size_matters_plots_2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from os.path import join, exists, basename, dirname\n",
    "import os\n",
    "\n",
    "from typing import List, Dict, Tuple, Union\n",
    "\n",
    "LOG_PATH = join(\".\", \"logs\")\n",
    "VGG16_LOGS = join(LOG_PATH, \"VGG16\", \"Cifar10_32\", \"BP\")\n",
    "RESNET18_LOGS = join(LOG_PATH, \"ResNet18\", \"Cifar10_32\", \"BP\")\n",
    "RESNET18PC_LOGS = join(LOG_PATH, \"ResNet18_PC\", \"Cifar10_32\", \"BP\")\n",
    "\n",
    "PER_PIXEL_FILE_NAME = \"perpixel_probe_performances.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = \"./feature_maps\"\n",
    "if not exists(path):\n",
    "    os.makedirs(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import rc\n",
    "\n",
    "params = {\n",
    "#           'text.latex.preamble': [r'\\usepackage{gensymb}'],\n",
    "          'axes.labelsize': 18, # fontsize for x and y labels (was 10)\n",
    "          'axes.titlesize': 18,\n",
    "          'font.size': 16, # was 10\n",
    "          'legend.fontsize': 16, # was 10\n",
    "          'xtick.labelsize': 14,\n",
    "          'ytick.labelsize': 14,\n",
    "          'font.family': 'serif',\n",
    "          'figure.dpi': 250\n",
    "}\n",
    "#mpl.rcParams['figure.dpi'] = 900\n",
    "import matplotlib\n",
    "matplotlib.rcParams.update(params)\n",
    "#rc('text', usetex=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "resnet18 = join(RESNET18_LOGS, PER_PIXEL_FILE_NAME)\n",
    "resnet18pc = join(RESNET18PC_LOGS, PER_PIXEL_FILE_NAME)\n",
    "vgg16 = join(VGG16_LOGS, PER_PIXEL_FILE_NAME)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_file(filename: str) -> pd.DataFrame:\n",
    "    return pd.read_csv(filename, sep=';', index_col=0)\n",
    "\n",
    "def get_layer_set(df: pd.DataFrame) -> List[str]:\n",
    "    all_entries = df[\"name\"].values\n",
    "    layer_names = [l.split(\"-(\")[0] for l in list(df[\"name\"].values)]\n",
    "    df['layer_name'] = layer_names\n",
    "    return list(set(layer_names))\n",
    "\n",
    "def grouped_by_layer(df: pd.DataFrame) -> Dict[str, pd.DataFrame]:\n",
    "    result = {}\n",
    "    layers = get_layer_set(df)\n",
    "    for layer in layers:\n",
    "        per_layer = df[df[\"layer_name\"] == layer]\n",
    "        result[layer] = per_layer\n",
    "    return result\n",
    "\n",
    "def get_pixel_position(df: pd.DataFrame) -> pd.DataFrame:\n",
    "    names = df[\"name\"].values\n",
    "    res_x, res_y = [], []\n",
    "    for name in names:\n",
    "        res = name.split(\"-(\")[-1].replace(\")\", \"\").split(\",\")\n",
    "        if len(res) == 1:\n",
    "            res_x.append(1), res_y.append(1)\n",
    "            continue\n",
    "        str_x, str_y = res[0], res[1]\n",
    "        x, y = int(str_x), int(str_y)\n",
    "        res_x.append(x), res_y.append(y)\n",
    "    return res_x, res_y\n",
    "\n",
    "def obtain_max_heatmap_shape(res_x: List[int], res_y: List[int]) -> Tuple[int, int]:\n",
    "    return np.max(res_x), np.max(res_y)\n",
    "\n",
    "def build_heatmap(rx: List[int], ry: List[int]):\n",
    "    x, y = obtain_max_heatmap_shape(rx, ry)\n",
    "    return np.zeros((x+1, y+1))\n",
    "\n",
    "def fill_heatmap(df: pd.DataFrame, heatmap: np.ndarray) -> np.ndarray:\n",
    "    for x, y, eval_accuracy in zip(df[\"x\"].values, df[\"y\"].values, df[\"eval_acc\"].values):\n",
    "        heatmap[x, y] = eval_accuracy\n",
