05_CodingDrill/CodingDrill_9947_Accuracy.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "CodingDrill_9947_Accuracy.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU",
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "ee94f5d7c8f5426e9ac4ff8b598c5ad1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_2b6a75bf74fd4554980cdaeb51e3a9ae",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_c7149ade7a614a2f811963245555784a",
              "IPY_MODEL_c417483a4e0c42abbc0f911484d32c62"
            ]
          }
        },
        "2b6a75bf74fd4554980cdaeb51e3a9ae": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c7149ade7a614a2f811963245555784a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e5ce499ac3e04c61b5515dd932ebf32f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_767d87b121a04738bbe63f863d6d0712"
          }
        },
        "c417483a4e0c42abbc0f911484d32c62": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_fdbea9b413bb45d1804cd9096c0948ab",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "9920512it [00:01, 8411754.39it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_e026bdd6b79041e4ab8f6d84ce2c72d3"
          }
        },
        "e5ce499ac3e04c61b5515dd932ebf32f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "767d87b121a04738bbe63f863d6d0712": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "fdbea9b413bb45d1804cd9096c0948ab": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "e026bdd6b79041e4ab8f6d84ce2c72d3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "4be34cee08124fea8bd4a90522b4c889": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_e5b9fb3b0abb4e36a5ecc867531834f5",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_c46801349c464f9e8887360c76c78aaf",
              "IPY_MODEL_9028c9bb0cc44379bcea634d09687e28"
            ]
          }
        },
        "e5b9fb3b0abb4e36a5ecc867531834f5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c46801349c464f9e8887360c76c78aaf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_6918bcbb7cd2489bb7a5ddf20dc95544",
            "_dom_classes": [],
            "description": "",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_45b6e88efb0044cf827e818a3fc0338c"
          }
        },
        "9028c9bb0cc44379bcea634d09687e28": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_3e42077ec0434488bebe792f16cf4e8d",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "32768it [00:00, 120770.67it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f7b077c8207e422cb6dd33fb33e0ba44"
          }
        },
        "6918bcbb7cd2489bb7a5ddf20dc95544": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "45b6e88efb0044cf827e818a3fc0338c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3e42077ec0434488bebe792f16cf4e8d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "f7b077c8207e422cb6dd33fb33e0ba44": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9a65f56538984136ba66363a60d4fce9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_f415d0ae292b4968960e0b4f97ffaea7",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_ff05f0faba2f49cf89bcb0e78da1ac8b",
              "IPY_MODEL_03510e565b594c3a841780fb0183dd4f"
            ]
          }
        },
        "f415d0ae292b4968960e0b4f97ffaea7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ff05f0faba2f49cf89bcb0e78da1ac8b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_a3586f6ab493432facce03a7b461dae0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_11c781fcb81141c6891d14fac36880ca"
          }
        },
        "03510e565b594c3a841780fb0183dd4f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_066a06a660ac4fbb943f4dc2edeb9169",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "1654784it [00:00, 2293524.08it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a1866348b467437b91293039ab8d470f"
          }
        },
        "a3586f6ab493432facce03a7b461dae0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "11c781fcb81141c6891d14fac36880ca": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "066a06a660ac4fbb943f4dc2edeb9169": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a1866348b467437b91293039ab8d470f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "25e4a3566d0745d2b02560b897e12ece": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_a7e535ba564e49d1b6f3644cf40993dc",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_638bec2080594725a207cf8722d870db",
              "IPY_MODEL_bee7bd66199d4d38b2d1f7e2244d6502"
            ]
          }
        },
        "a7e535ba564e49d1b6f3644cf40993dc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "638bec2080594725a207cf8722d870db": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_2f076be844da434c89691c417a1626dd",
            "_dom_classes": [],
            "description": "",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 1,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 1,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_8d8dd648ff3649d2b84d18aa1d2f1575"
          }
        },
        "bee7bd66199d4d38b2d1f7e2244d6502": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_0cbea28c3e244a878f760eb08b12adcc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "8192it [00:00, 43732.87it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_310c688824a44f33831cfc21f295cab7"
          }
        },
        "2f076be844da434c89691c417a1626dd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "8d8dd648ff3649d2b84d18aa1d2f1575": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "0cbea28c3e244a878f760eb08b12adcc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "310c688824a44f33831cfc21f295cab7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b961f0548d144b24b05ab1f8f39341e8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_f89dbd02efa5483695ec95f7f9c8bd00",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_7b466159809d44a0a01d6d55c94e9a41",
              "IPY_MODEL_f85b4fda33ec45a19208dd6b196c2237"
            ]
          }
        },
        "f89dbd02efa5483695ec95f7f9c8bd00": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "7b466159809d44a0a01d6d55c94e9a41": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_657c7fe78d2f4560b96717273e7d14dd",
            "_dom_classes": [],
            "description": "Loss=0.6904531121253967 Batch_id=468 Accuracy=57.90",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_7387e4a1d24e44d993685b9de84d7739"
          }
        },
        "f85b4fda33ec45a19208dd6b196c2237": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_76ccc733da144df3af6fffc7dd654f27",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:13&lt;00:00, 33.74it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1b14209cf63f4f07ba938bc4a0529fef"
          }
        },
        "657c7fe78d2f4560b96717273e7d14dd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "7387e4a1d24e44d993685b9de84d7739": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "76ccc733da144df3af6fffc7dd654f27": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "1b14209cf63f4f07ba938bc4a0529fef": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "baef3d3dc355463c9646581e5a285c07": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_612c0992d11f4fefb9c321b3fe05d7a3",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_ac1aeea2d84b477b9236b70b258b9d0c",
