10th May 2020

CIFAR10-Training-01.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "003-main_85-55.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "7AOajBLo7bDx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "os.chdir(\"drive/My Drive/EVA/Session07/cifar10/Session-07\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_YP0h06b74lx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "outputId": "4f87d844-428c-471b-8253-2d3a715319aa"
      },
      "source": [
        "!ls"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "003-main_85-66.ipynb  data     losses\tnetworks     README.md\n",
            "checkpoints\t      dataset  main.py\tnotebooks    requirements.txt\n",
            "configs\t\t      images   models\t__pycache__  utils.py\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SMIoQIzu75te",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from __future__ import print_function\n",
        "import json\n",
        "import os\n",
        "\n",
        "curr_dir = os.curdir"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nEWuNwEdT2UU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "config_file = os.path.join(curr_dir,\"configs/cifar10_config.json\")"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qk7QM2ZLlnDE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 72
        },
        "outputId": "7b671d75-32db-4312-abb8-de6c8c3ab6d1"
      },
      "source": [
        "from main import TrainNetwork"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3TtuaMC9luHM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "ce963dae-9723-4636-ae53-e25c4f10f488"
      },
      "source": [
        "trainNet = TrainNetwork(config_file)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of GPU's available : 1\n",
            "GPU device name : Tesla P4\n",
            "Files already downloaded and verified\n",
            "Files already downloaded and verified\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1           [-1, 32, 32, 32]             864\n",
            "       BatchNorm2d-2           [-1, 32, 32, 32]              64\n",
            "              ReLU-3           [-1, 32, 32, 32]               0\n",
            "            Conv2d-4           [-1, 64, 32, 32]          18,432\n",
            "       BatchNorm2d-5           [-1, 64, 32, 32]             128\n",
            "              ReLU-6           [-1, 64, 32, 32]               0\n",
            "            Conv2d-7           [-1, 64, 32, 32]           1,728\n",
            "       BatchNorm2d-8           [-1, 64, 32, 32]             128\n",
            "              ReLU-9           [-1, 64, 32, 32]               0\n",
            "           Conv2d-10           [-1, 64, 32, 32]             640\n",
            "           Conv2d-11           [-1, 32, 32, 32]           2,080\n",
            "depthwise_separable_conv-12           [-1, 32, 32, 32]               0\n",
            "      BatchNorm2d-13           [-1, 32, 32, 32]              64\n",
            "             ReLU-14           [-1, 32, 32, 32]               0\n",
            "          Dropout-15           [-1, 32, 32, 32]               0\n",
            "        MaxPool2d-16           [-1, 32, 16, 16]               0\n",
            "           Conv2d-17           [-1, 64, 16, 16]          18,432\n",
            "      BatchNorm2d-18           [-1, 64, 16, 16]             128\n",
            "             ReLU-19           [-1, 64, 16, 16]               0\n",
            "           Conv2d-20           [-1, 64, 16, 16]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 16, 16]             128\n",
            "             ReLU-22           [-1, 64, 16, 16]               0\n",
            "           Conv2d-23           [-1, 64, 16, 16]          18,432\n",
            "      BatchNorm2d-24           [-1, 64, 16, 16]             128\n",
            "             ReLU-25           [-1, 64, 16, 16]               0\n",
            "           Conv2d-26           [-1, 64, 16, 16]             640\n",
            "           Conv2d-27           [-1, 64, 16, 16]           4,160\n",
            "depthwise_separable_conv-28           [-1, 64, 16, 16]               0\n",
            "      BatchNorm2d-29           [-1, 64, 16, 16]             128\n",
            "             ReLU-30           [-1, 64, 16, 16]               0\n",
            "          Dropout-31           [-1, 64, 16, 16]               0\n",
            "        MaxPool2d-32             [-1, 64, 8, 8]               0\n",
            "           Conv2d-33             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-34             [-1, 64, 8, 8]             128\n",
            "             ReLU-35             [-1, 64, 8, 8]               0\n",
            "           Conv2d-36             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-37             [-1, 64, 8, 8]             128\n",
            "             ReLU-38             [-1, 64, 8, 8]               0\n",
            "           Conv2d-39             [-1, 64, 6, 6]          36,864\n",
            "      BatchNorm2d-40             [-1, 64, 6, 6]             128\n",
            "             ReLU-41             [-1, 64, 6, 6]               0\n",
            "          Dropout-42             [-1, 64, 6, 6]               0\n",
            "        AvgPool2d-43             [-1, 64, 1, 1]               0\n",
