/fvf/9akSZOUnp6uTz/9tMpJlWiYCKhokNavX6/Dhw/rrbfecpv48f3335/ReRs1aqQRI0ZoxIgRKi4u1nXXXae5c+dq+vTpHltwOnXqJOnX4FVbrS+nt0zWRMuWLRUWFqY9e/aU2/fNN9/Iz89PMTExNTp3+/bttWvXLhlj3Orq6VqeBAUF6fe//71+//vfy+FwaPz48Xruuec0a9Ysjy2zVVm5cqXHISCeVDekNW3a1C1AffDBB2rbtq26dOniVd2c19y7d6969erl2tazZ09J0tatWzV06FDX9q1bt8rhcLj2W0mrVq1cIbRRo0bq1q2bmjRp4tqfkJCgjRs36scff5S/v78rvNaW0NBQpaSk6JVXXtGQIUOqnBB3uk2bNunKK6+sVtnvv//+rK7R27NnT61bt67cMBznpCXn56N79+4KCAjQ1q1b3QJ5cXGxdu7c6XVIr0psbKxiY2M1c+ZMbdq0SZdddpmWLFmiRx55pFavA99AQEWD5PwXf9nAUVxcrGeffbbG5zx8+LDb8kJBQUHq1q2b3nvvPZWUlHgMqMnJyYqIiNBf/vIXXXnllQoMDHTbf/DgwXJd+lVxtj4dPXrU+5v4P/7+/ho0aJD++c9/au/eva5fprm5uVq+fLkSExM9jvOrjqFDh+rf//633njjDdeSUIWFhVq6dGmVx57+/9jPz8+1QoGzm7JRo0aSqn//tTkG1ZOVK1fqs88+0xNPPOE2czs7O1uFhYVuodXT8168eLEOHjzoNozhqquuUrNmzbR48WK3gLp48WKFhYVp2LBhZ+1+zqbExEQtW7ZMNptNCQkJbvsSEhI0depUZWdn6+KLL1bjxo1r/fr33XefOnXqpOTkZK+PrasxqIcOHdKhQ4fUrl0718/+DTfcoCeeeEJLly7VfffdJ+nXn48XX3xRcXFxrn9cRkZGKikpSa+88opmzZrl+n+6bNkyHT9+3PXzeaby8/MVFhbm1iMUGxsrPz8/j8MLAImAigYqISFBTZs2VWpqqiZNmiSbzaZly5adUTfmoEGDZLfbddlllykqKkpff/21Fi1apGHDhlX4yzQiIkKLFy/WrbfeqksuuUQ33XSTWrZsqezsbL3zzju67LLLtGjRIq/qERoaqm7dumnlypW64IIL1KxZM3Xv3t3r9RwfeeQRZWRkKDExUePHj1dAQICee+45FRUVeT0+r6xx48Zp0aJFGj16tLZt26bWrVtr2bJl1Zo48cc//lFHjhzRVVddpbZt2+qHH37Q008/rZ49e7qWkurZs6f8/f316KOPKi8vT8HBwbrqqqvcusLLqs0xqB9//LH+/Oc/a9CgQWrevLk+/fRTvfjiixo8eHC5CVCjR4/WRx995PaZa9++vUaMGKHY2FiFhIRow4YNWrFihXr27Kk//elPrnKhoaF6+OGHNWHCBA0fPlzJycn65JNP9Morr2ju3Llq1qxZrdxPZZzLjdVm139iYqJefPFFffbZZ5owYYLbvoSEBOXl5SkvL0933XVXrV2zrB49erhNjvRGbY9BXbZsmX744QcVFhZK+vWz5WxpvPXWW10TuBYtWqSHHnpI69atc31zXFxcnIYPH67p06frwIEDOv/88/X3v/9de/fu1d/+9je368ydO1cJCQkaMGCAbr/9dv3444+aP3++Bg0aVGsTET/88ENNnDhRw4cP1wUXXKBTp05p2bJl8vf3dy0dBpyOgIoGqXnz5lqzZo3uvfdezZw5U02bNtUtt9yigQMH1qj1RJL+9Kc/6dVXX9WCBQt0/PhxtW3bVpMmTdLMmTMrPe7mm29WmzZtNG/ePD3++OMqKipSdHS0Lr/88mp3PZ/u//2//6e77rpL99xzj4qLizVnzhyvA+pFF12kTz75RNOnT1d6erocDofi4uL0yiuvlFsD1RthYWHKzMzUXXfdpaefflphYWEaNWqUhgwZUuUvxFtuuUVLly7Vs88+q6NHj8put2vEiBF68MEHXa2TdrtdS5YsUXp6usaOHavS0lKtW7euwoBam6Kjo+Xv76/HH39cx44dU8eOHfXII48oLS3N44zz040aNUqbNm3Sm2++qZMnT6p9+/aaOnWqHnjggXIBfvz48QoMDNT8+fP19ttvKyYmRk8++WS5IHy2HD9+vNZno5cdFnF6C+pFF12kJk2a6OjRo7U+/rQ++tvf/qaPPvrI9X7dunWuVT0SExOrXGHg5Zdf1qxZs7Rs2TL98ssvuvjii7VmzZpya9lecskl+uCDDzRt2jTdc889aty4scaOHav09PRau5cePXooOTlZ//rXv7R//36FhYWpR48eeu+996q1LjAaJps52yPfAQA+5dixY2rWrJkWLlxYrqUTAGoDX3UKAPDKxx9/rOjoaI0bN66uqwLAR9GCCgAAgHqFFlQAAADUKwRUAAAA1CsEVAAAANQrNQqozzzzjDp06KCQkBDFxcVpy5YtFZbdvXu3rr/+enXo0EE2m00LFy4843MCAADAd3m9DurKlSuVlpamJUuWKC4uTgsXLlRycrL27NnjcZ3BwsJCnXfeeRo+fLjuueeeWjnn6RwOh3766Sc1bty4Vr7mEQAAALXLGKNjx46pTZs2bt+sV1Fhr/Tr189MmDDB9b60tNS0adPGpKenV3ls+/btzZNPPlmr5zTGmH379hlJvHjx4sWLFy9evOr5a9++fVVmO69aUIuLi7Vt2zZNnz7dtc3Pz09JSUnKysry5lRndM6ioiK37+81/7dS1r59+2r8/eAAAAA4e/Lz8xUTE1Ph13+X5VVAPXTokEpLSxUVFeW2PSoqSt988413tTyDc6anp+uhhx4qtz0iIoKACgAAUI9VZzimJWfxT58+XXl5ea7Xvn376rpKAAAAqCVetaC2aNFC/v7+ys3Ndduem5sru91eowrU5JzBwcEKDg6u0fUAAABQv3nVghoUFKTevXsrMzPTtc3hcCgzM1Px8fE1qsDZOCcAAACsy+tlptLS0pSamqo+ffqoX79+WrhwoQoKCjRmzBhJ0ujRoxUdHa309HRJv06C+uqrr1x/3r9/v3bu3Knw8HCdf/751TonAAAAGg6vA+qIESN08OBBzZ49Wzk5OerZs6fWrl3rmuSUnZ3ttrbVTz/9pF69erneP/HEE3riiSc0YMAArV+/vlrnBAAAQMNhM841miwsPz9fkZGRysvLYxY/AABAPeRNXrPkLH4AAAD4LgIqAAAA6hUCKgAAAOoVAioAAADqFQIqAMDSikuLlbo6Vcu/XF7XVQFQSwioAABLe2HHC3r585c16q1RdV0VALWEgAoAsLSfjv1U11UAUMsIqAAAn1HqKK3rKgCoBQRUAICllf2+maMnj9ZdRQDUGgIqAMDS8ovyXX8+fOJwHdYEQG0hoAIALK1sKD1cSEAFfAEBFQBgaW4BlRZUwCcQUAEAlnbkxBHXn2lBBXwDARUAYGnHi4+7/lxQUlCHNQFQWwioAABLKzpV5PHPAKyLgAoAsLTi0mKPfwZgXQRUAIClFZUWefwzAOsioAIALI0WVMD3EFABAJbGGFTA9xBQAQCWRhc/4HsIqAAAyyp1lMphHK73dPEDvoGACgCwrNNbTGlBBXwDARUAYFmnt5jSggr4BgIqAMCyTp8UxSQpwDcQUAEAlkUXP+CbCKgAAMuiix/wTQRUAIBl0cUP+CYCKgDAsmhBBXwTARUAYFmMQQV8EwEVAGBZdPEDvomACgCwLLr4Ad9EQAUAWJazS98mm9t7ANZGQAUAWJazS79xcGO39wCsjYAKALAsZ5d+46DGbu8BWBsBFQBgWc4ufVcLKl38gE8goAIALKuktESSFBYYJkk65ThVl9UBUEsIqAAAy3IG0pCAELf3AKyNgAoAsCxnIA0NCJUkOYxDDuOoyyoBqAUEVACAZZU4fu3id7agSlKpo7SuqgOglhBQAQCW5WpBDQwttw2AdRFQAQCW5ZwkVbYFlYAKWB8BFQBgWaePQS27DYB1EVABAJblaQyqcxsA6yKgAgAsy9laGugXKH+bv9s2ANZFQAUAWJZzDGqAX4AC/AIkEVABX0BABQBYlqsF1T+QgAr4EAIqAMCynONNA/wCFOgfKImACvgCAioAwLKcYZQufsC31CigPvPMM+rQoYNCQkIUFxenLVu2VFp+1apV6tKli0JCQhQbG6t3333Xbf/x48c1ceJEtW3bVqGhoerWrZuWLFlSk6oBABoQZwtqoB9d/IAv8Tqgrly5UmlpaZozZ462b9+uHj16KDk5WQcOHPBYftOmTRo5cqTGjh2rHTt2KCUlRSkpKdq1a5erTFpamtauXatXXnlFX3/9te6++25NnDhRb7/9ds3vDADg82hBBXyT1wF1wYIFGjdunMaMGeNq6QwLC9MLL7zgsfxTTz2lwYMHa8qUKeratasefvhhXXLJJVq0aJGrzKZNm5SamqorrrhCHTp00O23364ePXpU2TILAGjYnLP4mSQF+BavAmpxcbG2bdumpKSk307g56ekpCRlZWV5PCYrK8utvCQlJye7lU9ISNDbb7+t/fv3yxijdevW6dtvv9WgQYO8qR4AoIGhBRXwTQHeFD506JBKS0sVFRXltj0qKkrffPONx2NycnI8ls/JyXG9f/rpp3X77berbdu2CggIkJ+fn55//nn179/f4zmLiopUVFTkep+fn+/NbQAAfETZhfoJqIDvqBez+J9++ml9+umnevvtt7Vt2zbNnz9fEyZM0AcffOCxfHp6uiIjI12vmJiYc1xjAEB9UHaZKQIq4Du8akFt0aKF/P39lZub67Y9NzdXdrvd4zF2u73S8idOnNCMGTP0j3/8Q8OGDZMkXXzxxdq5c6eeeOKJcsMDJGn69OlKS0tzvc/PzyekAkADxEL9gG/yqgU1KChIvXv3VmZmpmubw+FQZmam4uPjPR4THx/vVl6SMjIyXOVLSkpUUlIiPz/3qvj7+8vhcHg8Z3BwsCIiItxeAICGh686BXyTVy2o0q9LQqWmpqpPnz7q16+fFi5cqIKCAo0ZM0aSNHr0aEVHRys9PV2SNHnyZA0YMEDz58/XsGHDtGLFCm3dulVLly6VJEVERGjAgAGaMmWKQkND1b59e3300Ud6+eWXtWDBglq8VQCAr/E0BtUZWgFYl9cBdcSIETp48KBmz56tnJwc9ezZU2vXrnVNhMrOznZrDU1ISNDy5cs1c+ZMzZgxQ507d9bq1avVvXt3V5kVK1Zo+vTpGjVqlI4cOaL27dtr7ty5uuOOO2rhFgEAvooxqIBv8jqgStLEiRM1ceJEj/vWr19fbtvw4cM1fPjwCs9nt9v14osv1qQqAIAGjDGogG+qF7P4AQCoibJjUAP9AiURUAFfQEAFAFgW66ACvomACgCwLMagAr6JgAoAsCzGoAK+iYAKALAs1kEFfBMBFQBgWc4wSkAFfAsBFQBgWc4xqEySAnwLARUAYFm0oAK+iYAKALAsAirgmwioAADLIqACvomACgCwLAIq4JsIqAAAyyp1lEpyD6jOiVMArIuACgCwJIdxyMhIkvz9/GlBBXwIARUAYEllgyhd/IBvIaACACzJ2b0v/RpQA/0CJRFQAV9AQAUAWBItqIDvIqACACypbBD1tzEGFfAlBFQAgCWVmt+6+JkkBfgWAioAwJKcQdTP5ic/mx8BFfAhBFQAgCU5g6i/zV+SCKiADyGgAgAsqewi/WX/S0AFrI+ACgCwpLJfc1r2vwRUwPoIqAAAS3J18fvRxQ/4GgIqAMCSaEEFfBcBFQBgSc5lpk4PqCWOkjqrE4DaQUAFAFgSLaiA7yKgAgAsiWWmAN9FQAUAWNLpy0wF+gdKIqACvoCACgCwJLr4Ad9FQAUAWBLLTAG+i4AKALCkimbxE1AB6yOgAgAsiS5+wHcRUAEAlsQsfsB3EVABAJZECyrguwioAABLOn2ZKQIq4DsIqAAAS6IFFfBdBFQAgCWxzBTguwioAABLYpkpwHcRUAEAllRRF39JaUmd1QlA7SCgAgAsiWWmAN9FQAUAWNLps/gD/QIlEVABX0BABQBYUkVd/EZGDuOos3oBOHMEVACAJVU0i7/sPgDWREAFAFhSRS2oZfcBsCYCKgDAklzLTNkIqICvIaACACyJLn7AdxFQAQCWdHoXv5/tt19prIUKWBsBFQBgSacvM2Wz2Vx/dnb/A7AmAioAwJJOb0GVflu0ny5+wNpqFFCfeeYZdejQQSEhIYqLi9OWLVsqLb9q1Sp16dJFISEhio2N1bvvvluuzNdff62rr75akZGRatSokfr27avs7OyaVA8A0ACc/k1SEt8mBfgKrwPqypUrlZaWpjlz5mj79u3q0aOHkpOTdeDAAY/lN23apJEjR2rs2LHasWOHUlJSlJKSol27drnK/Pe//1ViYqK6dOmi9evX64svvtCsWbMUEhJS8zsDAPg01yz+Mi2ori5+B138gJV5HVAXLFigcePGacyYMerWrZuWLFmisLAwvfDCCx7LP/XUUxo8eLCmTJmirl276uGHH9Yll1yiRYsWuco88MADGjp0qB577DH16tVLnTp10tVXX61WrVrV/M4AAD7NUxc/LaiAb/AqoBYXF2vbtm1KSkr67QR+fkpKSlJWVpbHY7KystzKS1JycrKrvMPh0DvvvKMLLrhAycnJatWqleLi4rR69eoK61FUVKT8/Hy3FwCgYTl9mSmJgAr4Cq8C6qFDh1RaWqqoqCi37VFRUcrJyfF4TE5OTqXlDxw4oOPHj2vevHkaPHiw/v3vf+vaa6/Vddddp48++sjjOdPT0xUZGel6xcTEeHMbAAAfcPosfum3sEpABaytzmfxOxwOSdI111yje+65Rz179tT999+v3/3ud1qyZInHY6ZPn668vDzXa9++feeyygCAeqCyLn6WmQKsLaDqIr9p0aKF/P39lZub67Y9NzdXdrvd4zF2u73S8i1atFBAQIC6devmVqZr167asGGDx3MGBwcrODjYm6oDAHzMKcMsfsBXedWCGhQUpN69eyszM9O1zeFwKDMzU/Hx8R6PiY+PdysvSRkZGa7yQUFB6tu3r/bs2eNW5ttvv1X79u29qR4AoAFhkhTgu7xqQZWktLQ0paamqk+fPurXr58WLlyogoICjRkzRpI0evRoRUdHKz09XZI0efJkDRgwQPPnz9ewYcO0YsUKbd26VUuXLnWdc8qUKRoxYoT69++vK6+8UmvXrtW//vUvrV+/vnbuEgDgczyOQWWhfsAneB1QR4wYoYMHD2r27NnKyclRz549tXbtWtdEqOzsbPn5/dYwm5CQoOXLl2vmzJmaMWOGOnfurNWrV6t79+6uMtdee62WLFmi9PR0TZo0SRdeeKHefPNNJSYm1sItAgB8ES2ogO/yOqBK0sSJEzVx4kSP+zy1eg4fPlzDhw+v9Jx/+MMf9Ic//KEm1QEANECVLTPFQv2AtdX5LH4AAGqism+SogUVsDYCKgDAkujiB3wXARUAYEmuLv4yy0yxUD/gGwioAABL8jSLn4X6Ad9AQAUAWBJd/IDvIqACACypsln8BFTA2gioAABL8tSCykL9gG8goAIALIllpgDfRUAFAFhSZWNQWagfsDYCKgDAkjwtM0ULKuAbCKgAAEuqbJkpAipgbQRUAIAleZwkxUL9gE8goAIALMnjMlM2FuoHfAEBFQBgScziB3wXARUAYEl8kxTguwioAABL8jSLnzGogG8goAIALIkWVMB3EVABAJZU2TJTLNQPWBsBFQBgSR5n8dOCCvgEAioAwJLo4gd8FwEVAGBJnpaZck6YIqAC1kZABQBYjsM45DAOSbSgAr6IgAoAsJyyk6DKLjPlmiTFN0kBlkZABQBYTtkASgsq4HsIqAAAyykbQN3GoLJQP+ATCKgAAMspG0BZZgrwPQRUAIDluAVUxqACPoeACgCwHGdAtclGCyrggwioAADLcQbQQP9At+0EVMA3EFABAJbj6VukJBbqB3wFARUAYDklpSWSygdUWlAB30BABQBYTkUtqK5JUg4mSQFWRkAFAFiOawyqH2NQAV9EQAUAWE6FY1BZqB/wCQRUAIDllDgYgwr4MgIqAMByqhyDykL9gKURUAEAlsM6qIBvI6ACACynqhZUAipgbQRUAIDlVLQOKgv1A76BgAoAsBxaUAHfRkAFAFgOC/UDvo2ACgCwHBbqB3wbARUAYDmsgwr4NgIqAMBy+CYpwLcRUAEAlsNC/YBvI6ACACyHhfoB30ZABQBYTkXroBJQAd9AQAUAWE6FY1BZqB/wCQRUAIDlVDUG1WEcMsac83oBqB01CqjPPPOMOnTooJCQEMXFxWnLli2Vll+1apW6dOmikJAQxcbG6t13362w7B133CGbzaaFCxfWpGoAgAagqnVQJSZKAVbmdUBduXKl0tLSNGfOHG3fvl09evRQcnKyDhw44LH8pk2bNHLkSI0dO1Y7duxQSkqKUlJStGvXrnJl//GPf+jTTz9VmzZtvL8TAECDUdU6qBLd/ICVeR1QFyxYoHHjxmnMmDHq1q2blixZorCwML3wwgseyz/11FMaPHiwpkyZoq5du+rhhx/WJZdcokWLFrmV279/v+666y69+uqrCgwM9HguAACkqrv4y5YBYD1eBdTi4mJt27ZNSUlJv53Az09JSUnKysryeExWVpZbeUlKTk52K+9wOHTrrbdqypQpuuiii6qsR1FRkfLz891eAICGo6qF+suWAWA9XgXUQ4cOqbS0VFFRUW7bo6KilJOT4/GYnJycKss/+uijCggI0KRJk6pVj/T0dEVGRrpeMTEx3twGAMDiqtOCWupgDCpgVXU+i3/btm166qmn9NJLL8lms1XrmOnTpysvL8/12rdv31muJQCgPnGug3r6JCk/m59s+vV3CS2ogHV5FVBbtGghf39/5ebmum3Pzc2V3W73eIzdbq+0/CeffKIDBw6oXbt2CggIUEBAgH744Qfde++96tChg8dzBgcHKyIiwu0FAGg4KmpBLbuNgApYl1cBNSgoSL1791ZmZqZrm8PhUGZmpuLj4z0eEx8f71ZekjIyMlzlb731Vn3xxRfauXOn69WmTRtNmTJF77//vrf3AwBoACoLqM5xqARUwLrK/2RXIS0tTampqerTp4/69eunhQsXqqCgQGPGjJEkjR49WtHR0UpPT5ckTZ48WQMGDND8+fM1bNgwrVixQlu3btXSpUslSc2bN1fz5s3drhEYGCi73a4LL7zwTO8PAOCDaEEFfJvXAXXEiBE6ePCgZs+erZycHPXs2VNr1651TYTKzs6Wn99vDbMJCQlavny5Zs6cqRkzZqhz585avXq1unfvXnt3AQBoUJzroAb6l1+W0BlQWagfsC6vA6okTZw4URMnTvS4b/369eW2DR8+XMOHD6/2+ffu3VuTagEAGghaUAHfVuez+AEA8BYBFfBtBFQAgOVUOknKxiQpwOoIqAAAy3GNQfWrZAwqC/UDlkVABQBYTnW6+J0hFoD1EFABAJZTWUB1zuynix+wLgIqAMByqtWCWkoLKmBVBFQAgOU4w6endVCd41Lp4gesi4AKALAclpkCfBsBFQBgOdUZg0oXP2BdBFQAgOVUGlDp4gcsj4AKALAcuvgB30ZABQBYTmUL9dPFD1gfARUAYDks1A/4NgIqAMByqjMGlS5+wLoIqAAAy2EWP+DbCKgAAMupbKF+uvgB6yOgAgAshy5+wLcRUAEAllOtdVDp4gcsi4AKALAc1kEFfBsBFQBgOdVaB5UxqIBlEVABAJZTrXVQ6eIHLIuACgCwHCZJAb6NgAoAsBSHcchhHJKqWAeVLn7AsgioAABLKdsyShc/4JsIqAAASykbUD0t1E8XP2B9BFQAgKVUuwWVLn7AsgioAABLqSqgMgYVsD4CKgDAUsqOLfW3+ZfbTxc/YH0EVACApZRdYspms5XbzyQpwPoIqAAAS6lsDVSJLn7AFxBQAQCWUlVAdW6nix+wLgIqAMBSnC2jFbag/t8YVLr4AesioAIALMXZMuoMoqdzdvHTggpYFwEVAGAp1e3iZwwqYF0EVACApTi77qvq4i8uLT5ndQJQuwioAABLcQbPIP8gj/ud2xmDClgXARUAYCnOrvsqAypd/IBlEVABAJZS3RZUuvgB6yKgAgAshYAK+D4CKgDAUgiogO8joAIALIWACvg+AioAwFIIqIDvI6ACACyFgAr4PgIqAMBSvAmoxphzVi8AtYeACgCwlOoGVOm3r0UFYC0EVACApTi/ISrQP9Dj/rLbWawfsCYCKgDAUlwtqH5Vt6AyDhWwJgIqAMBSquriD/QLLFcWgLXUKKA+88wz6tChg0JCQhQXF6ctW7ZUWn7VqlXq0qWLQkJCFBsbq3fffde1r6SkRNOmTVNsbKwaNWqkNm3aaPTo0frpp59qUjUAgI+rKqDabDZXSCWgAtbkdUBduXKl0tLSNGfOHG3fvl09evRQcnKyDhw44LH8pk2bNHLkSI0dO1Y7duxQSkqKUlJStGvXLklSYWGhtm/frlmzZmn