retrain_auto.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "6ea618e739c3402195eb227a21ed99a6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_d7d5fe390fd44897bb0421fb379b6bc1",
              "IPY_MODEL_d5bce2ad583749d6a871eb80c762ea5b",
              "IPY_MODEL_be3140cc023b4b9087f3737b987a84d9"
            ],
            "layout": "IPY_MODEL_76bde97fa36b47bd8db7ed2144ef49a2"
          }
        },
        "d7d5fe390fd44897bb0421fb379b6bc1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_549aa88283aa41be839e95c0e444f466",
            "placeholder": "​",
            "style": "IPY_MODEL_f45691f93247436db0bb1fa8fcc4e229",
            "value": "Downloading builder script: 100%"
          }
        },
        "d5bce2ad583749d6a871eb80c762ea5b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fa0811ad084444d4bd5b326869570422",
            "max": 5913,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_bc8003af0a864b198bbc73a63936f8ce",
            "value": 5913
          }
        },
        "be3140cc023b4b9087f3737b987a84d9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7996d6fe467a45b9b6767314a1b4b6db",
            "placeholder": "​",
            "style": "IPY_MODEL_3446bad3ca6346cdb93b14ce8cd15678",
            "value": " 5.91k/5.91k [00:00&lt;00:00, 169kB/s]"
          }
        },
        "76bde97fa36b47bd8db7ed2144ef49a2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "549aa88283aa41be839e95c0e444f466": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f45691f93247436db0bb1fa8fcc4e229": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fa0811ad084444d4bd5b326869570422": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bc8003af0a864b198bbc73a63936f8ce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "7996d6fe467a45b9b6767314a1b4b6db": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3446bad3ca6346cdb93b14ce8cd15678": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e920a552a20d4a7d85c3df7f9606d505": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_60206119697c482799ddcbcb7b401674",
              "IPY_MODEL_76912fe0ca4f4dc4874dd6595e8ae222",
              "IPY_MODEL_5d56668ca1f849fda2b13cc5a2c4a015"
            ],
            "layout": "IPY_MODEL_9e59e683b754493dbc1912d6812493a7"
          }
        },
        "60206119697c482799ddcbcb7b401674": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e683403d056544fc8fdaabf7e2df8a62",
            "placeholder": "​",
            "style": "IPY_MODEL_89dfe3604d454a2b9249b76074dda2a5",
            "value": "Downloading metadata: 100%"
          }
        },
        "76912fe0ca4f4dc4874dd6595e8ae222": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c4e6dd50960541f1b90923b0ad9732df",
            "max": 17854,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6aed95bd62ae4fbc8711f0d0e099f5f9",
            "value": 17854
          }
        },
        "5d56668ca1f849fda2b13cc5a2c4a015": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_00a2611edd264599bea076c8466c8d03",
            "placeholder": "​",
            "style": "IPY_MODEL_0b6aedea19784ff79443f326cbf3be87",
            "value": " 17.9k/17.9k [00:00&lt;00:00, 17.9kB/s]"
          }
        },
        "9e59e683b754493dbc1912d6812493a7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e683403d056544fc8fdaabf7e2df8a62": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "89dfe3604d454a2b9249b76074dda2a5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c4e6dd50960541f1b90923b0ad9732df": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "6aed95bd62ae4fbc8711f0d0e099f5f9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "00a2611edd264599bea076c8466c8d03": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0b6aedea19784ff79443f326cbf3be87": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "b646dd9f155b491288ec3096f115781d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_2e84e7b7671045b8b15dbecef4f49a47",
              "IPY_MODEL_9fbac0b963d4487db70b78a6d7718b83",
              "IPY_MODEL_a917ff107dba405bb89d0d680129b0be"
            ],
            "layout": "IPY_MODEL_bdda2a517df44af79040f292eb0cfe5e"
          }
        },
        "2e84e7b7671045b8b15dbecef4f49a47": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4a61140ed145475b8c275353ed68cdaf",
            "placeholder": "​",
            "style": "IPY_MODEL_7cf7372111b54c53af364acf2f9f8d4f",
            "value": "Downloading readme: 100%"
          }
        },
        "9fbac0b963d4487db70b78a6d7718b83": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_415135b3a68243f483f88242d1101117",
            "max": 21330,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_380ebd94538048ab82b761d73d354fc1",
            "value": 21330
          }
        },
        "a917ff107dba405bb89d0d680129b0be": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_61725a2b47b04226a2365a7e02e83434",
            "placeholder": "​",
            "style": "IPY_MODEL_a7eff38a98cf4255bd8bfb32ce685153",
            "value": " 21.3k/21.3k [00:00&lt;00:00, 17.8kB/s]"
          }
        },
        "bdda2a517df44af79040f292eb0cfe5e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4a61140ed145475b8c275353ed68cdaf": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7cf7372111b54c53af364acf2f9f8d4f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "415135b3a68243f483f88242d1101117": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "380ebd94538048ab82b761d73d354fc1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "61725a2b47b04226a2365a7e02e83434": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a7eff38a98cf4255bd8bfb32ce685153": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "eaef0694db48474e8687d3c420fcb17d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_d2b2d0e132fa487583c07afdbbbde948",
              "IPY_MODEL_5946c8826cb146c7934576580d1a6194",
              "IPY_MODEL_0b6c2e2bf9384b099975ea58dbc5c6fa"
            ],
            "layout": "IPY_MODEL_d5e0b39c9c8e442bb18291bb2882e09b"
          }
        },
        "d2b2d0e132fa487583c07afdbbbde948": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9a6c155af494455c916de75e0ac0c8b1",
            "placeholder": "​",
            "style": "IPY_MODEL_136b07f7d16546179221fe2c4c4cc667",
            "value": "Downloading extra modules: 100%"
          }
        },
        "5946c8826cb146c7934576580d1a6194": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_44b2233aaed44c52b6eaaa5b163fbed5",
            "max": 2353,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ff1a63d39c7c4ef89f16e8bd10c53a85",
            "value": 2353
          }
        },
        "0b6c2e2bf9384b099975ea58dbc5c6fa": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1e090afaf63141e0ac31140f448c15de",
            "placeholder": "​",
            "style": "IPY_MODEL_1f24416174e442eeb1fa0b39c42aa9d0",
            "value": " 2.35k/2.35k [00:00&lt;00:00, 8.83kB/s]"
          }
        },
        "d5e0b39c9c8e442bb18291bb2882e09b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9a6c155af494455c916de75e0ac0c8b1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "136b07f7d16546179221fe2c4c4cc667": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "44b2233aaed44c52b6eaaa5b163fbed5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ff1a63d39c7c4ef89f16e8bd10c53a85": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "1e090afaf63141e0ac31140f448c15de": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1f24416174e442eeb1fa0b39c42aa9d0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "effc53dd6da54466b0990588722f84e5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_6d356f9f5cbb4c74af677435707b8ed5",
              "IPY_MODEL_0ee8df9758b3422b86c65b7d14500968",
              "IPY_MODEL_fbf090da47d8496c8c089b369959c522"
            ],
            "layout": "IPY_MODEL_34a880f08bfc4091941edc41333ef7dd"
          }
        },
        "6d356f9f5cbb4c74af677435707b8ed5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f527efde28cb49eabb5d693cc92a21c5",
            "placeholder": "​",
            "style": "IPY_MODEL_5c8766137aa44037b82632331c5910d7",
            "value": "Downloading extra modules: 100%"
          }
        },
        "0ee8df9758b3422b86c65b7d14500968": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b5541098c5554a4fa0958a9583ddde98",
            "max": 3744,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e17c200fee024384915b7518641b4f66",
            "value": 3744
          }
        },
        "fbf090da47d8496c8c089b369959c522": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d75ff239a0384895bbe19063ec71a4aa",
            "placeholder": "​",
            "style": "IPY_MODEL_e1541ee2483947de96241a7015a9ed46",
            "value": " 3.74k/3.74k [00:00&lt;00:00, 119kB/s]"
          }
        },
        "34a880f08bfc4091941edc41333ef7dd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f527efde28cb49eabb5d693cc92a21c5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5c8766137aa44037b82632331c5910d7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "b5541098c5554a4fa0958a9583ddde98": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e17c200fee024384915b7518641b4f66": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "d75ff239a0384895bbe19063ec71a4aa": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e1541ee2483947de96241a7015a9ed46": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "86568f7da80441789e9c5e4deeff7bb5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_a5da5c0fb4b745eeae74ed695f5f0c38",
              "IPY_MODEL_cb5fca64ecf74a2ba43dd7887386ab54",
              "IPY_MODEL_51277a4adf1b43f0866fa07911429c5c"
            ],
            "layout": "IPY_MODEL_9eede927589c409f8878f00ed1bfac18"
          }
        },
        "a5da5c0fb4b745eeae74ed695f5f0c38": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_29182d6d8259489ea317965a0df1ba29",
            "placeholder": "​",
            "style": "IPY_MODEL_68e960429ac04151b4768a7a6cd2939d",
            "value": "Downloading data files: 100%"
          }
        },
        "cb5fca64ecf74a2ba43dd7887386ab54": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9e1d77c474c34365b1592e9e96bcc290",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_73f22098a6da41b99898440fef086553",
            "value": 2
          }
        },
        "51277a4adf1b43f0866fa07911429c5c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_dacef15a9fc748669a5e57ee364bc8ff",
            "placeholder": "​",
            "style": "IPY_MODEL_586ef48ba619481db0ae6c8e2d1f2985",
            "value": " 2/2 [01:22&lt;00:00, 34.42s/it]"
          }
        },
        "9eede927589c409f8878f00ed1bfac18": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "29182d6d8259489ea317965a0df1ba29": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "68e960429ac04151b4768a7a6cd2939d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "9e1d77c474c34365b1592e9e96bcc290": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "73f22098a6da41b99898440fef086553": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "dacef15a9fc748669a5e57ee364bc8ff": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "586ef48ba619481db0ae6c8e2d1f2985": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ee7a24a033b84e0ea14bdd61b9b21956": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_38b3b88aac224bd38aef22e3c8b2cf89",
              "IPY_MODEL_aa10da685c894c52bc71714702aaeec1",
              "IPY_MODEL_88d261d1c68d4e17adf0595f165de057"
            ],
            "layout": "IPY_MODEL_f5289acd871b4d26842985fc56dd0716"
          }
        },
        "38b3b88aac224bd38aef22e3c8b2cf89": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_aa31567153e0469ab789a6f853009ee2",
            "placeholder": "​",
            "style": "IPY_MODEL_461fb72734fd42c0889d9dfb2139a944",
            "value": "Downloading data: 100%"
          }
        },
        "aa10da685c894c52bc71714702aaeec1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1daa45b2dc9143aca22d91b6c0429f3b",
