plot_MixMNIST_pu.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "=> Dataset contains 10000 images\n1001\n"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import PIL\n",
    "import torch\n",
    "from PIL import Image\n",
    "from PIL import ImageFont\n",
    "from PIL import ImageDraw \n",
    "from loaders import *\n",
    "import matplotlib.pyplot as plt\n",
    "import glob\n",
    "from model_evaluator import *\n",
    "import matplotlib.gridspec as gridspec\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "path = '/home/syl/Documents/Project/prob_reg/download/images/test_MixMNIST_pu_07_15_2020_16_34/'\n",
    "save_path = '/home/syl/Documents/Project/prob_reg/images/Toshow/MixMNIST_pu_supp/'\n",
    "dataset = MixMNIST('/home/syl/Documents/Project/prob_reg/dataset/MNIST', 'test')\n",
    "font = ImageFont.truetype(\"/home/syl/Documents/Doc/open-sans/OpenSans-Bold.ttf\", size=20)\n",
    "\n",
    "test_files = glob.glob(path+\"*prob.npy\")\n",
    "mode_stat = np.zeros([4, 5])\n",
    "# mode_collection = dict()\n",
    "prob_data = []\n",
    "mode_type_data = []\n",
    "count = np.zeros([4,4])\n",
    "print(len(test_files))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "1001\n"
    }
   ],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[[6.87157882e-08 9.87878455e-08 2.37112690e-08 9.19773374e-08]\n [7.23825398e-08 1.38427277e-07 1.72904334e-08 9.34663834e-08]\n [7.61599024e-08 1.94726983e-07 1.01350259e-08 9.30316134e-08]\n [5.14024660e-08 7.95192690e-08 1.94393474e-08 9.01140366e-08]]\n"
    }
   ],
   "source": [
    "\n",
    "for file in test_files:\n",
    "# file = test_files[0]\n",
    "    prob = np.load(file)\n",
    "#     print(prob)\n",
    "    results = np.load(file.replace(\"prob.npy\", \"sample_labelIds.npy\"))[:,None,...]\n",
    "    # print(results.shape)\n",
    "    sample_num = 4\n",
    "\n",
    "    img_key = os.path.basename(file).replace(\"_16prob.npy\", \"\")\n",
    "    #     print(img_key)\n",
    "    mode_type = int(img_key[0])\n",
    "    gt_modes = dataset.get_gt_modes(img_key)[:,None,None,...]\n",
    "\n",
    "    d_matrix = get_energy_distance_components(gt_modes, results, 1)\n",
    "    sample_mode = np.argmin(d_matrix['YS'], axis=0)\n",
    "    tmp_mode_stat = np.zeros(4)\n",
    "    for i in range(11):\n",
    "        mode_stat[mode_type][sample_mode[i]] += prob[i]\n",
    "        count[mode_type][sample_mode[i]] += 1\n",
    "        tmp_mode_stat[sample_mode[i]] += prob[i]\n",
    "        \n",
    "#     mode_collection.setdefault(mode_type, []).append(tmp_mode_stat)\n",
    "    mode_type_data.extend(np.array([0,1,2,3]) + mode_type * 4)\n",
    "    prob_data.extend(tmp_mode_stat)\n",
    "    mode_stat[mode_type][4] += 1\n",
    "\n",
    "print(mode_stat[:,:4] / np.tile(mode_stat[:,4, None], (1,4)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "[[0.2216262  0.26651609 0.15640881 0.3554489 ]\n [0.21542439 0.3145196  0.11848341 0.3515726 ]\n [0.22557122 0.38259601 0.07875547 0.3130773 ]\n [0.20964089 0.23099321 0.16078939 0.39857651]]\n"
    }
   ],
   "source": [
    "count_normalized = count / np.tile(count.sum(axis=1)[:,None], (1,4))\n",
    "print(count_normalized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "gt_prob = [0.25, 0.25, 0.25, 0.25, \\\n",
    "          0.1, 0.4, 0.1, 0.4, \\\n",
    "          0.3, 0.5, 0.1, 0.1, \\\n",
    "          0.1, 0.1, 0.1, 0.7]\n",
    "gt_mode_label = range(16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "4004\n"
    }
   ],
   "source": [
    "print(len(prob_data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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     },
     "metadata": {},
     "execution_count": 16
    },
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "mean_mode_stat = mode_stat[:,:4] / np.tile(mode_stat[:,4, None], (1,4))\n",
    "probplot = pd.DataFrame(data={'Probability density': np.array(prob_data)*1e7, 'Mode type': mode_type_data})\n",
    "gtplot = pd.DataFrame(data={'Probability density': gt_prob, 'Mode type': gt_mode_label})\n",
    "meanplot = pd.DataFrame(data={'Probability density': mean_mode_stat.reshape(-1)*1e7, 'Mode type': gt_mode_label,\n",
    "                             })\n",