79u166623tGfPHl199dVndmcAAJ9UVUAtu4+ACliT1wF1wYIFGjdunMaMGaNu3bppyZIlCgsL0wsvvOCx/FNPPaXBgwdrypQp6tq1qx5++GFdcsklWrRokSQpMjJSGRkZuvHGG3XhhRfq0ksv1aJFi7Rt2zZlZ2ef2d0BAHwOARXwfV4F1OLiYm3btk1JSUm/ncDPT0lJScrKyvJ4TFZWllt5SUpOTq6wvCTl5eXJZrOpSZMm3lQPANAAEFAB3xfgTeFDhw6ptLRUUVFRbtujoqL0zTffeDwmJyfHY/mcnByP5U+ePKlp06Zp5MiRioiI8FimqKhIRUVFrvf5+fne3AYAwMKKHQRUwNfVq1n8JSUluvHGG2WM0eLFiyssl56ersjISNcrJibmHNYSAFCXnOugViegOssCsBavAmqLFi3k7++v3Nxct+25ubmy2+0ej7Hb7dUq7wynP/zwgzIyMipsPZWk6dOnKy8vz/Xat2+fN7cBALAwuvgB3+dVQA0KClLv3r2VmZnp2uZwOJSZman4+HiPx8THx7uVl6SMjAy38s5w+t133+mDDz5Q8+bNK61HcHCwIiIi3F4AgIaBgAr4Pq/GoEpSWlqaUlNT1adPH/Xr108LFy5UQUGBxowZI0kaPXq0oqOjlZ6eLkmaPHmyBgwYoPnz52vYsGFasWKFtm7dqqVLl0r6NZzecMMN2r59u9asWaPS0lLX+NRmzZopKKjiv4AAAA0PARXwfV4H1BEjRujgwYOaPXu2cnJy1LNnT61du9Y1ESo7O1t+fr81zCYkJGj58uWaOXOmZsyYoc6dO2v16tXq3r27JGn//v16++23JUk9e/Z0u9a6det0xRVX1PDWAAC+iIAK+D6vA6okTZw4URMnTvS4b/369eW2DR8+XMOHD/dYvkOHDjLG1KQaAIAGyBk6A/0DKyzj3FdUWlRhGQD1V72axQ8AQFWcoTMkIKTCMs59tKAC1kRABQBYyslTJyVVL6A6ywKwFgIqAMBSCKiA7yOgAgAs5UTJCUnVC6jOsgCshYAKALCUarWg+tOCClgZARUAYCl08QO+j4AKALAUAirg+wioAADLKHWUqsRRIomACvgyAioAwDLKLrxfrYBaSkAFrIiACgCwjLItorSgAr6LgAoAsAxn4PS3+SvAr+Jv6yagAtZGQAUAWIYzcIYGhlZazrmfgApYEwEVAGAZ1ZnBX3Y/ARWwJgIqAMAyCKhAw0BABQBYBgEVaBgIqAAAyzhRckJS9QOqszwAayGgAgAsgxZUoGEgoAIALMMZOIP9gyst52pBPUULKmBFBFQAgGUUlBRIksKDwist1yiwkSSpsKTwrNcJQO0joAIALON48XFJVQdU5/6C4gI5jOOs1wtA7SKgAgAsw9uAamSYKAVYEAEVAGAZ1Q2ooYGhssnmdgwA6yCgAgAso7oB1c/mp0ZBjdyOAWAdBFQAgGVUN6CWLUNABayHgAoAsAwCKtAwEFABAJZBQAUaBgIqAMAyCKhAw0BABQBYhjNsOhfir4yzDAEVsB4CKgDAMmhBBRoGAioAwDJcLahBVbegOgPqseJjZ7VOAGofARUAYBm/nPxFktQ0pGmVZZuENJEkHT159CzWCMDZQEAFAFhCcWmxqwW1eVjzKss3D/21zOHCw2e1XgBqHwEVAGAJR04ckSTZZHO1jlbGGWKPnDxyNqsF4CwgoAIALMHZEto0tKn8bFX/+moW2sztOADWQUAFAFjC4RO/Bk1n131VXF38JwiogNUQUAEAluDs4q/O+NOy5ZzHAbAOAioAwBKcXfXOrvuqlO3iN8actXoBqH0EVACAJRwsPChJahHWolrlneWKSotYrB+wGAIqAMASsvOyJUkxETHVKh8eFO6a7e88FoA1EFABAJbwQ94PkqQOTTpU+xhnWeexAKyBgAoAsIS9R/dKktpHtq/2Mc6yzmMBWAMBFQBQ7xlj9MPRmregElABayGgAgDqvb1H96qgpECBfoFqF9mu2sdd0PwCSdKuA7vOVtUAnAUEVABAvffpj59Kknq17qXggOBqH9cvup/reJaaAqyDgAoAqPc+/P5DSVJcdJxXx10cdbFCAkL0y8lf9Hnu52ejagDOAgIqAKBey87L1mu7XpMkXdvlWq+ODfIP0u8u+J0k6dGNj9KKCliEzfjAT2t+fr4iIyOVl5eniIiIs369Nd+u0bwN82p0rFHN/nefyWPimlyTa3LN2rjmmVz3TK7587GfVVBSoEtaX6Kt47bKZrN5dfymfZuU+EKijIzs4XZFN46Wv5+//Gx+8rP5ySbvzgf4mj9f+Wdd1fGqs34db/JawFmvjQ/KPZ6rjfs21nU1AKDBuDjqYr1545teh1NJSohJ0JLfLdE979+jnOM5yjmecxZqCFiX82uE6xNaUGtg79G92vHzjhofX5O/YCWd0b/yuSbXbEjXPJPrcs36d83I4Eh1bdlVfrYzG5V2vPi4vsz9Ur+c/EWljlKVmlI5jOOMzgn4gn7R/dQ2ou1Zv85Zb0F95pln9PjjjysnJ0c9evTQ008/rX79+lVYftWqVZo1a5b27t2rzp0769FHH9XQoUNd+40xmjNnjp5//nkdPXpUl112mRYvXqzOnTvXpHpnXYcmHbxahw8AUPfCg8IVHxNf19UAUA1e/3N05cqVSktL05w5c7R9+3b16NFDycnJOnDggMfymzZt0siRIzV27Fjt2LFDKSkpSklJ0a5dv61J99hjj+mvf/2rlixZos2bN6tRo0ZKTk7WyZMna35nAAAAsCSvu/jj4uLUt29fLVq0SJLkcDgUExOju+66S/fff3+58iNGjFBBQYHWrFnj2nbppZeqZ8+eWrJkiYwxatOmje69917dd999kqS8vDxFRUXppZde0k033VRlnc51Fz8AAAC8401e86oFtbi4WNu2bVNSUtJvJ/DzU1JSkrKysjwek5WV5VZekpKTk13lv//+e+Xk5LiViYyMVFxcXIXnLCoqUn5+vtsLAAAAvsGrgHro0CGVlpYqKirKbXtUVJRycjzPiszJyam0vPO/3pwzPT1dkZGRrldMTIw3twEAAIB6zJIL9U+fPl15eXmu1759++q6SgAAAKglXgXUFi1ayN/fX7m5uW7bc3NzZbfbPR5jt9srLe/8rzfnDA4OVkREhNsLAAAAvsGrgBoUFKTevXsrMzPTtc3hcCgzM1Px8Z6X7oiPj3crL0kZGRmu8h07dpTdbncrk5+fr82bN1d4TgAAAPgur9dBTUtLU2pqqvr06aN+/fpp4cKFKigo0JgxYyRJo0ePVnR0tNLT0yVJkydP1oABAzR//nwNGzZMK1as0NatW7V06VJJvy7cfPfdd+uRRx5R586d1bFjR82aNUtt2rRRSkpK7d0pAAAALMHrgDpixAgdPHhQs2fPVk5Ojnr27Km1a9e6JjllZ2fLz++3htmEhAQtX75cM2fO1IwZM9S5c2etXr1a3bt3d5WZOnWqCgoKdPvtt+vo0aNKTEzU