            "           Conv2d-44             [-1, 64, 1, 1]           4,096\n",
            "      BatchNorm2d-45             [-1, 64, 1, 1]             128\n",
            "             ReLU-46             [-1, 64, 1, 1]               0\n",
            "           Linear-47                   [-1, 32]           2,080\n",
            "             ReLU-48                   [-1, 32]               0\n",
            "           Linear-49                   [-1, 10]             330\n",
            "================================================================\n",
            "Total params: 220,778\n",
            "Trainable params: 220,778\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.01\n",
            "Forward/backward pass size (MB): 7.73\n",
            "Params size (MB): 0.84\n",
            "Estimated Total Size (MB): 8.58\n",
            "----------------------------------------------------------------\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RgRCYdwylzuU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 714
        },
        "outputId": "93fd198b-ff8a-47f9-85be-879343d50de8"
      },
      "source": [
        "trainNet.visulaize_dataset()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 30 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rs2hL-Ail9fo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "bdb1fcb9-369b-4a42-cb9b-55c19aa71bd9"
      },
      "source": [
        "trainNet.start()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/782 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "EPOCH : 1\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "loss=3.2452378273010254 batch_id=781: 100%|██████████| 782/782 [00:28<00:00, 27.43it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "  TRAIN avg loss: 0.0660 train acc: 52.2240\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "  0%|          | 0/782 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 1.0718 test acc: 61.9500\n",
            "\n",
            "\n",
            "EPOCH : 2\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "loss=3.056624412536621 batch_id=781: 100%|██████████| 782/782 [00:28<00:00, 27.19it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "  TRAIN avg loss: 0.0519 train acc: 68.9440\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "  0%|          | 0/782 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 1.0124 test acc: 64.5300\n",
            "\n",
            "\n",
            "EPOCH : 3\n",
            "\n"
          ],
          "name": "stdout"
        },
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            "\n",
            "\n",
            "  TRAIN avg loss: 0.0463 train acc: 74.6900\n",
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            "  TEST avg loss: 1.0962 test acc: 62.8800\n",
            "\n",
            "\n",
            "EPOCH : 4\n",
            "\n"
          ],
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            "  TRAIN avg loss: 0.0430 train acc: 77.5660\n",
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            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 0.7691 test acc: 73.8600\n",
            "\n",
            "\n",
            "EPOCH : 5\n",
            "\n"
          ],
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            "\n",
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            "  TRAIN avg loss: 0.0405 train acc: 79.3700\n",
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            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 0.7143 test acc: 75.4200\n",
            "\n",
            "\n",
            "EPOCH : 6\n",
            "\n"
          ],
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        },
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            "  TRAIN avg loss: 0.0382 train acc: 81.0580\n",
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            "  TEST avg loss: 0.7309 test acc: 73.9200\n",
            "\n",
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            "EPOCH : 7\n",
            "\n"
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            "  TRAIN avg loss: 0.0366 train acc: 81.8900\n",
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            "  TEST avg loss: 0.7241 test acc: 74.9700\n",
            "\n",
            "\n",
            "EPOCH : 8\n",
            "\n"
          ],
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        {
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            "\n",
            "\n",
            "  TRAIN avg loss: 0.0307 train acc: 88.0920\n",
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          "output_type": "stream",
          "text": [
            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 0.4719 test acc: 84.2000\n",
            "\n",
            "\n",
            "EPOCH : 9\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
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            "loss=1.9609347581863403 batch_id=781: 100%|██████████| 782/782 [00:28<00:00, 27.27it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "  TRAIN avg loss: 0.0289 train acc: 89.7060\n",
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            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 0.4479 test acc: 84.9600\n",
            "\n",
            "\n",
            "EPOCH : 10\n",
            "\n"
          ],
          "name": "stdout"
        },
