EDL_9_2_GAN_Optimization.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "EDL_9_2_GAN_Optimization.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMvgEN7FqJ7NcQnxWpEZ2Y1",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "af9ea61cefd6421c9565727721236f0a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_e8ba25595c404a689dcc2f890db6f0d8",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_6609069c512c4452b150adae72901897",
              "IPY_MODEL_87142d7059f049fc840f31b1b0babbaf",
              "IPY_MODEL_f9628fba31a0432784ff21d449074956"
            ]
          }
        },
        "e8ba25595c404a689dcc2f890db6f0d8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "6609069c512c4452b150adae72901897": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5d2d4e5cb6ed4bbf832874f3f19ced9c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_875bac002c9641b492f312d5597ac458"
          }
        },
        "87142d7059f049fc840f31b1b0babbaf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_bcad0e69492a4dd4a86c8f759c4b1533",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_3d60192345ae4ea4bde2f684384c6add"
          }
        },
        "f9628fba31a0432784ff21d449074956": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_4381c92aeaf844acb58ad3310ae3c577",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:32&lt;00:00,  1.52it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_cf9cc1fb099b4190bc59b28e7eb4dd60"
          }
        },
        "5d2d4e5cb6ed4bbf832874f3f19ced9c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "875bac002c9641b492f312d5597ac458": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "bcad0e69492a4dd4a86c8f759c4b1533": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "3d60192345ae4ea4bde2f684384c6add": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "4381c92aeaf844acb58ad3310ae3c577": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "cf9cc1fb099b4190bc59b28e7eb4dd60": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3fb3452cafb1469197066e1fc6cd2716": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_bb38cc4cefe644499ea48526abdb4cd6",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_cb330b003b8c42468425b6023966a52c",
              "IPY_MODEL_3f0acee513ea406b976d99a532551504",
              "IPY_MODEL_7b7470325e7d47079355ba00ed88bda7"
            ]
          }
        },
        "bb38cc4cefe644499ea48526abdb4cd6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "cb330b003b8c42468425b6023966a52c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ec51b431799d42459f91d4ae3f664097",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d61299b5705b477d841b1bed89cee2f7"
          }
        },
        "3f0acee513ea406b976d99a532551504": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_95a3a71268534846b60ffb1d3e33616c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1dde305f146446ba9c1c43d8c5e140fb"
          }
        },
        "7b7470325e7d47079355ba00ed88bda7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_cd9029c60bc34bec988f67802b0cc4d7",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.54it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_fd2c29be25474249821d1ee9b9bafd71"
          }
        },
        "ec51b431799d42459f91d4ae3f664097": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "d61299b5705b477d841b1bed89cee2f7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "95a3a71268534846b60ffb1d3e33616c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "1dde305f146446ba9c1c43d8c5e140fb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "cd9029c60bc34bec988f67802b0cc4d7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "fd2c29be25474249821d1ee9b9bafd71": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "d594df43ed4a40f89a987590638e22db": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_ebbc0f475fa24e46ac8516274fad0a65",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_c0c5e897034d4243ab92a6123a11969f",
              "IPY_MODEL_734df9fadd11477ca0963a29d51403aa",
              "IPY_MODEL_7b8988c84f2c4c54a326702978fe8ca1"
            ]
          }
        },
        "ebbc0f475fa24e46ac8516274fad0a65": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "c0c5e897034d4243ab92a6123a11969f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_6df7f82242834095a9cd5d775f3d90f5",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6b670ab296e74de5ba4cbc97ab467318"
          }
        },
        "734df9fadd11477ca0963a29d51403aa": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_a99836a4597a436fa02df4b286e7e42c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_154309ed7aad49ef900c6a12270eecbd"
          }
        },
        "7b8988c84f2c4c54a326702978fe8ca1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_d2a0043933d340baaa875dc527629f2a",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.50it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_51fb893bc75b407aa6e703b57f330356"
          }
        },
        "6df7f82242834095a9cd5d775f3d90f5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "6b670ab296e74de5ba4cbc97ab467318": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "a99836a4597a436fa02df4b286e7e42c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "154309ed7aad49ef900c6a12270eecbd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "d2a0043933d340baaa875dc527629f2a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "51fb893bc75b407aa6e703b57f330356": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "2ce598c67433487084273da1523e18a3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_ee2a23ef125b4bbbbd88a7f4a20b139f",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_8d1afb9bddcc4bcd9c8f8ce016ef2a6e",
              "IPY_MODEL_9d40be5abf41490ead6a3a2639b0b542",
              "IPY_MODEL_84ab693004ad4e79ae49f3c6a038d031"
            ]
          }
        },
        "ee2a23ef125b4bbbbd88a7f4a20b139f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "8d1afb9bddcc4bcd9c8f8ce016ef2a6e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_8add572a5c594edea7e9620dab457af5",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b07daec0272e49e1905ee453d54c940f"
          }
        },
        "9d40be5abf41490ead6a3a2639b0b542": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_abbe555c01914231a01201beb4b2bddc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_8b10662aea374de0b8fcf66ec238f8d6"
          }
        },
        "84ab693004ad4e79ae49f3c6a038d031": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_e5dd462ed582439c9040b02629f99551",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.52it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0abdeb86718d48cda7e924012a99e89d"
          }
        },
        "8add572a5c594edea7e9620dab457af5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "b07daec0272e49e1905ee453d54c940f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "abbe555c01914231a01201beb4b2bddc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "8b10662aea374de0b8fcf66ec238f8d6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e5dd462ed582439c9040b02629f99551": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "0abdeb86718d48cda7e924012a99e89d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3f763956834c4ec98edfa78aa69b8d2e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_c95dd61b23814b83a0a5ea8ae997a345",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_d82643a0ea834903ae94253039984e22",
              "IPY_MODEL_1d30f898e6744fb9846d5e88a29fd688",
              "IPY_MODEL_7f714387cc3f496997d8d1fd496b0ce3"
            ]
          }
        },