              "IPY_MODEL_f4f74d62c8d4488fb417dd117cee31af"
            ]
          }
        },
        "612c0992d11f4fefb9c321b3fe05d7a3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "ac1aeea2d84b477b9236b70b258b9d0c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_7b6b2f7e5c18442aabd7a34612830e6c",
            "_dom_classes": [],
            "description": "Loss=0.20274978876113892 Batch_id=468 Accuracy=91.65",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_83f041b9198a444fbf6deaae7e9b7c60"
          }
        },
        "f4f74d62c8d4488fb417dd117cee31af": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_e6dbe8e4fe05467ea43d43589c53077f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 33.08it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_5fd474993b3a4e1b8426a61df7e96c96"
          }
        },
        "7b6b2f7e5c18442aabd7a34612830e6c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "83f041b9198a444fbf6deaae7e9b7c60": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e6dbe8e4fe05467ea43d43589c53077f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "5fd474993b3a4e1b8426a61df7e96c96": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a606b4b572694eeba402375571350f7e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_4cd79966994244ff80257cb52b56f7e9",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_ff570f159e0f4fcb945e0256977261a7",
              "IPY_MODEL_e225f145065940c283acad5a3e66ab55"
            ]
          }
        },
        "4cd79966994244ff80257cb52b56f7e9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "ff570f159e0f4fcb945e0256977261a7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_f3b345cf5a2e42b88d248ff07a9e7951",
            "_dom_classes": [],
            "description": "Loss=0.12007264047861099 Batch_id=468 Accuracy=94.85",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9ff18eb52b8641069f1d9afdb83eb018"
          }
        },
        "e225f145065940c283acad5a3e66ab55": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_d83100e1051a49eead0d916921ffc914",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 33.26it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c2bfae55f1164613a25ca2737ae8e938"
          }
        },
        "f3b345cf5a2e42b88d248ff07a9e7951": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9ff18eb52b8641069f1d9afdb83eb018": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d83100e1051a49eead0d916921ffc914": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c2bfae55f1164613a25ca2737ae8e938": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "313cba580ca244b6ac5cc2cbccd28c37": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_82b9e6afffe8471a850fd85267b4f37b",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_93af98ee03004643b8303cbbc3558b4f",
              "IPY_MODEL_31a45fb96bd049e28573d69f1d9d0e5c"
            ]
          }
        },
        "82b9e6afffe8471a850fd85267b4f37b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "93af98ee03004643b8303cbbc3558b4f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_af3011a3f53b452c8118a1eb7a51b638",
            "_dom_classes": [],
            "description": "Loss=0.1313617080450058 Batch_id=468 Accuracy=95.83",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_afefae413205412eb41ed0426a6672fe"
          }
        },
        "31a45fb96bd049e28573d69f1d9d0e5c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_22e4699635824b6aa7588b2ea20cd660",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 33.10it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_3befc5d6bcfc4457a9142124ebeffd0a"
          }
        },
        "af3011a3f53b452c8118a1eb7a51b638": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "afefae413205412eb41ed0426a6672fe": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "22e4699635824b6aa7588b2ea20cd660": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "3befc5d6bcfc4457a9142124ebeffd0a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6eb831fd004843c1a9d63e493f26c9ed": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_a0d21ac0b5324697b44c05324e7cec58",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_8733718dda8146da8735d7de2403588c",
              "IPY_MODEL_ae4daaeb312847feade26d71af70ddeb"
            ]
          }
        },
        "a0d21ac0b5324697b44c05324e7cec58": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "8733718dda8146da8735d7de2403588c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e6e752f557c94b2bbfbfa192ae6f3246",
            "_dom_classes": [],
            "description": "Loss=0.07410560548305511 Batch_id=468 Accuracy=96.40",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_ab47702a1c6b4a8495b8c6aee5012db9"
          }
        },
        "ae4daaeb312847feade26d71af70ddeb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_00eecbd5319e4364be0c665e9e9e2388",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:13&lt;00:00, 33.77it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b81bebe099a2423a9ae2f9fad7538668"
          }
        },
        "e6e752f557c94b2bbfbfa192ae6f3246": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "ab47702a1c6b4a8495b8c6aee5012db9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "00eecbd5319e4364be0c665e9e9e2388": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "b81bebe099a2423a9ae2f9fad7538668": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "23f652a840ab4f55827d69b4f978cc80": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_d05b4df6135f44afa1922cc869edc969",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_f295db0c35e3458f92384be4d14c9ba4",
              "IPY_MODEL_1cab6e738ddc407b94a2360139712b48"
            ]
          }
        },
        "d05b4df6135f44afa1922cc869edc969": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "f295db0c35e3458f92384be4d14c9ba4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_0c84eeb3e2da473b869e8e02a90e114b",
            "_dom_classes": [],
            "description": "Loss=0.05938619747757912 Batch_id=468 Accuracy=96.72",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c33c265f0a424f348b8cd5bb07ea7e94"
          }
        },
        "1cab6e738ddc407b94a2360139712b48": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_4e83b2c0411a4b5e9d672663a4cc9863",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.94it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_4daa756e89f44f7da720d794378f87d3"
          }
        },
        "0c84eeb3e2da473b869e8e02a90e114b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c33c265f0a424f348b8cd5bb07ea7e94": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "4e83b2c0411a4b5e9d672663a4cc9863": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "4daa756e89f44f7da720d794378f87d3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "349d885ea4ca4fd99ff6a6677f12b04d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_0e11813ff64d4182b5e16abad22f411b",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_d510b393f174456eaa6ff0546b59ef64",
              "IPY_MODEL_8f7a411ef2c24904bb5ab03edec0c0de"
            ]
          }
        },
        "0e11813ff64d4182b5e16abad22f411b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "d510b393f174456eaa6ff0546b59ef64": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_3c6551e93a944248b103467ee029746a",
