{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "import torch\n",
    "from importlib.util import find_spec\n",
    "if find_spec(\"text_recognizer\") is None:\n",
    "    import sys\n",
    "    sys.path.append('..')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "from text_recognizer.networks.residual_network import IdentityBlock, ResidualBlock, BasicBlock, BottleNeckBlock, ResidualLayer, Encoder, ResidualNetwork"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "IdentityBlock(32, 64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "ResidualBlock(32, 64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy = torch.ones((1, 32, 224, 224))\n",
    "\n",
    "block = BasicBlock(32, 64)\n",
    "block(dummy).shape\n",
    "print(block)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy = torch.ones((1, 32, 10, 10))\n",
    "\n",
    "block = BottleNeckBlock(32, 64)\n",
    "block(dummy).shape\n",
    "print(block)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dummy = torch.ones((1, 64, 48, 48))\n",
    "\n",
    "layer = ResidualLayer(64, 128, block=BasicBlock, num_blocks=3)\n",
    "layer(dummy).shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "blocks_sizes=[64, 128, 256, 512]\n",
    "list(zip(blocks_sizes, blocks_sizes[1:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "e = Encoder(depths=[2, 1], block_sizes= [96, 128])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Encoder(\n",
       "  (gate): Sequential(\n",
       "    (0): Conv2d(1, 96, kernel_size=(3, 3), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "    (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    (2): ReLU(inplace=True)\n",
       "    (3): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "  )\n",
       "  (blocks): Sequential(\n",
       "    (0): ResidualLayer(\n",
       "      (blocks): Sequential(\n",
       "        (0): BasicBlock(\n",
       "          (blocks): Sequential(\n",
       "            (0): Sequential(\n",
       "              (0): Conv2dAuto(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "              (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "            )\n",
       "            (1): ReLU(inplace=True)\n",
       "            (2): Sequential(\n",
       "              (0): Conv2dAuto(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "              (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "            )\n",
       "          )\n",
       "          (activation_fn): ReLU(inplace=True)\n",
       "          (shortcut): None\n",
       "        )\n",
       "        (1): BasicBlock(\n",
       "          (blocks): Sequential(\n",
       "            (0): Sequential(\n",
       "              (0): Conv2dAuto(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "              (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "            )\n",
       "            (1): ReLU(inplace=True)\n",
       "            (2): Sequential(\n",
       "              (0): Conv2dAuto(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "              (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "            )\n",
       "          )\n",
       "          (activation_fn): ReLU(inplace=True)\n",
       "          (shortcut): None\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "    (1): ResidualLayer(\n",
       "      (blocks): Sequential(\n",
       "        (0): BasicBlock(\n",
       "          (blocks): Sequential(\n",
       "            (0): Sequential(\n",
       "              (0): Conv2dAuto(96, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "              (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "            )\n",
       "            (1): ReLU(inplace=True)\n",
       "            (2): Sequential(\n",
       "              (0): Conv2dAuto(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "              (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "            )\n",
       "          )\n",
       "          (activation_fn): ReLU(inplace=True)\n",
       "          (shortcut): Sequential(\n",
       "            (0): Conv2d(96, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "            (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          )\n",
       "        )\n",
       "      )\n",
       "    )\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Encoder(**{\"depths\": [2, 1], \"block_sizes\": [96, 128]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from text_recognizer.networks import WideResidualNetwork"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "wr = WideResidualNetwork(\n",
    "            in_channels= 1,\n",
    "            num_classes= 80,\n",
    "            depth= 16,\n",
    "            num_layers= 4,\n",
    "            width_factor= 2,\n",
    "            dropout_rate= 0.2,\n",
    "            activation= \"SELU\",\n",