    "    return heatmap\n",
    "\n",
    "def get_heatmaps(file: str) -> Dict[str, np.ndarray]:\n",
    "    df = read_file(file)\n",
    "    df_grp_by_layer = grouped_by_layer(df)\n",
    "    heatmaps = {}\n",
    "    for layer_name, layer_df in df_grp_by_layer.items():\n",
    "        if \"fc\" in layer_name:\n",
    "            continue\n",
    "        x, y = get_pixel_position(layer_df)\n",
    "        layer_df[\"x\"], layer_df[\"y\"] = x, y\n",
    "        heatmap = build_heatmap(x, y)\n",
    "        filled_heatmap = fill_heatmap(layer_df, heatmap)\n",
    "        heatmaps[layer_name] = filled_heatmap\n",
    "    return heatmaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 187.5x2500 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pylab as pl\n",
    "import numpy as np\n",
    "\n",
    "a = np.array([[0,1]])\n",
    "pl.figure(figsize=(0.75, 10))\n",
    "img = pl.imshow(a)\n",
    "pl.gca().set_visible(False)\n",
    "cax = pl.axes([0.1, 0.2, 0.8, 0.6])\n",
    "cbar = pl.colorbar(orientation=\"vertical\", cax=cax)\n",
    "cbar.set_label(\"accuracy relative\\nto the model accuracy\", fontsize=38)\n",
    "savepath = join(path, \"colorbar.png\")\n",
    "pl.savefig(savepath, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-7e58538604f9>:51: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  layer_df[\"x\"], layer_df[\"y\"] = x, y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACAZJtzrt7wl23bfo4xrsa2jctPH1bPAdiFi4u3ddcDvHfb5l4F+J9Oc1s9AWA3nu4fxjjNMcb4Nec8nuuctxiWn8YYl6t3AAAAAAC8Y89zzsO5Pn62D/+DxzHG9RjjNMb4ungLAAAAAMB78nn8+Qnkx3Me8uZeLAMAAAAA8Lb58z4AAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAA+N2OHQsAAAAADPK3HsP+wggAgEUsAwAAAACwiGUAAAAAABaxDAAAAADAIpYBAAAAAFjEMgAAAAAAi1gGAAAAAGARywAAAAAALGIZAAAAAIBFLAMAAAAAsIhlAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACwBvJZqH4ZTJ8UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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/4XlmrmfmMDN/d94FAAAAAOA3+TOfTyA/H3PIyd1YBgAAAADgtPl5HwAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwA8NGOHQsAAAAADPK3HsP+wggAAIBFLAMAAAAAsIhlAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAFrEMAAAAAMAilgEAAAAAWAK3YU81j5EIzAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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eBQAAAADgP7mZ9yeQHw65ydHdWAYAAAAA4Lj5vA8AAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAOCtHTsWAAAAABjkbz2G/YURAADAIpYBAAAAAFjEMgAAAAAAi1gGAAAAAGARywAAAAAALGIZAAAAAIBFLAMAAAAAsIhlAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACwBBmlRAppdGAgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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yOD+fQD4c85KTe7EMAAAAAMBp8/M+AAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAgO927FgAAAAAYJC/9Rj2F0YAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAFrEMAAAAAMAilgEAAAAAWMQyAAAAAACLWAYAAAAAYBHLAAAAAAAsYhkAAAAAgEUsAwAAAACwBAAbTvt5+IkHAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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vAgAAAADwnzzM1xPIh1MOObsbywAAAAAAnDef9wEAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAADAZzt2LAAAAAAwyN96DPsLIwBYxDIAAAAAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAFrEMAAAAAMAilgEAAAAAWMQyAAAAAACLWAYAAAAAYBHLAAAAAAAsYhkAAAAAgCVgZU8GQG2ExgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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AJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAA/7dixAAAAAMAgf+sx7C+MAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAFrEMAAAAAMAilgEAAAAAWMQyAAAAAABLbcRIA7erhC4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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AJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAA/7dixAAAAAMAgf+sx7C+MAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAFrEMAAAAAMAilgEAAAAAWMQyAAAAAABLLcBIAyu2dM8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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EZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAA+GnHjgUAAAAABvlbj2F/YQQALGIZAAAAAIBFLAMAAAAAsIhlAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAlgADIEgD/Iu5DwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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AAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAA/7dixAAAAAMAgf+sx7C+MAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAFrEMAAAAAMAilgEAAAAAWMQyAAAAAABLUGlGBWpmH1AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmaps = get_heatmaps(resnet18)\n",
    "\n",
    "layers = [\n",
    "    'train-conv1', \n",
    "    'train-layer1-0-conv1',\n",
    "    'train-layer1-0-conv2', \n",
    "    'train-layer1-1-conv1',\n",
    "    'train-layer1-1-conv2', \n",
    "  #  'train-layer2-0-downsample-0',\n",
    "    'train-layer2-0-conv1',\n",
    "    'train-layer2-0-conv2', \n",
    "    'train-layer2-1-conv1', \n",
    "    'train-layer2-1-conv2',\n",
    "  #  'train-layer3-0-downsample-0', \n",
    "    'train-layer3-0-conv1',\n",
    "    'train-layer3-0-conv2',\n",
    "    'train-layer3-1-conv1',\n",
    "    'train-layer3-1-conv2',\n",
    "  #  'train-layer4-0-downsample-0',\n",
    "    'train-layer4-0-conv1',\n",
    "    'train-layer4-0-conv2',\n",
    "    'train-layer4-1-conv1',\n",
    "    'train-layer4-1-conv2',\n",
    "]\n",
    "\n",
    "images = []\n",
    "for name in layers:\n",
    "    heatmap = heatmaps[name]\n",
    "    fig = plt.figure(figsize=(6,6))\n",
    "    #plt.title(name.replace(\"train-\", \"\"))\n",
    "    print(name.replace(\"train-\", \"\"))\n",
    "    plt.imshow(heatmap)\n",
    "    plt.clim((0.0, 1.0))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    #cbar = plt.colorbar()\n",
    "    #cbar.set_label(\"Accuracy\", rotation=270)\n",
    "    # Used to return the plot as an image rray\n",
    "    fig.canvas.draw()       # draw the canvas, cache the renderer\n",
    "    image = np.frombuffer(fig.canvas.tostring_rgb(), dtype='uint8')\n",
    "    image  = image.reshape(fig.canvas.get_width_height()[::-1] + (3,))\n",
    "    plt.tight_layout()\n",
    "    images.append(image)\n",
    "    savepath = join(path, name.replace(\"train-\", \"\") + \".png\")\n",
    "    plt.savefig(savepath, bbox_inches='tight')\n",
    "    plt.show()\n",
    "    \n",
    "kwargs_write = {'fps':1.0, 'quantizer':'nq'}\n",
    "#imageio.mimsave('./resnet18_receptive_field.gif',images, fps=1)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    ";name;train_acc;eval_acc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-7e58538604f9>:51: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  