            "_dom_classes": [],
            "description": "Loss=0.18062905967235565 Batch_id=468 Accuracy=97.06",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_640c6b376b8d443791b7b8ea5f23b303"
          }
        },
        "8f7a411ef2c24904bb5ab03edec0c0de": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a8036c2bafa94aac89104260d15ce1b0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 33.07it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1b1521f2e83d45238a21f10c765f3d72"
          }
        },
        "3c6551e93a944248b103467ee029746a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "640c6b376b8d443791b7b8ea5f23b303": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a8036c2bafa94aac89104260d15ce1b0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "1b1521f2e83d45238a21f10c765f3d72": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "7978deb77a0e4e008837ef8ef85aa6f0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_d5607d9be0794ae6bb1aa246c81290ac",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_05d888e104794084a6d4f950f608020e",
              "IPY_MODEL_47177a2fa0b14699a2dd6f44855978c3"
            ]
          }
        },
        "d5607d9be0794ae6bb1aa246c81290ac": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "05d888e104794084a6d4f950f608020e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_33f57e3830c4458d91331354ee97e9b4",
            "_dom_classes": [],
            "description": "Loss=0.15040051937103271 Batch_id=468 Accuracy=97.38",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c03ccecae9264f618c443158a7285861"
          }
        },
        "47177a2fa0b14699a2dd6f44855978c3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a8d1b71b5171493da69569f055184b26",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.67it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_dfed68ae96ae430ab4a8e92ffcf7f261"
          }
        },
        "33f57e3830c4458d91331354ee97e9b4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c03ccecae9264f618c443158a7285861": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a8d1b71b5171493da69569f055184b26": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "dfed68ae96ae430ab4a8e92ffcf7f261": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "98c59ee0e6164e8d9f65dae5c86998ce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_1219ba5b3eee41b19c73429dd466c8ff",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_825887e6e58e4c6f91e3397e51b4379a",
              "IPY_MODEL_003770bf7c9e4e819a47ea6414df1eee"
            ]
          }
        },
        "1219ba5b3eee41b19c73429dd466c8ff": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "825887e6e58e4c6f91e3397e51b4379a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_6a0740fbabd04e969fa9d333eb99d32d",
            "_dom_classes": [],
            "description": "Loss=0.02258969098329544 Batch_id=468 Accuracy=97.36",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_11d4554142114365b0e44b5c6b67cb77"
          }
        },
        "003770bf7c9e4e819a47ea6414df1eee": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_6721a95c56f64f0b8d2af787c70385e0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 36.38it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6e649686abf448e4890a35e4ad5323ee"
          }
        },
        "6a0740fbabd04e969fa9d333eb99d32d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "11d4554142114365b0e44b5c6b67cb77": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6721a95c56f64f0b8d2af787c70385e0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6e649686abf448e4890a35e4ad5323ee": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2bae0baec660411190f10244dfc7e79d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_26e58e4b21ac4cbeb7d6939e6c35fd35",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_8519469755324621a1c5f71bb84e49cf",
              "IPY_MODEL_dadff204e09149239de19a74d80eb1ab"
            ]
          }
        },
        "26e58e4b21ac4cbeb7d6939e6c35fd35": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "8519469755324621a1c5f71bb84e49cf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_37b77635aa474c24b654f0e8009918a9",
            "_dom_classes": [],
            "description": "Loss=0.18290799856185913 Batch_id=468 Accuracy=97.60",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d4e0f4aaf5e846169ead1bdc31f7eebf"
          }
        },
        "dadff204e09149239de19a74d80eb1ab": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_04b6b2f5a4944118a9b0688762abbdcc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.21it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_020c6875a70a4b758b0c78721b84a6ec"
          }
        },
        "37b77635aa474c24b654f0e8009918a9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "d4e0f4aaf5e846169ead1bdc31f7eebf": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "04b6b2f5a4944118a9b0688762abbdcc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "020c6875a70a4b758b0c78721b84a6ec": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6f3e5c88867b41cf9d4b8e7fdfd2a2aa": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_093098548a8148878ce90e9cbb5a5db1",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_73d7e0fb4cb34d619b068701a607195f",
              "IPY_MODEL_4ebe7dfedc254dcb8ec2ec20186fa9b0"
            ]
          }
        },
        "093098548a8148878ce90e9cbb5a5db1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "73d7e0fb4cb34d619b068701a607195f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_1cce415576d44587a1a29b750070c843",
            "_dom_classes": [],
            "description": "Loss=0.07021588087081909 Batch_id=468 Accuracy=97.86",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_09242ff46f4a411f981cc8c874eb17f5"
          }
        },
        "4ebe7dfedc254dcb8ec2ec20186fa9b0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_2374c8091ed047c5b9f5cb1af8f32f16",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.62it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_4b1446b8f79b4ef195d55d40a93a1fc2"
          }
        },
        "1cce415576d44587a1a29b750070c843": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "09242ff46f4a411f981cc8c874eb17f5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2374c8091ed047c5b9f5cb1af8f32f16": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "4b1446b8f79b4ef195d55d40a93a1fc2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a8788688aed2466386b950e92c258f9a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_f9dd7f8f8da54f978b40dd45055f04e7",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_8bf77895f7654650a2919d8013f10c3e",
              "IPY_MODEL_c11975cfa6424b048e6faccf8d242dd7"
            ]
          }
        },
        "f9dd7f8f8da54f978b40dd45055f04e7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "8bf77895f7654650a2919d8013f10c3e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_7f3e112908624133af55e76764da30f5",
            "_dom_classes": [],
            "description": "Loss=0.10706174373626709 Batch_id=468 Accuracy=97.94",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a0cef14aa7e0431d82f5e10e772df2dd"
          }
        },