    "            use_decoder= False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchsummary import summary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===============================================================================================\n",
      "Layer (type:depth-idx)                        Output Shape              Param #\n",
      "===============================================================================================\n",
      "├─Sequential: 1-1                             [-1, 256, 4, 2]           --\n",
      "|    └─Conv2d: 2-1                            [-1, 16, 28, 14]          144\n",
      "|    └─Sequential: 2-2                        [-1, 32, 28, 14]          --\n",
      "|    |    └─WideBlock: 3-1                    [-1, 32, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4-1              [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─Conv2d: 5-1             [-1, 32, 28, 14]          512\n",
      "|    |    |    └─Sequential: 4-2              [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─BatchNorm2d: 5-2        [-1, 16, 28, 14]          32\n",
      "|    |    |    └─SELU: 4-3                    [-1, 16, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-3               [-1, 16, 28, 14]          --\n",
      "|    |    |    |    └─Conv2d: 5-4             [-1, 32, 28, 14]          4,608\n",
      "|    |    |    |    └─Dropout: 5-5            [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─BatchNorm2d: 5-6        [-1, 32, 28, 14]          64\n",
      "|    |    |    └─SELU: 4-4                    [-1, 32, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-7               [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─Conv2d: 5-8             [-1, 32, 28, 14]          9,216\n",
      "|    |    └─WideBlock: 3-2                    [-1, 32, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4-5              [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─BatchNorm2d: 5-9        [-1, 32, 28, 14]          64\n",
      "|    |    |    └─SELU: 4-6                    [-1, 32, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-10              [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─Conv2d: 5-11            [-1, 32, 28, 14]          9,216\n",
      "|    |    |    |    └─Dropout: 5-12           [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─BatchNorm2d: 5-13       [-1, 32, 28, 14]          64\n",
      "|    |    |    └─SELU: 4-7                    [-1, 32, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-14              [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─Conv2d: 5-15            [-1, 32, 28, 14]          9,216\n",
      "|    └─Sequential: 2-3                        [-1, 64, 14, 7]           --\n",
      "|    |    └─WideBlock: 3-3                    [-1, 64, 14, 7]           --\n",
      "|    |    |    └─Sequential: 4-8              [-1, 64, 14, 7]           --\n",
      "|    |    |    |    └─Conv2d: 5-16            [-1, 64, 14, 7]           2,048\n",
      "|    |    |    └─Sequential: 4-9              [-1, 64, 14, 7]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-17       [-1, 32, 28, 14]          64\n",
      "|    |    |    └─SELU: 4-10                   [-1, 32, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-18              [-1, 32, 28, 14]          --\n",
      "|    |    |    |    └─Conv2d: 5-19            [-1, 64, 28, 14]          18,432\n",
      "|    |    |    |    └─Dropout: 5-20           [-1, 64, 28, 14]          --\n",
      "|    |    |    |    └─BatchNorm2d: 5-21       [-1, 64, 28, 14]          128\n",
      "|    |    |    └─SELU: 4-11                   [-1, 64, 28, 14]          --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-22              [-1, 64, 28, 14]          --\n",
      "|    |    |    |    └─Conv2d: 5-23            [-1, 64, 14, 7]           36,864\n",
      "|    |    └─WideBlock: 3-4                    [-1, 64, 14, 7]           --\n",
      "|    |    |    └─Sequential: 4-12             [-1, 64, 14, 7]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-24       [-1, 64, 14, 7]           128\n",
      "|    |    |    └─SELU: 4-13                   [-1, 64, 14, 7]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-25              [-1, 64, 14, 7]           --\n",
      "|    |    |    |    └─Conv2d: 5-26            [-1, 64, 14, 7]           36,864\n",
      "|    |    |    |    └─Dropout: 5-27           [-1, 64, 14, 7]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-28       [-1, 64, 14, 7]           128\n",
      "|    |    |    └─SELU: 4-14                   [-1, 64, 14, 7]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-29              [-1, 64, 14, 7]           --\n",
      "|    |    |    |    └─Conv2d: 5-30            [-1, 64, 14, 7]           36,864\n",
      "|    └─Sequential: 2-4                        [-1, 128, 7, 4]           --\n",
      "|    |    └─WideBlock: 3-5                    [-1, 128, 7, 4]           --\n",