layer_df[\"x\"], layer_df[\"y\"] = x, y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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uKvD1vFcvMuQOMOn5Dxp11rBTPlunzLnW2lPu1r9pTP9YBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIHncPcDfmpC9990DvObsIYOutc6E5z7QGbIF9rl7gtdNWdNx3oYs7HPQZp1kyvNfa84emLSm/GxTzhRMMukzwDvgy/ludY1J6wpXk/AAAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAAJLH3QMAv8nbvnuCl5znuXuE1w1ZUy7i+TNkD5wZY86zBy3sGfLZOuRMjTPobrWHjOq9ehHvAPhyZ8h9ZU+5q/B//GMZAAAAAIBEWAYAAAAAIBGWAQAAAABIhBtqo9YAABYXSURBVGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACB53D3Ah/Za523fPcXnzt0DvMhPCNeYsEf/dIaMuget6XpOeQGsdX7NWdc9ZFmnnCmuM2WvcpEzaAPsGS+sM+ZiPev8T7oDTNkC7gBMegcAXEluBAAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIHncP8LfO3QN87rztu0d4yZkxJlfaMzbBqL065PyvtdY6A16of5ryXoWnn+e/3J7zquKHG3VfGXIHXGutM+ELIPDjTfoMGHO3GrSmZ8qwv2lMX4kAAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIHncPMN0+5+4RXnP23RO87PyaMyuMseecqymvqz3k9c917IEfbsodcK05nwFT5hzmDPor0X4O2QPO/zUmrSvwtQYd//2v590jvOY3remgawYAAAAAAN+BsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEDyuHsAgLHOuXuCf6a9756AGx2P/8ttr6ofz7n6es7VNcbs1UF3lf2cs1knnasxe3WQ/WZRLzHlO+ukx/9r0rDX849lAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIDkcfcAHzpr7XPunuJTZ+27R3jN91/K/3oOGvZtyPOfZMC5n+jYqz/a8TPyNYYcq0mv1f28e4JgD9kAMOgdwAUGvavOnFHHfLjuGWOutWY9//0+aGHhYr5qAgAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkj7sHmO687btHeM2QMddaa5+7J3jdeQ4adtAeGGPPWdRJ54oLTHr+c47VrHXly51Jf8+wV+FrDfqsmnT8J91Xp8x6Bu3VKWu61qxZx7wEpsy51jpTOsBvGnPSlRgAAAAAgG9AWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACA5HH3AB/aa529757iU/ucu0d4yYS1/Mv5NWjWtzmzTnEGLemecfzXWtb1CpPWdE2adRLr+uWOvzz8bIPO1Ki9OuRzFSYZdQ/k63mv/mhTOuDv2qeTrkQAAAAAAHwDwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAADJ4+4BPnTW2ufcPcWnnm/a/Jd7fv/n/pc9aNbzmLFXJ63p2vvuCV62By0rP9ykvTpl1hmv/z9MWdM16716pnxcDVpTfrhJe3XK+V9r1vfAOaNyhUnnCi426asGAAAAAADfgLAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABA8rh7gA/ttc7ed0/xj7Gf5+4RXjfpuQ8adU3aA0OcSc9/kjNkrw56V+33IWu61qh1PVN+nn/ePcA/06jPgEmz8rMN+rgaY9KaTroDDFnYPWPMP/i+eo0pyzrn+M9Z099kylciAAAAAAC+CWEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACA5HH3AB86a+1z7p7ic8+7B3jRvnuA14147n86gxZ2/2vGup5BP3ft54w1XWut9TZnr44x6flziT3kDnAGHf896FiNWtche5VrjNqrQ94Bo+6AXGK/2wNfbtCSTmoWU0zpFWstf9H9H5YDAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACA5HH3AB/aa529757icwNGXGutde4eIJiypmut/Ry0sEPWdb/fPcHrRryj/nLm7NUzZFmHjDnQnL263mbsghlTzjNpXce8V98Hnf9B9pB31ST26kUGLesecree9H1lypqutezVn+559wDfi38sAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkj7sH+NBZa59z9xSfGzDiONb0Gtb16+27BwgGzTpo1DHOnrOqIz77/3Sed0/wojmP32fVRaZsgUnnf5T3Qes6aNQpnKufbTtU15hyB5zEu2os/1gGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkA+Hd7d68SQQxGYfgEdbey9f6vz9Zq159YaGOheJBhJvg8F5B8DITAyzADAAAAFWEZAAAAAICKsAwAAAAAQEVYBgAAAACgIiwDAAAAAFARlgEAAAAAqAjLAAAAAABUhGUAAAAAACrCMgAAAAAAFWEZAAAAAICKsAwAAAAAQEVYBgAAAACgIiwDAAAAAFARlgEAAAAAqIw5594zfDHGuCa5S0bOp/u9xwH43th7APidY930P1vpWK30XGEFK51/WIbLCuBfulyf8nkJPM85T1vtc8Sw/JLkZu85AAAAAAAW9jrnvN1q8c0W/oNLknOStySPO88CAAAAALCSh3x8Avmy5SaHe2MZAAAAAIBj8/M+AAAAAAAqwjIAAAAAABVhGQAAAACAirAMAAAAAEBFWAYAAAAAoCIsAwAAAABQEZYBAAAAAKgIywAAAAAAVIRlAAAAAAAqwjIAAAAAABVhGQAAAACAirAMAAAAAEBFWAYAAAAAoCIsAwAAAABQEZYBAAAAAKgIywAAAAAAVIRlAAAAAAAqwjIAAAAAABVhGQAAAACAirAMAAAAAEBFWAYAAAAAoCIsAwAAAABQEZYBAAAAAKgIywAAAAAAVIRlAAAAAAAqwjIAAAAAABVhGQAAAACAirAMAAAAAEBFWAYAAAAAoCIsAwAAAABQEZYBAAAAAKgIywAAAAAAVIRlAAAAAAAqwjIAAAAAAJV32yOddE/k7TQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer1-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer2-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer3-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-0-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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AEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAACSZV3X2Rv+sizL3RjjxViWcXrxevYcgE04293PngCwKafLcX1DAzx3d/vT2RMANuPu248x