        "c11975cfa6424b048e6faccf8d242dd7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_79f43271182144c79ab14591c13b4492",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.29it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a860c5b025c046e98a844518938ba132"
          }
        },
        "7f3e112908624133af55e76764da30f5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a0cef14aa7e0431d82f5e10e772df2dd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "79f43271182144c79ab14591c13b4492": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a860c5b025c046e98a844518938ba132": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "214425091bfa4ef19f44b10ad4c71d73": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_99313e9a2278414aab26ebb81ca1c78f",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_a08e095f6fb048d89a2f3fd4a6bdb58a",
              "IPY_MODEL_6acd176642d44662bdb54d997bd0b40f"
            ]
          }
        },
        "99313e9a2278414aab26ebb81ca1c78f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "a08e095f6fb048d89a2f3fd4a6bdb58a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_bb971061b0a149e7a620b8711cc5e08b",
            "_dom_classes": [],
            "description": "Loss=0.10680078715085983 Batch_id=468 Accuracy=97.98",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_416c5cdce8b8434ab92b7417578c1e0b"
          }
        },
        "6acd176642d44662bdb54d997bd0b40f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_34e0e7d822a74fe3a609aaa573d5fe33",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.71it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9352e6b56148457a9ce03f5408410781"
          }
        },
        "bb971061b0a149e7a620b8711cc5e08b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "416c5cdce8b8434ab92b7417578c1e0b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "34e0e7d822a74fe3a609aaa573d5fe33": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9352e6b56148457a9ce03f5408410781": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "887433c1c9c14838a792785c5c0390c7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_5aeb086b768849f8a17696b2df61b6b3",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_fd74172c9b6241b6bb450c8f536c3b7e",
              "IPY_MODEL_c4ab26a375094313bf8fbc69a4880fef"
            ]
          }
        },
        "5aeb086b768849f8a17696b2df61b6b3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "fd74172c9b6241b6bb450c8f536c3b7e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_9e42c42def2b4797940a8446a885d278",
            "_dom_classes": [],
            "description": "Loss=0.06469473242759705 Batch_id=468 Accuracy=98.09",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_fda1ff78889e46d7aab17429fcbf95a1"
          }
        },
        "c4ab26a375094313bf8fbc69a4880fef": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_9e3b47abee764ff3a7ee3af7ca8eac61",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.39it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bd7e204235f1434f900ec146a3925c8b"
          }
        },
        "9e42c42def2b4797940a8446a885d278": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "fda1ff78889e46d7aab17429fcbf95a1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9e3b47abee764ff3a7ee3af7ca8eac61": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "bd7e204235f1434f900ec146a3925c8b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "445502094d394a80bd5d6d415c5864b9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_97d49af48f6840bd8e2aed6b3997ccff",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_b04ae835945a4420ac1227261174fee4",
              "IPY_MODEL_89f78c90be634f4ebed7ad3747d54afd"
            ]
          }
        },
        "97d49af48f6840bd8e2aed6b3997ccff": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": "row wrap",
            "width": "80%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": "inline-flex",
            "left": null
          }
        },
        "b04ae835945a4420ac1227261174fee4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_3a206437d3144b9fb78c24fa709d78d9",
            "_dom_classes": [],
            "description": "Loss=0.09512845426797867 Batch_id=468 Accuracy=98.11",
            "_model_name": "IntProgressModel",
            "bar_style": "success",
            "max": 469,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 469,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_943e0b8860944d2f87105336c3578be6"
          }
        },
        "89f78c90be634f4ebed7ad3747d54afd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_21119c01834d4108b27e943b93ef638c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100% 469/469 [00:14&lt;00:00, 32.77it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9a9f74123c564eb98c3169d1e2bde8ca"
          }
        },
        "3a206437d3144b9fb78c24fa709d78d9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "943e0b8860944d2f87105336c3578be6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": "2",
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "21119c01834d4108b27e943b93ef638c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9a9f74123c564eb98c3169d1e2bde8ca": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/satyajitghana/TSAI-DeepVision-EVA4.0/blob/master/05_CodingDrill/CodingDrill_9947_Accuracy.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aO-7t1Y7-hV4",
        "colab_type": "text"
      },
      "source": [
        "# Import Libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8kH16rnZ7wt_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "from __future__ import print_function\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "import torch.optim as optim\n",
        "from torchvision import datasets, transforms"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ky3f_Odl-7um",
        "colab_type": "text"
      },
      "source": [
        "## Data Transformations\n",
        "\n",
        "We first start with defining our data transformations. We need to think what our data is and how can we augment it to correct represent images which it might not see otherwise. \n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YtssFUKb-jqx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Train Phase transformations\n",
        "train_transforms = transforms.Compose([\n",
        "                                      #  transforms.Resize((28, 28)),\n",
        "                                    #    transforms.ColorJitter(brightness=0.10, contrast=0.1, saturation=0.10, hue=0.1),\n",
        "                                       transforms.RandomRotation((-10.0, 10.0), fill=(1,)),\n",
        "                                       transforms.ToTensor(),\n",
        "                                       transforms.Normalize((0.1307,), (0.3081,)) # The mean and std have to be sequences (e.g., tuples), therefore you should add a comma after the values. \n",
        "                                       # Note the difference between (0.1307) and (0.1307,)\n",
        "                                       ])\n",
        "\n",
        "# Test Phase transformations\n",
        "test_transforms = transforms.Compose([\n",
        "                                      #  transforms.Resize((28, 28)),\n",
        "                                    #    transforms.ColorJitter(brightness=0.10, contrast=0.1, saturation=0.10, hue=0.1),\n",