            "max": 940909997,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b366a9bf24c542a3a9d7cda12600394c",
            "value": 940909997
          }
        },
        "88d261d1c68d4e17adf0595f165de057": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_5754a6ab7f9647eaaa3f27460540302a",
            "placeholder": "​",
            "style": "IPY_MODEL_7d501f5a965242c59aad60930fab8e2e",
            "value": " 941M/941M [01:19&lt;00:00, 11.5MB/s]"
          }
        },
        "f5289acd871b4d26842985fc56dd0716": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aa31567153e0469ab789a6f853009ee2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "461fb72734fd42c0889d9dfb2139a944": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1daa45b2dc9143aca22d91b6c0429f3b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b366a9bf24c542a3a9d7cda12600394c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "5754a6ab7f9647eaaa3f27460540302a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7d501f5a965242c59aad60930fab8e2e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a73ed918fd824789966f0f38fdc8d673": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_4f9d4bd1cbdf424f8f179e30c26cd228",
              "IPY_MODEL_d0c19cbf62f94529a4d998be452e0120",
              "IPY_MODEL_5dc0e165876247e7a62aa58a04dd7e71"
            ],
            "layout": "IPY_MODEL_98a5967ebac84917b82d1e237392c4f2"
          }
        },
        "4f9d4bd1cbdf424f8f179e30c26cd228": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d12da1f66f084a8bbed4898734db4a1f",
            "placeholder": "​",
            "style": "IPY_MODEL_0a94b494591943079bd27283e27eec0e",
            "value": "Downloading data: 100%"
          }
        },
        "d0c19cbf62f94529a4d998be452e0120": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_70e312fdd3d9427eb4f0c56ee77b4f5b",
            "max": 12396864,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_a011844b33524450940478508541092f",
            "value": 12396864
          }
        },
        "5dc0e165876247e7a62aa58a04dd7e71": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b2d31d11b2e145f598357dc91dfe3b75",
            "placeholder": "​",
            "style": "IPY_MODEL_ffcb7d7707fc4d54b7f2df4cd0fde3b6",
            "value": " 12.4M/12.4M [00:00&lt;00:00, 40.7MB/s]"
          }
        },
        "98a5967ebac84917b82d1e237392c4f2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d12da1f66f084a8bbed4898734db4a1f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0a94b494591943079bd27283e27eec0e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "70e312fdd3d9427eb4f0c56ee77b4f5b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a011844b33524450940478508541092f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "b2d31d11b2e145f598357dc91dfe3b75": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ffcb7d7707fc4d54b7f2df4cd0fde3b6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "62741029f4ab4f33b29404c9b546d32f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_e4f1a9272e6248be91c955faaa832e8d",
              "IPY_MODEL_4710984962cd4685a4f5e5841d9d44ae",
              "IPY_MODEL_17a901cf3bb945d6b8747c76ec21ab97"
            ],
            "layout": "IPY_MODEL_53ee9d3181ca41ef9679d74977d37a12"
          }
        },
        "e4f1a9272e6248be91c955faaa832e8d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_200f58a125d24e108f3d00921eb94b2e",
            "placeholder": "​",
            "style": "IPY_MODEL_c51bb50320fd41b9a569a516adcc53b4",
            "value": "Extracting data files: 100%"
          }
        },
        "4710984962cd4685a4f5e5841d9d44ae": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a64792694220433f80b2b13b7963347c",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7420e7c49d394c3191e4d090802c02dd",
            "value": 2
          }
        },
        "17a901cf3bb945d6b8747c76ec21ab97": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ccfa68b1cf3c4e08b39945a106e53625",
            "placeholder": "​",
            "style": "IPY_MODEL_bbb70a09e0a34a18a57e2aa3ebae9f14",
            "value": " 2/2 [00:20&lt;00:00,  8.58s/it]"
          }
        },
        "53ee9d3181ca41ef9679d74977d37a12": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "200f58a125d24e108f3d00921eb94b2e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c51bb50320fd41b9a569a516adcc53b4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a64792694220433f80b2b13b7963347c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7420e7c49d394c3191e4d090802c02dd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "ccfa68b1cf3c4e08b39945a106e53625": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bbb70a09e0a34a18a57e2aa3ebae9f14": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "553b30d47d414471bbfdcaeb461d5229": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_e976a1499677488c9be9e63e9f4fe2e5",
              "IPY_MODEL_4087be505ec54a25b51cb82a122168ec",
              "IPY_MODEL_31de21e5605c4261a364ef81fca76aa4"
            ],
            "layout": "IPY_MODEL_9472e9fa34324645a4173c51da59b2b6"
          }
        },
        "e976a1499677488c9be9e63e9f4fe2e5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f84c5eadd74946c08a1fef34265cb29d",
            "placeholder": "​",
            "style": "IPY_MODEL_8f2454b74add4ffd9bf4f873650bf6c4",
            "value": "Downloading data files: 100%"
          }
        },
        "4087be505ec54a25b51cb82a122168ec": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e15f23d1b7cb48d3a46718b597823f71",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_da5471f200414c41a857e8fe4a6d0861",
            "value": 2
          }
        },
        "31de21e5605c4261a364ef81fca76aa4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_5ecf189131af46db9f59e6a43b0110a0",
            "placeholder": "​",
            "style": "IPY_MODEL_37873c1ffd0d4446ac0fa627f90fa5d3",
            "value": " 2/2 [00:00&lt;00:00, 41.68it/s]"
          }
        },
        "9472e9fa34324645a4173c51da59b2b6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f84c5eadd74946c08a1fef34265cb29d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8f2454b74add4ffd9bf4f873650bf6c4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e15f23d1b7cb48d3a46718b597823f71": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "da5471f200414c41a857e8fe4a6d0861": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "5ecf189131af46db9f59e6a43b0110a0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "37873c1ffd0d4446ac0fa627f90fa5d3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e3e3542d23cb448c9d29b9cee244fd89": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_7785d49bbc994604b4691d083ed86c39",
              "IPY_MODEL_8817298aca024fcfb8f513d3b470bbd7",
              "IPY_MODEL_af71a4e2725c41e8b35974da5cb359ab"
            ],
            "layout": "IPY_MODEL_0d149a9715bd48068412764fee8a65e7"
          }
        },
        "7785d49bbc994604b4691d083ed86c39": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e4144ee59e9b4c38a1ec07b6ffbb19fd",
            "placeholder": "​",
            "style": "IPY_MODEL_70e91b3462844652b7cb23a823389b6c",
            "value": "Extracting data files: 100%"
          }
        },
        "8817298aca024fcfb8f513d3b470bbd7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_068e5ea7d8564ccf86aafd4dc6c28ff0",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_bf83829822c349e1958eb1e237a5576e",
            "value": 2
          }
        },
        "af71a4e2725c41e8b35974da5cb359ab": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0c859d97c7df40fa9585ad60b575094b",
            "placeholder": "​",
            "style": "IPY_MODEL_e0581ca383054210a5bfcf8efa478465",
            "value": " 2/2 [00:00&lt;00:00, 52.98it/s]"
          }
        },
        "0d149a9715bd48068412764fee8a65e7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e4144ee59e9b4c38a1ec07b6ffbb19fd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "70e91b3462844652b7cb23a823389b6c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "068e5ea7d8564ccf86aafd4dc6c28ff0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bf83829822c349e1958eb1e237a5576e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "0c859d97c7df40fa9585ad60b575094b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e0581ca383054210a5bfcf8efa478465": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c3f856707b8e4e9a923ec36a83641c65": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_9e9690eae7a0456f859357a79c1e90f9",
              "IPY_MODEL_6dc98cc242d64e8ca64d6e67752595e0",
              "IPY_MODEL_49d4cbccc77d483d8d9e7d25bda66303"
            ],
            "layout": "IPY_MODEL_6737e4e4ee2647c9a360ba77937d776e"
          }
        },
        "9e9690eae7a0456f859357a79c1e90f9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_20c809cfb2d5485c92cbb25c07f27fbf",
            "placeholder": "​",
            "style": "IPY_MODEL_73a1afda364345a3ba8ad47784280f39",
            "value": "Downloading data files: 100%"
          }
        },
        "6dc98cc242d64e8ca64d6e67752595e0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fa3dca01cfc04ceb862575f9f78b4b70",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_60ea24b4e58f4fa48ed01543007aaeea",
            "value": 2
          }
        },
        "49d4cbccc77d483d8d9e7d25bda66303": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_91490e72a67041f5b0a6f7374805279c",
            "placeholder": "​",
            "style": "IPY_MODEL_5ee1c99d35ef4f67a6b24cf4c0e2413c",
            "value": " 2/2 [00:00&lt;00:00, 42.97it/s]"
          }
        },
        "6737e4e4ee2647c9a360ba77937d776e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "20c809cfb2d5485c92cbb25c07f27fbf": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "73a1afda364345a3ba8ad47784280f39": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fa3dca01cfc04ceb862575f9f78b4b70": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "60ea24b4e58f4fa48ed01543007aaeea": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "91490e72a67041f5b0a6f7374805279c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5ee1c99d35ef4f67a6b24cf4c0e2413c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2ec4d186f73848c19568f9bf664b32d9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f10bd4e89d2e4ffd8b820d9c03a7dbf4",
              "IPY_MODEL_9f95371ef5ed4311a8e48a740c2682fb",
              "IPY_MODEL_b8f2acf6bffa49bcb70535eb0c378897"
            ],
            "layout": "IPY_MODEL_63bbe8e6a2ef4c62b3d7a91d472d8875"
          }
        },
        "f10bd4e89d2e4ffd8b820d9c03a7dbf4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ed3d14bc9eee4b0f8153927dcd63af7e",
            "placeholder": "​",
            "style": "IPY_MODEL_3c97bc4620194bcbb82a8ac51b985942",
            "value": "Extracting data files: 100%"
          }
        },
        "9f95371ef5ed4311a8e48a740c2682fb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_eb52b09559f54dd0a07da539846a5e94",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d54ea0440c6244188f212aa6c3ce5271",
            "value": 2
          }
        },
        "b8f2acf6bffa49bcb70535eb0c378897": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_6e4250fa91044073812610d2f6e88ae4",
            "placeholder": "​",
            "style": "IPY_MODEL_671c0a62a5a7499692ab504333543bfd",
            "value": " 2/2 [00:00&lt;00:00, 45.87it/s]"
          }
        },
        "63bbe8e6a2ef4c62b3d7a91d472d8875": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ed3d14bc9eee4b0f8153927dcd63af7e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3c97bc4620194bcbb82a8ac51b985942": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "eb52b09559f54dd0a07da539846a5e94": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d54ea0440c6244188f212aa6c3ce5271": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "6e4250fa91044073812610d2f6e88ae4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "671c0a62a5a7499692ab504333543bfd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2775e9efe56842d8a730102d697b1a21": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_e90b0fb1233b464a8ef74911187efb88",