      "|    |    |    └─Sequential: 4-15             [-1, 128, 7, 4]           --\n",
      "|    |    |    |    └─Conv2d: 5-31            [-1, 128, 7, 4]           8,192\n",
      "|    |    |    └─Sequential: 4-16             [-1, 128, 7, 4]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-32       [-1, 64, 14, 7]           128\n",
      "|    |    |    └─SELU: 4-17                   [-1, 64, 14, 7]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-33              [-1, 64, 14, 7]           --\n",
      "|    |    |    |    └─Conv2d: 5-34            [-1, 128, 14, 7]          73,728\n",
      "|    |    |    |    └─Dropout: 5-35           [-1, 128, 14, 7]          --\n",
      "|    |    |    |    └─BatchNorm2d: 5-36       [-1, 128, 14, 7]          256\n",
      "|    |    |    └─SELU: 4-18                   [-1, 128, 14, 7]          --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-37              [-1, 128, 14, 7]          --\n",
      "|    |    |    |    └─Conv2d: 5-38            [-1, 128, 7, 4]           147,456\n",
      "|    |    └─WideBlock: 3-6                    [-1, 128, 7, 4]           --\n",
      "|    |    |    └─Sequential: 4-19             [-1, 128, 7, 4]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-39       [-1, 128, 7, 4]           256\n",
      "|    |    |    └─SELU: 4-20                   [-1, 128, 7, 4]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-40              [-1, 128, 7, 4]           --\n",
      "|    |    |    |    └─Conv2d: 5-41            [-1, 128, 7, 4]           147,456\n",
      "|    |    |    |    └─Dropout: 5-42           [-1, 128, 7, 4]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-43       [-1, 128, 7, 4]           256\n",
      "|    |    |    └─SELU: 4-21                   [-1, 128, 7, 4]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-44              [-1, 128, 7, 4]           --\n",
      "|    |    |    |    └─Conv2d: 5-45            [-1, 128, 7, 4]           147,456\n",
      "|    └─Sequential: 2-5                        [-1, 256, 4, 2]           --\n",
      "|    |    └─WideBlock: 3-7                    [-1, 256, 4, 2]           --\n",
      "|    |    |    └─Sequential: 4-22             [-1, 256, 4, 2]           --\n",
      "|    |    |    |    └─Conv2d: 5-46            [-1, 256, 4, 2]           32,768\n",
      "|    |    |    └─Sequential: 4-23             [-1, 256, 4, 2]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-47       [-1, 128, 7, 4]           256\n",
      "|    |    |    └─SELU: 4-24                   [-1, 128, 7, 4]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-48              [-1, 128, 7, 4]           --\n",
      "|    |    |    |    └─Conv2d: 5-49            [-1, 256, 7, 4]           294,912\n",
      "|    |    |    |    └─Dropout: 5-50           [-1, 256, 7, 4]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-51       [-1, 256, 7, 4]           512\n",
      "|    |    |    └─SELU: 4-25                   [-1, 256, 7, 4]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-52              [-1, 256, 7, 4]           --\n",
      "|    |    |    |    └─Conv2d: 5-53            [-1, 256, 4, 2]           589,824\n",
      "|    |    └─WideBlock: 3-8                    [-1, 256, 4, 2]           --\n",
      "|    |    |    └─Sequential: 4-26             [-1, 256, 4, 2]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-54       [-1, 256, 4, 2]           512\n",
      "|    |    |    └─SELU: 4-27                   [-1, 256, 4, 2]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-55              [-1, 256, 4, 2]           --\n",
      "|    |    |    |    └─Conv2d: 5-56            [-1, 256, 4, 2]           589,824\n",
      "|    |    |    |    └─Dropout: 5-57           [-1, 256, 4, 2]           --\n",
      "|    |    |    |    └─BatchNorm2d: 5-58       [-1, 256, 4, 2]           512\n",
      "|    |    |    └─SELU: 4-28                   [-1, 256, 4, 2]           --\n",
      "|    |    |    └─Sequential: 4                []                        --\n",
      "|    |    |    |    └─SELU: 5-59              [-1, 256, 4, 2]           --\n",
      "|    |    |    |    └─Conv2d: 5-60            [-1, 256, 4, 2]           589,824\n",
      "===============================================================================================\n",
      "Total params: 2,788,784\n",
      "Trainable params: 2,788,784\n",
      "Non-trainable params: 0\n",
      "Total mult-adds (M): 84.83\n",
      "===============================================================================================\n",
      "Input size (MB): 0.00\n",
      "Forward/backward pass size (MB): 2.26\n",
      "Params size (MB): 10.64\n",
      "Estimated Total Size (MB): 12.90\n",
      "===============================================================================================\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "===============================================================================================\n",