        "                                       transforms.ToTensor(),\n",
        "                                       transforms.Normalize((0.1307,), (0.3081,))\n",
        "                                       ])\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oQciFYo2B1mO",
        "colab_type": "text"
      },
      "source": [
        "# Dataset and Creating Train/Test Split"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_4A84rlfDA23",
        "colab_type": "code",
        "outputId": "847c758d-516d-4f55-f338-af28d1fd914f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 399,
          "referenced_widgets": [
            "ee94f5d7c8f5426e9ac4ff8b598c5ad1",
            "2b6a75bf74fd4554980cdaeb51e3a9ae",
            "c7149ade7a614a2f811963245555784a",
            "c417483a4e0c42abbc0f911484d32c62",
            "e5ce499ac3e04c61b5515dd932ebf32f",
            "767d87b121a04738bbe63f863d6d0712",
            "fdbea9b413bb45d1804cd9096c0948ab",
            "e026bdd6b79041e4ab8f6d84ce2c72d3",
            "4be34cee08124fea8bd4a90522b4c889",
            "e5b9fb3b0abb4e36a5ecc867531834f5",
            "c46801349c464f9e8887360c76c78aaf",
            "9028c9bb0cc44379bcea634d09687e28",
            "6918bcbb7cd2489bb7a5ddf20dc95544",
            "45b6e88efb0044cf827e818a3fc0338c",
            "3e42077ec0434488bebe792f16cf4e8d",
            "f7b077c8207e422cb6dd33fb33e0ba44",
            "9a65f56538984136ba66363a60d4fce9",
            "f415d0ae292b4968960e0b4f97ffaea7",
            "ff05f0faba2f49cf89bcb0e78da1ac8b",
            "03510e565b594c3a841780fb0183dd4f",
            "a3586f6ab493432facce03a7b461dae0",
            "11c781fcb81141c6891d14fac36880ca",
            "066a06a660ac4fbb943f4dc2edeb9169",
            "a1866348b467437b91293039ab8d470f",
            "25e4a3566d0745d2b02560b897e12ece",
            "a7e535ba564e49d1b6f3644cf40993dc",
            "638bec2080594725a207cf8722d870db",
            "bee7bd66199d4d38b2d1f7e2244d6502",
            "2f076be844da434c89691c417a1626dd",
            "8d8dd648ff3649d2b84d18aa1d2f1575",
            "0cbea28c3e244a878f760eb08b12adcc",
            "310c688824a44f33831cfc21f295cab7"
          ]
        }
      },
      "source": [
        "train = datasets.MNIST('./data', train=True, download=True, transform=train_transforms)\n",
        "test = datasets.MNIST('./data', train=False, download=True, transform=test_transforms)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to ./data/MNIST/raw/train-images-idx3-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ee94f5d7c8f5426e9ac4ff8b598c5ad1",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Extracting ./data/MNIST/raw/train-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to ./data/MNIST/raw/train-labels-idx1-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4be34cee08124fea8bd4a90522b4c889",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Extracting ./data/MNIST/raw/train-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw/t10k-images-idx3-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "9a65f56538984136ba66363a60d4fce9",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Extracting ./data/MNIST/raw/t10k-images-idx3-ubyte.gz to ./data/MNIST/raw\n",
            "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "25e4a3566d0745d2b02560b897e12ece",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=1, bar_style='info', max=1), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Extracting ./data/MNIST/raw/t10k-labels-idx1-ubyte.gz to ./data/MNIST/raw\n",
            "Processing...\n",
            "Done!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qgldp_3-Dn0c",
        "colab_type": "text"
      },
      "source": [
        "# Dataloader Arguments & Test/Train Dataloaders\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C8OLDR79DrHG",
        "colab_type": "code",
        "outputId": "e24bc4a2-08f4-4d24-bf6b-17932d75e601",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "SEED = 1\n",
        "\n",
        "# CUDA?\n",
        "cuda = torch.cuda.is_available()\n",
        "print(\"CUDA Available?\", cuda)\n",
        "\n",
        "# For reproducibility\n",
        "torch.manual_seed(SEED)\n",
        "\n",
        "if cuda:\n",
        "    torch.cuda.manual_seed(SEED)\n",
        "\n",
        "# dataloader arguments - something you'll fetch these from cmdprmt\n",
        "dataloader_args = dict(shuffle=True, batch_size=128, num_workers=4, pin_memory=True) if cuda else dict(shuffle=True, batch_size=64)\n",
        "\n",
        "# train dataloader\n",
        "train_loader = torch.utils.data.DataLoader(train, **dataloader_args)\n",
        "\n",
        "# test dataloader\n",
        "test_loader = torch.utils.data.DataLoader(test, **dataloader_args)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CUDA Available? True\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ubQL3H6RJL3h",
        "colab_type": "text"
      },
      "source": [
        "# The model\n",
        "Let's start with the model we first saw"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7FXQlB9kH1ov",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import torch.nn.functional as F\n",
        "dropout_value = 0.1\n",
        "class Net(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(Net, self).__init__()\n",
        "        # Input Block\n",
        "        self.convblock1 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=1, out_channels=14, kernel_size=(3, 3), padding=0, bias=False),\n",
        "            nn.ReLU(),\n",
        "            nn.BatchNorm2d(14),\n",
        "            nn.Dropout(dropout_value)\n",
        "        ) # output_size = 26\n",
        "\n",
        "        # CONVOLUTION BLOCK 1\n",
        "        self.convblock2 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=14, out_channels=30, kernel_size=(3, 3), padding=0, bias=False),\n",
        "            nn.ReLU(),\n",
        "            nn.BatchNorm2d(30),\n",
        "            nn.Dropout(dropout_value)\n",
        "        ) # output_size = 24\n",
        "\n",
        "        # TRANSITION BLOCK 1\n",
        "        self.convblock3 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=30, out_channels=10, kernel_size=(1, 1), padding=0, bias=False),\n",
        "        ) # output_size = 24\n",
        "        self.pool1 = nn.MaxPool2d(2, 2) # output_size = 12\n",
        "\n",
        "        # CONVOLUTION BLOCK 2\n",
        "        self.convblock4 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=10, out_channels=14, kernel_size=(3, 3), padding=0, bias=False),\n",
        "            nn.ReLU(),            \n",
        "            nn.BatchNorm2d(14),\n",
        "            nn.Dropout(dropout_value)\n",
        "        ) # output_size = 10\n",
        "        self.convblock5 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=14, out_channels=15, kernel_size=(3, 3), padding=0, bias=False),\n",
        "            nn.ReLU(),            \n",
        "            nn.BatchNorm2d(15),\n",
        "            nn.Dropout(dropout_value)\n",
        "        ) # output_size = 8\n",
        "        self.convblock6 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=15, out_channels=15, kernel_size=(3, 3), padding=0, bias=False),\n",
        "            nn.ReLU(),            \n",