2rVrFRISUgu3CAAAACvhq04BAABw1p31rzqtb5wZm/VQAQAA6idnTqtO26hPBNRjx45JEuuhAgAA1HPHjh1TZGRkpWV8oovf4XDop59+UuPGjWWz2c7JNfPz8xUTE6N9+/YxrMCCeH7WxzO0Pp6h9fEMre9cPkNjjI4dO6Y2bdq4zVfyxCdaUP38/NS2bds6uTbrsFobz8/6eIbWxzO0Pp6h9Z2rZ1hVy6mTJb9JCgAAAL6LgAoAAIB6hYBaQ8HBwZozZ46Cg4PruiqoAZ6f9fEMrY9naH08Q+urr8/QJyZJAQAAwHfQggoAAIB6hYAKAACAeoWACgAAgHqFgAoAAIB6hYBaA88884w6dOigkJAQxcXFacuWLXVdJUhKT09X37591bhxY7Vq1UopKSnas2ePW5mTJ09qwoQJat68ucLDw3X99dcrNzfXrUx2draGDRumsLAwtWrVSlOmTNGpU6fO5a3g/8ybN082m0133323axvPsP7bv3+/brnlFjVv3lyhoaGKjY3V1q1bXfuNMZo9e7Zat26t0NBQJSUl6bvvvnM7x5EjRzRq1ChFRESoSZMmGjt2rI4fP36ub6VBKi0t1axZs9SxY0eFhoaqU6dOevjhh92+P51nWL98/PHH+v3vf682bdrIZrNp9erVbvtr63l98cUXuvzyyxUSEqKYmBg99thjZ++mDLyyYsUKExQUZF544QWze/duM27cONOkSROTm5tb11Vr8JKTk82LL75odu3aZXbu3GmGDh1q2rVrZ44fP+4qc8cdd5iYmBiTmZlptm7dai699FKTkJDg2n/q1CnTvXt3k5SUZHbs2GHeffdd06JFCzN9+vS6uKUGbcuWLaZDhw7m4osvNpMnT3Zt5xnWb0eOHDHt27c3t912m9m8ebP53//+Z95//33zn//8x1Vm3rx5JjIy0qxevdp8/vnn5uqrrzYdO3Y0J06ccJUZPHiw6dGjh/n000/NJ598Ys4//3wzcuTIurilBmfu3LmmefPmZs2aNeb77783q1atMuHh4eapp55yleEZ1i/vvvuueeCBB8xbb71lJJl//OMfbvtr43nl5eWZqKgoM2rUKLNr1y7z2muvmdDQUPPcc8+dlXsioHqpX79+ZsKECa73paWlpk2bNiY9Pb0OawVPDhw4YCSZjz76yBhjzNGjR01gYKBZtWqVq8zXX39tJJmsrCxjzK8/5H5+fiYnJ8dVZvHixSYiIsIUFRWd2xtowI4dO2Y6d+5sMjIyzIABA1wBlWdY/02bNs0kJiZWuN/hcBi73W4ef/xx17ajR4+a4OBg89prrxljjPnqq6+MJPPZZ5+5yrz33nvGZrOZ/fv3n73KwxhjzLBhw8wf/vAHt23XXXedGTVqlDGGZ1jfnR5Qa+t5Pfvss6Zp06Zuf49OmzbNXHjhhWflPuji90JxcbG2bdumpKQk1zY/Pz8lJSUpKyurDmsGT/Ly8iRJzZo1kyRt27ZNJSUlbs+vS5cuateunev5ZWVlKTY2VlFRUa4yycnJys/P1+7du89h7Ru2CRMmaNiwYW7PSuIZWsHbb7+tPn36aPjw4WrVqpV69eql559/3rX/+++/V05OjtszjIyMVFxcnNszbNKkifr06eMqk5SUJD8/P23evPnc3UwDlZCQoMzMTH377beSpM8//1wbNmzQkCFDJPEMraa2nldWVpb69++voKAgV5nk5GTt2bNHv/zyS63XO6DWz+jDDh06pNLSUrdffJIUFRWlb775po5qBU8cDofuvvtuXXbZZerevbskKScnR0FBQWrSpIlb2aioKOXk5LjKeHq+zn04+1asWKHt27frs88+K7ePZ1j//e9//9PixYuVlpamGTNm6LPPPtOkSZMUFBSk1NRU1zPw9IzKPsNWrVq57Q8ICFCzZs14hufA/fffr/z8fHXp0kX+/v4qLS3V3LlzNWrUKEniGVpMbT2vnJwcdezYsdw5nPuaNm1aq/UmoMInTZgwQbt27dKGDRvquirwwr59+zR58mRlZGQoJCSkrquDGnA4HOrTp4/+8pe/SJJ69eqlXbt2acmSJUpNTa3j2qE6Xn/9db366qtavny5LrroIu3cuVN333232rRpwzPEOUMXvxdatGghf3//cjOGc3NzZbfb66hWON3EiRO1Zs0arVu3Tm3btnVtt9vtKi4u1tGjR93Kl31+drvd4/N17sPZtW3bNh04cECXXHKJAgICFBAQoI8++kh//etfFRAQoKioKJ5hPde6dWt169bNbVvXrl2VnZ0t6bdnUNnfo3a7XQcOHHDbf+rUKR05coRneA5MmTJF999/v2666SbFxsbq1ltv1T333KP09HRJPEOrqa3nda7/biWgeiEoKEi9e/dWZmama5vD4VBmZqbi4+PrsGaQfl1GY+LEifrHP/6hDz/8sFxXRO/evRUYGOj2/Pbs2aPs7GzX84uPj9eXX37p9oOakZGhiIiIcr90UfsGDhyoL7/8Ujt37nS9+vTpo1GjRrn+zDOs3y677LJyy7t9++23at++vSSpY8eOstvtbs8wPz9fmzdvdnuGR48e1bZt21xlPvzwQzkcDsXFxZ2Du2jYCgsL5efnHg/8/f3lcDgk8QytpraeV3x8vD7++GOVlJS4ymRkZOjCCy+s9e59SSwz5a0VK1aY4OBg89JLL5mvvvrK3H777aZJkyZuM4ZRN+68804TGRlp1q9fb37++WfXq7Cw0FXmjjvuMO3atTMffvih2bp1q4mPjzfx8fGu/c4ligYNGmR27txp1q5da1q2bMkSRXWo7Cx+Y3iG9d2WLVtMQECAmTt3rvnuu+/Mq6++asLCwswrr7ziKjNv3jzTpEkT889//tN88cUX5pprrvG45E2vXr3M5s2bzYYNG0znzp1ZougcSU1NNdHR0a5lpt566y3TokULM3XqVFcZnmH9cuzYMbNjxw6zY8cOI8ksWLDA7Nixw/zwww/GmNp5XkePHjVRUVHm1ltvNbt27TIrVqwwYWFhLDNVnzz99NOmXbt2JigoyPTr1898+umndV0lmF+X1vD0evHFF11lTpw4YcaPH2+aNm1qwsLCzLXXXmt+/vlnt/Ps3bvXDBkyxISGhpoWLVqYe++915SUlJzju4HT6QGVZ1j//etf/zLdu3c3wcHBpkuXLmbp0qVu+x0Oh5k1a5aJiooywcHBZuDAgWbPnj1uZQ4fPmxGjhxpwsPDTUREhBkzZow5duzYubyNBis/P99MnjzZtGvXzoSEhJjzzjvPPPDAA27LC/EM65d169Z5/P2XmppqjKm95/X555+bxMREExwcbKKjo828efPO2j3ZjCnz1RAAAABAHWMMKgAAAOoVAioAAADqFQIqAAAA6hUCKgAAAOoVAioAAADqFQIqAAAA6hUCKgAAAOoVAioAAADqFQIqAAAA6hUCKgAAAOoVAioAAADqFQIqAAAA6pX/D0pYu4hhfNp5AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "phi_bar = tr_gen.get_transient(dist_val,\n", " albedo,\n", " albedo,\n", " alpha_sig,\n", " alpha_bkg)\n", "\n", "print(\"Shape of transient image: \",phi_bar.shape)\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(8,4))\n", "plot_transient(ax, phi_bar.cpu().numpy()[0,0,:])\n", "ax.set_title(\"Transient for dist = %.2f m, FWHM = %.2f ns\"%(dist_val[0,0], tr_gen.FWHM))\n", "fig.savefig(\"Temp.png\")\n", "\n", "print(\"Plot saved as Temp.png ...