        "c95dd61b23814b83a0a5ea8ae997a345": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "d82643a0ea834903ae94253039984e22": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_1ddd31a8df47452ca8fcf7673b911cc3",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bca84e20e54849aaa86d084eddda5b4e"
          }
        },
        "1d30f898e6744fb9846d5e88a29fd688": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_7549aa999e1b4a40a35cb81d7f6b5ee3",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_239451388a614d4fbba5793d6f750251"
          }
        },
        "7f714387cc3f496997d8d1fd496b0ce3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_68ade3cbb46347178d01f663faf3d6f2",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.51it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c463f8e703c0431ea74c31fcef302175"
          }
        },
        "1ddd31a8df47452ca8fcf7673b911cc3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "bca84e20e54849aaa86d084eddda5b4e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7549aa999e1b4a40a35cb81d7f6b5ee3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "239451388a614d4fbba5793d6f750251": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "68ade3cbb46347178d01f663faf3d6f2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "c463f8e703c0431ea74c31fcef302175": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "a74388d9fe894cf0b6992ea8dd04b885": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_f8f0964d2eb14342916dc935571a4154",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_e5ec07db92ed4f2cab0e43a2354f8f13",
              "IPY_MODEL_bd694e5bec104c86a4ad6df3b5f842df",
              "IPY_MODEL_37007104e0fd4c42b6307b44728f0627"
            ]
          }
        },
        "f8f0964d2eb14342916dc935571a4154": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e5ec07db92ed4f2cab0e43a2354f8f13": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_8cf77e1fbfa748dda40b6d517c403aa1",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_8a5a888e73e0477bae7e1fd62bcbd21e"
          }
        },
        "bd694e5bec104c86a4ad6df3b5f842df": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_bfa1a96bdc26442c8bee9566b5af8e5e",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d45fe999a81d4c98aa1fd87213e60eee"
          }
        },
        "37007104e0fd4c42b6307b44728f0627": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_f9c805488eb049668ffaab959adc3844",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:15&lt;00:00,  1.50it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_3c8beb2f16d44c04bee3a34760c3427e"
          }
        },
        "8cf77e1fbfa748dda40b6d517c403aa1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "8a5a888e73e0477bae7e1fd62bcbd21e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "bfa1a96bdc26442c8bee9566b5af8e5e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "d45fe999a81d4c98aa1fd87213e60eee": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f9c805488eb049668ffaab959adc3844": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "3c8beb2f16d44c04bee3a34760c3427e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "b5dcc6c8d0ce43b3954552eefb867a1e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_3b745280d68142e888935b756ea0cf86",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_23b94079175f46bdb330455147093c1f",
              "IPY_MODEL_3e097736dbe24b298566b94bd2dd3e62",
              "IPY_MODEL_8a92a6b3df784dd694ecec9ae5f7ed24"
            ]
          }
        },
        "3b745280d68142e888935b756ea0cf86": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "23b94079175f46bdb330455147093c1f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_9b2ce164c5d249aba08bb42fee32f862",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_ccc21c3a854d4738be60bd6984fca0b3"
          }
        },
        "3e097736dbe24b298566b94bd2dd3e62": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_bfa0a1f26787452094597d2b74e756d6",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_3da339f9e4914208bedee54d77c6b940"
          }
        },
        "8a92a6b3df784dd694ecec9ae5f7ed24": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a081ccf2847449f7b42e73effa5edefc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.49it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b3312d9da93041a38a1186618d5441d1"
          }
        },
        "9b2ce164c5d249aba08bb42fee32f862": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "ccc21c3a854d4738be60bd6984fca0b3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "bfa0a1f26787452094597d2b74e756d6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "3da339f9e4914208bedee54d77c6b940": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "a081ccf2847449f7b42e73effa5edefc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "b3312d9da93041a38a1186618d5441d1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "fd4be3bd298a4db19f7e3ab041223689": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_ed867da615e845ac8a2a15c526ce0333",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_dcdc1dabbbc741369deb2e2229faca54",
              "IPY_MODEL_6b501e5403d34ffe9ccafd00b0a697fb",
              "IPY_MODEL_dc17759e7cd847da895c34f8ca7345ba"
            ]
          }
        },
        "ed867da615e845ac8a2a15c526ce0333": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "dcdc1dabbbc741369deb2e2229faca54": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_c7c4faa3d68e47d3a38adf7c35a21077",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_218185aed60c4325ad33686dfda94722"
          }
        },
        "6b501e5403d34ffe9ccafd00b0a697fb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_c51389511435447bb74391276a85343d",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_86ada496c5a044cbaae8638ab86056be"
          }
        },
        "dc17759e7cd847da895c34f8ca7345ba": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_cddb2eef3d0141e6bbe8a1b37799bb56",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.49it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_81feb5cd3abd4d2ca80b508060c4da53"
          }
        },
        "c7c4faa3d68e47d3a38adf7c35a21077": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "218185aed60c4325ad33686dfda94722": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "c51389511435447bb74391276a85343d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "86ada496c5a044cbaae8638ab86056be": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "cddb2eef3d0141e6bbe8a1b37799bb56": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "81feb5cd3abd4d2ca80b508060c4da53": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "fa6599b021cf487c95430fb4c59e3442": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_15ab1c48838d465aafdd24d782c6ef0a",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_11ff7872a7834aac88f07cddb98efe6b",
              "IPY_MODEL_3b62ee8ba3244892bc6b42e11dd9d48a",
              "IPY_MODEL_858cb253366643eeb646eec6c1061df6"
            ]
          }
        },
        "15ab1c48838d465aafdd24d782c6ef0a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "11ff7872a7834aac88f07cddb98efe6b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_6ff27e31c40f4e60907891db1d72932b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_23f57d033e324fdd9dfb96efb81d67a2"
          }
        },
        "3b62ee8ba3244892bc6b42e11dd9d48a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_b9712385f7d24edbb6eea6565bc4f161",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6cf19686f8c943e8b2e3235f5dd56537"
          }
        },
        "858cb253366643eeb646eec6c1061df6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_f452d0cd3bf04fa8acff4f8fa641b979",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.53it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_ca2e17367a90497683e5664a7e091870"
          }
        },