              "IPY_MODEL_c560ef132bf4427493986a943a8cdfc7",
              "IPY_MODEL_8f4794f7cb474b338dabf7870651bc3a"
            ],
            "layout": "IPY_MODEL_c5aeb3372dad49ab91c3bf651cc1b2d4"
          }
        },
        "e90b0fb1233b464a8ef74911187efb88": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_743da2805e7b49b88b19df1826ff9e3d",
            "placeholder": "​",
            "style": "IPY_MODEL_409dd566a5a74f4793da9fc4a88e0327",
            "value": "Generating train split: 100%"
          }
        },
        "c560ef132bf4427493986a943a8cdfc7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8ceb36bcce1945faa1aa5f98385f529a",
            "max": 251820,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6fb56de17f284b17b54c55c9c800776a",
            "value": 251820
          }
        },
        "8f4794f7cb474b338dabf7870651bc3a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_73145da94e4046a2bd4c0a9081d8eddc",
            "placeholder": "​",
            "style": "IPY_MODEL_f9f245f480c549e2b3c6b1f9dc16ac99",
            "value": " 251559/251820 [01:59&lt;00:00, 2114.39 examples/s]"
          }
        },
        "c5aeb3372dad49ab91c3bf651cc1b2d4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "743da2805e7b49b88b19df1826ff9e3d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "409dd566a5a74f4793da9fc4a88e0327": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8ceb36bcce1945faa1aa5f98385f529a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "6fb56de17f284b17b54c55c9c800776a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "73145da94e4046a2bd4c0a9081d8eddc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f9f245f480c549e2b3c6b1f9dc16ac99": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "03ff97d626044c8290fd1b4759c048df": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3fd87ac562da46c88e16167cb430fa01",
              "IPY_MODEL_7efcb0a88a1e4861b175d4696d72ee63",
              "IPY_MODEL_15b671805126436f945551d9720880d6"
            ],
            "layout": "IPY_MODEL_2279d78a3fae461f95f06f919988b4e9"
          }
        },
        "3fd87ac562da46c88e16167cb430fa01": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_af1517204e0d45a0966cb24e1b017d4b",
            "placeholder": "​",
            "style": "IPY_MODEL_50084ca6035d4b2f90b194c44c2c3c60",
            "value": "Generating validation split: 100%"
          }
        },
        "7efcb0a88a1e4861b175d4696d72ee63": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_5c11605b462344179197cbe80f479abf",
            "max": 13914,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_64fcbef6af9242b68e51e4ea54887430",
            "value": 13914
          }
        },
        "15b671805126436f945551d9720880d6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_931c968ae67949de8f6c50f967d5d8f6",
            "placeholder": "​",
            "style": "IPY_MODEL_c8c3550f859243b6af5a26b82ce285e2",
            "value": " 13870/13914 [00:07&lt;00:00, 2248.70 examples/s]"
          }
        },
        "2279d78a3fae461f95f06f919988b4e9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "af1517204e0d45a0966cb24e1b017d4b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "50084ca6035d4b2f90b194c44c2c3c60": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "5c11605b462344179197cbe80f479abf": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "64fcbef6af9242b68e51e4ea54887430": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "931c968ae67949de8f6c50f967d5d8f6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c8c3550f859243b6af5a26b82ce285e2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c4dd8be00ac34bb8ba28f7756f796611": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_75af1a28f77e4d8885b752d96334ee50",
              "IPY_MODEL_ca5e807caa724a3c97e42c39857ba937",
              "IPY_MODEL_f33861f1bdf54007ae66ab034f14a684"
            ],
            "layout": "IPY_MODEL_734b4364cef2420e80d8f777c94acb8c"
          }
        },
        "75af1a28f77e4d8885b752d96334ee50": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d1a1b0d5cf774cdea2257718cf9ca00d",
            "placeholder": "​",
            "style": "IPY_MODEL_e23ad2a2bf2041b890058d13bb2921de",
            "value": "Generating test split:  98%"
          }
        },
        "ca5e807caa724a3c97e42c39857ba937": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_10c4b57405d84de99c0993cd2e3e5249",
            "max": 14918,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_10391948366f473aab931e5e6520829c",
            "value": 14918
          }
        },
        "f33861f1bdf54007ae66ab034f14a684": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_49f47e1c5fc34227a3c73bd1a9edc375",
            "placeholder": "​",
            "style": "IPY_MODEL_09e53bf2406c4ef1a95c6d220f9c841e",
            "value": " 14680/14918 [00:06&lt;00:00, 2496.78 examples/s]"
          }
        },
        "734b4364cef2420e80d8f777c94acb8c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "d1a1b0d5cf774cdea2257718cf9ca00d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e23ad2a2bf2041b890058d13bb2921de": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "10c4b57405d84de99c0993cd2e3e5249": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "10391948366f473aab931e5e6520829c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "49f47e1c5fc34227a3c73bd1a9edc375": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "09e53bf2406c4ef1a95c6d220f9c841e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ed2c727f070b4c738820b9b68e2d9354": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3704568490784797a9fdac7c1dfd719d",
              "IPY_MODEL_481b657095ee4ba4acc216aecb9de2ac",
              "IPY_MODEL_9a8eeb0fdf8e4b23ad413be9bf370a5c"
            ],
            "layout": "IPY_MODEL_435183a4f5b74eab87ff0712aed64509"
          }
        },
        "3704568490784797a9fdac7c1dfd719d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_3e322b8ac9e8496f85c46c2b5bb0a453",
            "placeholder": "​",
            "style": "IPY_MODEL_ace9d4c8af23478b949deb3aa571dada",
            "value": "100%"
          }
        },
        "481b657095ee4ba4acc216aecb9de2ac": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_900e8e74ebd94d2e98cbc80bc3e93581",
            "max": 3,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_a498d5c63b4e4f87a685a377e6a12f6e",
            "value": 3
          }
        },
        "9a8eeb0fdf8e4b23ad413be9bf370a5c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f45303e4eccd4c98924e432629e1ba6f",
            "placeholder": "​",
            "style": "IPY_MODEL_3572d60a8a8f42599e781b449d65ea8e",
            "value": " 3/3 [00:00&lt;00:00, 57.89it/s]"
          }
        },
        "435183a4f5b74eab87ff0712aed64509": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3e322b8ac9e8496f85c46c2b5bb0a453": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ace9d4c8af23478b949deb3aa571dada": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "900e8e74ebd94d2e98cbc80bc3e93581": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a498d5c63b4e4f87a685a377e6a12f6e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "f45303e4eccd4c98924e432629e1ba6f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3572d60a8a8f42599e781b449d65ea8e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "476b5df905b14467b0906aacbfae1405": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_783df213daba475da9b7ab66ae196b3d",
              "IPY_MODEL_d0ea1b5413474cafb2c96548ba7cbe2c",
              "IPY_MODEL_d759be79a9284f5f91d8d41e275dd732"
            ],
            "layout": "IPY_MODEL_89bc930c0b414dfbac9917cad980854f"
          }
        },
        "783df213daba475da9b7ab66ae196b3d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a803beb6d2974ef3b906d4cd2888f537",
            "placeholder": "​",
            "style": "IPY_MODEL_431fe7d8a30d4ba89c548e185cca324e",
            "value": "Downloading builder script: 100%"
          }
        },
        "d0ea1b5413474cafb2c96548ba7cbe2c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4baf2b60a4f44d6b993648c9d9fefd4c",
            "max": 3385,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_de8f02ff5f49499fa341e20befe9b823",
            "value": 3385
          }
        },
        "d759be79a9284f5f91d8d41e275dd732": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_09770cac3dcd476e8b9d8de0e3b13e67",
            "placeholder": "​",
            "style": "IPY_MODEL_d9b55adc7efc41138d2150470168fc28",
            "value": " 3.38k/3.38k [00:00&lt;00:00, 101kB/s]"
          }
        },
        "89bc930c0b414dfbac9917cad980854f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a803beb6d2974ef3b906d4cd2888f537": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "431fe7d8a30d4ba89c548e185cca324e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4baf2b60a4f44d6b993648c9d9fefd4c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "de8f02ff5f49499fa341e20befe9b823": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "09770cac3dcd476e8b9d8de0e3b13e67": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d9b55adc7efc41138d2150470168fc28": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "33b80e2228df4ec2823e17ef5291e3ac": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_a8572eb3a9f94dd88ec4433c18759be2",
              "IPY_MODEL_2eb55200c91344749d607ccfea28ab66",
              "IPY_MODEL_cc1d10ebff3c45c19bfcd19b84d020be"
            ],
            "layout": "IPY_MODEL_b0f6cddb8c9a4ba393d831f75cad0000"
          }
        },
        "a8572eb3a9f94dd88ec4433c18759be2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_bbe88568fe6844c8af0ea3581eca2e8d",
            "placeholder": "​",
            "style": "IPY_MODEL_a1fe366026d445f1af83a301cbeda566",
            "value": "Downloading readme: 100%"
          }
        },
        "2eb55200c91344749d607ccfea28ab66": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2f226e7d541d4f7b8ad9df95e62d80f2",
            "max": 561,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6375157b835e429186d76f48388339d6",
            "value": 561
          }
        },
        "cc1d10ebff3c45c19bfcd19b84d020be": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b64720740eb04dc19590c1489e76683e",
            "placeholder": "​",
            "style": "IPY_MODEL_286437218bb4436ca7a1fafb9fd56e14",
            "value": " 561/561 [00:00&lt;00:00, 18.7kB/s]"
          }
        },
        "b0f6cddb8c9a4ba393d831f75cad0000": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bbe88568fe6844c8af0ea3581eca2e8d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a1fe366026d445f1af83a301cbeda566": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2f226e7d541d4f7b8ad9df95e62d80f2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "6375157b835e429186d76f48388339d6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "b64720740eb04dc19590c1489e76683e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "286437218bb4436ca7a1fafb9fd56e14": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2446fd2bf3704fbea19b68c13a1de0ba": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_9e9da82b16e4496fbfc182e5d2028e93",
              "IPY_MODEL_9ce4fc33085445e184c1695738994325",
              "IPY_MODEL_9d3b148a063f49ed82fdc0978750f594"
            ],
            "layout": "IPY_MODEL_f1b608df7f664b9580adbed6297ca3a6"
          }
        },
        "9e9da82b16e4496fbfc182e5d2028e93": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_46f14bc269054080b6f09d2c8616215c",
            "placeholder": "​",
            "style": "IPY_MODEL_f17080408eab4857b3924be4dc07882f",
            "value": "Downloading data: "
          }
        },
        "9ce4fc33085445e184c1695738994325": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f7c7a86aa0d14633a7232b0cf28d18a0",