\")" ] }, { "cell_type": "markdown", "metadata": { "id": "P3MAqei6iOY1" }, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": { "id": "6z3OHbsuiQSS" }, "source": [ "## Custom multi-pixel data\n", "\n", "The `PerPixelLoader` class allows researchers to leverage vectorization and hardware acceleration benefits of PyTorch and simulate single photon camera measurements for different combinations of scene properties simultaneously. Moreover it also allows to simulate multiple runs for each combination of scene properties to generate better experiment statistics and trends." ] }, { "cell_type": "markdown", "metadata": { "id": "f6m_Ijl2HZo8" }, "source": [ "\n", "\n", "**Example to use `PerPixelLoader` class from `perpixel_loaders` module of `data_loaders` subpackage**\n", "\n", "In this example we will simulate data for\n", "* `num_dist = 3` scene distance values equally spaced between `[0,1.0*Dmax]`\n", "* `sig_bkg_list` 2 illumination conditions, i.e. average (signal, background) flux for each scene distance $[\\Phi_{sig},\\Phi_{bkg}] \\in$ $\\{ [1,1], [0.5, 2]\\}$\n", "* `num_run = 3` independent runs for each combination of scene distance and illumination conditions.\n", "\n", "⛔ `NOTE: Runs do not represent the number of laser cycles per exposure time. It represents number of independent experiments performed for each combination of scene properties.`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "executionInfo": { "elapsed": 139, "status": "ok", "timestamp": 1736561267144, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "Iz4f9AwJHaKQ" }, "outputs": [], "source": [ "from SPCSim.data_loaders.perpixel_loaders import PerPixelLoader\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "PixLdr = PerPixelLoader(num_dists = 3,\n", " min_dist = 0,\n", " max_dist = 1,\n", " sig_bkg_list = [\n", " [1,1],\n", " [0.5,2]\n", " ],\n", " tmax = 100,\n", " num_runs = 3,\n", " device = \"cpu\")\n" ] }, { "cell_type": "markdown", "metadata": { "id": "pMtq3TZVpRsg" }, "source": [ "Use the `get_data` method to get the data in form of a dictionary. True distance, signal and background flux can be accesed from the dictionary." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 124, "status": "ok", "timestamp": 1736561276397, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "UzpJEkCipSEm", "outputId": "7096ce7e-0e60-4cd8-9819-96f0bfebc622" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Absolute maximum distance : 15.000000000000002\n", "GT dist: tensor([[ 0.0000, 0.0000, 0.0000],\n", " [ 7.5000, 7.5000, 7.5000],\n", " [15.0000, 15.0000, 15.0000],\n", " [ 0.0000, 0.0000, 0.0000],\n", " [ 7.5000, 7.5000, 7.5000],\n", " [15.0000, 15.0000, 15.0000]]) torch.Size([6, 3])\n", "Note the boradcasted values for illumination conditions for each run and each distance\n", "alpha_sig: tensor([[[1.0000],\n", " [1.0000],\n", " [1.0000]],\n", "\n", " [[1.0000],\n", " [1.0000],\n", " [1.0000]],\n", "\n", " [[1.0000],\n", " [1.0000],\n", " [1.0000]],\n", "\n", " [[0.5000],\n", " [0.5000],\n", " [0.5000]],\n", "\n", " [[0.5000],\n", " [0.5000],\n", " [0.5000]],\n", "\n", " [[0.5000],\n", " [0.5000],\n", " [0.5000]]]) torch.Size([6, 