        "6ff27e31c40f4e60907891db1d72932b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "23f57d033e324fdd9dfb96efb81d67a2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "b9712385f7d24edbb6eea6565bc4f161": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "6cf19686f8c943e8b2e3235f5dd56537": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f452d0cd3bf04fa8acff4f8fa641b979": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "ca2e17367a90497683e5664a7e091870": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3e4fc10e28b04589a9957c0eeb032cf8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_aa63ddb89e0a4ec0b24a6475e3785189",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_243b72b397ef477abedc4ef5fcc9c01b",
              "IPY_MODEL_4ab3922d7dab40f18b63caeab0022d98",
              "IPY_MODEL_59a2234f5e614a95a469f39687f656d2"
            ]
          }
        },
        "aa63ddb89e0a4ec0b24a6475e3785189": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "243b72b397ef477abedc4ef5fcc9c01b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_71f9f37756ef45518b70d6b74911cc60",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_987ecf069e0944b8b8a7306a9c5b97aa"
          }
        },
        "4ab3922d7dab40f18b63caeab0022d98": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_2a8b7254e7e14640b389ea20bdf3b7db",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f7d4ce3eb0d5426486803befefa5f0c0"
          }
        },
        "59a2234f5e614a95a469f39687f656d2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_e31b2b6aee4842868d3af70f7e0cc5cb",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.51it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_df8ba5eb5397460ab370566b811b416f"
          }
        },
        "71f9f37756ef45518b70d6b74911cc60": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "987ecf069e0944b8b8a7306a9c5b97aa": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "2a8b7254e7e14640b389ea20bdf3b7db": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "f7d4ce3eb0d5426486803befefa5f0c0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e31b2b6aee4842868d3af70f7e0cc5cb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "df8ba5eb5397460ab370566b811b416f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "225d474690984d939460435a7dbac83f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_c26fb67ee0ef4bba948a882f6de4e68c",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_0bb1c719fa7a41b0bff619a183c2702e",
              "IPY_MODEL_a6d773e7df4345fc87d638dfd4f6406e",
              "IPY_MODEL_9c0c7941de6640adaf4d2d988f8a9470"
            ]
          }
        },
        "c26fb67ee0ef4bba948a882f6de4e68c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "0bb1c719fa7a41b0bff619a183c2702e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a53d82737ca4427e9b26f72c35417a6e",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_27ec68484db049f480cb78092a3e2284"
          }
        },
        "a6d773e7df4345fc87d638dfd4f6406e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e701ec9a73f44337a1586299cb1ecd1f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_84475e6c66124014a4b61be33cdc4b6a"
          }
        },
        "9c0c7941de6640adaf4d2d988f8a9470": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_db5434c4c2f64cf08e89783fd24b5817",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.48it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_997e35ceb0734d1caf3b072b6cc2c581"
          }
        },
        "a53d82737ca4427e9b26f72c35417a6e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "27ec68484db049f480cb78092a3e2284": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e701ec9a73f44337a1586299cb1ecd1f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "84475e6c66124014a4b61be33cdc4b6a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "db5434c4c2f64cf08e89783fd24b5817": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "997e35ceb0734d1caf3b072b6cc2c581": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "cf68befbea1e4d29aa93a2f7fccc24ab": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_a2485484552b4f7085cbf6bed16f9085",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_5af39206f5be4187824eb2f880a88703",
              "IPY_MODEL_d56a5a2b8051423e88a40a3c03837b3c",
              "IPY_MODEL_e0f0321cb75d42f89fa58d0a9ad2fea9"
            ]
          }
        },
        "a2485484552b4f7085cbf6bed16f9085": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "5af39206f5be4187824eb2f880a88703": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a01ea39f317544e1bca0b3e00290aeb3",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_403a08f52cd74c308591ec0c172740a6"
          }
        },
        "d56a5a2b8051423e88a40a3c03837b3c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_66206d929c6d4660bb439ec29f869b78",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_7e3e6b2837b14d4c82d9a8227ecf2f2d"
          }
        },
        "e0f0321cb75d42f89fa58d0a9ad2fea9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ffd76c187a5444969505dc6e23e01a99",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.47it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_69a709dc7b9b479ebb2d48fb8f20f24c"
          }
        },
        "a01ea39f317544e1bca0b3e00290aeb3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "403a08f52cd74c308591ec0c172740a6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "66206d929c6d4660bb439ec29f869b78": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "7e3e6b2837b14d4c82d9a8227ecf2f2d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "ffd76c187a5444969505dc6e23e01a99": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "69a709dc7b9b479ebb2d48fb8f20f24c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "87be5861ce27459f9503ff6ad4a9d401": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_dc75376001b84d928c48204280911a78",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_5f92cb7b3591451e8fd9ad12449af76f",
              "IPY_MODEL_e7e5a2d02bd8430c9747ef73d97f98f8",
              "IPY_MODEL_cd0f577622c64bc78eb8ed785897892e"
            ]
          }
        },
        "dc75376001b84d928c48204280911a78": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "5f92cb7b3591451e8fd9ad12449af76f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ec8e6db1dc704092a536dccac52dae2f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a7e4154103e9445c9252925045eea716"
          }
        },
        "e7e5a2d02bd8430c9747ef73d97f98f8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_35d2708c85b44a7c8b5c466ee3e0532c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_228b80aa37f241d280e49e1f97e6624c"
          }
        },
        "cd0f577622c64bc78eb8ed785897892e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_7dcb703e3b204e408a031b87ae4ef65b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.53it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c5807a92a8db4685a521532ef4c05bce"
          }
        },
        "ec8e6db1dc704092a536dccac52dae2f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "a7e4154103e9445c9252925045eea716": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "35d2708c85b44a7c8b5c466ee3e0532c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "228b80aa37f241d280e49e1f97e6624c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7dcb703e3b204e408a031b87ae4ef65b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "c5807a92a8db4685a521532ef4c05bce": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "4c87268d6a9644a28e4d182a5c02a760": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_ceb4e149c53f48e5aea16acfd79e3a31",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_aa9490e625074958b4208cb44ecd2b57",
              "IPY_MODEL_a134221fa2774dd4a5631762000473b3",
              "IPY_MODEL_6a2d8150de9048fd94b4c10a87463ebd"
            ]
          }
        },
        "ceb4e149c53f48e5aea16acfd79e3a31": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "aa9490e625074958b4208cb44ecd2b57": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_8f723205c7ed4180ad207661e65462b1",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a89e62220bc74e89923384d8ff99c069"
          }
        },
        "a134221fa2774dd4a5631762000473b3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_ffc881bd730b46afaa784c0d9ed4abce",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6d10fd6447d44bc8948646762d134952"
          }
        },
        "6a2d8150de9048fd94b4c10a87463ebd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_64de490c2fc040709f4fda99e684580b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.49it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_dc39d7412525477eb986e8028980542a"
          }
        },
        "8f723205c7ed4180ad207661e65462b1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "a89e62220bc74e89923384d8ff99c069": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "ffc881bd730b46afaa784c0d9ed4abce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "6d10fd6447d44bc8948646762d134952": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "64de490c2fc040709f4fda99e684580b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "dc39d7412525477eb986e8028980542a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f406655bff194c2aaf74725d98180355": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_68bd2364dfb74fbabc3dfcdccef55436",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_5a255d4390e446cf9ec85b964cd516cd",
              "IPY_MODEL_3db560a9d0c54f3da63efe88516091c9",
              "IPY_MODEL_61cfeb95520445cda699c28945dc19ee"
            ]
          }
        },
        "68bd2364dfb74fbabc3dfcdccef55436": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "5a255d4390e446cf9ec85b964cd516cd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_99ac0e05e94241e48534ef8b9be378b9",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_262f419458cf44c1a67acb27af206b12"
          }
        },
        "3db560a9d0c54f3da63efe88516091c9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_a2370bd57f004a71a47a420c933c0c7d",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d8050b26fd6f40c88893f78f003b030b"
          }
        },
        "61cfeb95520445cda699c28945dc19ee": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_f411fd922e05462eae0a756d9a801077",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.52it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_971ca96aa7824db1a99e7f0a0bac7eda"
          }
        },
        "99ac0e05e94241e48534ef8b9be378b9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "262f419458cf44c1a67acb27af206b12": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "a2370bd57f004a71a47a420c933c0c7d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "d8050b26fd6f40c88893f78f003b030b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f411fd922e05462eae0a756d9a801077": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "971ca96aa7824db1a99e7f0a0bac7eda": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e6c39a98bf314f9690719ef4eed9fdc1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_ccea088a70304bfeb43c2b7c28320df0",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_1a37927b7d454141a24c82dee3c3ced7",
              "IPY_MODEL_8fd3d01c87ee4cd7ab85c298eed15c73",
              "IPY_MODEL_c95c54baf0734f518e1ed8a73ef8976f"
            ]
          }
        },
        "ccea088a70304bfeb43c2b7c28320df0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "1a37927b7d454141a24c82dee3c3ced7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_b1ab216acdf24c20a85696511629c2c3",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_163ec7b77747470f8d13e3e995680b38"
          }
        },
        "8fd3d01c87ee4cd7ab85c298eed15c73": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_cc8500f226044fbea0e867daca028535",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_777bd2846a53472fa53719f7635667b3"
          }
        },
        "c95c54baf0734f518e1ed8a73ef8976f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_347c6b8219b04e35aa2952e5a4beabc4",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.53it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bdd08b0975a44af081a662ec5f1d6453"
          }
        },
        "b1ab216acdf24c20a85696511629c2c3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "163ec7b77747470f8d13e3e995680b38": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "cc8500f226044fbea0e867daca028535": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "777bd2846a53472fa53719f7635667b3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "347c6b8219b04e35aa2952e5a4beabc4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "bdd08b0975a44af081a662ec5f1d6453": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "9070a17d2ed14b34b5b20d192c0b9766": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_df9205d818bf456696d9e0e02f65b341",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_f960cbe6ff3d4c0c9f0830a0139c2e51",
              "IPY_MODEL_de8b116cf570454bafa76c0a2560482e",
              "IPY_MODEL_1de3d3e7b25e4e349c1bbc899d620705"
            ]
          }
        },
        "df9205d818bf456696d9e0e02f65b341": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "f960cbe6ff3d4c0c9f0830a0139c2e51": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_9822602a881b4679b465b9249515e982",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1e130f8187064e75b5c58c90ed71feb3"
          }
        },
        "de8b116cf570454bafa76c0a2560482e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_78f5cddb716b47a6b6ba2b708c906db8",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d1d6d2fbac544cefabe4f86067f4e07a"
          }
        },
        "1de3d3e7b25e4e349c1bbc899d620705": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_bb22193575fe45d6b61b19d1745424b5",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.46it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f8c9e88298a245bc953e88f8e4461be3"
          }
        },
        "9822602a881b4679b465b9249515e982": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "1e130f8187064e75b5c58c90ed71feb3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "78f5cddb716b47a6b6ba2b708c906db8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "d1d6d2fbac544cefabe4f86067f4e07a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "bb22193575fe45d6b61b19d1745424b5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "f8c9e88298a245bc953e88f8e4461be3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "8de8b8a62a1143f2ae1214b06393582c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_71afd0eed07f4ed9893760b0e779a68b",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_4e8bd0a005aa49b9b5139b98dcb89889",
              "IPY_MODEL_abece3618696457fa7b18eca625849e5",
              "IPY_MODEL_69725482bdf54aac88909110433bb92a"
            ]
          }
        },
        "71afd0eed07f4ed9893760b0e779a68b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "4e8bd0a005aa49b9b5139b98dcb89889": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a6299807da1e4ecfb98873016c4b4e90",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6e5b29c22fe743b196da4eabcee6658a"
          }
        },
        "abece3618696457fa7b18eca625849e5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e2fab16da958438eb26d57911f74bb5f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c122a5f7b20546cb86164fe0500946c7"
          }
        },
        "69725482bdf54aac88909110433bb92a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ddd25421fede4a7c80dd0d74eba9facd",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.49it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d8b32e2cc8d943149062f56958611c73"
          }
        },
        "a6299807da1e4ecfb98873016c4b4e90": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "6e5b29c22fe743b196da4eabcee6658a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "e2fab16da958438eb26d57911f74bb5f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "c122a5f7b20546cb86164fe0500946c7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "ddd25421fede4a7c80dd0d74eba9facd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "d8b32e2cc8d943149062f56958611c73": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3749226572a34a72b2d4c8a264800885": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_db96dfa4b5364d84947a17367837cd6d",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_94744400fce04dc4b743154aef48f66e",
              "IPY_MODEL_e846a42650b44c318382cc13f7034019",
              "IPY_MODEL_dd595d7084b6482a84ecc025caf56206"
            ]
          }
        },
        "db96dfa4b5364d84947a17367837cd6d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "94744400fce04dc4b743154aef48f66e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_c6c45d128519415996905f5c46faa792",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1db9af235a4142cc9f718f67a08a6bf1"
          }
        },
        "e846a42650b44c318382cc13f7034019": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_92d6c027b8394ed183cb55893af0fb8b",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1ac40f4679e64bbc98a48ed417ddb773"
          }
        },
        "dd595d7084b6482a84ecc025caf56206": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_109ee4eec0b348f1a0338f49967f6a99",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:14&lt;00:00,  1.49it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_dc791503360a43de8212e740160f7905"
          }
        },
        "c6c45d128519415996905f5c46faa792": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "1db9af235a4142cc9f718f67a08a6bf1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "92d6c027b8394ed183cb55893af0fb8b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "1ac40f4679e64bbc98a48ed417ddb773": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "109ee4eec0b348f1a0338f49967f6a99": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "dc791503360a43de8212e740160f7905": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "00f537c313c9415d8541c2902f06f5b6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "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_8689565d292e44a0b12565df7128aa4a",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_3476b819752144c9a481c30c0807490b",
              "IPY_MODEL_ef3fbbc8659347beb8ff37f0274e2533",
              "IPY_MODEL_d8600a6fa3364fda9dbc89a9cb78404c"
            ]
          }
        },
        "8689565d292e44a0b12565df7128aa4a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "3476b819752144c9a481c30c0807490b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_a66933450c8c4e04a7e034031dc5ae84",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "100%",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_22ad3f0b6ed745df85ee8b5abbed0ca5"
          }
        },
        "ef3fbbc8659347beb8ff37f0274e2533": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_7eb39eb38b934e9ebb392f3f475f24ed",
            "_dom_classes": [],
            "description": "",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 21,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 21,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_13b85f773e4441d1a1a47ddb04ffa038"
          }
        },
        "d8600a6fa3364fda9dbc89a9cb78404c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_08c3165f752545ef8aa599374deac704",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 21/21 [00:13&lt;00:00,  1.50it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_2b5fc452d68b4cdab6d7419054737a33"
          }
        },
        "a66933450c8c4e04a7e034031dc5ae84": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "22ad3f0b6ed745df85ee8b5abbed0ca5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "7eb39eb38b934e9ebb392f3f475f24ed": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "13b85f773e4441d1a1a47ddb04ffa038": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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
          }
        },
        "08c3165f752545ef8aa599374deac704": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "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"
          }
        },
        "2b5fc452d68b4cdab6d7419054737a33": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "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/cxbxmxcx/EvolutionaryDeepLearning/blob/main/EDL_9_2_GAN_Optimization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install livelossplot --quiet"
      ],
      "metadata": {
        "id": "d_92PLgJvmJz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kiUINXkSfWc2"
      },
      "outputs": [],
      "source": [
        "#@title The Imports\n",
        "from tensorflow.keras.datasets import mnist as data\n",
        "#from tensorflow.keras.datasets import fashion_mnist as data\n",
        "\n",
        "#from tensorflow.keras.utils import np_utils\n",
        "from tensorflow.keras.models import Sequential, Model\n",
        "from tensorflow.keras.layers import Input, Dense, Activation, Flatten, Reshape, Dropout, ZeroPadding2D\n",
        "from tensorflow.keras.layers import Conv2D, Conv2DTranspose, UpSampling2D, Convolution2D\n",
        "from tensorflow.keras.layers import BatchNormalization\n",
        "from tensorflow.keras.layers import LeakyReLU\n",
        "from tensorflow.keras.optimizers import Adam, RMSprop\n",
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from livelossplot import PlotLosses\n",
        "from tqdm import tqdm_notebook\n",
        "\n",
        "import random\n",
        "from tqdm.notebook import tqdm as tqdm"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Load and Normalize Training/Test Data\n",
        "(train_images, train_labels), (test_images, test_labels) = data.load_data()\n",
        "\n",
        "# split dataset\n",
        "train_images = train_images.reshape(train_images.shape[0], 28, 28, 1).astype(\"float32\") / 255.0"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uQlqVSsZfj7d",
        "outputId": "81b5bc3f-2648-4232-fac0-c0b24cb42693"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n",
            "11493376/11490434 [==============================] - 0s 0us/step\n",
            "11501568/11490434 [==============================] - 0s 0us/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Extract Class of Images\n",
        "def extract(images, labels, class_):\n",
        "  idx = labels == class_\n",
        "  print(idx)\n",
        "  imgs = images[idx]\n",
        "  print(imgs.shape)\n",
        "  return imgs\n",
        "\n",
        "train_images = extract(train_images, train_labels, 5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zYBy0zWFHv1V",
        "outputId": "c91af2c4-1cb8-4095-ed74-b319c3f7ff21"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[ True False False ...  True False False]\n",
            "(5421, 28, 28, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Internal Hyperparameters and Optimizers Setup\n",
        "latent_dim = 100\n",
        "\n",
        "# original optimizers\n",
        "gen_optimizer = Adam(0.0002, 0.5)\n",
        "disc_optimizer = RMSprop(.00001)\n",
        "\n",
        "# vanishing gradients\n",
        "#disc_optimizer = Adam(.00000001, .5)\n",
        "\n",
        "# mode collapse\n",
        "#disc_optimizer = Adam(.002, .9)\n",
        "\n",
        "# convergence\n",
        "gen_optimizer = RMSprop(.00001)"
      ],
      "metadata": {
        "id": "u6H0Kjtofwrj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Determine Base Convolution Size\n",
        "cs = int(train_images.shape[1] / 4)\n",
        "print(train_images.shape)\n",
        "channels = train_images.shape[3]\n",
        "img_shape = (train_images.shape[1], train_images.shape[2], channels)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sLrt46129kOK",
        "outputId": "f7e59db3-8437-4faa-c8dd-bd4b0b10fb50"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(5421, 28, 28, 1)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Building the Generator (g)\n",
        "def build_generator():\n",
        "  model = Sequential()\n",
        "\n",
        "  model.add(Dense(128 * cs * cs, activation=\"relu\", input_dim=latent_dim))\n",
        "  model.add(Reshape((cs, cs, 128)))\n",
        "  model.add(UpSampling2D())\n",
        "  model.add(Conv2D(128, kernel_size=3, padding=\"same\"))\n",
        "  model.add(BatchNormalization(momentum=0.8))\n",
        "  model.add(Activation(\"relu\"))\n",
        "  #model.add(LeakyReLU(alpha=0.2))\n",
        "  model.add(UpSampling2D())\n",
        "  model.add(Conv2D(64, kernel_size=3, padding=\"same\"))\n",
        "  model.add(BatchNormalization(momentum=0.8))\n",
        "  model.add(Activation(\"relu\"))\n",
        "  #model.add(LeakyReLU(alpha=0.2))\n",
        "  model.add(Conv2D(channels, kernel_size=3, padding=\"same\"))\n",
        "  model.add(Activation(\"tanh\"))\n",
        "\n",
        "  model.summary()\n",
        "\n",
        "  noise = Input(shape=(latent_dim,))\n",
        "  img = model(noise)\n",
        "\n",
        "  return Model(noise, img)\n",
        "g = build_generator()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YH7fCvZWho-r",
        "outputId": "659a7071-eb13-45d6-d93d-063361d702ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " dense (Dense)               (None, 6272)              633472    \n",
            "                                                                 \n",
            " reshape (Reshape)           (None, 7, 7, 128)         0         \n",
            "                                                                 \n",
            " up_sampling2d (UpSampling2D  (None, 14, 14, 128)      0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " conv2d (Conv2D)             (None, 14, 14, 128)       147584    \n",
            "                                                                 \n",
            " batch_normalization (BatchN  (None, 14, 14, 128)      512       \n",
            " ormalization)                                                   \n",
            "                                                                 \n",
            " activation (Activation)     (None, 14, 14, 128)       0         \n",
            "                                                                 \n",
            " up_sampling2d_1 (UpSampling  (None, 28, 28, 128)      0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 28, 28, 64)        73792     \n",
            "                                                                 \n",
            " batch_normalization_1 (Batc  (None, 28, 28, 64)       256       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " activation_1 (Activation)   (None, 28, 28, 64)        0         \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 28, 28, 1)         577       \n",
            "                                                                 \n",
            " activation_2 (Activation)   (None, 28, 28, 1)         0         \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 856,193\n",
            "Trainable params: 855,809\n",
            "Non-trainable params: 384\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Building the Discriminator (d)\n",
        "def build_discriminator():\n",
        "  model = Sequential()\n",
        "  model.add(Conv2D(32, kernel_size=3, strides=2, input_shape=img_shape, padding=\"same\"))\n",
        "  model.add(LeakyReLU(alpha=0.2))\n",
        "  model.add(Dropout(0.25))\n",
        "  model.add(Conv2D(64, kernel_size=3, strides=2, padding=\"same\"))\n",
        "  model.add(ZeroPadding2D(padding=((0,1),(0,1))))\n",
        "  model.add(BatchNormalization(momentum=0.8))\n",
        "  model.add(LeakyReLU(alpha=0.2))\n",
        "  model.add(Dropout(0.25))\n",
        "  model.add(Conv2D(128, kernel_size=3, strides=2, padding=\"same\"))\n",
        "  model.add(BatchNormalization(momentum=0.8))\n",
        "  model.add(LeakyReLU(alpha=0.2))\n",
        "  model.add(Dropout(0.25))\n",
        "  model.add(Conv2D(256, kernel_size=3, strides=1, padding=\"same\"))\n",
        "  model.add(BatchNormalization(momentum=0.8))\n",
        "  model.add(LeakyReLU(alpha=0.2))\n",
        "  model.add(Dropout(0.25))\n",
        "  model.add(Flatten())\n",
        "  model.add(Dense(1, activation='sigmoid'))\n",
        "\n",
        "  model.summary()\n",
        "\n",
        "  img = Input(shape=img_shape)\n",
        "  validity = model(img)\n",
        "\n",
        "  return Model(img, validity)\n",
        "\n",
        "d = build_discriminator()\n",
        "d.compile(loss='binary_crossentropy',\n",
        "            optimizer=disc_optimizer,\n",
        "            metrics=['accuracy'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vLLMvHLPiVJ_",
        "outputId": "1f1af503-3b2a-49c4-c024-5976f3c474c5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d_3 (Conv2D)           (None, 14, 14, 32)        320       \n",
            "                                                                 \n",
            " leaky_re_lu (LeakyReLU)     (None, 14, 14, 32)        0         \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 14, 14, 32)        0         \n",
            "                                                                 \n",
            " conv2d_4 (Conv2D)           (None, 7, 7, 64)          18496     \n",
            "                                                                 \n",
            " zero_padding2d (ZeroPadding  (None, 8, 8, 64)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " batch_normalization_2 (Batc  (None, 8, 8, 64)         256       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " leaky_re_lu_1 (LeakyReLU)   (None, 8, 8, 64)          0         \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 8, 8, 64)          0         \n",
            "                                                                 \n",
            " conv2d_5 (Conv2D)           (None, 4, 4, 128)         73856     \n",
            "                                                                 \n",
            " batch_normalization_3 (Batc  (None, 4, 4, 128)        512       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " leaky_re_lu_2 (LeakyReLU)   (None, 4, 4, 128)         0         \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 4, 4, 128)         0         \n",
            "                                                                 \n",
            " conv2d_6 (Conv2D)           (None, 4, 4, 256)         295168    \n",
            "                                                                 \n",
            " batch_normalization_4 (Batc  (None, 4, 4, 256)        1024      \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " leaky_re_lu_3 (LeakyReLU)   (None, 4, 4, 256)         0         \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 4, 4, 256)         0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 4096)              0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 1)                 4097      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 393,729\n",
            "Trainable params: 392,833\n",
            "Non-trainable params: 896\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Building the GAN\n",
        "z = Input(shape=(latent_dim,))\n",
        "img = g(z)\n",
        "\n",
        "# For the combined model we will only train the generator\n",
        "d.trainable = False\n",
        "\n",
        "# The discriminator takes generated images as input and determines validity\n",
        "valid = d(img)\n",
        "\n",
        "# The combined model  (stacked generator and discriminator)\n",
        "# Trains the generator to fool the discriminator\n",
        "gan = Model(z, valid)\n",
        "gan.compile(loss='binary_crossentropy', optimizer=gen_optimizer)"
      ],
      "metadata": {
        "id": "eZIb_Y1Yikws"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Plot Helper Functions    \n",
        "def plot_generated(n_ex=10, dim=(1, 10), figsize=(12, 2)):\n",
        "    noise = np.random.normal(0, 1, size=(n_ex, latent_dim))\n",
        "    generated_images = g.predict(noise)\n",
        "    generated_images = generated_images.reshape(n_ex, img_shape[0], img_shape[1])\n",
        "\n",
        "    plt.figure(figsize=figsize)\n",
        "    for i in range(generated_images.shape[0]):\n",
        "        plt.subplot(dim[0], dim[1], i+1)\n",
        "        plt.imshow((1-generated_images[i])*255, interpolation='nearest', cmap='gray_r')\n",
        "        plt.axis('off')\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "e3lCo1msizjr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Training the GAN\n",
        "EPOCHS = 20 #@param {type:\"slider\", min:5, max:100, step:1}\n",
        "BATCH_SIZE = 256 #@param {type:\"slider\", min:64, max:256, step:2}\n",
        "CRITIC_ITS = 5 #@param {type:\"slider\", min:1, max:10, step:1}\n",
        "GEN_ITS = 10 #@param {type:\"slider\", min:1, max:10, step:1}\n",
        "ADD_NOISE = False #@param {type:\"boolean\"}\n",
        "\n",
        "groups = { \"Discriminator\" : {\"Real\", \"Fake\"}, \"Generator\":{\"Gen\"}}\n",
        "plotlosses = PlotLosses(groups=groups)\n",
        "\n",
        "plt_frq = 1\n",
        "batches = int(train_images.shape[0] / BATCH_SIZE)\n",
        "\n",
        "if ADD_NOISE:\n",
        "  # add noise to discriminator ground truths\n",
        "  fake_d = np.random.sample(BATCH_SIZE) * 0.2\n",
        "  valid_d = np.random.sample(BATCH_SIZE) * 0.2 + 0.8\n",
        "  valid_g = np.ones((BATCH_SIZE, 1))\n",
        "else:\n",
        "  valid_d = np.ones((BATCH_SIZE, 1))\n",
        "  fake_d = np.zeros((BATCH_SIZE, 1))\n",
        "  valid_g = np.ones((BATCH_SIZE, 1))\n",
        "\n",
        "add_noise = True\n",
        "\n",
        "for e in range(EPOCHS):\n",
        "  for i in tqdm(range(batches)):\n",
        "    for _ in range(CRITIC_ITS):\n",
        "      # ---------------------\n",
        "      #  Train Discriminator\n",
        "      # ---------------------\n",
        "      # Select a random half of images\n",
        "      idx = np.random.randint(0, train_images.shape[0], BATCH_SIZE)\n",
        "      imgs = train_images[idx]  \n",
        "\n",
        "      # Sample noise and generate a batch of new images\n",
        "      noise = np.random.normal(0, 1, (BATCH_SIZE, latent_dim))\n",
        "      gen_imgs = g.predict(noise)\n",
        "\n",
        "      # Train the discriminator (real classified as ones and generated as zeros)  \n",
        "      d_loss_real = d.train_on_batch(imgs, valid_d)\n",
        "      d_loss_fake = d.train_on_batch(gen_imgs, fake_d)\n",
        "      d_loss = 0.5 * np.add(d_loss_real, d_loss_fake) \n",
        "      \n",
        "    for _ in range(GEN_ITS):\n",
        "      # ---------------------\n",
        "      #  Train Generator\n",
        "      # ---------------------\n",
        "      # Train the generator (wants discriminator to mistake images as real)\n",
        "      g_loss = gan.train_on_batch(noise, valid_g)  \n",
        "\n",
        "  loss = dict(Real = d_loss[0], Fake = d_loss[1], Gen = g_loss)  \n",
        "  plotlosses.update(loss)\n",
        "  plotlosses.send()\n",
        "  plot_generated()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 760,
          "referenced_widgets": [
            "af9ea61cefd6421c9565727721236f0a",
            "e8ba25595c404a689dcc2f890db6f0d8",
            "6609069c512c4452b150adae72901897",
            "87142d7059f049fc840f31b1b0babbaf",
            "f9628fba31a0432784ff21d449074956",
            "5d2d4e5cb6ed4bbf832874f3f19ced9c",
            "875bac002c9641b492f312d5597ac458",
            "bcad0e69492a4dd4a86c8f759c4b1533",
            "3d60192345ae4ea4bde2f684384c6add",
            "4381c92aeaf844acb58ad3310ae3c577",
            "cf9cc1fb099b4190bc59b28e7eb4dd60",
            "3fb3452cafb1469197066e1fc6cd2716",
            "bb38cc4cefe644499ea48526abdb4cd6",
            "cb330b003b8c42468425b6023966a52c",
            "3f0acee513ea406b976d99a532551504",
            "7b7470325e7d47079355ba00ed88bda7",
            "ec51b431799d42459f91d4ae3f664097",
            "d61299b5705b477d841b1bed89cee2f7",
            "95a3a71268534846b60ffb1d3e33616c",
            "1dde305f146446ba9c1c43d8c5e140fb",
            "cd9029c60bc34bec988f67802b0cc4d7",
            "fd2c29be25474249821d1ee9b9bafd71",
            "d594df43ed4a40f89a987590638e22db",
            "ebbc0f475fa24e46ac8516274fad0a65",
            "c0c5e897034d4243ab92a6123a11969f",
            "734df9fadd11477ca0963a29d51403aa",
            "7b8988c84f2c4c54a326702978fe8ca1",
            "6df7f82242834095a9cd5d775f3d90f5",
            "6b670ab296e74de5ba4cbc97ab467318",
            "a99836a4597a436fa02df4b286e7e42c",
            "154309ed7aad49ef900c6a12270eecbd",
            "d2a0043933d340baaa875dc527629f2a",
            "51fb893bc75b407aa6e703b57f330356",
            "2ce598c67433487084273da1523e18a3",
            "ee2a23ef125b4bbbbd88a7f4a20b139f",
            "8d1afb9bddcc4bcd9c8f8ce016ef2a6e",
            "9d40be5abf41490ead6a3a2639b0b542",
            "84ab693004ad4e79ae49f3c6a038d031",
            "8add572a5c594edea7e9620dab457af5",
            "b07daec0272e49e1905ee453d54c940f",
            "abbe555c01914231a01201beb4b2bddc",
            "8b10662aea374de0b8fcf66ec238f8d6",
            "e5dd462ed582439c9040b02629f99551",
            "0abdeb86718d48cda7e924012a99e89d",
            "3f763956834c4ec98edfa78aa69b8d2e",
            "c95dd61b23814b83a0a5ea8ae997a345",
            "d82643a0ea834903ae94253039984e22",
            "1d30f898e6744fb9846d5e88a29fd688",
            "7f714387cc3f496997d8d1fd496b0ce3",
            "1ddd31a8df47452ca8fcf7673b911cc3",
            "bca84e20e54849aaa86d084eddda5b4e",
            "7549aa999e1b4a40a35cb81d7f6b5ee3",
            "239451388a614d4fbba5793d6f750251",
            "68ade3cbb46347178d01f663faf3d6f2",
            "c463f8e703c0431ea74c31fcef302175",
            "a74388d9fe894cf0b6992ea8dd04b885",
            "f8f0964d2eb14342916dc935571a4154",
            "e5ec07db92ed4f2cab0e43a2354f8f13",
            "bd694e5bec104c86a4ad6df3b5f842df",
            "37007104e0fd4c42b6307b44728f0627",
            "8cf77e1fbfa748dda40b6d517c403aa1",
            "8a5a888e73e0477bae7e1fd62bcbd21e",
            "bfa1a96bdc26442c8bee9566b5af8e5e",
            "d45fe999a81d4c98aa1fd87213e60eee",
            "f9c805488eb049668ffaab959adc3844",
            "3c8beb2f16d44c04bee3a34760c3427e",
            "b5dcc6c8d0ce43b3954552eefb867a1e",
            "3b745280d68142e888935b756ea0cf86",
            "23b94079175f46bdb330455147093c1f",
            "3e097736dbe24b298566b94bd2dd3e62",
            "8a92a6b3df784dd694ecec9ae5f7ed24",
            "9b2ce164c5d249aba08bb42fee32f862",
            "ccc21c3a854d4738be60bd6984fca0b3",
            "bfa0a1f26787452094597d2b74e756d6",
            "3da339f9e4914208bedee54d77c6b940",
            "a081ccf2847449f7b42e73effa5edefc",
            "b3312d9da93041a38a1186618d5441d1",
            "fd4be3bd298a4db19f7e3ab041223689",
            "ed867da615e845ac8a2a15c526ce0333",
            "dcdc1dabbbc741369deb2e2229faca54",
            "6b501e5403d34ffe9ccafd00b0a697fb",
            "dc17759e7cd847da895c34f8ca7345ba",
            "c7c4faa3d68e47d3a38adf7c35a21077",
            "218185aed60c4325ad33686dfda94722",
            "c51389511435447bb74391276a85343d",
            "86ada496c5a044cbaae8638ab86056be",
            "cddb2eef3d0141e6bbe8a1b37799bb56",
            "81feb5cd3abd4d2ca80b508060c4da53",
            "fa6599b021cf487c95430fb4c59e3442",
            "15ab1c48838d465aafdd24d782c6ef0a",
            "11ff7872a7834aac88f07cddb98efe6b",
            "3b62ee8ba3244892bc6b42e11dd9d48a",
            "858cb253366643eeb646eec6c1061df6",
            "6ff27e31c40f4e60907891db1d72932b",
            "23f57d033e324fdd9dfb96efb81d67a2",
            "b9712385f7d24edbb6eea6565bc4f161",
            "6cf19686f8c943e8b2e3235f5dd56537",
            "f452d0cd3bf04fa8acff4f8fa641b979",
            "ca2e17367a90497683e5664a7e091870",
            "3e4fc10e28b04589a9957c0eeb032cf8",
            "aa63ddb89e0a4ec0b24a6475e3785189",
            "243b72b397ef477abedc4ef5fcc9c01b",
            "4ab3922d7dab40f18b63caeab0022d98",
            "59a2234f5e614a95a469f39687f656d2",
            "71f9f37756ef45518b70d6b74911cc60",
            "987ecf069e0944b8b8a7306a9c5b97aa",
            "2a8b7254e7e14640b389ea20bdf3b7db",
            "f7d4ce3eb0d5426486803befefa5f0c0",
            "e31b2b6aee4842868d3af70f7e0cc5cb",
            "df8ba5eb5397460ab370566b811b416f",
            "225d474690984d939460435a7dbac83f",
            "c26fb67ee0ef4bba948a882f6de4e68c",
            "0bb1c719fa7a41b0bff619a183c2702e",
            "a6d773e7df4345fc87d638dfd4f6406e",
            "9c0c7941de6640adaf4d2d988f8a9470",
            "a53d82737ca4427e9b26f72c35417a6e",
            "27ec68484db049f480cb78092a3e2284",
            "e701ec9a73f44337a1586299cb1ecd1f",
            "84475e6c66124014a4b61be33cdc4b6a",
            "db5434c4c2f64cf08e89783fd24b5817",
            "997e35ceb0734d1caf3b072b6cc2c581",
            "cf68befbea1e4d29aa93a2f7fccc24ab",
            "a2485484552b4f7085cbf6bed16f9085",
            "5af39206f5be4187824eb2f880a88703",
            "d56a5a2b8051423e88a40a3c03837b3c",
            "e0f0321cb75d42f89fa58d0a9ad2fea9",
            "a01ea39f317544e1bca0b3e00290aeb3",
            "403a08f52cd74c308591ec0c172740a6",
            "66206d929c6d4660bb439ec29f869b78",
            "7e3e6b2837b14d4c82d9a8227ecf2f2d",
            "ffd76c187a5444969505dc6e23e01a99",
            "69a709dc7b9b479ebb2d48fb8f20f24c",
            "87be5861ce27459f9503ff6ad4a9d401",
            "dc75376001b84d928c48204280911a78",
            "5f92cb7b3591451e8fd9ad12449af76f",
            "e7e5a2d02bd8430c9747ef73d97f98f8",
            "cd0f577622c64bc78eb8ed785897892e",
            "ec8e6db1dc704092a536dccac52dae2f",
            "a7e4154103e9445c9252925045eea716",
            "35d2708c85b44a7c8b5c466ee3e0532c",
            "228b80aa37f241d280e49e1f97e6624c",
            "7dcb703e3b204e408a031b87ae4ef65b",
            "c5807a92a8db4685a521532ef4c05bce",
            "4c87268d6a9644a28e4d182a5c02a760",
            "ceb4e149c53f48e5aea16acfd79e3a31",
            "aa9490e625074958b4208cb44ecd2b57",
            "a134221fa2774dd4a5631762000473b3",
            "6a2d8150de9048fd94b4c10a87463ebd",
            "8f723205c7ed4180ad207661e65462b1",
            "a89e62220bc74e89923384d8ff99c069",
            "ffc881bd730b46afaa784c0d9ed4abce",
            "6d10fd6447d44bc8948646762d134952",
            "64de490c2fc040709f4fda99e684580b",
            "dc39d7412525477eb986e8028980542a",
            "f406655bff194c2aaf74725d98180355",
            "68bd2364dfb74fbabc3dfcdccef55436",
            "5a255d4390e446cf9ec85b964cd516cd",
            "3db560a9d0c54f3da63efe88516091c9",
            "61cfeb95520445cda699c28945dc19ee",
            "99ac0e05e94241e48534ef8b9be378b9",
            "262f419458cf44c1a67acb27af206b12",
            "a2370bd57f004a71a47a420c933c0c7d",
            "d8050b26fd6f40c88893f78f003b030b",
            "f411fd922e05462eae0a756d9a801077",
            "971ca96aa7824db1a99e7f0a0bac7eda",
            "e6c39a98bf314f9690719ef4eed9fdc1",
            "ccea088a70304bfeb43c2b7c28320df0",
            "1a37927b7d454141a24c82dee3c3ced7",
            "8fd3d01c87ee4cd7ab85c298eed15c73",
            "c95c54baf0734f518e1ed8a73ef8976f",
            "b1ab216acdf24c20a85696511629c2c3",
            "163ec7b77747470f8d13e3e995680b38",
            "cc8500f226044fbea0e867daca028535",
            "777bd2846a53472fa53719f7635667b3",
            "347c6b8219b04e35aa2952e5a4beabc4",
            "bdd08b0975a44af081a662ec5f1d6453",
            "9070a17d2ed14b34b5b20d192c0b9766",
            "df9205d818bf456696d9e0e02f65b341",
            "f960cbe6ff3d4c0c9f0830a0139c2e51",
            "de8b116cf570454bafa76c0a2560482e",
            "1de3d3e7b25e4e349c1bbc899d620705",
            "9822602a881b4679b465b9249515e982",
            "1e130f8187064e75b5c58c90ed71feb3",
            "78f5cddb716b47a6b6ba2b708c906db8",
            "d1d6d2fbac544cefabe4f86067f4e07a",
            "bb22193575fe45d6b61b19d1745424b5",
            "f8c9e88298a245bc953e88f8e4461be3",
            "8de8b8a62a1143f2ae1214b06393582c",
            "71afd0eed07f4ed9893760b0e779a68b",
            "4e8bd0a005aa49b9b5139b98dcb89889",
            "abece3618696457fa7b18eca625849e5",
            "69725482bdf54aac88909110433bb92a",
            "a6299807da1e4ecfb98873016c4b4e90",
            "6e5b29c22fe743b196da4eabcee6658a",
            "e2fab16da958438eb26d57911f74bb5f",
            "c122a5f7b20546cb86164fe0500946c7",
            "ddd25421fede4a7c80dd0d74eba9facd",
            "d8b32e2cc8d943149062f56958611c73",
            "3749226572a34a72b2d4c8a264800885",
            "db96dfa4b5364d84947a17367837cd6d",
            "94744400fce04dc4b743154aef48f66e",
            "e846a42650b44c318382cc13f7034019",
            "dd595d7084b6482a84ecc025caf56206",
            "c6c45d128519415996905f5c46faa792",
            "1db9af235a4142cc9f718f67a08a6bf1",
            "92d6c027b8394ed183cb55893af0fb8b",
            "1ac40f4679e64bbc98a48ed417ddb773",
            "109ee4eec0b348f1a0338f49967f6a99",
            "dc791503360a43de8212e740160f7905",
            "00f537c313c9415d8541c2902f06f5b6",
            "8689565d292e44a0b12565df7128aa4a",
            "3476b819752144c9a481c30c0807490b",
            "ef3fbbc8659347beb8ff37f0274e2533",
            "d8600a6fa3364fda9dbc89a9cb78404c",
            "a66933450c8c4e04a7e034031dc5ae84",
            "22ad3f0b6ed745df85ee8b5abbed0ca5",
            "7eb39eb38b934e9ebb392f3f475f24ed",
            "13b85f773e4441d1a1a47ddb04ffa038",
            "08c3165f752545ef8aa599374deac704",
            "2b5fc452d68b4cdab6d7419054737a33"
          ]
        },
        "id": "EhCSzeX5jQI1",
        "outputId": "c309a6b1-99bd-4025-e785-73ca9b83c0b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Discriminator\n",
            "\tReal             \t (min:    0.000, max:    0.246, cur:    0.000)\n",
            "\tFake             \t (min:    0.938, max:    1.000, cur:    1.000)\n",
            "Generator\n",
            "\tGen              \t (min:    1.814, max:    4.451, cur:    2.113)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 864x144 with 10 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}