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            "\n",
            "  TRAIN avg loss: 0.0278 train acc: 90.6020\n",
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            "  TEST avg loss: 0.4543 test acc: 84.7700\n",
            "\n",
            "\n",
            "EPOCH : 11\n",
            "\n"
          ],
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            "  TRAIN avg loss: 0.0268 train acc: 91.3440\n",
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            "EPOCH : 12\n",
            "\n"
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            "  TRAIN avg loss: 0.0260 train acc: 91.8640\n",
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            "  TEST avg loss: 0.4541 test acc: 84.9500\n",
            "\n",
            "\n",
            "EPOCH : 13\n",
            "\n"
          ],
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            "\n",
            "\n",
            "  TRAIN avg loss: 0.0253 train acc: 92.4660\n",
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            "  TEST avg loss: 0.4620 test acc: 84.7400\n",
            "\n",
            "\n",
            "EPOCH : 14\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
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        {
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            "\n",
            "\n",
            "  TRAIN avg loss: 0.0246 train acc: 92.7860\n",
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            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 0.4487 test acc: 85.4600\n",
            "\n",
            "\n",
            "EPOCH : 15\n",
            "\n"
          ],
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        },
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            "  TRAIN avg loss: 0.0233 train acc: 94.2740\n",
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            "\n",
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            "EPOCH : 16\n",
            "\n"
          ],
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            "  TRAIN avg loss: 0.0229 train acc: 94.7980\n",
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            "  TEST avg loss: 0.4532 test acc: 85.3400\n",
            "\n",
            "\n",
            "EPOCH : 17\n",
            "\n"
          ],
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        },
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            "  TRAIN avg loss: 0.0228 train acc: 94.8940\n",
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            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 0.4518 test acc: 85.4700\n",
            "\n",
            "\n",
            "EPOCH : 18\n",
            "\n"
          ],
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        },
        {
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            "  TRAIN avg loss: 0.0227 train acc: 94.9020\n",
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            "  TEST avg loss: 0.4592 test acc: 85.3500\n",
            "\n",
            "\n",
            "EPOCH : 19\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
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            "\n",
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            "  TRAIN avg loss: 0.0225 train acc: 95.0020\n",
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        {
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            "  Best Model Saved!!!\n",
            "\n",
            "\n",
            "\n",
            "  TEST avg loss: 0.4487 test acc: 85.5500\n",
            "\n",
            "\n",
            "EPOCH : 20\n",
            "\n"
          ],
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            "  TRAIN avg loss: 0.0225 train acc: 95.1320\n",
            "\n"
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            "\n"
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            "\n",
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            "  TEST avg loss: 0.4641 test acc: 85.3800\n",
            "\n"
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        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fFqNqydamBx0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from main import PostAnalysis"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cu2pvXo3obYD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "2289f6ce-c6bc-41c9-a87b-9b2ec509abf1"
      },
      "source": [
        "a = PostAnalysis(config_file)"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Number of GPU's available : 1\n",
            "GPU device name : Tesla P4\n",
            "Files already downloaded and verified\n",
            "Files already downloaded and verified\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1           [-1, 32, 32, 32]             864\n",
            "       BatchNorm2d-2           [-1, 32, 32, 32]              64\n",
            "              ReLU-3           [-1, 32, 32, 32]               0\n",
            "            Conv2d-4           [-1, 64, 32, 32]          18,432\n",
            "       BatchNorm2d-5           [-1, 64, 32, 32]             128\n",
            "              ReLU-6           [-1, 64, 32, 32]               0\n",
            "            Conv2d-7           [-1, 64, 32, 32]           1,728\n",