        "            nn.BatchNorm2d(15),\n",
        "            nn.Dropout(dropout_value)\n",
        "        ) # output_size = 6\n",
        "\n",
        "        # self.convblock7 = nn.Sequential(\n",
        "        #     nn.Conv2d(in_channels=16, out_channels=16, kernel_size=(3, 3), padding=1, bias=False),\n",
        "        #     nn.ReLU(),            \n",
        "        #     nn.BatchNorm2d(16),\n",
        "        #     nn.Dropout(dropout_value)\n",
        "        # ) # output_size = 6\n",
        "        \n",
        "        # OUTPUT BLOCK\n",
        "        self.gap = nn.Sequential(\n",
        "            nn.AvgPool2d(kernel_size=6)\n",
        "        ) # output_size = 1\n",
        "\n",
        "        self.convblock8 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=15, out_channels=15, kernel_size=(1, 1), padding=0, bias=False),\n",
        "            nn.BatchNorm2d(15),\n",
        "            nn.ReLU(),\n",
        "            nn.Dropout(dropout_value)\n",
        "        )\n",
        "\n",
        "        self.convblock9 = nn.Sequential(\n",
        "            nn.Conv2d(in_channels=15, out_channels=10, kernel_size=(1, 1), padding=0, bias=False),\n",
        "        )\n",
        "\n",
        "\n",
        "        self.dropout = nn.Dropout(dropout_value)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = self.convblock1(x)\n",
        "        x = self.convblock2(x)\n",
        "        x = self.convblock3(x)\n",
        "        x = self.pool1(x)\n",
        "        x = self.convblock4(x)\n",
        "        x = self.convblock5(x)\n",
        "        x = self.convblock6(x)\n",
        "        # x = self.convblockmeow(x)\n",
        "        # x = self.convblock7(x)\n",
        "        x = self.gap(x)        \n",
        "        x = self.convblock8(x)\n",
        "        x = self.convblock9(x)\n",
        "\n",
        "        x = x.view(-1, 10)\n",
        "        return F.log_softmax(x, dim=-1)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M3-vp8X9LCWo",
        "colab_type": "text"
      },
      "source": [
        "# Model Params\n",
        "Can't emphasize on how important viewing Model Summary is. \n",
        "Unfortunately, there is no in-built model visualizer, so we have to take external help"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5skB97zIJQQe",
        "colab_type": "code",
        "outputId": "e3fc57fd-6fad-42da-ef60-a8e88e2acfd1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 799
        }
      },
      "source": [
        "!pip install torchsummary\n",
        "from torchsummary import summary\n",
        "use_cuda = torch.cuda.is_available()\n",
        "device = torch.device(\"cuda\" if use_cuda else \"cpu\")\n",
        "print(device)\n",
        "model = Net().to(device)\n",
        "summary(model, input_size=(1, 28, 28))"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: torchsummary in /usr/local/lib/python3.6/dist-packages (1.5.1)\n",
            "cuda\n",
            "----------------------------------------------------------------\n",
            "        Layer (type)               Output Shape         Param #\n",
            "================================================================\n",
            "            Conv2d-1           [-1, 14, 26, 26]             126\n",
            "              ReLU-2           [-1, 14, 26, 26]               0\n",
            "       BatchNorm2d-3           [-1, 14, 26, 26]              28\n",
            "           Dropout-4           [-1, 14, 26, 26]               0\n",
            "            Conv2d-5           [-1, 30, 24, 24]           3,780\n",
            "              ReLU-6           [-1, 30, 24, 24]               0\n",
            "       BatchNorm2d-7           [-1, 30, 24, 24]              60\n",
            "           Dropout-8           [-1, 30, 24, 24]               0\n",
            "            Conv2d-9           [-1, 10, 24, 24]             300\n",
            "        MaxPool2d-10           [-1, 10, 12, 12]               0\n",
            "           Conv2d-11           [-1, 14, 10, 10]           1,260\n",
            "             ReLU-12           [-1, 14, 10, 10]               0\n",
            "      BatchNorm2d-13           [-1, 14, 10, 10]              28\n",
            "          Dropout-14           [-1, 14, 10, 10]               0\n",
            "           Conv2d-15             [-1, 15, 8, 8]           1,890\n",
            "             ReLU-16             [-1, 15, 8, 8]               0\n",
            "      BatchNorm2d-17             [-1, 15, 8, 8]              30\n",
            "          Dropout-18             [-1, 15, 8, 8]               0\n",
            "           Conv2d-19             [-1, 15, 6, 6]           2,025\n",
            "             ReLU-20             [-1, 15, 6, 6]               0\n",
            "      BatchNorm2d-21             [-1, 15, 6, 6]              30\n",
            "          Dropout-22             [-1, 15, 6, 6]               0\n",
            "        AvgPool2d-23             [-1, 15, 1, 1]               0\n",
            "           Conv2d-24             [-1, 15, 1, 1]             225\n",
            "      BatchNorm2d-25             [-1, 15, 1, 1]              30\n",
            "             ReLU-26             [-1, 15, 1, 1]               0\n",
            "          Dropout-27             [-1, 15, 1, 1]               0\n",
            "           Conv2d-28             [-1, 10, 1, 1]             150\n",
            "================================================================\n",
            "Total params: 9,962\n",
            "Trainable params: 9,962\n",
            "Non-trainable params: 0\n",
            "----------------------------------------------------------------\n",
            "Input size (MB): 0.00\n",
            "Forward/backward pass size (MB): 0.96\n",
            "Params size (MB): 0.04\n",
            "Estimated Total Size (MB): 1.00\n",
            "----------------------------------------------------------------\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1__x_SbrL7z3",
        "colab_type": "text"
      },
      "source": [
        "# Training and Testing\n",
        "\n",
        "Looking at logs can be boring, so we'll introduce **tqdm** progressbar to get cooler logs. \n",
        "\n",
        "Let's write train and test functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fbkF2nN_LYIb",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# this automatically selects tqdm for colab_notebook\n",
        "from tqdm.auto import tqdm, trange\n",
        "\n",
        "train_losses = []\n",
        "test_losses = []\n",
        "train_acc = []\n",
        "test_acc = []\n",
        "\n",
        "def train(model, device, train_loader, optimizer, epoch):\n",
        "  model.train()\n",
        "  pbar = tqdm(train_loader, ncols=\"80%\")\n",
        "  correct = 0\n",
        "  processed = 0\n",
        "  for batch_idx, (data, target) in enumerate(pbar):\n",
        "    # get samples\n",
        "    data, target = data.to(device), target.to(device)\n",
        "\n",
        "    # Init\n",
        "    optimizer.zero_grad()\n",
        "    # In PyTorch, we need to set the gradients to zero before starting to do backpropragation because PyTorch accumulates the gradients on subsequent backward passes. \n",