9usYY/xa1/XsUOccY1i+H2N4owAAAAAA/LuHdV13h3r4wR78H27HGOdjjP0Y42ryFgAAAACA5+T9+PMTyLeHPOTobiwDAAAAAHDc/HkfAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMA/G7HjgUAAAAABvlbj2F/YQQAAMAilgEAAAAAWMQyAAAAAACLWAYAAAAAYBHLAAAAAAAsYhkAAAAAgEUsAwAAAACwiGUAAAAAABaxDAAAAADAIpYBAAAAAFjEMgAAAAAAi1gGAAAAAGARywAAAAAALGIZAAAAAIBFLAMAAAAAsIhlAAAAAACWADKMbTheIcq/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-0-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-1-conv1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "layer4-1-conv2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import imageio\n",
    "\n",
    "heatmaps = get_heatmaps(resnet18pc)\n",
    "layers = [\n",
    "    'train-conv1', \n",
    "    'train-layer1-0-conv1',\n",
    "    'train-layer1-0-conv2', \n",
    "    'train-layer1-1-conv1',\n",
    "    'train-layer1-1-conv2', \n",
    "   # 'train-layer2-0-shortcut-0',\n",
    "    'train-layer2-0-conv1',\n",
    "    'train-layer2-0-conv2', \n",
    "    'train-layer2-1-conv1', \n",
    "    'train-layer2-1-conv2',\n",
    "  #  'train-layer3-0-shortcut-0', \n",
    "    'train-layer3-0-conv1',\n",
    "    'train-layer3-0-conv2',\n",
    "    'train-layer3-1-conv1',\n",
    "    'train-layer3-1-conv2',\n",
    " #   'train-layer4-0-shortcut-0',\n",
    "    'train-layer4-0-conv1',\n",
    "    'train-layer4-0-conv2',\n",
    "    'train-layer4-1-conv1',\n",
    "    'train-layer4-1-conv2',\n",
    "]\n",
    "images = []\n",
    "for name in layers:\n",
    "    heatmap = heatmaps[name]\n",
    "    fig = plt.figure(figsize=(6,6))\n",
    "    #plt.title(name.replace(\"train-\", \"\"))\n",
    "    print(name.replace(\"train-\", \"\"))\n",
    "    plt.imshow(heatmap)\n",
    "    plt.clim((0.0, 1.0))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    #cbar = plt.colorbar()\n",
    "    #cbar.set_label(\"Accuracy\", rotation=270)\n",
    "    # Used to return the plot as an image rray\n",
    "    fig.canvas.draw()       # draw the canvas, cache the renderer\n",
    "    image = np.frombuffer(fig.canvas.tostring_rgb(), dtype='uint8')\n",
    "    image  = image.reshape(fig.canvas.get_width_height()[::-1] + (3,))\n",
    "    plt.tight_layout()\n",
    "    images.append(image)\n",
    "    savepath = join(path, name.replace(\"train-\", \"pc\") + \".png\")\n",
    "    plt.savefig(savepath, bbox_inches='tight')\n",
    "    plt.show()\n",
    "    \n",
    "kwargs_write = {'fps':1.0, 'quantizer':'nq'}\n",
    "imageio.mimsave('./resnet18pc_receptive_field.gif',images, fps=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-5-7e58538604f9>:51: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  layer_df[\"x\"], layer_df[\"y\"] = x, y\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-3\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-7\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-10\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-14\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-17\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-20\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-24\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-27\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-30\n"
     ]
    },
    {
     "data": {