            "       BatchNorm2d-8           [-1, 64, 32, 32]             128\n",
            "              ReLU-9           [-1, 64, 32, 32]               0\n",
            "           Conv2d-10           [-1, 64, 32, 32]             640\n",
            "           Conv2d-11           [-1, 32, 32, 32]           2,080\n",
            "depthwise_separable_conv-12           [-1, 32, 32, 32]               0\n",
            "      BatchNorm2d-13           [-1, 32, 32, 32]              64\n",
            "             ReLU-14           [-1, 32, 32, 32]               0\n",
            "          Dropout-15           [-1, 32, 32, 32]               0\n",
            "        MaxPool2d-16           [-1, 32, 16, 16]               0\n",
            "           Conv2d-17           [-1, 64, 16, 16]          18,432\n",
            "      BatchNorm2d-18           [-1, 64, 16, 16]             128\n",
            "             ReLU-19           [-1, 64, 16, 16]               0\n",
            "           Conv2d-20           [-1, 64, 16, 16]          36,864\n",
            "      BatchNorm2d-21           [-1, 64, 16, 16]             128\n",
            "             ReLU-22           [-1, 64, 16, 16]               0\n",
            "           Conv2d-23           [-1, 64, 16, 16]          18,432\n",
            "      BatchNorm2d-24           [-1, 64, 16, 16]             128\n",
            "             ReLU-25           [-1, 64, 16, 16]               0\n",
            "           Conv2d-26           [-1, 64, 16, 16]             640\n",
            "           Conv2d-27           [-1, 64, 16, 16]           4,160\n",
            "depthwise_separable_conv-28           [-1, 64, 16, 16]               0\n",
            "      BatchNorm2d-29           [-1, 64, 16, 16]             128\n",
            "             ReLU-30           [-1, 64, 16, 16]               0\n",
            "          Dropout-31           [-1, 64, 16, 16]               0\n",
            "        MaxPool2d-32             [-1, 64, 8, 8]               0\n",
            "           Conv2d-33             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-34             [-1, 64, 8, 8]             128\n",
            "             ReLU-35             [-1, 64, 8, 8]               0\n",
            "           Conv2d-36             [-1, 64, 8, 8]          36,864\n",
            "      BatchNorm2d-37             [-1, 64, 8, 8]             128\n",
            "             ReLU-38             [-1, 64, 8, 8]               0\n",
            "           Conv2d-39             [-1, 64, 6, 6]          36,864\n",
            "      BatchNorm2d-40             [-1, 64, 6, 6]             128\n",
            "             ReLU-41             [-1, 64, 6, 6]               0\n",
            "          Dropout-42             [-1, 64, 6, 6]               0\n",
            "        AvgPool2d-43             [-1, 64, 1, 1]               0\n",
            "           Conv2d-44             [-1, 64, 1, 1]           4,096\n",
            "      BatchNorm2d-45             [-1, 64, 1, 1]             128\n",
            "             ReLU-46             [-1, 64, 1, 1]               0\n",
            "           Linear-47                   [-1, 32]           2,080\n",
            "             ReLU-48                   [-1, 32]               0\n",
            "           Linear-49                   [-1, 10]             330\n",
            "================================================================\n",
            "Total params: 220,778\n",
            "Trainable params: 220,778\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.01\n",
            "Forward/backward pass size (MB): 7.73\n",
            "Params size (MB): 0.84\n",
            "Estimated Total Size (MB): 8.58\n",
            "----------------------------------------------------------------\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iJUwpETOoeGM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 605
        },
        "outputId": "d9751be8-6183-408f-fac1-03dd32c049af"
      },
      "source": [
        "a.show_validation_graph()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Le6qSWJSbWGg",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 605
        },
        "outputId": "b837df37-9875-40fa-d896-07c28298bc64"
      },
      "source": [
        "a.show_validation_graph(type_=\"loss\")"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hpiq6ttmpUEi",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 728
        },
        "outputId": "b0bc972a-3eeb-4d79-be8d-e260edb1a7a2"
      },
      "source": [
        "a.show_misclassified_images()"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 25 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XJbga_GZqGTW",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 194
        },
        "outputId": "97e8d350-dc5f-4276-b8e4-0c89f594938e"
      },
      "source": [
        "a.show_per_class_accuracy()"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "plane\t\t87.300003\n",
            "car\t\t94.000000\n",
            "bird\t\t77.800003\n",
            "cat\t\t68.099998\n",
            "deer\t\t82.900002\n",
            "dog\t\t76.099998\n",
            "frog\t\t89.400002\n",
            "horse\t\t88.900002\n",
            "ship\t\t92.000000\n",
            "truck\t\t89.900002\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0kJKV8-3tLxS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}