        "    # Because of this, when you start your training loop, ideally you should zero out the gradients so that you do the parameter update correctly.\n",
        "\n",
        "    # Predict\n",
        "    y_pred = model(data)\n",
        "\n",
        "    # Calculate loss\n",
        "    loss = F.nll_loss(y_pred, target)\n",
        "    train_losses.append(loss)\n",
        "\n",
        "    # Backpropagation\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "\n",
        "    scheduler.step()\n",
        "\n",
        "    # Update pbar-tqdm\n",
        "    \n",
        "    pred = y_pred.argmax(dim=1, keepdim=True)  # get the index of the max log-probability\n",
        "    correct += pred.eq(target.view_as(pred)).sum().item()\n",
        "    processed += len(data)\n",
        "\n",
        "    pbar.set_description(desc= f'Loss={loss.item()} Batch_id={batch_idx} Accuracy={100*correct/processed:0.2f}')\n",
        "    train_acc.append(100*correct/processed)\n",
        "\n",
        "def test(model, device, test_loader):\n",
        "    model.eval()\n",
        "    test_loss = 0\n",
        "    correct = 0\n",
        "    with torch.no_grad():\n",
        "        for data, target in test_loader:\n",
        "            data, target = data.to(device), target.to(device)\n",
        "            output = model(data)\n",
        "            test_loss += F.nll_loss(output, target, reduction='sum').item()  # sum up batch loss\n",
        "            pred = output.argmax(dim=1, keepdim=True)  # get the index of the max log-probability\n",
        "            correct += pred.eq(target.view_as(pred)).sum().item()\n",
        "\n",
        "    test_loss /= len(test_loader.dataset)\n",
        "    test_losses.append(test_loss)\n",
        "\n",
        "    print('\\nTest set: Average loss: {:.4f}, Accuracy: {}/{} ({:.2f}%)\\n'.format(\n",
        "        test_loss, correct, len(test_loader.dataset),\n",
        "        100. * correct / len(test_loader.dataset)))\n",
        "    \n",
        "    test_acc.append(100. * correct / len(test_loader.dataset))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aE5Le6FYHhc8",
        "colab_type": "code",
        "outputId": "2c6d3046-ee3e-4f6b-e894-2be6030d4950",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "b961f0548d144b24b05ab1f8f39341e8",
            "f89dbd02efa5483695ec95f7f9c8bd00",
            "7b466159809d44a0a01d6d55c94e9a41",
            "f85b4fda33ec45a19208dd6b196c2237",
            "657c7fe78d2f4560b96717273e7d14dd",
            "7387e4a1d24e44d993685b9de84d7739",
            "76ccc733da144df3af6fffc7dd654f27",
            "1b14209cf63f4f07ba938bc4a0529fef",
            "baef3d3dc355463c9646581e5a285c07",
            "612c0992d11f4fefb9c321b3fe05d7a3",
            "ac1aeea2d84b477b9236b70b258b9d0c",
            "f4f74d62c8d4488fb417dd117cee31af",
            "7b6b2f7e5c18442aabd7a34612830e6c",
            "83f041b9198a444fbf6deaae7e9b7c60",
            "e6dbe8e4fe05467ea43d43589c53077f",
            "5fd474993b3a4e1b8426a61df7e96c96",
            "a606b4b572694eeba402375571350f7e",
            "4cd79966994244ff80257cb52b56f7e9",
            "ff570f159e0f4fcb945e0256977261a7",
            "e225f145065940c283acad5a3e66ab55",
            "f3b345cf5a2e42b88d248ff07a9e7951",
            "9ff18eb52b8641069f1d9afdb83eb018",
            "d83100e1051a49eead0d916921ffc914",
            "c2bfae55f1164613a25ca2737ae8e938",
            "313cba580ca244b6ac5cc2cbccd28c37",
            "82b9e6afffe8471a850fd85267b4f37b",
            "93af98ee03004643b8303cbbc3558b4f",
            "31a45fb96bd049e28573d69f1d9d0e5c",
            "af3011a3f53b452c8118a1eb7a51b638",
            "afefae413205412eb41ed0426a6672fe",
            "22e4699635824b6aa7588b2ea20cd660",
            "3befc5d6bcfc4457a9142124ebeffd0a",
            "6eb831fd004843c1a9d63e493f26c9ed",
            "a0d21ac0b5324697b44c05324e7cec58",
            "8733718dda8146da8735d7de2403588c",
            "ae4daaeb312847feade26d71af70ddeb",
            "e6e752f557c94b2bbfbfa192ae6f3246",
            "ab47702a1c6b4a8495b8c6aee5012db9",
            "00eecbd5319e4364be0c665e9e9e2388",
            "b81bebe099a2423a9ae2f9fad7538668",
            "23f652a840ab4f55827d69b4f978cc80",
            "d05b4df6135f44afa1922cc869edc969",
            "f295db0c35e3458f92384be4d14c9ba4",
            "1cab6e738ddc407b94a2360139712b48",
            "0c84eeb3e2da473b869e8e02a90e114b",
            "c33c265f0a424f348b8cd5bb07ea7e94",
            "4e83b2c0411a4b5e9d672663a4cc9863",
            "4daa756e89f44f7da720d794378f87d3",
            "349d885ea4ca4fd99ff6a6677f12b04d",
            "0e11813ff64d4182b5e16abad22f411b",
            "d510b393f174456eaa6ff0546b59ef64",
            "8f7a411ef2c24904bb5ab03edec0c0de",
            "3c6551e93a944248b103467ee029746a",
            "640c6b376b8d443791b7b8ea5f23b303",
            "a8036c2bafa94aac89104260d15ce1b0",
            "1b1521f2e83d45238a21f10c765f3d72",
            "7978deb77a0e4e008837ef8ef85aa6f0",
            "d5607d9be0794ae6bb1aa246c81290ac",
            "05d888e104794084a6d4f950f608020e",
            "47177a2fa0b14699a2dd6f44855978c3",
            "33f57e3830c4458d91331354ee97e9b4",
            "c03ccecae9264f618c443158a7285861",
            "a8d1b71b5171493da69569f055184b26",
            "dfed68ae96ae430ab4a8e92ffcf7f261",
            "98c59ee0e6164e8d9f65dae5c86998ce",
            "1219ba5b3eee41b19c73429dd466c8ff",
            "825887e6e58e4c6f91e3397e51b4379a",
            "003770bf7c9e4e819a47ea6414df1eee",
            "6a0740fbabd04e969fa9d333eb99d32d",
            "11d4554142114365b0e44b5c6b67cb77",
            "6721a95c56f64f0b8d2af787c70385e0",
            "6e649686abf448e4890a35e4ad5323ee",
            "2bae0baec660411190f10244dfc7e79d",
            "26e58e4b21ac4cbeb7d6939e6c35fd35",
            "8519469755324621a1c5f71bb84e49cf",
            "dadff204e09149239de19a74d80eb1ab",
            "37b77635aa474c24b654f0e8009918a9",
            "d4e0f4aaf5e846169ead1bdc31f7eebf",
            "04b6b2f5a4944118a9b0688762abbdcc",
            "020c6875a70a4b758b0c78721b84a6ec",
            "6f3e5c88867b41cf9d4b8e7fdfd2a2aa",
            "093098548a8148878ce90e9cbb5a5db1",
            "73d7e0fb4cb34d619b068701a607195f",
            "4ebe7dfedc254dcb8ec2ec20186fa9b0",
            "1cce415576d44587a1a29b750070c843",
            "09242ff46f4a411f981cc8c874eb17f5",
            "2374c8091ed047c5b9f5cb1af8f32f16",
            "4b1446b8f79b4ef195d55d40a93a1fc2",
            "a8788688aed2466386b950e92c258f9a",
            "f9dd7f8f8da54f978b40dd45055f04e7",
            "8bf77895f7654650a2919d8013f10c3e",
            "c11975cfa6424b048e6faccf8d242dd7",
            "7f3e112908624133af55e76764da30f5",
            "a0cef14aa7e0431d82f5e10e772df2dd",
            "79f43271182144c79ab14591c13b4492",
            "a860c5b025c046e98a844518938ba132",
            "214425091bfa4ef19f44b10ad4c71d73",
            "99313e9a2278414aab26ebb81ca1c78f",
            "a08e095f6fb048d89a2f3fd4a6bdb58a",
            "6acd176642d44662bdb54d997bd0b40f",
            "bb971061b0a149e7a620b8711cc5e08b",
            "416c5cdce8b8434ab92b7417578c1e0b",
            "34e0e7d822a74fe3a609aaa573d5fe33",
            "9352e6b56148457a9ce03f5408410781",