      "image/png": 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nRlEGAAAAAPh/l7XW/VaHb3bwJ7zOzI+Zuc7M885bAAAAAABuydP8/QTy65aXHO7FMgAAAAAAx+bnfQAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkwjIAAAAAAImwDAAAAABAIiwDAAAAAJAIywAAAAAAJMIyAAAAAACJsAwAAAAAQCIsAwAAAACQCMsAAAAAACTCMgAAAAAAibAMAAAAAEAiLAMAAAAAkAjLAAAAAAAkf9qxYwEAAACAQf7WY9hfGIllAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgEcsAAAAAACxiGQAAAACARSwDAAAAALCIZQAAAAAAFrEMAAAAAMAilgEAAAAAWMQyAAAAAACLWAYAAAAAYAmNe1b/LwxvXQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-34\n"
     ]
    },
    {
     "data": {
      "image/png": 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gEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAvtuxYwEAAACAQf7WY9hfGAHAIpYBAAAAAFjEMgAAAAAAi1gGAAAAAGARywAAAAAALGIZAAAAAIBFLAMAAAAAsIhlAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgCVg+SAINQ/++AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-37\n"
     ]
    },
    {
     "data": {
      "image/png": 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gEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAvtuxYwEAAACAQf7WY9hfGAHAIpYBAAAAAFjEMgAAAAAAi1gGAAAAAGARywAAAAAALGIZAAAAAIBFLAMAAAAAsIhlAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgCVg+SAINQ/++AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "features-40\n"
     ]
    },
    {
     "data": {
      "image/png": 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gEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAACARlgEAAAAASIRlAAAAAAASYRkAAAAAgERYBgAAAAAgEZYBAAAAAEiEZQAAAAAAEmEZAAAAAIBEWAYAAAAAIBGWAQAAAABIhGUAAAAAABJhGQAAAACARFgGAAAAvtuxYwEAAACAQf7WY9hfGAHAIpYBAAAAAFjEMgAAAAAAi1gGAAAAAGARywAAAAAALGIZAAAAAIBFLAMAAAAAsIhlAAAAAAAWsQwAAAAAwCKWAQAAAABYxDIAAAAAAItYBgAAAABgCVg+SAINQ/++AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1500x1500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "layers = [\n",
    "    'train-features-0',\n",
    "    'train-features-3',\n",
    "    'train-features-7',\n",
    "    'train-features-10',\n",
    "    'train-features-14',\n",
    "    'train-features-17',\n",
    "    'train-features-20',\n",
    "    'train-features-24',\n",
    "    'train-features-27',\n",
    "    'train-features-30',\n",
    "    'train-features-34',\n",
    "    'train-features-37',\n",
    "    'train-features-40',\n",
    "   # 'train-classifier-2',\n",
    "   # 'train-classifier-6'\n",
    "    ]\n",
    "heatmaps = get_heatmaps(vgg16)\n",
    "savepath = Path(\"./feature_map_plots\")\n",
    "savepath.mkdir(exist_ok=True, parents=True)\n",
    "images = []\n",
    "for name in layers:\n",
    "    heatmap = heatmaps[name]\n",
    "    fig = plt.figure(figsize=(6,6))\n",
    "    #plt.title(name.replace(\"train-\", \"\"))\n",
    "    print(name.replace(\"train-\", \"\"))\n",
    "    plt.imshow(heatmap)\n",
    "    plt.clim((0.0, 1.0))\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    #cbar = plt.colorbar()\n",
    "    #cbar.set_label(\"Accuracy\", rotation=270)\n",
    "    # Used to return the plot as an image rray\n",
    "    fig.canvas.draw()       # draw the canvas, cache the renderer\n",
    "    image = np.frombuffer(fig.canvas.tostring_rgb(), dtype='uint8')\n",
    "    image  = image.reshape(fig.canvas.get_width_height()[::-1] + (3,))\n",
    "    plt.tight_layout()\n",
    "    images.append(image)\n",
    "    savepath = join(path, name.replace(\"train-\", \"\") + \".png\")\n",
    "    plt.savefig(savepath, bbox_inches='tight')\n",
    "    plt.show()\n",
    "    \n",
    "kwargs_write = {'fps':1.0, 'quantizer':'nq'}\n",
    "#imageio.mimsave('./vgg16_receptive_field.gif',images, fps=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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