       "Layer (type:depth-idx)                        Output Shape              Param #\n",
       "===============================================================================================\n",
       "├─Sequential: 1-1                             [-1, 256, 4, 2]           --\n",
       "|    └─Conv2d: 2-1                            [-1, 16, 28, 14]          144\n",
       "|    └─Sequential: 2-2                        [-1, 32, 28, 14]          --\n",
       "|    |    └─WideBlock: 3-1                    [-1, 32, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4-1              [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─Conv2d: 5-1             [-1, 32, 28, 14]          512\n",
       "|    |    |    └─Sequential: 4-2              [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─BatchNorm2d: 5-2        [-1, 16, 28, 14]          32\n",
       "|    |    |    └─SELU: 4-3                    [-1, 16, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-3               [-1, 16, 28, 14]          --\n",
       "|    |    |    |    └─Conv2d: 5-4             [-1, 32, 28, 14]          4,608\n",
       "|    |    |    |    └─Dropout: 5-5            [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─BatchNorm2d: 5-6        [-1, 32, 28, 14]          64\n",
       "|    |    |    └─SELU: 4-4                    [-1, 32, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-7               [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─Conv2d: 5-8             [-1, 32, 28, 14]          9,216\n",
       "|    |    └─WideBlock: 3-2                    [-1, 32, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4-5              [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─BatchNorm2d: 5-9        [-1, 32, 28, 14]          64\n",
       "|    |    |    └─SELU: 4-6                    [-1, 32, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-10              [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─Conv2d: 5-11            [-1, 32, 28, 14]          9,216\n",
       "|    |    |    |    └─Dropout: 5-12           [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─BatchNorm2d: 5-13       [-1, 32, 28, 14]          64\n",
       "|    |    |    └─SELU: 4-7                    [-1, 32, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-14              [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─Conv2d: 5-15            [-1, 32, 28, 14]          9,216\n",
       "|    └─Sequential: 2-3                        [-1, 64, 14, 7]           --\n",
       "|    |    └─WideBlock: 3-3                    [-1, 64, 14, 7]           --\n",
       "|    |    |    └─Sequential: 4-8              [-1, 64, 14, 7]           --\n",
       "|    |    |    |    └─Conv2d: 5-16            [-1, 64, 14, 7]           2,048\n",
       "|    |    |    └─Sequential: 4-9              [-1, 64, 14, 7]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-17       [-1, 32, 28, 14]          64\n",
       "|    |    |    └─SELU: 4-10                   [-1, 32, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-18              [-1, 32, 28, 14]          --\n",
       "|    |    |    |    └─Conv2d: 5-19            [-1, 64, 28, 14]          18,432\n",
       "|    |    |    |    └─Dropout: 5-20           [-1, 64, 28, 14]          --\n",
       "|    |    |    |    └─BatchNorm2d: 5-21       [-1, 64, 28, 14]          128\n",
       "|    |    |    └─SELU: 4-11                   [-1, 64, 28, 14]          --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-22              [-1, 64, 28, 14]          --\n",
       "|    |    |    |    └─Conv2d: 5-23            [-1, 64, 14, 7]           36,864\n",
       "|    |    └─WideBlock: 3-4                    [-1, 64, 14, 7]           --\n",
       "|    |    |    └─Sequential: 4-12             [-1, 64, 14, 7]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-24       [-1, 64, 14, 7]           128\n",
       "|    |    |    └─SELU: 4-13                   [-1, 64, 14, 7]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-25              [-1, 64, 14, 7]           --\n",
       "|    |    |    |    └─Conv2d: 5-26            [-1, 64, 14, 7]           36,864\n",
       "|    |    |    |    └─Dropout: 5-27           [-1, 64, 14, 7]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-28       [-1, 64, 14, 7]           128\n",
       "|    |    |    └─SELU: 4-14                   [-1, 64, 14, 7]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-29              [-1, 64, 14, 7]           --\n",
       "|    |    |    |    └─Conv2d: 5-30            [-1, 64, 14, 7]           36,864\n",
       "|    └─Sequential: 2-4                        [-1, 128, 7, 4]           --\n",
       "|    |    └─WideBlock: 3-5                    [-1, 128, 7, 4]           --\n",
       "|    |    |    └─Sequential: 4-15             [-1, 128, 7, 4]           --\n",
       "|    |    |    |    └─Conv2d: 5-31            [-1, 128, 7, 4]           8,192\n",