            "max": 37164098,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_eb4f7cc81ce04934b746d85a47be7ff2",
            "value": 37164098
          }
        },
        "9d3b148a063f49ed82fdc0978750f594": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_939b780c60ea4774990c75a7d308c006",
            "placeholder": "​",
            "style": "IPY_MODEL_d63acc8321e94700a4985704484acb02",
            "value": " 98.1M/? [00:01&lt;00:00, 67.9MB/s]"
          }
        },
        "f1b608df7f664b9580adbed6297ca3a6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "46f14bc269054080b6f09d2c8616215c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f17080408eab4857b3924be4dc07882f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "f7c7a86aa0d14633a7232b0cf28d18a0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eb4f7cc81ce04934b746d85a47be7ff2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "939b780c60ea4774990c75a7d308c006": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d63acc8321e94700a4985704484acb02": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "20c1b382c206478f8a6ea24d866addaa": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f4ddcaca400e4667a7162bb427edd08c",
              "IPY_MODEL_9a53b91d5b34404ba897061df1efd6af",
              "IPY_MODEL_dc8cbdaa86374eecac996e800abab0dc"
            ],
            "layout": "IPY_MODEL_85ab51a2feeb42e6b2a696e729ebaf92"
          }
        },
        "f4ddcaca400e4667a7162bb427edd08c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b44d1a4d622644c1bb7e32299ca4a75b",
            "placeholder": "​",
            "style": "IPY_MODEL_32b4cfc99b184c0cb7dd047da56170f8",
            "value": "Downloading data: "
          }
        },
        "9a53b91d5b34404ba897061df1efd6af": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8af849c974b54ab2a441822f42daf10c",
            "max": 11148843,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_74483c17bdef4675881ea0618ebc8757",
            "value": 11148843
          }
        },
        "dc8cbdaa86374eecac996e800abab0dc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_78f7014ada8348028c95ea7b8d3a2418",
            "placeholder": "​",
            "style": "IPY_MODEL_469325a7a0d04e8f9237da4fe236daea",
            "value": " 29.4M/? [00:00&lt;00:00, 57.5MB/s]"
          }
        },
        "85ab51a2feeb42e6b2a696e729ebaf92": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b44d1a4d622644c1bb7e32299ca4a75b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "32b4cfc99b184c0cb7dd047da56170f8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8af849c974b54ab2a441822f42daf10c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "74483c17bdef4675881ea0618ebc8757": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "78f7014ada8348028c95ea7b8d3a2418": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "469325a7a0d04e8f9237da4fe236daea": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1756422fff7d41cab04a37087820019a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_de9c45a259e0490c9683a863b7da39dd",
              "IPY_MODEL_e05d41b5c07440fd978391d4ae0c3f82",
              "IPY_MODEL_dd253041e49b4546b0cb2e5ba4119f7f"
            ],
            "layout": "IPY_MODEL_4ae96b13e4324331810a7106433f4681"
          }
        },
        "de9c45a259e0490c9683a863b7da39dd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_581f7ebadb9a4a0fbd94d8a29238deef",
            "placeholder": "​",
            "style": "IPY_MODEL_165cb4dd0f18433a84bda9f6d336f226",
            "value": "Downloading data: "
          }
        },
        "e05d41b5c07440fd978391d4ae0c3f82": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_110b74e2702a491294e7c1c11f1bb454",
            "max": 4784452,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_cc1372e0e60b4dc68e58e7a008bd977c",
            "value": 4784452
          }
        },
        "dd253041e49b4546b0cb2e5ba4119f7f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9c715e60124b4447b2b2fb4c644043da",
            "placeholder": "​",
            "style": "IPY_MODEL_d36b8a2357544fffabbce0572bdb2d05",
            "value": " 12.6M/? [00:00&lt;00:00, 48.8MB/s]"
          }
        },
        "4ae96b13e4324331810a7106433f4681": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "581f7ebadb9a4a0fbd94d8a29238deef": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "165cb4dd0f18433a84bda9f6d336f226": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "110b74e2702a491294e7c1c11f1bb454": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "cc1372e0e60b4dc68e58e7a008bd977c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "9c715e60124b4447b2b2fb4c644043da": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d36b8a2357544fffabbce0572bdb2d05": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "6a970fbb80e8457d8bd138e9ad7be59b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_207ac5d8045d4a13a586256bec7551b5",
              "IPY_MODEL_2aee6e03e4ec4266a6335037112759e0",
              "IPY_MODEL_9dff553a27ba4e30aeefc15322872982"
            ],
            "layout": "IPY_MODEL_cd4ae060310f4d22a9856784da41f198"
          }
        },
        "207ac5d8045d4a13a586256bec7551b5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e2217da3e2904b7b978eff4576bb6912",
            "placeholder": "​",
            "style": "IPY_MODEL_b037d69b090742fbbe14284ea3fad9a8",
            "value": "Generating train split: "
          }
        },
        "2aee6e03e4ec4266a6335037112759e0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7c8ef9e0e0dd4276afe4a38347c076d2",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3caf908a53d54366b42d9b1a3fcfdf17",
            "value": 1
          }
        },
        "9dff553a27ba4e30aeefc15322872982": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d8e21be875544a7c90100ec2b7f83121",
            "placeholder": "​",
            "style": "IPY_MODEL_f7b046e3e81643028ea030f7ec6fe112",
            "value": " 1849798/0 [00:38&lt;00:00, 53123.60 examples/s]"
          }
        },
        "cd4ae060310f4d22a9856784da41f198": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "e2217da3e2904b7b978eff4576bb6912": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b037d69b090742fbbe14284ea3fad9a8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "7c8ef9e0e0dd4276afe4a38347c076d2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "3caf908a53d54366b42d9b1a3fcfdf17": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "d8e21be875544a7c90100ec2b7f83121": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f7b046e3e81643028ea030f7ec6fe112": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "3538960b47a941e69e3d2c35f4c8253e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_620fca6df0b041f0a7c92d1db51a5844",
              "IPY_MODEL_0a3f3d80d5ad4e338110b5d707be48f5",
              "IPY_MODEL_36d4e405e97941c7aa2cb67ffbe12bb2"
            ],
            "layout": "IPY_MODEL_f2149384e3b14e7fb9fc86bd509f4868"
          }
        },
        "620fca6df0b041f0a7c92d1db51a5844": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0cdc4c18bf824ff58389aa5a5c1642a7",
            "placeholder": "​",
            "style": "IPY_MODEL_452fa33d601c45c5b2c4301304dd8f19",
            "value": "Generating test split: "
          }
        },
        "0a3f3d80d5ad4e338110b5d707be48f5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_df2a73224f0744849c95bcbec4e87892",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8e9319090f20460d92da7cd7f8e8e24e",
            "value": 1
          }
        },
        "36d4e405e97941c7aa2cb67ffbe12bb2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ec7257fee5d54f2db0b8a22366f71cb1",
            "placeholder": "​",
            "style": "IPY_MODEL_aac184c02863445dbbfa750f4fd1a20a",
            "value": " 552588/0 [00:11&lt;00:00, 57947.27 examples/s]"
          }
        },
        "f2149384e3b14e7fb9fc86bd509f4868": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "0cdc4c18bf824ff58389aa5a5c1642a7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "452fa33d601c45c5b2c4301304dd8f19": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "df2a73224f0744849c95bcbec4e87892": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "8e9319090f20460d92da7cd7f8e8e24e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "ec7257fee5d54f2db0b8a22366f71cb1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aac184c02863445dbbfa750f4fd1a20a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "b26673c4d0354a8fbc6d75a6ac723789": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_a0f7efdf9291450da0d87bc41988ecf4",
              "IPY_MODEL_f1658fdd155f47809d9a5d1dffa5adc9",
              "IPY_MODEL_aba78331b9e1492ea4cf422dbbf6583f"
            ],
            "layout": "IPY_MODEL_55adce2d192743f883ef2bef9b1c3062"
          }
        },
        "a0f7efdf9291450da0d87bc41988ecf4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_183b87cd38bf4fe3aa07e0be6b805d68",
            "placeholder": "​",
            "style": "IPY_MODEL_e2dc8154f3ef4a46afc3a85b1c304d66",
            "value": "Generating validation split: "
          }
        },
        "f1658fdd155f47809d9a5d1dffa5adc9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "info",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a532e11e29d24e73a8e1af62e52b2ce2",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9be5b492f1c14f7ea6de3b69f98af60f",
            "value": 1
          }
        },
        "aba78331b9e1492ea4cf422dbbf6583f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_185eeb6587e84563a45209965583feb3",
            "placeholder": "​",
            "style": "IPY_MODEL_5b077c666e97479f955284607a7ce0b7",
            "value": " 237943/0 [00:04&lt;00:00, 54779.25 examples/s]"
          }
        },
        "55adce2d192743f883ef2bef9b1c3062": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": "hidden",
            "width": null
          }
        },
        "183b87cd38bf4fe3aa07e0be6b805d68": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e2dc8154f3ef4a46afc3a85b1c304d66": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a532e11e29d24e73a8e1af62e52b2ce2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "9be5b492f1c14f7ea6de3b69f98af60f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "185eeb6587e84563a45209965583feb3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5b077c666e97479f955284607a7ce0b7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "87d51f849d494d80acc20afc2450d965": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_41e3611a12b14caca7eb945285a906f1",
              "IPY_MODEL_c7780990e0eb4b2aa20a00aa5ae9223f",
              "IPY_MODEL_78249f69ce8f48b1a5e5d275b78a5d47"
            ],
            "layout": "IPY_MODEL_939dd39411ea476e85a29e5ed269d0b4"
          }
        },
        "41e3611a12b14caca7eb945285a906f1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f327fc55d4414a28a49691e552ac3381",
            "placeholder": "​",
            "style": "IPY_MODEL_d907fb9df798423e9c9d380722f91a02",
            "value": "100%"
          }
        },
        "c7780990e0eb4b2aa20a00aa5ae9223f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8a582df428ef419b80aec5cd34926c24",
            "max": 3,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_43817290616342428aab2a412f2a45b6",
            "value": 3
          }
        },
        "78249f69ce8f48b1a5e5d275b78a5d47": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c6899765eabf4a6798160c6acb0b243a",
            "placeholder": "​",
            "style": "IPY_MODEL_8bcad28a396944f486688a4eec05bba4",
            "value": " 3/3 [00:00&lt;00:00, 76.34it/s]"
          }
        },