    "# f = plt.figure(figsize=(5,5), dpi=150)\n",
    "# gs = gridspec.GridSpec(1,1)\n",
    "# ax = plt.subplot(gs[0,0])\n",
    "f, ax = plt.subplots(1,1,figsize=(6,5),dpi=150)\n",
    "# sns.scatterplot(x=\"Mode type\", y=\"Probability\", data=gtplot, alpha=0.7, s=160, marker='>', color='r',ax=ax, label=\"Ground truth\", zorder=10)\n",
    "sns.scatterplot(x=\"Mode type\", y=\"Probability density\", data=meanplot, alpha=0.7, s=160, marker='>', color='b',ax=ax,label=\"Predicted mean\", zorder=10)\n",
    "\n",
    "sns.stripplot(x=\"Mode type\", y=\"Probability density\", data=probplot, alpha=0.7, s=2, ax=ax)\n",
    "\n",
    "ax.set_title('Mode probability predictions (Probabilistic U-Net)', y=1.03)\n",
    "\n",
    "\n",
    "ax2 = ax.twinx() \n",
    "countplot = pd.DataFrame(data={'mode normalized count': count_normalized.reshape(-1), 'Mode type': gt_mode_label})\n",
    "sns.scatterplot(x=\"Mode type\", y=\"Probability density\", data=gtplot, alpha=0.7, s=160, marker='s', color='r',ax=ax2,label=\"Ground truth frequency\", zorder=10)\n",
    "sns.scatterplot(x=\"Mode type\", y=\"mode normalized count\", data=countplot, alpha=0.7, s=160, marker='s', color='g',ax=ax2,label=\"Mode prediction frequency\", zorder=10)\n",
    "\n",
    "ax.set_ylabel(r'Probability density $10^{-7}$', fontsize=10)\n",
    "ax2.set_ylabel('Mode normalized count')\n",
    "ax2.set_ylim([0,1])\n",
    "ax.legend(loc=1)\n",
    "ax2.legend(loc=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.makedirs(save_path, exist_ok=True)\n",
    "f.savefig(save_path + 'pu_prob_stat.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(sample_mode)\n",
    "# print(prob_mode)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample_num = 6\n",
    "gt_prob = [0.25, 0.25, 0.25, 0.25, \\\n",
    "          0.1, 0.4, 0.1, 0.4, \\\n",
    "          0.3, 0.5, 0.1, 0.1, \\\n",
    "          0.1, 0.1, 0.1, 0.7]\n",
    "gt_mode_label = range(16)\n",
    "os.makedirs(save_path, exist_ok=True)\n",
    "\n",
    "for file in test_files[:100]:\n",
    "# file = test_files[0]\n",
    "    probs = np.load(file)\n",
    "#     print(prob)\n",
    "    samples = np.load(file.replace(\"prob.npy\", \"sample_labelIds.npy\"))\n",
    "    # print(results.shape)\n",
    "\n",
    "    img_key = os.path.basename(file).replace(\"_16prob.npy\", \"\")\n",
    "    #     print(img_key)\n",
    "    mode_type = int(img_key[0])\n",
    "    input_gt_prob = gt_prob[mode_type*4 : mode_type*4 + 4]\n",
    "    inputs = dataset.get_gt_modes(img_key).sum(axis=0) * 255.\n",
    "    inputs = Image.fromarray(inputs).resize((184*4, 184))\n",
    "    \n",
    "    draw = ImageDraw.Draw(inputs)\n",
    "    draw.text((0, 0),\"{:.2f}\".format(input_gt_prob[0]),255,font=font)\n",
    "    draw.text((184, 0),\"{:.2f}\".format(input_gt_prob[1]),255,font=font)\n",
    "    draw.text((184*2, 0),\"{:.2f}\".format(input_gt_prob[2]),255,font=font)\n",
    "    draw.text((184*3, 0),\"{:.2f}\".format(input_gt_prob[3]),255,font=font)\n",
    "\n",
    "\n",
    "    data_arr = np.array(inputs)/255.\n",
    "\n",
    "    sample_arr_col = []\n",
    "\n",
    "    for i in range(sample_num):\n",
    "        \n",
    "        sample = samples[i,0,...]*255.\n",
    "        sample = Image.fromarray(sample).resize((184*4, 184))\n",
    "        prob = probs[i]\n",
    "    #     print(prob)\n",
    "        draw = ImageDraw.Draw(sample)\n",
    "        # draw.text((0, 0),\"{:.4f}\".format(prob),255,font=font)\n",
    "        sample = np.array(sample)/255.\n",
    "        \n",
    "        sample_arr_col.append(sample)\n",
    "\n",
    "\n",
    "    final_image = np.concatenate([data_arr, *sample_arr_col], axis=0)\n",
    "    # fig = plt.figure(figsize = (10,10)) \n",
    "    # plt.imshow(final_image, cmap='gray')\n",
    "    # plt.show()\n",
    "    \n",
    "    plt.imsave(save_path + 'PU_{}_{}sample.png'.format(img_key, sample_num), final_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "plt.imsave(save_path + '{}_{}sample.png'.format(img_key, sample_num), final_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch",
   "language": "python",
   "name": "torch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3-final"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}