       "|    |    |    └─Sequential: 4-16             [-1, 128, 7, 4]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-32       [-1, 64, 14, 7]           128\n",
       "|    |    |    └─SELU: 4-17                   [-1, 64, 14, 7]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-33              [-1, 64, 14, 7]           --\n",
       "|    |    |    |    └─Conv2d: 5-34            [-1, 128, 14, 7]          73,728\n",
       "|    |    |    |    └─Dropout: 5-35           [-1, 128, 14, 7]          --\n",
       "|    |    |    |    └─BatchNorm2d: 5-36       [-1, 128, 14, 7]          256\n",
       "|    |    |    └─SELU: 4-18                   [-1, 128, 14, 7]          --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-37              [-1, 128, 14, 7]          --\n",
       "|    |    |    |    └─Conv2d: 5-38            [-1, 128, 7, 4]           147,456\n",
       "|    |    └─WideBlock: 3-6                    [-1, 128, 7, 4]           --\n",
       "|    |    |    └─Sequential: 4-19             [-1, 128, 7, 4]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-39       [-1, 128, 7, 4]           256\n",
       "|    |    |    └─SELU: 4-20                   [-1, 128, 7, 4]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-40              [-1, 128, 7, 4]           --\n",
       "|    |    |    |    └─Conv2d: 5-41            [-1, 128, 7, 4]           147,456\n",
       "|    |    |    |    └─Dropout: 5-42           [-1, 128, 7, 4]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-43       [-1, 128, 7, 4]           256\n",
       "|    |    |    └─SELU: 4-21                   [-1, 128, 7, 4]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-44              [-1, 128, 7, 4]           --\n",
       "|    |    |    |    └─Conv2d: 5-45            [-1, 128, 7, 4]           147,456\n",
       "|    └─Sequential: 2-5                        [-1, 256, 4, 2]           --\n",
       "|    |    └─WideBlock: 3-7                    [-1, 256, 4, 2]           --\n",
       "|    |    |    └─Sequential: 4-22             [-1, 256, 4, 2]           --\n",
       "|    |    |    |    └─Conv2d: 5-46            [-1, 256, 4, 2]           32,768\n",
       "|    |    |    └─Sequential: 4-23             [-1, 256, 4, 2]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-47       [-1, 128, 7, 4]           256\n",
       "|    |    |    └─SELU: 4-24                   [-1, 128, 7, 4]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-48              [-1, 128, 7, 4]           --\n",
       "|    |    |    |    └─Conv2d: 5-49            [-1, 256, 7, 4]           294,912\n",
       "|    |    |    |    └─Dropout: 5-50           [-1, 256, 7, 4]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-51       [-1, 256, 7, 4]           512\n",
       "|    |    |    └─SELU: 4-25                   [-1, 256, 7, 4]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-52              [-1, 256, 7, 4]           --\n",
       "|    |    |    |    └─Conv2d: 5-53            [-1, 256, 4, 2]           589,824\n",
       "|    |    └─WideBlock: 3-8                    [-1, 256, 4, 2]           --\n",
       "|    |    |    └─Sequential: 4-26             [-1, 256, 4, 2]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-54       [-1, 256, 4, 2]           512\n",
       "|    |    |    └─SELU: 4-27                   [-1, 256, 4, 2]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-55              [-1, 256, 4, 2]           --\n",
       "|    |    |    |    └─Conv2d: 5-56            [-1, 256, 4, 2]           589,824\n",
       "|    |    |    |    └─Dropout: 5-57           [-1, 256, 4, 2]           --\n",
       "|    |    |    |    └─BatchNorm2d: 5-58       [-1, 256, 4, 2]           512\n",
       "|    |    |    └─SELU: 4-28                   [-1, 256, 4, 2]           --\n",
       "|    |    |    └─Sequential: 4                []                        --\n",
       "|    |    |    |    └─SELU: 5-59              [-1, 256, 4, 2]           --\n",
       "|    |    |    |    └─Conv2d: 5-60            [-1, 256, 4, 2]           589,824\n",
       "===============================================================================================\n",
       "Total params: 2,788,784\n",
       "Trainable params: 2,788,784\n",
       "Non-trainable params: 0\n",
       "Total mult-adds (M): 84.83\n",
       "===============================================================================================\n",
       "Input size (MB): 0.00\n",
       "Forward/backward pass size (MB): 2.26\n",
       "Params size (MB): 10.64\n",
       "Estimated Total Size (MB): 12.90\n",
       "==============================================================================================="
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summary(wr, (1, 28, 14), device=\"cpu\", depth=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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