        "939dd39411ea476e85a29e5ed269d0b4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f327fc55d4414a28a49691e552ac3381": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d907fb9df798423e9c9d380722f91a02": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8a582df428ef419b80aec5cd34926c24": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "43817290616342428aab2a412f2a45b6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "c6899765eabf4a6798160c6acb0b243a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8bcad28a396944f486688a4eec05bba4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "fe901ff4b7f54aa8b7552f228b54fbbe": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_d1584d3e4fa143838737dd0246310bb8",
              "IPY_MODEL_56c8dd431cb94711930e8b5c20627c75",
              "IPY_MODEL_f02d3b17beb34da6913117d6b20c5ad3"
            ],
            "layout": "IPY_MODEL_d9230a45cf004d12a27facf3e0121f7a"
          }
        },
        "d1584d3e4fa143838737dd0246310bb8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c83125a284064418b4ae0d72810a3fa2",
            "placeholder": "​",
            "style": "IPY_MODEL_712a127b8f5347908ce7d8a74968b4e4",
            "value": "Downloading: 100%"
          }
        },
        "56c8dd431cb94711930e8b5c20627c75": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1394582b8ae24bb9a6f63cb80cdb374e",
            "max": 665,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8031a5fa84ec4f7ea450a13b3b44d6fc",
            "value": 665
          }
        },
        "f02d3b17beb34da6913117d6b20c5ad3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_985865b526144bac932a13e35c463240",
            "placeholder": "​",
            "style": "IPY_MODEL_2c2d25364dbe472a90740f61104a4950",
            "value": " 665/665 [00:00&lt;00:00, 11.1kB/s]"
          }
        },
        "d9230a45cf004d12a27facf3e0121f7a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c83125a284064418b4ae0d72810a3fa2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "712a127b8f5347908ce7d8a74968b4e4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1394582b8ae24bb9a6f63cb80cdb374e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8031a5fa84ec4f7ea450a13b3b44d6fc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "985865b526144bac932a13e35c463240": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2c2d25364dbe472a90740f61104a4950": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "11b5409efbc147f1a4579a805e2b4845": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_b655cd19aa334f6dba880729c709a651",
              "IPY_MODEL_f1e2a4f9fd9b4479a58cf80ddedc5a17",
              "IPY_MODEL_5bbfddb76ad84bdcb71ca873f8ddc48c"
            ],
            "layout": "IPY_MODEL_cc9ef467ade747e8af06303eb12193a1"
          }
        },
        "b655cd19aa334f6dba880729c709a651": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_035e9a1504564eae9c5f3114242fa89a",
            "placeholder": "​",
            "style": "IPY_MODEL_61cb38cf4d7e4e9382ef3175c0796c77",
            "value": "Downloading: 100%"
          }
        },
        "f1e2a4f9fd9b4479a58cf80ddedc5a17": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2ea8d710c2004128ad0d10e88e8c9896",
            "max": 548118077,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_537667fb0efd4ac1bafe833a77fcde11",
            "value": 548118077
          }
        },
        "5bbfddb76ad84bdcb71ca873f8ddc48c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_81eaa145ee7449da96809e5ee3a44ff8",
            "placeholder": "​",
            "style": "IPY_MODEL_41d527b66e5b48d2999dda8d8e961313",
            "value": " 548M/548M [00:19&lt;00:00, 24.9MB/s]"
          }
        },
        "cc9ef467ade747e8af06303eb12193a1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "035e9a1504564eae9c5f3114242fa89a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "61cb38cf4d7e4e9382ef3175c0796c77": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2ea8d710c2004128ad0d10e88e8c9896": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "537667fb0efd4ac1bafe833a77fcde11": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "81eaa145ee7449da96809e5ee3a44ff8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "41d527b66e5b48d2999dda8d8e961313": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "a6f514470e7948b89a5f3c8d82e5ca31": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_441e071589bf414a9c480dc8118cefb0",
              "IPY_MODEL_e1bc30f7cda64f819fa8a5c9c348ecbb",
              "IPY_MODEL_2b9be067230444618161d6388d30a3d0"
            ],
            "layout": "IPY_MODEL_8738c8734753482a93b91759454bb2b7"
          }
        },
        "441e071589bf414a9c480dc8118cefb0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_46016b0e99a249f9a944745e90f03b75",
            "placeholder": "​",
            "style": "IPY_MODEL_bf2e8334bcde4ea6b8e97f159b30f2bc",
            "value": "Downloading: 100%"
          }
        },
        "e1bc30f7cda64f819fa8a5c9c348ecbb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_16ff4561f37e45b59f14addbf28acfa0",
            "max": 1042301,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_1e5335e711cd40b0837611be6609b9bb",
            "value": 1042301
          }
        },
        "2b9be067230444618161d6388d30a3d0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9c067ba17ee149fcbdeb776bbc86a3c6",
            "placeholder": "​",
            "style": "IPY_MODEL_46fe11746fea41eb85fbfc29a0a45a80",
            "value": " 1.04M/1.04M [00:01&lt;00:00, 887kB/s]"
          }
        },
        "8738c8734753482a93b91759454bb2b7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "46016b0e99a249f9a944745e90f03b75": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bf2e8334bcde4ea6b8e97f159b30f2bc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "16ff4561f37e45b59f14addbf28acfa0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1e5335e711cd40b0837611be6609b9bb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "9c067ba17ee149fcbdeb776bbc86a3c6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "46fe11746fea41eb85fbfc29a0a45a80": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "72bb07344daa4c03ae893de0fa45c0ad": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_b80f6d8b0c7042dead972a802a12e1c1",
              "IPY_MODEL_8e8832f6784f4a189f472faf06c9d5e3",
              "IPY_MODEL_ba4df48cc9dd4259952d495f46ff4e75"
            ],
            "layout": "IPY_MODEL_9b17f993b7144d88a05191395aacd6e6"
          }
        },
        "b80f6d8b0c7042dead972a802a12e1c1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f5c6c714783f45bb9718970e6ab3d162",
            "placeholder": "​",
            "style": "IPY_MODEL_d03b4ac0661d46ad8f5918d830cda154",
            "value": "Downloading: 100%"
          }
        },
        "8e8832f6784f4a189f472faf06c9d5e3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e2affd9f4e294e1bb803072d54a44ad1",
            "max": 456318,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4d9c6aef462a4e9b94338be173a8efcd",
            "value": 456318
          }
        },
        "ba4df48cc9dd4259952d495f46ff4e75": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f19b014a8a924a14a19e289fad85ab77",
            "placeholder": "​",
            "style": "IPY_MODEL_e93b870cd793467897db8414b1983f11",
            "value": " 456k/456k [00:01&lt;00:00, 507kB/s]"
          }
        },
        "9b17f993b7144d88a05191395aacd6e6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f5c6c714783f45bb9718970e6ab3d162": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d03b4ac0661d46ad8f5918d830cda154": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e2affd9f4e294e1bb803072d54a44ad1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4d9c6aef462a4e9b94338be173a8efcd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "f19b014a8a924a14a19e289fad85ab77": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e93b870cd793467897db8414b1983f11": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "f6b471b2fcdc44b5a13030e3903075a2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_8bb1ddfdcd93403d9319a5408d4c117d",
              "IPY_MODEL_2f54b1ffccf84e1d8bbbf3f8c9ea4280",
              "IPY_MODEL_ac2866f111d44a4485be133786587492"
            ],
            "layout": "IPY_MODEL_03a0d50d133448aba5e40cc107dee8dd"
          }
        },
        "8bb1ddfdcd93403d9319a5408d4c117d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_580380ebd703460195478d2520474f92",
            "placeholder": "​",
            "style": "IPY_MODEL_563f9ef8c1f44a2691e6b4de6197eb89",
            "value": "Epoch 2 of 2: 100%"
          }
        },
        "2f54b1ffccf84e1d8bbbf3f8c9ea4280": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7cb78ca6a27c43a780e7ab4d479ea399",
            "max": 2,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_3c959d14c8ef4195ab10b833c1ee23df",
            "value": 2
          }
        },
        "ac2866f111d44a4485be133786587492": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0e8714cf2731401f9e996bfc0c821a4b",
            "placeholder": "​",
            "style": "IPY_MODEL_7343c7dd9aca472a9d88da2e5ba7eb95",
            "value": " 2/2 [5:24:07&lt;00:00, 9723.07s/it]"
          }
        },
        "03a0d50d133448aba5e40cc107dee8dd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "580380ebd703460195478d2520474f92": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "563f9ef8c1f44a2691e6b4de6197eb89": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "7cb78ca6a27c43a780e7ab4d479ea399": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3c959d14c8ef4195ab10b833c1ee23df": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "0e8714cf2731401f9e996bfc0c821a4b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7343c7dd9aca472a9d88da2e5ba7eb95": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8c8f61d8020c49f5bb9d40eb92fa4a24": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_4c180b0f2add4dff9b68557068bea9e3",
              "IPY_MODEL_0fd089e6063e4ce491cec2c72d8cc212",
              "IPY_MODEL_e18f6dcceec649b1baee195a7797d7de"
            ],
            "layout": "IPY_MODEL_709827daad7a45d79c224aa526aa4572"
          }
        },
        "4c180b0f2add4dff9b68557068bea9e3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9bd4fd08b2514a9fbb0fc464cedf9f71",
            "placeholder": "​",
            "style": "IPY_MODEL_0da2dac52a82460c91e76101e6a6534a",
            "value": "Epochs 0/2. Running Loss:    3.2144: 100%"
          }
        },
        "0fd089e6063e4ce491cec2c72d8cc212": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c4eab66086b34f95abbdbbe051e7d33f",
            "max": 28065,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b974d9c19d294d98b791240c71acd5c5",
            "value": 28065
          }
        },
        "e18f6dcceec649b1baee195a7797d7de": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_701a44ec1c3048eea720b4eed03ed53c",
            "placeholder": "​",
            "style": "IPY_MODEL_bb27a519685349419f7c62f8e37f0947",
            "value": " 28065/28065 [2:36:04&lt;00:00,  3.08it/s]"
          }
        },
        "709827daad7a45d79c224aa526aa4572": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9bd4fd08b2514a9fbb0fc464cedf9f71": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0da2dac52a82460c91e76101e6a6534a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c4eab66086b34f95abbdbbe051e7d33f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b974d9c19d294d98b791240c71acd5c5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "701a44ec1c3048eea720b4eed03ed53c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bb27a519685349419f7c62f8e37f0947": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "048297fdb6c341a49bcae53461b0f33e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_a45c555c608f4eb697979f330c221a48",
              "IPY_MODEL_7aff7c9f135e42f9828b33c033d35f83",
              "IPY_MODEL_b40279e38d61441b95a7e7904a566012"
            ],
            "layout": "IPY_MODEL_3ff7842c22bf48cb902d16f973b01a4f"
          }
        },
        "a45c555c608f4eb697979f330c221a48": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2ca025d6a0c4453baa5a981abb9eb9b3",
            "placeholder": "​",
            "style": "IPY_MODEL_ef7357bf992d4badb898c7054bc9bdd1",
            "value": "Running Evaluation: 100%"