3, 1])\n", "alpha_bkg: tensor([[[1.],\n", " [1.],\n", " [1.]],\n", "\n", " [[1.],\n", " [1.],\n", " [1.]],\n", "\n", " [[1.],\n", " [1.],\n", " [1.]],\n", "\n", " [[2.],\n", " [2.],\n", " [2.]],\n", "\n", " [[2.],\n", " [2.],\n", " [2.]],\n", "\n", " [[2.],\n", " [2.],\n", " [2.]]]) torch.Size([6, 3, 1])\n" ] } ], "source": [ "\n", "# Generate the per pixel data\n", "data = PixLdr.get_data()\n", "\n", "# Output from PerPixelLoader is in form of a dictionary\n", "# Use relevent keys to access specific typ0e of data\n", "gt_dist = data[\"gt_dist\"]\n", "\n", "\n", "# Extract specific data modality\n", "gt_dist = data[\"gt_dist\"]\n", "alpha_sig = data[\"alpha_sig\"]\n", "alpha_bkg = data[\"alpha_bkg\"]\n", "\n", "print(\"Absolute maximum distance :\", PixLdr.dmax)\n", "print(\"GT dist: \", gt_dist, gt_dist.shape)\n", "print(\"Note the boradcasted values for illumination conditions for each run and each distance\")\n", "print(\"alpha_sig: \", alpha_sig, alpha_sig.shape)\n", "print(\"alpha_bkg: \", alpha_bkg, alpha_bkg.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "KVOb_tapHk3h" }, "source": [ "The `get_row` method can be used to access specific a data point for given illumination and scene distance form the output data.\n", "\n", "The scene albedo, distance, average signal and background flux are all returned as 2D tensors where\n", "\n", "* Each row corresponds to a specific combination of scene distance and scene illumination condition\n", "* Each column of that row represents data for an independent run.\n", "\n", "For example here we access distance value, alpha_sig and alpha_bkg for the `second` independent run `first` illumination condition and `first` scene distance idx." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "executionInfo": { "elapsed": 145, "status": "ok", "timestamp": 1736561718030, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "2Ap6EU7PHkG2", "outputId": "2f10a4a9-1d0e-4c39-ab5c-962764bf3b3d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data for first SBR conditions and first distance value for second run\n", "Dist = tensor(0.)\n", "Alpha sig = tensor([1.])\n", "Alpha bkg = tensor([1.])\n" ] } ], "source": [ "print(\"Data for first SBR conditions and first distance value for second run\")\n", "ROW = PixLdr.get_row(sbr_idx =0, dist_idx=0)\n", "RUN = 2\n", "\n", "print(\"Dist = \", data[\"gt_dist\"][ROW, RUN])\n", "print(\"Alpha sig = \", data[\"alpha_sig\"][ROW, RUN])\n", "print(\"Alpha bkg = \", data[\"alpha_bkg\"][ROW, RUN])" ] }, { "cell_type": "markdown", "metadata": { "id": "G0U4C6M7HmDP" }, "source": [ "## Custom multi-pixel transient data\n", "\n", "Combining `PerpixelLoader` and `TransientGenerator` classes to setup a custom experiment with desired range of distance values, laser characteristics and other simulation parameters." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 323 }, "executionInfo": { "elapsed": 1325, "status": "ok", "timestamp": 1736562174668, "user": { "displayName": "Kaustubh Sadekar", "userId": "03721347199797132029" }, "user_tz": 480 }, "id": "0XiHoPN_Hmvz", "outputId": "3909d06c-d773-4f9d-c386-2343d2f352c7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Multi-pixel data for 5 scene distances and \n", "2 different illumination conditions per scene \n", "and 7 independent runs per combination\n", "Shape of transient image: torch.Size([10, 7, 1000])\n", "Note the distance square fall off... As the distance increases the signal intensity reduces...