            "887433c1c9c14838a792785c5c0390c7",
            "5aeb086b768849f8a17696b2df61b6b3",
            "fd74172c9b6241b6bb450c8f536c3b7e",
            "c4ab26a375094313bf8fbc69a4880fef",
            "9e42c42def2b4797940a8446a885d278",
            "fda1ff78889e46d7aab17429fcbf95a1",
            "9e3b47abee764ff3a7ee3af7ca8eac61",
            "bd7e204235f1434f900ec146a3925c8b",
            "445502094d394a80bd5d6d415c5864b9",
            "97d49af48f6840bd8e2aed6b3997ccff",
            "b04ae835945a4420ac1227261174fee4",
            "89f78c90be634f4ebed7ad3747d54afd",
            "3a206437d3144b9fb78c24fa709d78d9",
            "943e0b8860944d2f87105336c3578be6",
            "21119c01834d4108b27e943b93ef638c",
            "9a9f74123c564eb98c3169d1e2bde8ca"
          ]
        }
      },
      "source": [
        "from torch.optim.lr_scheduler import StepLR\n",
        "\n",
        "model =  Net().to(device)\n",
        "optimizer = optim.SGD(model.parameters(), lr=0.01, momentum=0.9)\n",
        "# scheduler = StepLR(optimizer, step_size=6, gamma=0.1)\n",
        "\n",
        "scheduler = torch.optim.lr_scheduler.OneCycleLR(optimizer, max_lr=0.01, steps_per_epoch=len(train_loader), epochs=15)\n",
        "\n",
        "EPOCHS = 15\n",
        "for epoch in range(EPOCHS):\n",
        "    # Print Learning Rate\n",
        "    print(\"EPOCH:\", epoch+1, 'LR:', scheduler.get_lr())\n",
        "    train(model, device, train_loader, optimizer, epoch)\n",
        "    # scheduler.step()\n",
        "    test(model, device, test_loader)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "EPOCH: 1 LR: [0.0003999999999999993]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "b961f0548d144b24b05ab1f8f39341e8",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.5142, Accuracy: 9350/10000 (93.50%)\n",
            "\n",
            "EPOCH: 2 LR: [0.0015240079703465938]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "baef3d3dc355463c9646581e5a285c07",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0847, Accuracy: 9806/10000 (98.06%)\n",
            "\n",
            "EPOCH: 3 LR: [0.004369617749135262]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a606b4b572694eeba402375571350f7e",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0558, Accuracy: 9851/10000 (98.51%)\n",
            "\n",
            "EPOCH: 4 LR: [0.0076041259730932256]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "313cba580ca244b6ac5cc2cbccd28c37",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0414, Accuracy: 9876/10000 (98.76%)\n",
            "\n",
            "EPOCH: 5 LR: [0.009712693882270338]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6eb831fd004843c1a9d63e493f26c9ed",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0374, Accuracy: 9888/10000 (98.88%)\n",
            "\n",
            "EPOCH: 6 LR: [0.009943677941594807]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "23f652a840ab4f55827d69b4f978cc80",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0308, Accuracy: 9914/10000 (99.14%)\n",
            "\n",
            "EPOCH: 7 LR: [0.009503461424944768]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "349d885ea4ca4fd99ff6a6677f12b04d",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0275, Accuracy: 9919/10000 (99.19%)\n",
            "\n",
            "EPOCH: 8 LR: [0.008663094374661208]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "7978deb77a0e4e008837ef8ef85aa6f0",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0343, Accuracy: 9892/10000 (98.92%)\n",
            "\n",
            "EPOCH: 9 LR: [0.00749724709105188]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "98c59ee0e6164e8d9f65dae5c86998ce",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0272, Accuracy: 9912/10000 (99.12%)\n",
            "\n",
            "EPOCH: 10 LR: [0.006109510221502005]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "2bae0baec660411190f10244dfc7e79d",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0312, Accuracy: 9899/10000 (98.99%)\n",
            "\n",
            "EPOCH: 11 LR: [0.004623190276854037]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6f3e5c88867b41cf9d4b8e7fdfd2a2aa",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0253, Accuracy: 9921/10000 (99.21%)\n",
            "\n",
            "EPOCH: 12 LR: [0.0031703533067975903]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a8788688aed2466386b950e92c258f9a",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0223, Accuracy: 9938/10000 (99.38%)\n",
            "\n",
            "EPOCH: 13 LR: [0.0018800902517922089]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "214425091bfa4ef19f44b10ad4c71d73",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0214, Accuracy: 9940/10000 (99.40%)\n",
            "\n",
            "EPOCH: 14 LR: [0.0008670466465012771]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "887433c1c9c14838a792785c5c0390c7",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0201, Accuracy: 9946/10000 (99.46%)\n",
            "\n",
            "EPOCH: 15 LR: [0.00022123586092353013]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "445502094d394a80bd5d6d415c5864b9",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(IntProgress(value=0, layout=Layout(flex='2'), max=469), HTML(value='')), layout=Layout(display=…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "Test set: Average loss: 0.0197, Accuracy: 9947/10000 (99.47%)\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Yd4L3A_j-gH8",
        "colab_type": "text"
      },
      "source": [
        "```\n",
        "10K + 50 Params\n",
        "OneCycleLR = 99.26%\n",
        "OneCycleLR + Rot 10 Deg = 99.36%\n",
        "StepLR = 99.10%\n",
        "\n",
        "9K + 60 Params\n",
        "Added more 1x1 convolution after GAP = 99.41%\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9HOgrfaaHrnd",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "drokW8wWODKq",
        "colab_type": "text"
      },
      "source": [
        "# Let's Train and test our model\n",
        "\n",
        "This time let's add a scheduler for out LR. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "87RaqGSEOWDe",
        "colab_type": "code",
        "outputId": "c2fc58ad-0d30-42ad-9fca-fe1f5ef275cc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 628
        }
      },
      "source": [
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "import matplotlib.pyplot as plt\n",
        "sns.set()\n",
        "plt.style.use(\"dark_background\")\n",
        "\n",
        "fig, axs = plt.subplots(2,2,figsize=(15,10))\n",
        "axs[0, 0].plot(train_losses)\n",
        "axs[0, 0].set_title(\"Training Loss\")\n",
        "axs[1, 0].plot(train_acc[4000:])\n",
        "axs[1, 0].set_title(\"Training Accuracy\")\n",
        "axs[0, 1].plot(test_losses)\n",
        "axs[0, 1].set_title(\"Test Loss\")\n",
        "axs[1, 1].plot(test_acc)\n",
        "axs[1, 1].set_title(\"Test Accuracy\")"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Test Accuracy')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA3wAAAJRCAYAAAAeUbV+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<Figure size 1080x720 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wjO3RK9UEnvF",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}