          }
        },
        "7aff7c9f135e42f9828b33c033d35f83": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_328fec8a263a476d901973883a6d3d3b",
            "max": 3612,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e0c62699c74d40759e9498020fc72c7d",
            "value": 3612
          }
        },
        "b40279e38d61441b95a7e7904a566012": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f4a73d4e2dba47d999765db7dcc38a8a",
            "placeholder": "​",
            "style": "IPY_MODEL_b6e34ba51ccb4ad399ef0a03f0bb5703",
            "value": " 3612/3612 [05:42&lt;00:00, 11.46it/s]"
          }
        },
        "3ff7842c22bf48cb902d16f973b01a4f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2ca025d6a0c4453baa5a981abb9eb9b3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ef7357bf992d4badb898c7054bc9bdd1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "328fec8a263a476d901973883a6d3d3b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e0c62699c74d40759e9498020fc72c7d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "f4a73d4e2dba47d999765db7dcc38a8a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b6e34ba51ccb4ad399ef0a03f0bb5703": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "5d6a0979b285423b947bd3a23e6e41cb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_6a0539082caa422ca15d8a0ee3d931af",
              "IPY_MODEL_31f1e4e5362f485f8f458beb2606f784",
              "IPY_MODEL_df39934251a24e908f9f083e62cd9958"
            ],
            "layout": "IPY_MODEL_10fe0c0640904bbf9c87d9680704d7d0"
          }
        },
        "6a0539082caa422ca15d8a0ee3d931af": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_475576b7b5e84f09b4f3d5ffa9b3d672",
            "placeholder": "​",
            "style": "IPY_MODEL_f80b681b53ff42399ae48b471288d774",
            "value": "Epochs 1/2. Running Loss:    3.1616: 100%"
          }
        },
        "31f1e4e5362f485f8f458beb2606f784": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_eca9f808b40e4eb5a24fcd7348def585",
            "max": 28065,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b72990b119b04ef7a42d3dada9a0ffca",
            "value": 28065
          }
        },
        "df39934251a24e908f9f083e62cd9958": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_05d4e82b2e494dbf947c3b4ac97b876e",
            "placeholder": "​",
            "style": "IPY_MODEL_47976be6369f45c6b72cfe2b42037c5e",
            "value": " 28065/28065 [2:35:56&lt;00:00,  3.10it/s]"
          }
        },
        "10fe0c0640904bbf9c87d9680704d7d0": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "475576b7b5e84f09b4f3d5ffa9b3d672": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f80b681b53ff42399ae48b471288d774": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "eca9f808b40e4eb5a24fcd7348def585": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b72990b119b04ef7a42d3dada9a0ffca": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "05d4e82b2e494dbf947c3b4ac97b876e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "47976be6369f45c6b72cfe2b42037c5e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e6b0771ea01641958cb4bd4cfe99b7b9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_ed91b1017b964d979ccb3d19f7f54261",
              "IPY_MODEL_0ef7e2112baf41d9a893acb870e62b84",
              "IPY_MODEL_f3258059d0e144b99ba5b481119f4c34"
            ],
            "layout": "IPY_MODEL_b705a9a9f58544ed9636872689c234d8"
          }
        },
        "ed91b1017b964d979ccb3d19f7f54261": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_aa0b5b9ae8f64e83a224190b32a6116f",
            "placeholder": "​",
            "style": "IPY_MODEL_09a05c468c2b4bc7a8ea9951a7526f89",
            "value": "Running Evaluation: 100%"
          }
        },
        "0ef7e2112baf41d9a893acb870e62b84": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_5056e9d1b49e491196cc265aed746223",
            "max": 3612,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_8d21dc98d0774f34b20bf45cb3e061ec",
            "value": 3612
          }
        },
        "f3258059d0e144b99ba5b481119f4c34": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_d9c6f6c1790440e48558e75163ed2f8c",
            "placeholder": "​",
            "style": "IPY_MODEL_76dfa561c3964a72afea12cd60c21339",
            "value": " 3612/3612 [05:44&lt;00:00, 10.49it/s]"
          }
        },
        "b705a9a9f58544ed9636872689c234d8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aa0b5b9ae8f64e83a224190b32a6116f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "09a05c468c2b4bc7a8ea9951a7526f89": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "5056e9d1b49e491196cc265aed746223": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8d21dc98d0774f34b20bf45cb3e061ec": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "d9c6f6c1790440e48558e75163ed2f8c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "76dfa561c3964a72afea12cd60c21339": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "22b030d3fb054e9aa68aa28aee5cb755": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3f8aad28f9684228a4626483a6fc1173",
              "IPY_MODEL_284cf433e4c34d27b859d17279312163",
              "IPY_MODEL_0a57354679d84d54a81f1fc21b89e6cc"
            ],
            "layout": "IPY_MODEL_94c8fd4830ac4ae1a383f269f8580bf8"
          }
        },
        "3f8aad28f9684228a4626483a6fc1173": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_316ceaada9484dc3a7c57ef6c6293fb3",
            "placeholder": "​",
            "style": "IPY_MODEL_7aa675d6bc1e4a5c8046675302f07792",
            "value": "Downloading: 100%"
          }
        },
        "284cf433e4c34d27b859d17279312163": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_1b104d69df0743108d7c89e2934aa203",
            "max": 898669,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ab25a70d1de94156bee8b81b18299ad0",
            "value": 898669
          }
        },
        "0a57354679d84d54a81f1fc21b89e6cc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c724d5e2591c4dd4a148af48ecf3f386",
            "placeholder": "​",
            "style": "IPY_MODEL_873ac91bed0744a6b547678e7138a107",
            "value": " 899k/899k [00:01&lt;00:00, 935kB/s]"
          }
        },
        "94c8fd4830ac4ae1a383f269f8580bf8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "316ceaada9484dc3a7c57ef6c6293fb3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7aa675d6bc1e4a5c8046675302f07792": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "1b104d69df0743108d7c89e2934aa203": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ab25a70d1de94156bee8b81b18299ad0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "c724d5e2591c4dd4a148af48ecf3f386": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "873ac91bed0744a6b547678e7138a107": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "5b8684ae49fc4cc2b89daa3d37715dea": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_d4319444d17b46c58b69b83a0ec499ad",
              "IPY_MODEL_bb1179f5521e4ffea85aae5bad19ede6",
              "IPY_MODEL_13a0a28469d1480c95f52aca65a5e192"
            ],
            "layout": "IPY_MODEL_b97a392d61ad4658997ee1b8714c4ea8"
          }
        },
        "d4319444d17b46c58b69b83a0ec499ad": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_be99002cf467416bbf622b5e8c4602d4",
            "placeholder": "​",
            "style": "IPY_MODEL_c19d8406251e41369aab5df4f863e351",
            "value": "Downloading: 100%"
          }
        },
        "bb1179f5521e4ffea85aae5bad19ede6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_96e522809b644c97bd9b742b151392c4",
            "max": 456318,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_767e7755293546e5b6fecf0d1acd59b1",
            "value": 456318
          }
        },
        "13a0a28469d1480c95f52aca65a5e192": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8bc41ec2ca384f07801a32a7d007587d",
            "placeholder": "​",
            "style": "IPY_MODEL_e639ef185eec4ccb9be2f477d5e3a17a",
            "value": " 456k/456k [00:01&lt;00:00, 467kB/s]"
          }
        },
        "b97a392d61ad4658997ee1b8714c4ea8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "be99002cf467416bbf622b5e8c4602d4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c19d8406251e41369aab5df4f863e351": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "96e522809b644c97bd9b742b151392c4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "767e7755293546e5b6fecf0d1acd59b1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "8bc41ec2ca384f07801a32a7d007587d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e639ef185eec4ccb9be2f477d5e3a17a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "2a23fd33abe141f9b23b312ff0ef55f4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_a7f0c82dabd643a8bf4899b4f20a6e23",
              "IPY_MODEL_6e6a075ad9a649beb0c72be23dc14730",
              "IPY_MODEL_3055cc72b3834a0f86125de28831a7f6"
            ],
            "layout": "IPY_MODEL_c61d68aaf43642bdbbeb3b892022a7bc"
          }
        },
        "a7f0c82dabd643a8bf4899b4f20a6e23": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fd4e58eec7fe4af39c526bd3ed4154a7",
            "placeholder": "​",
            "style": "IPY_MODEL_eeab7dca01ae4c848ad738ec7b92214b",
            "value": "Downloading: 100%"
          }
        },
        "6e6a075ad9a649beb0c72be23dc14730": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_efcc950182d64f19af638dee23322122",
            "max": 357,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_41b9b925303641ba82970d808152b0fd",
            "value": 357
          }
        },
        "3055cc72b3834a0f86125de28831a7f6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_85b66f93cc6f48daafc85c284cbc0913",
            "placeholder": "​",
            "style": "IPY_MODEL_c2c21104fc7046a5a7ca9701d4d751a1",
            "value": " 357/357 [00:00&lt;00:00, 11.8kB/s]"
          }
        },
        "c61d68aaf43642bdbbeb3b892022a7bc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "fd4e58eec7fe4af39c526bd3ed4154a7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eeab7dca01ae4c848ad738ec7b92214b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "efcc950182d64f19af638dee23322122": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "41b9b925303641ba82970d808152b0fd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "85b66f93cc6f48daafc85c284cbc0913": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c2c21104fc7046a5a7ca9701d4d751a1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "197b7a6508574b9e960347afaf33cda1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_fdaa901bf1774abcb7cb741fa3301e48",
              "IPY_MODEL_694bf9cc30164232bbeb364b91a7a89e",
              "IPY_MODEL_08157093fa894e7d9081d8ff07dc3d24"
            ],
            "layout": "IPY_MODEL_636ee283e1cb43a6a7975922c7d780b1"
          }
        },
        "fdaa901bf1774abcb7cb741fa3301e48": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_da812f0ab1724d8ca50ee562f9f78eb7",
            "placeholder": "​",
            "style": "IPY_MODEL_11ee1983e83d41f0967d75e889853836",
            "value": "Downloading: 100%"
          }
        },
        "694bf9cc30164232bbeb364b91a7a89e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_3785b0e55e2742f790de62fa8b294413",
            "max": 596,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f5239a0af2e44812b170982215f49244",
            "value": 596
          }
        },
        "08157093fa894e7d9081d8ff07dc3d24": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_6200371a55d54ef88a71df06d6cd4ebb",
            "placeholder": "​",
            "style": "IPY_MODEL_0fc6ef20f3b74ce0a575e661b91795c4",
            "value": " 596/596 [00:00&lt;00:00, 20.2kB/s]"
          }
        },