\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from SPCSim.data_loaders.perpixel_loaders import PerPixelLoader\n", "from SPCSim.data_loaders.transient_loaders import TransientGenerator\n", "from SPCSim.utils import plot_transient\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import torch\n", "\n", "# Simulating results for distance = 0.1*dmax\n", "PixLdr = PerPixelLoader(\n", " num_dists = 5,\n", " min_dist = 0.2,\n", " max_dist = 0.8,\n", " tmax = 100,\n", " num_runs = 7,\n", " sig_bkg_list=[\n", " [1.0, 1.0],\n", " [1.0, 10.0]],\n", " device = \"cpu\")\n", "\n", "# Generate the per pixel data\n", "data = PixLdr.get_data()\n", "\n", "\n", "# Creating transient generator with laser time period of 100ns, FWHM 1 and with\n", "# laser time period divided into 1000 equal time-bins\n", "\n", "# NOTE: unlike previous example, here we need to mention the\n", "# number of rows and cols (Nr, Nc)\n", "tr_gen = TransientGenerator(Nr = PixLdr.Nr,\n", " Nc = PixLdr.Nc,\n", " N_tbins = 1000,\n", " tmax = PixLdr.tmax,\n", " FWHM = 2)\n", "\n", "\n", "# Using the get function to generate the transient\n", "# for a given distance, albedo, intensity, and illumination condition\n", "phi_bar = tr_gen.get_transient(data[\"gt_dist\"],\n", " data[\"albedo\"],\n", " data[\"albedo\"],\n", " data[\"alpha_sig\"],\n", " data[\"alpha_bkg\"])\n", "\n", "print(\"Multi-pixel data for 5 scene distances and \\n2 different illumination conditions per scene \\nand 7 independent runs per combination\")\n", "print(\"Shape of transient image: \",phi_bar.shape)\n", "\n", "fig, ax = plt.subplots(1,4,figsize=(24,3))\n", "\n", "# Plotting first 4 distances with second SBR condition and second run\n", "ROW = PixLdr.get_row(sbr_idx =1, dist_idx=0)\n", "RUN = 2\n", "plot_transient(ax[0], phi_bar.cpu().numpy()[ROW,RUN,:])\n", "ax[0].set_title(\"Transient for dist = %.2f m, FWHM = %.2f ns\"%(data[\"gt_dist\"][ROW,RUN], tr_gen.FWHM))\n", "ax[0].set_ylim(0, 0.2)\n", "\n", "# Plotting first distance and second SBR\n", "ROW = PixLdr.get_row(sbr_idx =1, dist_idx=1)\n", "RUN = 2\n", "plot_transient(ax[1], phi_bar.cpu().numpy()[ROW,RUN,:])\n", "ax[1].set_title(\"Transient for dist = %.2f m, FWHM = %.2f ns\"%(data[\"gt_dist\"][ROW,RUN], tr_gen.FWHM))\n", "ax[1].set_ylim(0, 0.2)\n", "\n", "# Plotting second distance and first SBR\n", "ROW = PixLdr.get_row(sbr_idx =1, dist_idx=2)\n", "RUN = 2\n", "plot_transient(ax[2], phi_bar.cpu().numpy()[ROW,RUN,:])\n", "ax[2].set_title(\"Transient for dist = %.2f m, FWHM = %.2f ns\"%(data[\"gt_dist\"][ROW,RUN], tr_gen.FWHM))\n", "ax[2].set_ylim(0, 0.2)\n", "\n", "# Plotting second distance and second SBR\n", "ROW = PixLdr.get_row(sbr_idx =1, dist_idx=3)\n", "RUN = 2\n", "plot_transient(ax[3], phi_bar.cpu().numpy()[ROW,RUN,:])\n", "ax[3].set_title(\"Transient for dist = %.2f m, FWHM = %.2f ns\"%(data[\"gt_dist\"][ROW,RUN], tr_gen.FWHM))\n", "ax[3].set_ylim(0, 0.2)\n", "\n", "plt.plot()\n", "print(\"Note the distance square fall off... As the distance increases the signal intensity reduces...\")" ] }, { "cell_type": "markdown", "metadata": { "id": "2FFHrw6gix1q" }, "source": [ "TODOs:\n", "\n", "- [ ] Add detailed description of corresponding data structures" ] } ], "metadata": { "colab": { "authorship_tag": "ABX9TyOF7o0iFjBKzs0l7x77htRV", "mount_file_id": "1Ae6K0qCWzOCPu5s2cpdwcYofV9csfs-w", "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }