examples/lmu_psmnist.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "lmu_psmnist_old.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "95fd50a5db034b1ea4ae857798d6982e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_215585d06dd24910b8b6bfc9f5a6c979",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_2443e3ff02bc49b2adce0f44511763bd",
              "IPY_MODEL_9c6200fb3f44417d862e3c3f66d37509"
            ]
          }
        },
        "215585d06dd24910b8b6bfc9f5a6c979": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2443e3ff02bc49b2adce0f44511763bd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_909c38ae1eb84d7ab7b77d431392c4fd",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b83dc3df9aa34539a7b8566c97059674"
          }
        },
        "9c6200fb3f44417d862e3c3f66d37509": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_73a21d8df1a447ba89194547e8711db0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [09:07&lt;00:00,  1.10it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_d320ba204005431aabba5328cdeeab30"
          }
        },
        "909c38ae1eb84d7ab7b77d431392c4fd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "b83dc3df9aa34539a7b8566c97059674": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "73a21d8df1a447ba89194547e8711db0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "d320ba204005431aabba5328cdeeab30": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "30c01311ef84448cbe20d9578f9b46f9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_97d5786487e2423fa6b06589c2d0d63d",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_299634393e714bfc8c0eefcbeb7ef76c",
              "IPY_MODEL_319b5300cb9845f1a59865012b877b4f"
            ]
          }
        },
        "97d5786487e2423fa6b06589c2d0d63d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "299634393e714bfc8c0eefcbeb7ef76c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_ed2acd96e9a4483fafb2c19263e9cad4",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_7e1d00517d4446c9a11503eb6774cdaa"
          }
        },
        "319b5300cb9845f1a59865012b877b4f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_3dd3b9c1aec341a9b9d60ebd4d39fbc0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [04:31&lt;00:00,  2.71s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_24ecbb07262f412b9dd5ce50a5020f53"
          }
        },
        "ed2acd96e9a4483fafb2c19263e9cad4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "7e1d00517d4446c9a11503eb6774cdaa": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3dd3b9c1aec341a9b9d60ebd4d39fbc0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "24ecbb07262f412b9dd5ce50a5020f53": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a4d5d05c662440909a8972693bf5fff6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_3e3f458c465b48c494eb82ace34715f2",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_5e62dadedc0a41b199d81e7d755b415d",
              "IPY_MODEL_e9e22827fb2c447b9a3af54df04f2fc4"
            ]
          }
        },
        "3e3f458c465b48c494eb82ace34715f2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5e62dadedc0a41b199d81e7d755b415d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_d5665ca250cc4306b1844f11f540c159",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_44158d26469941d99be74da298490ed6"
          }
        },
        "e9e22827fb2c447b9a3af54df04f2fc4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_ad370c55584b4bd6a7a9df3aacc73fa4",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [08:42&lt;00:00,  1.15it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1a598edd20ad4b0c9d90ea75c31217fb"
          }
        },
        "d5665ca250cc4306b1844f11f540c159": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "44158d26469941d99be74da298490ed6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ad370c55584b4bd6a7a9df3aacc73fa4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "1a598edd20ad4b0c9d90ea75c31217fb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "8b37f704d60e432a9cfbd0cef2b83176": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_a1560aec51b14b5d84a2f05af188f969",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_581b3d99021a43fa81e3d1011e654ede",
              "IPY_MODEL_4955aa77c71a42cbafb7b75656c9f461"
            ]
          }
        },
        "a1560aec51b14b5d84a2f05af188f969": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "581b3d99021a43fa81e3d1011e654ede": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_d6d9eed49f0445aa84ef69b8e9330fa1",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_47d71d3d458d45be8e2dbbfbfa421706"
          }
        },
        "4955aa77c71a42cbafb7b75656c9f461": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_99794ad8ed7e4db7b8c53ca0e5473edc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [04:05&lt;00:00,  2.45s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_58012805d0814685a2264f8347776d7d"
          }
        },
        "d6d9eed49f0445aa84ef69b8e9330fa1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "47d71d3d458d45be8e2dbbfbfa421706": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "99794ad8ed7e4db7b8c53ca0e5473edc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "58012805d0814685a2264f8347776d7d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e81c52a351ab45d6ad38dacf0ca0969a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_de9bff304d2e4e5b83102f567462fb5a",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_da5dc356bddd4108a0534498a12b8866",
              "IPY_MODEL_f6cf7f470f23482c8f9c4026222c22a2"
            ]
          }
        },
        "de9bff304d2e4e5b83102f567462fb5a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "da5dc356bddd4108a0534498a12b8866": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_b513f8b0de2e4e31b956286d1587fadf",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6d07ad814cdf4327923ff3af3db741d8"
          }
        },
        "f6cf7f470f23482c8f9c4026222c22a2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_bf037119d88a4de882869e793c8a3e00",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [08:17&lt;00:00,  1.21it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f6c7820a74ac45e082522b51c9f8014b"
          }
        },
        "b513f8b0de2e4e31b956286d1587fadf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6d07ad814cdf4327923ff3af3db741d8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "bf037119d88a4de882869e793c8a3e00": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "f6c7820a74ac45e082522b51c9f8014b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b8781685fbae4a28a925197dca096917": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_afdb8569dcc44ef4a0529711306326eb",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_9af6adcbd6a64654907fff94da69cc07",
              "IPY_MODEL_61006fba96e247b0b1a7be4400f420b7"
            ]
          }
        },
        "afdb8569dcc44ef4a0529711306326eb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9af6adcbd6a64654907fff94da69cc07": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_ab3abe5a03ab4b47a483a96a01b18b4c",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0eb1bfee0ae24c85916ba8564ba8a02c"
          }
        },
        "61006fba96e247b0b1a7be4400f420b7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_b6935dce656e42a5954d63a81a49be6e",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [03:43&lt;00:00,  2.23s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_1e50189fbca24c6ab4435c43ca832ba5"
          }
        },
        "ab3abe5a03ab4b47a483a96a01b18b4c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "0eb1bfee0ae24c85916ba8564ba8a02c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b6935dce656e42a5954d63a81a49be6e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "1e50189fbca24c6ab4435c43ca832ba5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e176952891174d5c9e61f1dadd897c15": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_3eb8a0d0d7bf4ebcbca98aa27365e7f4",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_43e52e8fee8a47589a3ac43e9b5fbb72",
              "IPY_MODEL_2abd40e3f38a442bbffb0bdbac3256c5"
            ]
          }
        },
        "3eb8a0d0d7bf4ebcbca98aa27365e7f4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "43e52e8fee8a47589a3ac43e9b5fbb72": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_c05820885ea64c0e9bc147a20b89aad4",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_21f89595ef8648bc93f8eedee818990a"
          }
        },
        "2abd40e3f38a442bbffb0bdbac3256c5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_57ed2314b1ed4cc8ad1ba963763cdfe2",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [07:54&lt;00:00,  1.26it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_2443835bc5ee4aec8dc7979463befae4"
          }
        },
        "c05820885ea64c0e9bc147a20b89aad4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "21f89595ef8648bc93f8eedee818990a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "57ed2314b1ed4cc8ad1ba963763cdfe2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "2443835bc5ee4aec8dc7979463befae4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2831db742b5f42c99bd869d1df6cf48d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_65665822486c4c6b960d32d17bb67af8",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_5af0f0fc6dec464882eb24ce6c9c41ea",
              "IPY_MODEL_d589109ec68045cb9309af82e9693809"
            ]
          }
        },
        "65665822486c4c6b960d32d17bb67af8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5af0f0fc6dec464882eb24ce6c9c41ea": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_7a3c71df7875425b8071cfa1b37dea3f",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_eec151c78abe42488dab39047f3ded38"
          }
        },
        "d589109ec68045cb9309af82e9693809": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_f3f8e46ac024433a913752f7b71460e2",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [03:19&lt;00:00,  1.99s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_92c64fa1bc874907b6de1fb6484fae1a"
          }
        },
        "7a3c71df7875425b8071cfa1b37dea3f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "eec151c78abe42488dab39047f3ded38": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f3f8e46ac024433a913752f7b71460e2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "92c64fa1bc874907b6de1fb6484fae1a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d5aaa2e7562544079840f2765b6dcbbf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_f67a195e29ca4441a21a5f67bf3ed09b",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_324ef63868384dfa9a2183ee3f90b2d8",
              "IPY_MODEL_f76dc44f126148fcbf799506cf0eb498"
            ]
          }
        },
        "f67a195e29ca4441a21a5f67bf3ed09b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "324ef63868384dfa9a2183ee3f90b2d8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_e4d10aee02af48a69744a93f7afe4b80",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a0b99a6f89d14375ae85357a1a2a3267"
          }
        },
        "f76dc44f126148fcbf799506cf0eb498": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_fddf92c259da4dd5a4befe0419674a9c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [07:37&lt;00:00,  1.31it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_02a45dc7bdfd4ef9b5e9c1fa5272973a"
          }
        },
        "e4d10aee02af48a69744a93f7afe4b80": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a0b99a6f89d14375ae85357a1a2a3267": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "fddf92c259da4dd5a4befe0419674a9c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "02a45dc7bdfd4ef9b5e9c1fa5272973a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f4d5406d4cab4ab7b2b53c106f49fb49": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_bb1f8e349de44f0285efda29688b18db",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_a0e82bf901744a77b2c647f0624046b5",
              "IPY_MODEL_3e099775816f409f9fe188882c7686ae"
            ]
          }
        },
        "bb1f8e349de44f0285efda29688b18db": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a0e82bf901744a77b2c647f0624046b5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_ab57c1dc0520476497559f1b398960fd",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_fa02853d3d104b3fa24de257754cd5ec"
          }
        },
        "3e099775816f409f9fe188882c7686ae": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5da37dc283394d39a3921c646533f083",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [03:02&lt;00:00,  1.82s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_17a89fca5dfe4e20920d06c652aad345"
          }
        },
        "ab57c1dc0520476497559f1b398960fd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "fa02853d3d104b3fa24de257754cd5ec": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5da37dc283394d39a3921c646533f083": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "17a89fca5dfe4e20920d06c652aad345": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "0edb4bd8fa1c478599a16799aa878a90": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_9623c38a78024c06b1ad6311795dd62b",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_8650e950443b43dc8d58d003efeb9009",
              "IPY_MODEL_62066e6fe637439cbefa9237fb162df0"
            ]
          }
        },
        "9623c38a78024c06b1ad6311795dd62b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "8650e950443b43dc8d58d003efeb9009": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_8ce3473bd5cf463391b71ab4cadb7255",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c025e48c2e9c45d5a4cb54560a4e824d"
          }
        },
        "62066e6fe637439cbefa9237fb162df0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_7d3ae0c66b87442c919d78e62c9c02fd",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [07:20&lt;00:00,  1.36it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_3eee3c17f8494124a756cf296c07add4"
          }
        },
        "8ce3473bd5cf463391b71ab4cadb7255": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c025e48c2e9c45d5a4cb54560a4e824d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "7d3ae0c66b87442c919d78e62c9c02fd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "3eee3c17f8494124a756cf296c07add4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c6a36f274110428ba8d5e356ed3f7976": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_657e683a3169448b8ac63f7d2efefd41",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_9ffa306c762b4adfb11e8bc62400c102",
              "IPY_MODEL_d4ff20122b06495a8909879e900aa079"
            ]
          }
        },
        "657e683a3169448b8ac63f7d2efefd41": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9ffa306c762b4adfb11e8bc62400c102": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_f6bbaec6298949c5bfd80492fed2f886",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_50de992a06ad4b1a8c32a551e1e1ac50"
          }
        },
        "d4ff20122b06495a8909879e900aa079": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_b58b39d8617b4b28a53a9b8ce922e227",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [02:43&lt;00:00,  1.64s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_2c4d0876ebf6489b9a3ddfe97d849b87"
          }
        },
        "f6bbaec6298949c5bfd80492fed2f886": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "50de992a06ad4b1a8c32a551e1e1ac50": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b58b39d8617b4b28a53a9b8ce922e227": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "2c4d0876ebf6489b9a3ddfe97d849b87": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2dc3201e7ab9470192098fde3f06911d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_5324f0e7c5ba49e3893a669d91920f7c",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_53c5b259b79843c0ba4f71cc97bc32ef",
              "IPY_MODEL_30571f0ab9294432a642e994dfa901d8"
            ]
          }
        },
        "5324f0e7c5ba49e3893a669d91920f7c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "53c5b259b79843c0ba4f71cc97bc32ef": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_b39882f644844e52bba89b934f1034be",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_62fb47cc2f004131849fc71a39b1c9cd"
          }
        },
        "30571f0ab9294432a642e994dfa901d8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_d01649c9dce54e68a12adc73648905bc",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [07:01&lt;00:00,  1.42it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_5e3f241960f34a85b9682912cf72aba1"
          }
        },
        "b39882f644844e52bba89b934f1034be": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "62fb47cc2f004131849fc71a39b1c9cd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "d01649c9dce54e68a12adc73648905bc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "5e3f241960f34a85b9682912cf72aba1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6912d5faf5874bf6852aade45eb35010": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_6c861eb34dea442e963f7ef12a8acbe4",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_7ba1077b01f4489288511e536dadd556",
              "IPY_MODEL_861d45849b814af5a19ba1ec24fcfcd6"
            ]
          }
        },
        "6c861eb34dea442e963f7ef12a8acbe4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "7ba1077b01f4489288511e536dadd556": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_be062e92a94c46e59d8b8c839c61844b",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_acca2a7634804d63acf9f81a6af06c84"
          }
        },
        "861d45849b814af5a19ba1ec24fcfcd6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_71a148e99b234abeb62f0f924e9cfc00",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [02:25&lt;00:00,  1.46s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_db9ca2048b4d465c8ad4b29ad08c60a3"
          }
        },
        "be062e92a94c46e59d8b8c839c61844b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "acca2a7634804d63acf9f81a6af06c84": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "71a148e99b234abeb62f0f924e9cfc00": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "db9ca2048b4d465c8ad4b29ad08c60a3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ac5f4a3dac9f43c0a3b59419fce3b394": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_7216f7609cc041668b6d2978c3927a57",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_c3a9aa84ecdf420e84b96c9064257cac",
              "IPY_MODEL_4d014464933b4dd0856fcf798ebdb584"
            ]
          }
        },
        "7216f7609cc041668b6d2978c3927a57": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c3a9aa84ecdf420e84b96c9064257cac": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_0a8861b54a644e64bf3838154a047b3c",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_873ee13f30fd4e0fad1f768694312cc8"
          }
        },
        "4d014464933b4dd0856fcf798ebdb584": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_2b171e42ecba42a1a02b1548de3ec261",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [06:43&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_e105a2ab0fb0457aba5f02fde585cced"
          }
        },
        "0a8861b54a644e64bf3838154a047b3c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "873ee13f30fd4e0fad1f768694312cc8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2b171e42ecba42a1a02b1548de3ec261": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "e105a2ab0fb0457aba5f02fde585cced": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3a97b6f5ae384d8bbbec2504d937ac20": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_c44480f72d054282ad374426e637326f",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_b6c878b53f5148bb89897840cf471a67",
              "IPY_MODEL_684e089a14524518822307428213771a"
            ]
          }
        },
        "c44480f72d054282ad374426e637326f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b6c878b53f5148bb89897840cf471a67": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_3a2c356dfe784b0d8780c1a1a7e4ae88",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_8e93324e8f3c4a2aabd609697ff4460b"
          }
        },
        "684e089a14524518822307428213771a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5e362c3496c746ffb53c7d7709faaa3a",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [02:08&lt;00:00,  1.29s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_009f17ff3cf94631bf9470dd86498e4d"
          }
        },
        "3a2c356dfe784b0d8780c1a1a7e4ae88": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "8e93324e8f3c4a2aabd609697ff4460b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5e362c3496c746ffb53c7d7709faaa3a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "009f17ff3cf94631bf9470dd86498e4d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "02cc1c9f581c43c79c590aeb6f878942": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_39ed4436428b445fa15dd7e91583d4e0",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_9ae56542fcc14c4789914431488fe72b",
              "IPY_MODEL_024d4798dbdf44e6a98aadd443769ce4"
            ]
          }
        },
        "39ed4436428b445fa15dd7e91583d4e0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9ae56542fcc14c4789914431488fe72b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_893ac3939e5c4cbeac84570341e4b3d0",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0c61f2991f3a408cb6ac6d4877abe1f6"
          }
        },
        "024d4798dbdf44e6a98aadd443769ce4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_6ec0ad550f8f4145a44cf558cdc17db5",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [06:27&lt;00:00,  1.55it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_383fc8129c1d478eb1d3154de3b27c50"
          }
        },
        "893ac3939e5c4cbeac84570341e4b3d0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "0c61f2991f3a408cb6ac6d4877abe1f6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6ec0ad550f8f4145a44cf558cdc17db5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "383fc8129c1d478eb1d3154de3b27c50": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "c67fe45e0dc544c5bc48413c0a6a5058": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_f41dd769769b46518034fef736fb53b8",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_3371c55dbecf44d0bb78ad2b9b9660cd",
              "IPY_MODEL_cb98ac4880064da7a30968d8de311793"
            ]
          }
        },
        "f41dd769769b46518034fef736fb53b8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3371c55dbecf44d0bb78ad2b9b9660cd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_3df3902134824b249faefe73acfaf999",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_bafc9abab483433092f0c86812d8dfc4"
          }
        },
        "cb98ac4880064da7a30968d8de311793": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5e9893ca5a0544628f021c615497e475",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [01:50&lt;00:00,  1.11s/it]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_535c41c1efe64608bece619c08f54500"
          }
        },
        "3df3902134824b249faefe73acfaf999": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "bafc9abab483433092f0c86812d8dfc4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5e9893ca5a0544628f021c615497e475": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "535c41c1efe64608bece619c08f54500": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "54681cbc053c47498c99396e488404a4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_35d21213d63f4549922c86801bebfed7",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_69ef433b40a241cb9938e8a456ac6b0a",
              "IPY_MODEL_f5bfe1bbf4d9438bbe833b81dcf2c124"
            ]
          }
        },
        "35d21213d63f4549922c86801bebfed7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "69ef433b40a241cb9938e8a456ac6b0a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_d91d1b6ea88243a6a10bd8052a337ac4",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 600,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 600,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_090791e240464986b1c2c22ab0e48eba"
          }
        },
        "f5bfe1bbf4d9438bbe833b81dcf2c124": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_8545015b6ab3422098768e667c92a4ae",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 600/600 [04:37&lt;00:00,  2.16it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6b0d97ee56424720b9c93fd05fc12491"
          }
        },
        "d91d1b6ea88243a6a10bd8052a337ac4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "090791e240464986b1c2c22ab0e48eba": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "8545015b6ab3422098768e667c92a4ae": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6b0d97ee56424720b9c93fd05fc12491": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "508348e87de9425bad089dacb52f0c93": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_8c1eb6a994154249a2729cfa2a606ac6",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_11a19f92434c4678897d2aa08e571ebe",
              "IPY_MODEL_3d95aa2aa60d4c88afc51a18b21609de"
            ]
          }
        },
        "8c1eb6a994154249a2729cfa2a606ac6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "11a19f92434c4678897d2aa08e571ebe": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_9bdabf001bf94320bc2e12a371b62a67",
            "_dom_classes": [],
            "description": "100%",
            "_model_name": "FloatProgressModel",
            "bar_style": "success",
            "max": 100,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 100,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_f5a8beb829a44e77b224fc9fec1436eb"
          }
        },
        "3d95aa2aa60d4c88afc51a18b21609de": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_f515f6906b01474f898bb3c1865a8b33",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": " 100/100 [00:18&lt;00:00,  5.51it/s]",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_7c240722fe4b45e49da07201854997e7"
          }
        },
        "9bdabf001bf94320bc2e12a371b62a67": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "initial",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "f5a8beb829a44e77b224fc9fec1436eb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f515f6906b01474f898bb3c1865a8b33": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "7c240722fe4b45e49da07201854997e7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        }
      }
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jw-5Z8mZEarj"
      },
      "source": [
        "# Legendre Memory Units"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aKUmF66mGX24"
      },
      "source": [
        "## Start\n",
        "To reset the notebook, run from this point"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2xxn9gdeh6xK"
      },
      "source": [
        "%reset -f"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2hnjfSQRGdmL"
      },
      "source": [
        "## Imports"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d-InHVnPgJt4"
      },
      "source": [
        "import numpy as np\n",
        "\n",
        "import torch\n",
        "from torch import nn\n",
        "from torch.nn import init\n",
        "from torch.nn import functional as F\n",
        "\n",
        "from scipy.signal import cont2discrete"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2ZOMK1kXNmPx"
      },
      "source": [
        "## Functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hXEbgA0rsqKE"
      },
      "source": [
        "def leCunUniform(tensor):\n",
        "    \"\"\" \n",
        "        LeCun Uniform Initializer\n",
        "        References: \n",
        "        [1] https://keras.rstudio.com/reference/initializer_lecun_uniform.html\n",
        "        [2] Source code of _calculate_correct_fan can be found in https://pytorch.org/docs/stable/_modules/torch/nn/init.html\n",
        "        [3] Yann A LeCun, Léon Bottou, Genevieve B Orr, and Klaus-Robert Müller. Efficient backprop. In Neural networks: Tricks of the trade, pages 9–48. Springer, 2012\n",
        "    \"\"\"\n",
        "    fan_in = init._calculate_correct_fan(tensor, \"fan_in\")\n",
        "    limit = np.sqrt(3. / fan_in)\n",
        "    init.uniform_(tensor, -limit, limit) # fills the tensor with values sampled from U(-limit, limit)"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hgPkjNFiu8Qg"
      },
      "source": [
        "## Classes"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uezRg-TvsINg"
      },
      "source": [
        "### Single LMU Cell/Unit"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VwirJqmwfYOB"
      },
      "source": [
        "class LMUCell(nn.Module):\n",
        "    \"\"\" A single LMU Cell \"\"\"\n",
        "\n",
        "\n",
        "    def __init__(self, input_size, hidden_size, memory_size, theta, learn_a = False, learn_b = False, psmnist = False):\n",
        "        \"\"\"\n",
        "        Parameters:\n",
        "            input_size (int) : \n",
        "                Size of the input vector (x_t)\n",
        "            hidden_size (int) : \n",
        "                Size of the hidden vector (h_t)\n",
        "            memory_size (int) :\n",
        "                Size of the memory vector (m_t)\n",
        "            theta (int) :\n",
        "                The number of timesteps in the sliding window that is represented using the LTI system\n",
        "            learn_a (boolean) :\n",
        "                Whether to learn the matrix A (default = False)\n",
        "            learn_b (boolean) :\n",
        "                Whether to learn the matrix B (default = False)\n",
        "            psmnist (boolean) :\n",
        "                Uses different parameter initializers when training on psMNIST (as specified in the paper)\n",
        "        \"\"\"\n",
        "        \n",
        "        super(LMUCell, self).__init__()\n",
        "\n",
        "        self.hidden_size = hidden_size\n",
        "        self.memory_size = memory_size\n",
        "        self.f = nn.Tanh()\n",
        "\n",
        "        A, B = self.stateSpaceMatrices(memory_size, theta)\n",
        "        A = torch.from_numpy(A).float()\n",
        "        B = torch.from_numpy(B).float()\n",
        "\n",
        "        if learn_a:\n",
        "            self.A = nn.Parameter(A)\n",
        "        else:\n",
        "            self.register_buffer(\"A\", A)\n",
        "    \n",
        "        if learn_b:\n",
        "            self.B = nn.Parameter(B)\n",
        "        else:\n",
        "            self.register_buffer(\"B\", B)\n",
        "\n",
        "        # Declare Model parameters:\n",
        "        ## Encoding vectors\n",
        "        self.e_x = nn.Parameter(torch.empty(1, input_size))\n",
        "        self.e_h = nn.Parameter(torch.empty(1, hidden_size))\n",
        "        self.e_m = nn.Parameter(torch.empty(1, memory_size))\n",
        "        ## Kernels\n",
        "        self.W_x = nn.Parameter(torch.empty(hidden_size, input_size))\n",
        "        self.W_h = nn.Parameter(torch.empty(hidden_size, hidden_size))\n",
        "        self.W_m = nn.Parameter(torch.empty(hidden_size, memory_size))\n",
        "\n",
        "        self.initParameters(psmnist)\n",
        "\n",
        "\n",
        "    def initParameters(self, psmnist = False):\n",
        "        \"\"\" Initialize the cell's parameters \"\"\"\n",
        "\n",
        "        if psmnist:\n",
        "            # Initialize encoders\n",
        "            leCunUniform(self.e_x)\n",
        "            init.constant_(self.e_h, 0)\n",
        "            init.constant_(self.e_m, 0)\n",
        "            # Initialize kernels\n",
        "            init.constant_(self.W_x, 0)\n",
        "            init.constant_(self.W_h, 0)\n",
        "            init.xavier_normal_(self.W_m)\n",
        "        else:\n",
        "            # Initialize encoders\n",
        "            leCunUniform(self.e_x)\n",
        "            leCunUniform(self.e_h)\n",
        "            init.constant_(self.e_m, 0)\n",
        "            # Initialize kernels\n",
        "            init.xavier_normal_(self.W_x)\n",
        "            init.xavier_normal_(self.W_h)\n",
        "            init.xavier_normal_(self.W_m)\n",
        "\n",
        "\n",
        "    def stateSpaceMatrices(self, memory_size, theta):\n",
        "        \"\"\" Returns the discretized state space matrices A and B \"\"\"\n",
        "\n",
        "        Q = np.arange(memory_size, dtype = np.float64).reshape(-1, 1)\n",
        "        R = (2*Q + 1) / theta\n",
        "        i, j = np.meshgrid(Q, Q, indexing = \"ij\")\n",
        "\n",
        "        # Continuous\n",
        "        A = R * np.where(i < j, -1, (-1.0)**(i - j + 1))\n",
        "        B = R * ((-1.0)**Q)\n",
        "        C = np.ones((1, memory_size))\n",
        "        D = np.zeros((1,))\n",
        "\n",
        "        # Convert to discrete\n",
        "        A, B, C, D, dt = cont2discrete(\n",
        "            system = (A, B, C, D), \n",
        "            dt = 1.0, \n",
        "            method = \"zoh\"\n",
        "        )\n",
        "        \n",
        "        return A, B\n",
        "\n",
        "\n",
        "    def forward(self, x, state):\n",
        "        \"\"\"\n",
        "        Parameters:\n",
        "            x (torch.tensor): \n",
        "                Input of size [batch_size, input_size]\n",
        "            state (tuple): \n",
        "                h (torch.tensor) : [batch_size, hidden_size]\n",
        "                m (torch.tensor) : [batch_size, memory_size]\n",
        "        \"\"\"\n",
        "\n",
        "        h, m = state\n",
        "\n",
        "        # Equation (7) of the paper\n",
        "        u = F.linear(x, self.e_x) + F.linear(h, self.e_h) + F.linear(m, self.e_m) # [batch_size, 1]\n",
        "\n",
        "        # Equation (4) of the paper\n",
        "        m = F.linear(m, self.A) + F.linear(u, self.B) # [batch_size, memory_size]\n",
        "\n",
        "        # Equation (6) of the paper\n",
        "        h = self.f(\n",
        "            F.linear(x, self.W_x) +\n",
        "            F.linear(h, self.W_h) + \n",
        "            F.linear(m, self.W_m)\n",
        "        ) # [batch_size, hidden_size]\n",
        "\n",
        "        return h, m"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iFQpJVRHsFTw"
      },
      "source": [
        "### LMU Layer"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JcUfChhhgQYX"
      },
      "source": [
        "class LMU(nn.Module):\n",
        "    \"\"\" An LMU layer \"\"\"\n",
        "\n",
        "    def __init__(self, input_size, hidden_size, memory_size, theta, learn_a = False, learn_b= False, psmnist = False):\n",
        "        \"\"\"\n",
        "        Parameters:\n",
        "            input_size (int) : \n",
        "                Size of the input vector (x_t)\n",
        "            hidden_size (int) : \n",
        "                Size of the hidden vector (h_t)\n",
        "            memory_size (int) :\n",
        "                Size of the memory vector (m_t)\n",
        "            theta (int) :\n",
        "                The number of timesteps in the sliding window that is represented using the LTI system\n",
        "            learn_a (boolean) :\n",
        "                Whether to learn the matrix A (default = False)\n",
        "            learn_b (boolean) :\n",
        "                Whether to learn the matrix B (default = False)\n",
        "            psmnist (boolean) :\n",
        "                Uses different parameter initializers when training on psMNIST (as specified in the paper)\n",
        "        \"\"\"\n",
        "\n",
        "        super(LMU, self).__init__()\n",
        "        self.hidden_size = hidden_size\n",
        "        self.memory_size = memory_size\n",
        "        self.cell = LMUCell(input_size, hidden_size, memory_size, theta, learn_a, learn_b, psmnist)\n",
        "\n",
        "\n",
        "    def forward(self, x, state = None):\n",
        "        \"\"\"\n",
        "        Parameters:\n",
        "            x (torch.tensor): \n",
        "                Input of size [batch_size, seq_len, input_size]\n",
        "            state (tuple) : (default = None) \n",
        "                h (torch.tensor) : [batch_size, hidden_size]\n",
        "                m (torch.tensor) : [batch_size, memory_size]\n",
        "        \"\"\"\n",
        "        \n",
        "        # Assuming batch dimension is always first, followed by seq. length as the second dimension\n",
        "        batch_size = x.size(0)\n",
        "        seq_len = x.size(1)\n",
        "\n",
        "        # Initial state (h_0, m_0)\n",
        "        if state == None:\n",
        "            h_0 = torch.zeros(batch_size, self.hidden_size)\n",
        "            m_0 = torch.zeros(batch_size, self.memory_size)\n",
        "            if x.is_cuda:\n",
        "                h_0 = h_0.cuda()\n",
        "                m_0 = m_0.cuda()\n",
        "            state = (h_0, m_0)\n",
        "\n",
        "        # Iterate over the timesteps\n",
        "        output = []\n",
        "        for t in range(seq_len):\n",
        "            x_t = x[:, t, :] # [batch_size, input_size]\n",
        "            h_t, m_t = self.cell(x_t, state)\n",
        "            state = (h_t, m_t)\n",
        "            output.append(h_t)\n",
        "\n",
        "        output = torch.stack(output) # [seq_len, batch_size, hidden_size]\n",
        "        output = output.permute(1, 0, 2) # [batch_size, seq_len, hidden_size]\n",
        "\n",
        "        return output, state # state is (h_n, m_n) where n = seq_len"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "t0wK6z81GrIV"
      },
      "source": [
        "## Example: psMNIST"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f9eO84qyG4IB"
      },
      "source": [
        "### Imports and Constants"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lecfGg0yG7al"
      },
      "source": [
        "import random\n",
        "from tqdm.notebook import tqdm\n",
        "from matplotlib import pyplot as plt\n",
        "from sklearn.metrics import accuracy_score\n",
        "\n",
        "from torch import optim\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torchvision import datasets, transforms"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Avun8G-tJALx",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "5cada59d-8bbd-47c6-ff85-0566c04332ac"
      },
      "source": [
        "# Connect to GPU\n",
        "if torch.cuda.is_available():\n",
        "    DEVICE = \"cuda\"\n",
        "    # Clear cache if non-empty\n",
        "    torch.cuda.empty_cache()\n",
        "    # See which GPU has been allotted \n",
        "    print(torch.cuda.get_device_name(torch.cuda.current_device()))\n",
        "else:\n",
        "    DEVICE = \"cpu\""
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Tesla T4\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ucVH7x7GGqb9"
      },
      "source": [
        "SEED = 0\n",
        "\n",
        "def setSeed(seed):\n",
        "    \"\"\" Set all seeds to ensure reproducibility \"\"\"\n",
        "    random.seed(seed)\n",
        "    np.random.seed(seed)\n",
        "    torch.manual_seed(seed)\n",
        "    torch.cuda.manual_seed(seed)\n",
        "    torch.cuda.manual_seed_all(seed)\n",
        "    torch.backends.cudnn.deterministic = True\n",
        "    torch.backends.cudnn.benchmark = False\n",
        "\n",
        "setSeed(SEED)"
      ],
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OGnp3ysSH0re"
      },
      "source": [
        "N_x = 1 # dimension of the input, a single pixel\n",
        "N_t = 784\n",
        "N_h = 212 # dimension of the hidden state\n",
        "N_m = 256 # dimension of the memory\n",
        "N_c = 10 # number of classes \n",
        "THETA = N_t\n",
        "N_b = 100 # batch size\n",
        "N_epochs = 10\n",
        "LEARN_A = False\n",
        "LEARN_B = False"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tXL5Cxkj51b7"
      },
      "source": [
        "### Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3viEQhDj-7ht"
      },
      "source": [
        "class psMNIST(Dataset):\n",
        "    \"\"\" Dataset that defines the psMNIST dataset, given the MNIST data and a fixed permutation \"\"\"\n",
        "\n",
        "    def __init__(self, mnist, perm):\n",
        "        self.mnist = mnist # also a torch.data.Dataset object\n",
        "        self.perm  = perm\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.mnist)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        img, label = self.mnist[idx]\n",
        "        unrolled = img.reshape(-1)\n",
        "        permuted = unrolled[self.perm]\n",
        "        permuted = permuted.reshape(-1, 1)\n",
        "        return permuted, label"
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NTict3geBurz"
      },
      "source": [
        "### Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0aDZaByeBwSa"
      },
      "source": [
        "class Model(nn.Module):\n",
        "    \"\"\" A simple model for the psMNIST dataset consisting of a single LMU layer and a single dense classifier \"\"\"\n",
        "\n",
        "    def __init__(self, input_size, output_size, hidden_size, memory_size, theta, learn_a = False, learn_b = False):\n",
        "        super(Model, self).__init__()\n",
        "        self.lmu = LMU(input_size, hidden_size, memory_size, theta, learn_a, learn_b, psmnist = True)\n",
        "        self.classifier = nn.Linear(hidden_size, output_size)\n",
        "\n",
        "    def forward(self, x):\n",
        "        _, (h_n, _) = self.lmu(x) # [batch_size, hidden_size]\n",
        "        output = self.classifier(h_n)\n",
        "        return output # [batch_size, output_size]"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Nib69vnXH9G0"
      },
      "source": [
        "### Functions"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xxZlPS-jKrr7"
      },
      "source": [
        "#### Utils"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rmsbEVZa73hq"
      },
      "source": [
        "def disp(img):\n",
        "    \"\"\" Displays an image \"\"\"\n",
        "    if len(img.shape) == 3:\n",
        "        img = img.squeeze(0)\n",
        "    plt.imshow(img, cmap = \"gray\")\n",
        "    plt.axis(\"off\")\n",
        "    plt.tight_layout()\n",
        "    plt.show()"
      ],
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-t9txMBdBAO7"
      },
      "source": [
        "def dispSeq(seq, rows = 8):\n",
        "    \"\"\" Displays a sequence of pixels \"\"\"\n",
        "    seq = seq.reshape(rows, -1) # divide the 1D sequence into `rows` rows for easy visualization\n",
        "    disp(seq)"
      ],
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hRfe0sLPKt71"
      },
      "source": [
        "#### Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fSZjCtSIH8kK"
      },
      "source": [
        "def countParameters(model):\n",
        "    \"\"\" Counts and prints the number of trainable and non-trainable parameters of a model \"\"\"\n",
        "    trainable = sum(p.numel() for p in model.parameters() if p.requires_grad)\n",
        "    frozen = sum(p.numel() for p in model.parameters() if not p.requires_grad)\n",
        "    print(f\"The model has {trainable:,} trainable parameters and {frozen:,} frozen parameters\")"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vPKKUMAVIvXt"
      },
      "source": [
        "def train(model, loader, optimizer, criterion):\n",
        "    \"\"\" A single training epoch on the psMNIST data \"\"\"\n",
        "\n",
        "    epoch_loss = 0\n",
        "    y_pred = []\n",
        "    y_true = []\n",
        "    \n",
        "    model.train()\n",
        "    for batch, labels in tqdm(loader):\n",
        "\n",
        "        torch.cuda.empty_cache()\n",
        "\n",
        "        batch = batch.to(DEVICE)\n",
        "        labels = labels.long().to(DEVICE)\n",
        "\n",
        "        optimizer.zero_grad()\n",
        "\n",
        "        output = model(batch)\n",
        "        loss = criterion(output, labels)\n",
        "        \n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "        preds  = output.argmax(dim = 1)\n",
        "        y_pred += preds.tolist()\n",
        "        y_true += labels.tolist()\n",
        "        epoch_loss += loss.item()\n",
        "\n",
        "    # Loss\n",
        "    avg_epoch_loss = epoch_loss / len(loader)\n",
        "\n",
        "    # Accuracy\n",
        "    epoch_acc = accuracy_score(y_true, y_pred)\n",
        "\n",
        "    return avg_epoch_loss, epoch_acc"
      ],
      "execution_count": 40,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lVQzoKwbIfWd"
      },
      "source": [
        "def validate(model, loader, criterion):\n",
        "    \"\"\" A single validation epoch on the psMNIST data \"\"\"\n",
        "\n",
        "    epoch_loss = 0\n",
        "    y_pred = []\n",
        "    y_true = []\n",
        "    \n",
        "    model.eval()\n",
        "    with torch.no_grad():\n",
        "        for batch, labels in tqdm(loader):\n",
        "\n",
        "            torch.cuda.empty_cache()\n",
        "\n",
        "            batch = batch.to(DEVICE)\n",
        "            labels = labels.long().to(DEVICE)\n",
        "\n",
        "            output = model(batch)\n",
        "            loss = criterion(output, labels)\n",
        "            \n",
        "            preds  = output.argmax(dim = 1)\n",
        "            y_pred += preds.tolist()\n",
        "            y_true += labels.tolist()\n",
        "            epoch_loss += loss.item()\n",
        "            \n",
        "    # Loss\n",
        "    avg_epoch_loss = epoch_loss / len(loader)\n",
        "\n",
        "    # Accuracy\n",
        "    epoch_acc = accuracy_score(y_true, y_pred)\n",
        "\n",
        "    return avg_epoch_loss, epoch_acc"
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GKr_-Ix9u6xj"
      },
      "source": [
        "### Main"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sCnH5uFoK2bZ"
      },
      "source": [
        "#### Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u4KKlCN7KkaX"
      },
      "source": [
        "transform = transforms.ToTensor()\n",
        "mnist_train = datasets.MNIST(\"/content/\", train = True, download = True, transform = transform)\n",
        "mnist_val   = datasets.MNIST(\"/content/\", train = False, download = True, transform = transform)\n",
        "\n",
        "perm = torch.load(\"permutation.pt\").long() # created using torch.randperm(784)\n",
        "ds_train = psMNIST(mnist_train, perm)\n",
        "ds_val   = psMNIST(mnist_val, perm) \n",
        "\n",
        "dl_train = DataLoader(ds_train, batch_size = N_b, shuffle = True, num_workers = 2)\n",
        "dl_val   = DataLoader(ds_val, batch_size = N_b, shuffle = True, num_workers = 2)"
      ],
      "execution_count": 42,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 81
        },
        "id": "ByTnp5ClC8u3",
        "outputId": "8272547a-31c8-4556-f2cc-116687159210"
      },
      "source": [
        "# Example of the data\n",
        "eg_img, eg_label = ds_train[0]\n",
        "print(\"Label:\", eg_label)\n",
        "dispSeq(eg_img)"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Label: 5\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TCP8vPm8K398"
      },
      "source": [
        "#### Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yMN5f_togfwy"
      },
      "source": [
        "model = Model(\n",
        "    input_size  = N_x,\n",
        "    output_size = N_c,\n",
        "    hidden_size = N_h, \n",
        "    memory_size = N_m, \n",
        "    theta = THETA, \n",
        "    learn_a = LEARN_A,\n",
        "    learn_b = LEARN_B\n",
        ")\n",
        "model = model.to(DEVICE)"
      ],
      "execution_count": 44,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Aw9LPaePtx9R",
        "outputId": "6683c328-c35b-4b17-ee54-09c323cc594a"
      },
      "source": [
        "countParameters(model) # as stated in the paper, the model has ≈102K parameters"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The model has 102,027 trainable parameters and 0 frozen parameters\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MZzMA2EgK548"
      },
      "source": [
        "#### Optimization"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FIqC4oxTKD2H"
      },
      "source": [
        "optimizer = optim.Adam(params = model.parameters())"
      ],
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G_eBf5PZKHVu"
      },
      "source": [
        "criterion = nn.CrossEntropyLoss()\n",
        "criterion = criterion.to(DEVICE)"
      ],
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ysz4MSZvJtWY",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "95fd50a5db034b1ea4ae857798d6982e",
            "215585d06dd24910b8b6bfc9f5a6c979",
            "2443e3ff02bc49b2adce0f44511763bd",
            "9c6200fb3f44417d862e3c3f66d37509",
            "909c38ae1eb84d7ab7b77d431392c4fd",
            "b83dc3df9aa34539a7b8566c97059674",
            "73a21d8df1a447ba89194547e8711db0",
            "d320ba204005431aabba5328cdeeab30",
            "30c01311ef84448cbe20d9578f9b46f9",
            "97d5786487e2423fa6b06589c2d0d63d",
            "299634393e714bfc8c0eefcbeb7ef76c",
            "319b5300cb9845f1a59865012b877b4f",
            "ed2acd96e9a4483fafb2c19263e9cad4",
            "7e1d00517d4446c9a11503eb6774cdaa",
            "3dd3b9c1aec341a9b9d60ebd4d39fbc0",
            "24ecbb07262f412b9dd5ce50a5020f53",
            "a4d5d05c662440909a8972693bf5fff6",
            "3e3f458c465b48c494eb82ace34715f2",
            "5e62dadedc0a41b199d81e7d755b415d",
            "e9e22827fb2c447b9a3af54df04f2fc4",
            "d5665ca250cc4306b1844f11f540c159",
            "44158d26469941d99be74da298490ed6",
            "ad370c55584b4bd6a7a9df3aacc73fa4",
            "1a598edd20ad4b0c9d90ea75c31217fb",
            "8b37f704d60e432a9cfbd0cef2b83176",
            "a1560aec51b14b5d84a2f05af188f969",
            "581b3d99021a43fa81e3d1011e654ede",
            "4955aa77c71a42cbafb7b75656c9f461",
            "d6d9eed49f0445aa84ef69b8e9330fa1",
            "47d71d3d458d45be8e2dbbfbfa421706",
            "99794ad8ed7e4db7b8c53ca0e5473edc",
            "58012805d0814685a2264f8347776d7d",
            "e81c52a351ab45d6ad38dacf0ca0969a",
            "de9bff304d2e4e5b83102f567462fb5a",
            "da5dc356bddd4108a0534498a12b8866",
            "f6cf7f470f23482c8f9c4026222c22a2",
            "b513f8b0de2e4e31b956286d1587fadf",
            "6d07ad814cdf4327923ff3af3db741d8",
            "bf037119d88a4de882869e793c8a3e00",
            "f6c7820a74ac45e082522b51c9f8014b",
            "b8781685fbae4a28a925197dca096917",
            "afdb8569dcc44ef4a0529711306326eb",
            "9af6adcbd6a64654907fff94da69cc07",
            "61006fba96e247b0b1a7be4400f420b7",
            "ab3abe5a03ab4b47a483a96a01b18b4c",
            "0eb1bfee0ae24c85916ba8564ba8a02c",
            "b6935dce656e42a5954d63a81a49be6e",
            "1e50189fbca24c6ab4435c43ca832ba5",
            "e176952891174d5c9e61f1dadd897c15",
            "3eb8a0d0d7bf4ebcbca98aa27365e7f4",
            "43e52e8fee8a47589a3ac43e9b5fbb72",
            "2abd40e3f38a442bbffb0bdbac3256c5",
            "c05820885ea64c0e9bc147a20b89aad4",
            "21f89595ef8648bc93f8eedee818990a",
            "57ed2314b1ed4cc8ad1ba963763cdfe2",
            "2443835bc5ee4aec8dc7979463befae4",
            "2831db742b5f42c99bd869d1df6cf48d",
            "65665822486c4c6b960d32d17bb67af8",
            "5af0f0fc6dec464882eb24ce6c9c41ea",
            "d589109ec68045cb9309af82e9693809",
            "7a3c71df7875425b8071cfa1b37dea3f",
            "eec151c78abe42488dab39047f3ded38",
            "f3f8e46ac024433a913752f7b71460e2",
            "92c64fa1bc874907b6de1fb6484fae1a",
            "d5aaa2e7562544079840f2765b6dcbbf",
            "f67a195e29ca4441a21a5f67bf3ed09b",
            "324ef63868384dfa9a2183ee3f90b2d8",
            "f76dc44f126148fcbf799506cf0eb498",
            "e4d10aee02af48a69744a93f7afe4b80",
            "a0b99a6f89d14375ae85357a1a2a3267",
            "fddf92c259da4dd5a4befe0419674a9c",
            "02a45dc7bdfd4ef9b5e9c1fa5272973a",
            "f4d5406d4cab4ab7b2b53c106f49fb49",
            "bb1f8e349de44f0285efda29688b18db",
            "a0e82bf901744a77b2c647f0624046b5",
            "3e099775816f409f9fe188882c7686ae",
            "ab57c1dc0520476497559f1b398960fd",
            "fa02853d3d104b3fa24de257754cd5ec",
            "5da37dc283394d39a3921c646533f083",
            "17a89fca5dfe4e20920d06c652aad345",
            "0edb4bd8fa1c478599a16799aa878a90",
            "9623c38a78024c06b1ad6311795dd62b",
            "8650e950443b43dc8d58d003efeb9009",
            "62066e6fe637439cbefa9237fb162df0",
            "8ce3473bd5cf463391b71ab4cadb7255",
            "c025e48c2e9c45d5a4cb54560a4e824d",
            "7d3ae0c66b87442c919d78e62c9c02fd",
            "3eee3c17f8494124a756cf296c07add4",
            "c6a36f274110428ba8d5e356ed3f7976",
            "657e683a3169448b8ac63f7d2efefd41",
            "9ffa306c762b4adfb11e8bc62400c102",
            "d4ff20122b06495a8909879e900aa079",
            "f6bbaec6298949c5bfd80492fed2f886",
            "50de992a06ad4b1a8c32a551e1e1ac50",
            "b58b39d8617b4b28a53a9b8ce922e227",
            "2c4d0876ebf6489b9a3ddfe97d849b87",
            "2dc3201e7ab9470192098fde3f06911d",
            "5324f0e7c5ba49e3893a669d91920f7c",
            "53c5b259b79843c0ba4f71cc97bc32ef",
            "30571f0ab9294432a642e994dfa901d8",
            "b39882f644844e52bba89b934f1034be",
            "62fb47cc2f004131849fc71a39b1c9cd",
            "d01649c9dce54e68a12adc73648905bc",
            "5e3f241960f34a85b9682912cf72aba1",
            "6912d5faf5874bf6852aade45eb35010",
            "6c861eb34dea442e963f7ef12a8acbe4",
            "7ba1077b01f4489288511e536dadd556",
            "861d45849b814af5a19ba1ec24fcfcd6",
            "be062e92a94c46e59d8b8c839c61844b",
            "acca2a7634804d63acf9f81a6af06c84",
            "71a148e99b234abeb62f0f924e9cfc00",
            "db9ca2048b4d465c8ad4b29ad08c60a3",
            "ac5f4a3dac9f43c0a3b59419fce3b394",
            "7216f7609cc041668b6d2978c3927a57",
            "c3a9aa84ecdf420e84b96c9064257cac",
            "4d014464933b4dd0856fcf798ebdb584",
            "0a8861b54a644e64bf3838154a047b3c",
            "873ee13f30fd4e0fad1f768694312cc8",
            "2b171e42ecba42a1a02b1548de3ec261",
            "e105a2ab0fb0457aba5f02fde585cced",
            "3a97b6f5ae384d8bbbec2504d937ac20",
            "c44480f72d054282ad374426e637326f",
            "b6c878b53f5148bb89897840cf471a67",
            "684e089a14524518822307428213771a",
            "3a2c356dfe784b0d8780c1a1a7e4ae88",
            "8e93324e8f3c4a2aabd609697ff4460b",
            "5e362c3496c746ffb53c7d7709faaa3a",
            "009f17ff3cf94631bf9470dd86498e4d",
            "02cc1c9f581c43c79c590aeb6f878942",
            "39ed4436428b445fa15dd7e91583d4e0",
            "9ae56542fcc14c4789914431488fe72b",
            "024d4798dbdf44e6a98aadd443769ce4",
            "893ac3939e5c4cbeac84570341e4b3d0",
            "0c61f2991f3a408cb6ac6d4877abe1f6",
            "6ec0ad550f8f4145a44cf558cdc17db5",
            "383fc8129c1d478eb1d3154de3b27c50",
            "c67fe45e0dc544c5bc48413c0a6a5058",
            "f41dd769769b46518034fef736fb53b8",
            "3371c55dbecf44d0bb78ad2b9b9660cd",
            "cb98ac4880064da7a30968d8de311793",
            "3df3902134824b249faefe73acfaf999",
            "bafc9abab483433092f0c86812d8dfc4",
            "5e9893ca5a0544628f021c615497e475",
            "535c41c1efe64608bece619c08f54500",
            "54681cbc053c47498c99396e488404a4",
            "35d21213d63f4549922c86801bebfed7",
            "69ef433b40a241cb9938e8a456ac6b0a",
            "f5bfe1bbf4d9438bbe833b81dcf2c124",
            "d91d1b6ea88243a6a10bd8052a337ac4",
            "090791e240464986b1c2c22ab0e48eba",
            "8545015b6ab3422098768e667c92a4ae",
            "6b0d97ee56424720b9c93fd05fc12491",
            "508348e87de9425bad089dacb52f0c93",
            "8c1eb6a994154249a2729cfa2a606ac6",
            "11a19f92434c4678897d2aa08e571ebe",
            "3d95aa2aa60d4c88afc51a18b21609de",
            "9bdabf001bf94320bc2e12a371b62a67",
            "f5a8beb829a44e77b224fc9fec1436eb",
            "f515f6906b01474f898bb3c1865a8b33",
            "7c240722fe4b45e49da07201854997e7"
          ]
        },
        "outputId": "8a68701f-1236-436d-fd12-ae45641d0d0a"
      },
      "source": [
        "train_losses = []\n",
        "train_accs = []\n",
        "val_losses = []\n",
        "val_accs = []\n",
        "\n",
        "for epoch in range(N_epochs):\n",
        "   \n",
        "    print(f\"Epoch: {epoch+1:02}/{N_epochs:02}\")\n",
        "\n",
        "    train_loss, train_acc = train(model, dl_train, optimizer, criterion)\n",
        "    val_loss, val_acc = validate(model, dl_val, criterion)\n",
        "\n",
        "    train_losses.append(train_loss)\n",
        "    train_accs.append(train_acc)\n",
        "    val_losses.append(val_loss)\n",
        "    val_accs.append(val_acc)\n",
        "\n",
        "    print(f\"Train Loss: {train_loss:.3f} | Train Acc: {train_acc*100:.2f}%\")\n",
        "    print(f\"Val. Loss: {val_loss:.3f} |  Val. Acc: {val_acc*100:.2f}%\")\n",
        "    print()"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch: 01/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "95fd50a5db034b1ea4ae857798d6982e",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "30c01311ef84448cbe20d9578f9b46f9",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.715 | Train Acc: 76.95%\n",
            "Val. Loss: 0.354 |  Val. Acc: 89.43%\n",
            "\n",
            "Epoch: 02/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a4d5d05c662440909a8972693bf5fff6",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8b37f704d60e432a9cfbd0cef2b83176",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.305 | Train Acc: 90.77%\n",
            "Val. Loss: 0.229 |  Val. Acc: 93.25%\n",
            "\n",
            "Epoch: 03/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "e81c52a351ab45d6ad38dacf0ca0969a",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "b8781685fbae4a28a925197dca096917",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.207 | Train Acc: 93.63%\n",
            "Val. Loss: 0.159 |  Val. Acc: 95.25%\n",
            "\n",
            "Epoch: 04/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "e176952891174d5c9e61f1dadd897c15",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "2831db742b5f42c99bd869d1df6cf48d",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.148 | Train Acc: 95.37%\n",
            "Val. Loss: 0.147 |  Val. Acc: 95.48%\n",
            "\n",
            "Epoch: 05/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "d5aaa2e7562544079840f2765b6dcbbf",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f4d5406d4cab4ab7b2b53c106f49fb49",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.118 | Train Acc: 96.33%\n",
            "Val. Loss: 0.133 |  Val. Acc: 95.85%\n",
            "\n",
            "Epoch: 06/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0edb4bd8fa1c478599a16799aa878a90",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c6a36f274110428ba8d5e356ed3f7976",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.095 | Train Acc: 96.95%\n",
            "Val. Loss: 0.115 |  Val. Acc: 96.53%\n",
            "\n",
            "Epoch: 07/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "2dc3201e7ab9470192098fde3f06911d",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6912d5faf5874bf6852aade45eb35010",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.075 | Train Acc: 97.63%\n",
            "Val. Loss: 0.114 |  Val. Acc: 96.58%\n",
            "\n",
            "Epoch: 08/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ac5f4a3dac9f43c0a3b59419fce3b394",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3a97b6f5ae384d8bbbec2504d937ac20",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.064 | Train Acc: 97.98%\n",
            "Val. Loss: 0.102 |  Val. Acc: 96.85%\n",
            "\n",
            "Epoch: 09/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "02cc1c9f581c43c79c590aeb6f878942",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "c67fe45e0dc544c5bc48413c0a6a5058",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.055 | Train Acc: 98.28%\n",
            "Val. Loss: 0.105 |  Val. Acc: 96.94%\n",
            "\n",
            "Epoch: 10/10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "54681cbc053c47498c99396e488404a4",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=600.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "508348e87de9425bad089dacb52f0c93",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "Train Loss: 0.046 | Train Acc: 98.52%\n",
            "Val. Loss: 0.112 |  Val. Acc: 96.55%\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "id": "eSfBhYRffalF",
        "outputId": "4d007de3-6375-4877-da34-72eba3867757"
      },
      "source": [
        "# Learning curves\n",
        "\n",
        "plt.plot(range(N_epochs), train_losses)\n",
        "plt.plot(range(N_epochs), val_losses)\n",
        "plt.ylabel(\"Loss\")\n",
        "plt.xlabel(\"Epochs\")\n",
        "plt.legend([\"Train\", \"Val.\"])\n",
        "plt.show()\n",
        "\n",
        "plt.plot(range(N_epochs), train_accs)\n",
        "plt.plot(range(N_epochs), val_accs)\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.xlabel(\"Epochs\")\n",
        "plt.legend([\"Train\", \"Val.\"])\n",
        "plt.show()"
      ],
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}