        "636ee283e1cb43a6a7975922c7d780b1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "da812f0ab1724d8ca50ee562f9f78eb7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "11ee1983e83d41f0967d75e889853836": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "3785b0e55e2742f790de62fa8b294413": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f5239a0af2e44812b170982215f49244": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "6200371a55d54ef88a71df06d6cd4ebb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0fc6ef20f3b74ce0a575e661b91795c4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ad90ae1e7dc7440196601715ad55ead0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_8b3ae888e8314188ac6c8aab3728b2d0",
              "IPY_MODEL_09d6a709180a48dba6720684f4c0444e",
              "IPY_MODEL_12aa81eb36f6482fad0eaa2277fda3f4"
            ],
            "layout": "IPY_MODEL_90c1e8abe812481aa41bce07135205fd"
          }
        },
        "8b3ae888e8314188ac6c8aab3728b2d0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_23c95d3935384ef09f65b5822d80325c",
            "placeholder": "​",
            "style": "IPY_MODEL_41a50a20004d46cd9b648e522cc6302e",
            "value": "Downloading: 100%"
          }
        },
        "09d6a709180a48dba6720684f4c0444e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_5267b26d20c24f4eb117bf5aff724d69",
            "max": 850,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_d1fa4194559643718302f2b7b2918d2f",
            "value": 850
          }
        },
        "12aa81eb36f6482fad0eaa2277fda3f4": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_afe5dcc599584bc282c59c023676c75a",
            "placeholder": "​",
            "style": "IPY_MODEL_d06a7b7f1a6840a780e0abdf7c564cbc",
            "value": " 850/850 [00:00&lt;00:00, 23.7kB/s]"
          }
        },
        "90c1e8abe812481aa41bce07135205fd": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "23c95d3935384ef09f65b5822d80325c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "41a50a20004d46cd9b648e522cc6302e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "5267b26d20c24f4eb117bf5aff724d69": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d1fa4194559643718302f2b7b2918d2f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "afe5dcc599584bc282c59c023676c75a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "d06a7b7f1a6840a780e0abdf7c564cbc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c070ecbcd7a74ee5b80cb2e3fadcf2e6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_09fd31d0ba7741d98af29f7672ddb63c",
              "IPY_MODEL_7a979dabfb864878a28535a9da2a1785",
              "IPY_MODEL_51008f83be7c4fc9936345ae7d538b07"
            ],
            "layout": "IPY_MODEL_bbf382cc160d4754be8e2f11ff5946a2"
          }
        },
        "09fd31d0ba7741d98af29f7672ddb63c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_3cc98669857f45239f73f5475a8291e9",
            "placeholder": "​",
            "style": "IPY_MODEL_c2c22b4aa9cc4e0bb0b3e551bff070da",
            "value": "Downloading: 100%"
          }
        },
        "7a979dabfb864878a28535a9da2a1785": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_db0f43992dc84cac871a88e4f1776091",
            "max": 510403817,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_85f1eea3d78a4a61a623b76c869d6d69",
            "value": 510403817
          }
        },
        "51008f83be7c4fc9936345ae7d538b07": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c784891b5d1a475881883292f6b96d91",
            "placeholder": "​",
            "style": "IPY_MODEL_8d4a0e66e42245bca3914dab27152189",
            "value": " 510M/510M [00:29&lt;00:00, 16.8MB/s]"
          }
        },
        "bbf382cc160d4754be8e2f11ff5946a2": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3cc98669857f45239f73f5475a8291e9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c2c22b4aa9cc4e0bb0b3e551bff070da": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "db0f43992dc84cac871a88e4f1776091": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "85f1eea3d78a4a61a623b76c869d6d69": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "c784891b5d1a475881883292f6b96d91": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8d4a0e66e42245bca3914dab27152189": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Tony363/HackHarvard_voice_coding/blob/main/retrain_auto.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GShmgKdWlxVe",
        "outputId": "85044696-0537-4c49-f749-0957b5be4725"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting datasets\n",
            "  Downloading datasets-2.6.1-py3-none-any.whl (441 kB)\n",
            "\u001b[K     |████████████████████████████████| 441 kB 34.4 MB/s \n",
            "\u001b[?25hCollecting multiprocess\n",
            "  Downloading multiprocess-0.70.13-py37-none-any.whl (115 kB)\n",
            "\u001b[K     |████████████████████████████████| 115 kB 72.2 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from datasets) (1.3.5)\n",
            "Requirement already satisfied: dill<0.3.6 in /usr/local/lib/python3.7/dist-packages (from datasets) (0.3.5.1)\n",
            "Requirement already satisfied: fsspec[http]>=2021.11.1 in /usr/local/lib/python3.7/dist-packages (from datasets) (2022.8.2)\n",
            "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from datasets) (21.3)\n",
            "Collecting huggingface-hub<1.0.0,>=0.2.0\n",
            "  Downloading huggingface_hub-0.10.1-py3-none-any.whl (163 kB)\n",
            "\u001b[K     |████████████████████████████████| 163 kB 74.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from datasets) (6.0)\n",
            "Requirement already satisfied: pyarrow>=6.0.0 in /usr/local/lib/python3.7/dist-packages (from datasets) (6.0.1)\n",
            "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.7/dist-packages (from datasets) (2.23.0)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from datasets) (1.21.6)\n",
            "Collecting responses<0.19\n",
            "  Downloading responses-0.18.0-py3-none-any.whl (38 kB)\n",
            "Collecting xxhash\n",
            "  Downloading xxhash-3.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (212 kB)\n",
            "\u001b[K     |████████████████████████████████| 212 kB 58.3 MB/s \n",
            "\u001b[?25hRequirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from datasets) (5.0.0)\n",
            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.7/dist-packages (from datasets) (3.8.3)\n",
            "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.7/dist-packages (from datasets) (4.64.1)\n",
            "Requirement already satisfied: asynctest==0.13.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (0.13.0)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (1.3.1)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (1.2.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (4.1.1)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (6.0.2)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (22.1.0)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0.0a3 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (4.0.2)\n",
            "Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (2.1.1)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (1.8.1)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0.0,>=0.2.0->datasets) (3.8.0)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->datasets) (3.0.9)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (2.10)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (3.0.4)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (2022.9.24)\n",
            "Collecting urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1\n",
            "  Downloading urllib3-1.25.11-py2.py3-none-any.whl (127 kB)\n",
            "\u001b[K     |████████████████████████████████| 127 kB 73.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->datasets) (3.9.0)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2022.4)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->datasets) (1.15.0)\n",
            "Installing collected packages: urllib3, xxhash, responses, multiprocess, huggingface-hub, datasets\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 1.24.3\n",
            "    Uninstalling urllib3-1.24.3:\n",
            "      Successfully uninstalled urllib3-1.24.3\n",
            "Successfully installed datasets-2.6.1 huggingface-hub-0.10.1 multiprocess-0.70.13 responses-0.18.0 urllib3-1.25.11 xxhash-3.0.0\n"
          ]
        }
      ],
      "source": [
        "!pip3 install datasets"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from datasets import load_dataset\n",
        "code_x_python = load_dataset(\"code_x_glue_ct_code_to_text\", \"python\") # python or java or cpp\n",
        "print(code_x_python)\n",
        "# print(dataset['test'][0:10])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 763,
          "referenced_widgets": [
            "6ea618e739c3402195eb227a21ed99a6",
            "d7d5fe390fd44897bb0421fb379b6bc1",
            "d5bce2ad583749d6a871eb80c762ea5b",
            "be3140cc023b4b9087f3737b987a84d9",
            "76bde97fa36b47bd8db7ed2144ef49a2",
            "549aa88283aa41be839e95c0e444f466",
            "f45691f93247436db0bb1fa8fcc4e229",
            "fa0811ad084444d4bd5b326869570422",
            "bc8003af0a864b198bbc73a63936f8ce",
            "7996d6fe467a45b9b6767314a1b4b6db",
            "3446bad3ca6346cdb93b14ce8cd15678",
            "e920a552a20d4a7d85c3df7f9606d505",
            "60206119697c482799ddcbcb7b401674",
            "76912fe0ca4f4dc4874dd6595e8ae222",
            "5d56668ca1f849fda2b13cc5a2c4a015",
            "9e59e683b754493dbc1912d6812493a7",
            "e683403d056544fc8fdaabf7e2df8a62",
            "89dfe3604d454a2b9249b76074dda2a5",
            "c4e6dd50960541f1b90923b0ad9732df",
            "6aed95bd62ae4fbc8711f0d0e099f5f9",
            "00a2611edd264599bea076c8466c8d03",
            "0b6aedea19784ff79443f326cbf3be87",
            "b646dd9f155b491288ec3096f115781d",
            "2e84e7b7671045b8b15dbecef4f49a47",
            "9fbac0b963d4487db70b78a6d7718b83",
            "a917ff107dba405bb89d0d680129b0be",
            "bdda2a517df44af79040f292eb0cfe5e",
            "4a61140ed145475b8c275353ed68cdaf",
            "7cf7372111b54c53af364acf2f9f8d4f",
            "415135b3a68243f483f88242d1101117",
            "380ebd94538048ab82b761d73d354fc1",
            "61725a2b47b04226a2365a7e02e83434",
            "a7eff38a98cf4255bd8bfb32ce685153",
            "eaef0694db48474e8687d3c420fcb17d",
            "d2b2d0e132fa487583c07afdbbbde948",
            "5946c8826cb146c7934576580d1a6194",
            "0b6c2e2bf9384b099975ea58dbc5c6fa",
            "d5e0b39c9c8e442bb18291bb2882e09b",
            "9a6c155af494455c916de75e0ac0c8b1",
            "136b07f7d16546179221fe2c4c4cc667",
            "44b2233aaed44c52b6eaaa5b163fbed5",
            "ff1a63d39c7c4ef89f16e8bd10c53a85",
            "1e090afaf63141e0ac31140f448c15de",
            "1f24416174e442eeb1fa0b39c42aa9d0",
            "effc53dd6da54466b0990588722f84e5",
            "6d356f9f5cbb4c74af677435707b8ed5",
            "0ee8df9758b3422b86c65b7d14500968",
            "fbf090da47d8496c8c089b369959c522",
            "34a880f08bfc4091941edc41333ef7dd",
            "f527efde28cb49eabb5d693cc92a21c5",
            "5c8766137aa44037b82632331c5910d7",
            "b5541098c5554a4fa0958a9583ddde98",
            "e17c200fee024384915b7518641b4f66",
            "d75ff239a0384895bbe19063ec71a4aa",
            "e1541ee2483947de96241a7015a9ed46",
            "86568f7da80441789e9c5e4deeff7bb5",
            "a5da5c0fb4b745eeae74ed695f5f0c38",
            "cb5fca64ecf74a2ba43dd7887386ab54",
            "51277a4adf1b43f0866fa07911429c5c",
            "9eede927589c409f8878f00ed1bfac18",
            "29182d6d8259489ea317965a0df1ba29",
            "68e960429ac04151b4768a7a6cd2939d",
            "9e1d77c474c34365b1592e9e96bcc290",
            "73f22098a6da41b99898440fef086553",
            "dacef15a9fc748669a5e57ee364bc8ff",
            "586ef48ba619481db0ae6c8e2d1f2985",
            "ee7a24a033b84e0ea14bdd61b9b21956",
            "38b3b88aac224bd38aef22e3c8b2cf89",
            "aa10da685c894c52bc71714702aaeec1",
            "88d261d1c68d4e17adf0595f165de057",
            "f5289acd871b4d26842985fc56dd0716",
            "aa31567153e0469ab789a6f853009ee2",
            "461fb72734fd42c0889d9dfb2139a944",
            "1daa45b2dc9143aca22d91b6c0429f3b",
            "b366a9bf24c542a3a9d7cda12600394c",
            "5754a6ab7f9647eaaa3f27460540302a",
            "7d501f5a965242c59aad60930fab8e2e",
            "a73ed918fd824789966f0f38fdc8d673",
            "4f9d4bd1cbdf424f8f179e30c26cd228",
            "d0c19cbf62f94529a4d998be452e0120",
            "5dc0e165876247e7a62aa58a04dd7e71",
            "98a5967ebac84917b82d1e237392c4f2",
            "d12da1f66f084a8bbed4898734db4a1f",
            "0a94b494591943079bd27283e27eec0e",
            "70e312fdd3d9427eb4f0c56ee77b4f5b",
            "a011844b33524450940478508541092f",
            "b2d31d11b2e145f598357dc91dfe3b75",
            "ffcb7d7707fc4d54b7f2df4cd0fde3b6",
            "62741029f4ab4f33b29404c9b546d32f",
            "e4f1a9272e6248be91c955faaa832e8d",
            "4710984962cd4685a4f5e5841d9d44ae",
            "17a901cf3bb945d6b8747c76ec21ab97",
            "53ee9d3181ca41ef9679d74977d37a12",
            "200f58a125d24e108f3d00921eb94b2e",
            "c51bb50320fd41b9a569a516adcc53b4",
            "a64792694220433f80b2b13b7963347c",
            "7420e7c49d394c3191e4d090802c02dd",
            "ccfa68b1cf3c4e08b39945a106e53625",
            "bbb70a09e0a34a18a57e2aa3ebae9f14",
            "553b30d47d414471bbfdcaeb461d5229",
            "e976a1499677488c9be9e63e9f4fe2e5",
            "4087be505ec54a25b51cb82a122168ec",
            "31de21e5605c4261a364ef81fca76aa4",
            "9472e9fa34324645a4173c51da59b2b6",
            "f84c5eadd74946c08a1fef34265cb29d",
            "8f2454b74add4ffd9bf4f873650bf6c4",
            "e15f23d1b7cb48d3a46718b597823f71",
            "da5471f200414c41a857e8fe4a6d0861",
            "5ecf189131af46db9f59e6a43b0110a0",
            "37873c1ffd0d4446ac0fa627f90fa5d3",
            "e3e3542d23cb448c9d29b9cee244fd89",
            "7785d49bbc994604b4691d083ed86c39",
            "8817298aca024fcfb8f513d3b470bbd7",
            "af71a4e2725c41e8b35974da5cb359ab",
            "0d149a9715bd48068412764fee8a65e7",
            "e4144ee59e9b4c38a1ec07b6ffbb19fd",
            "70e91b3462844652b7cb23a823389b6c",
            "068e5ea7d8564ccf86aafd4dc6c28ff0",
            "bf83829822c349e1958eb1e237a5576e",
            "0c859d97c7df40fa9585ad60b575094b",
            "e0581ca383054210a5bfcf8efa478465",
            "c3f856707b8e4e9a923ec36a83641c65",
            "9e9690eae7a0456f859357a79c1e90f9",
            "6dc98cc242d64e8ca64d6e67752595e0",
            "49d4cbccc77d483d8d9e7d25bda66303",
            "6737e4e4ee2647c9a360ba77937d776e",
            "20c809cfb2d5485c92cbb25c07f27fbf",
            "73a1afda364345a3ba8ad47784280f39",
            "fa3dca01cfc04ceb862575f9f78b4b70",
            "60ea24b4e58f4fa48ed01543007aaeea",
            "91490e72a67041f5b0a6f7374805279c",
            "5ee1c99d35ef4f67a6b24cf4c0e2413c",
            "2ec4d186f73848c19568f9bf664b32d9",
            "f10bd4e89d2e4ffd8b820d9c03a7dbf4",
            "9f95371ef5ed4311a8e48a740c2682fb",
            "b8f2acf6bffa49bcb70535eb0c378897",
            "63bbe8e6a2ef4c62b3d7a91d472d8875",
            "ed3d14bc9eee4b0f8153927dcd63af7e",
            "3c97bc4620194bcbb82a8ac51b985942",
            "eb52b09559f54dd0a07da539846a5e94",
            "d54ea0440c6244188f212aa6c3ce5271",
            "6e4250fa91044073812610d2f6e88ae4",
            "671c0a62a5a7499692ab504333543bfd",
            "2775e9efe56842d8a730102d697b1a21",
            "e90b0fb1233b464a8ef74911187efb88",
            "c560ef132bf4427493986a943a8cdfc7",
            "8f4794f7cb474b338dabf7870651bc3a",
            "c5aeb3372dad49ab91c3bf651cc1b2d4",
            "743da2805e7b49b88b19df1826ff9e3d",
            "409dd566a5a74f4793da9fc4a88e0327",
            "8ceb36bcce1945faa1aa5f98385f529a",
            "6fb56de17f284b17b54c55c9c800776a",
            "73145da94e4046a2bd4c0a9081d8eddc",
            "f9f245f480c549e2b3c6b1f9dc16ac99",
            "03ff97d626044c8290fd1b4759c048df",
            "3fd87ac562da46c88e16167cb430fa01",
            "7efcb0a88a1e4861b175d4696d72ee63",
            "15b671805126436f945551d9720880d6",
            "2279d78a3fae461f95f06f919988b4e9",
            "af1517204e0d45a0966cb24e1b017d4b",
            "50084ca6035d4b2f90b194c44c2c3c60",
            "5c11605b462344179197cbe80f479abf",
            "64fcbef6af9242b68e51e4ea54887430",
            "931c968ae67949de8f6c50f967d5d8f6",
            "c8c3550f859243b6af5a26b82ce285e2",
            "c4dd8be00ac34bb8ba28f7756f796611",
            "75af1a28f77e4d8885b752d96334ee50",
            "ca5e807caa724a3c97e42c39857ba937",
            "f33861f1bdf54007ae66ab034f14a684",
            "734b4364cef2420e80d8f777c94acb8c",
            "d1a1b0d5cf774cdea2257718cf9ca00d",
            "e23ad2a2bf2041b890058d13bb2921de",
            "10c4b57405d84de99c0993cd2e3e5249",
            "10391948366f473aab931e5e6520829c",
            "49f47e1c5fc34227a3c73bd1a9edc375",
            "09e53bf2406c4ef1a95c6d220f9c841e",
            "ed2c727f070b4c738820b9b68e2d9354",
            "3704568490784797a9fdac7c1dfd719d",
            "481b657095ee4ba4acc216aecb9de2ac",
            "9a8eeb0fdf8e4b23ad413be9bf370a5c",
            "435183a4f5b74eab87ff0712aed64509",
            "3e322b8ac9e8496f85c46c2b5bb0a453",
            "ace9d4c8af23478b949deb3aa571dada",
            "900e8e74ebd94d2e98cbc80bc3e93581",
            "a498d5c63b4e4f87a685a377e6a12f6e",
            "f45303e4eccd4c98924e432629e1ba6f",
            "3572d60a8a8f42599e781b449d65ea8e"
          ]
        },
        "id": "eoeKeIotl5hY",
        "outputId": "1b397f2f-8905-465c-83ce-449daa6d0dcc"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/5.91k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6ea618e739c3402195eb227a21ed99a6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading metadata:   0%|          | 0.00/17.9k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e920a552a20d4a7d85c3df7f9606d505"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading readme:   0%|          | 0.00/21.3k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b646dd9f155b491288ec3096f115781d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading extra modules:   0%|          | 0.00/2.35k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "eaef0694db48474e8687d3c420fcb17d"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading extra modules:   0%|          | 0.00/3.74k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "effc53dd6da54466b0990588722f84e5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading and preparing dataset code_x_glue_ct_code_to_text/python (download: 909.14 MiB, generated: 869.00 MiB, post-processed: Unknown size, total: 1.74 GiB) to /root/.cache/huggingface/datasets/code_x_glue_ct_code_to_text/python/0.0.0/f8b7e9d51f609a87e7ec7c7431706d4ee0b402e3398560410313d4acc67060a0...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data files:   0%|          | 0/2 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "86568f7da80441789e9c5e4deeff7bb5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/941M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ee7a24a033b84e0ea14bdd61b9b21956"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/12.4M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a73ed918fd824789966f0f38fdc8d673"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Extracting data files:   0%|          | 0/2 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "62741029f4ab4f33b29404c9b546d32f"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data files:   0%|          | 0/2 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "553b30d47d414471bbfdcaeb461d5229"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Extracting data files:   0%|          | 0/2 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e3e3542d23cb448c9d29b9cee244fd89"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data files:   0%|          | 0/2 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c3f856707b8e4e9a923ec36a83641c65"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Extracting data files:   0%|          | 0/2 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2ec4d186f73848c19568f9bf664b32d9"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split:   0%|          | 0/251820 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2775e9efe56842d8a730102d697b1a21"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating validation split:   0%|          | 0/13914 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "03ff97d626044c8290fd1b4759c048df"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating test split:   0%|          | 0/14918 [00:00<?, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c4dd8be00ac34bb8ba28f7756f796611"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset code_x_glue_ct_code_to_text downloaded and prepared to /root/.cache/huggingface/datasets/code_x_glue_ct_code_to_text/python/0.0.0/f8b7e9d51f609a87e7ec7c7431706d4ee0b402e3398560410313d4acc67060a0. Subsequent calls will reuse this data.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/3 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ed2c727f070b4c738820b9b68e2d9354"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['id', 'repo', 'path', 'func_name', 'original_string', 'language', 'code', 'code_tokens', 'docstring', 'docstring_tokens', 'sha', 'url'],\n",
            "        num_rows: 251820\n",
            "    })\n",
            "    validation: Dataset({\n",
            "        features: ['id', 'repo', 'path', 'func_name', 'original_string', 'language', 'code', 'code_tokens', 'docstring', 'docstring_tokens', 'sha', 'url'],\n",
            "        num_rows: 13914\n",
            "    })\n",
            "    test: Dataset({\n",
            "        features: ['id', 'repo', 'path', 'func_name', 'original_string', 'language', 'code', 'code_tokens', 'docstring', 'docstring_tokens', 'sha', 'url'],\n",
            "        num_rows: 14918\n",
            "    })\n",
            "})\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "code_x_python['test']['code'][:20]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n8LS0yxap0nC",
        "outputId": "d9b541b0-4227-44f6-f3f4-4e88b4ee46a7"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['def sina_xml_to_url_list(xml_data):\\n    \"\"\"str->list\\n    Convert XML to URL List.\\n    From Biligrab.\\n    \"\"\"\\n    rawurl = []\\n    dom = parseString(xml_data)\\n    for node in dom.getElementsByTagName(\\'durl\\'):\\n        url = node.getElementsByTagName(\\'url\\')[0]\\n        rawurl.append(url.childNodes[0].data)\\n    return rawurl',\n",
              " 'def dailymotion_download(url, output_dir=\\'.\\', merge=True, info_only=False, **kwargs):\\n    \"\"\"Downloads Dailymotion videos by URL.\\n    \"\"\"\\n\\n    html = get_content(rebuilt_url(url))\\n    info = json.loads(match1(html, r\\'qualities\":({.+?}),\"\\'))\\n    title = match1(html, r\\'\"video_title\"\\\\s*:\\\\s*\"([^\"]+)\"\\') or \\\\\\n            match1(html, r\\'\"title\"\\\\s*:\\\\s*\"([^\"]+)\"\\')\\n    title = unicodize(title)\\n\\n    for quality in [\\'1080\\',\\'720\\',\\'480\\',\\'380\\',\\'240\\',\\'144\\',\\'auto\\']:\\n        try:\\n            real_url = info[quality][1][\"url\"]\\n            if real_url:\\n                break\\n        except KeyError:\\n            pass\\n\\n    mime, ext, size = url_info(real_url)\\n\\n    print_info(site_info, title, mime, size)\\n    if not info_only:\\n        download_urls([real_url], title, ext, size, output_dir=output_dir, merge=merge)',\n",
              " 'def sina_download(url, output_dir=\\'.\\', merge=True, info_only=False, **kwargs):\\n    \"\"\"Downloads Sina videos by URL.\\n    \"\"\"\\n    if \\'news.sina.com.cn/zxt\\' in url:\\n        sina_zxt(url, output_dir=output_dir, merge=merge, info_only=info_only, **kwargs)\\n        return\\n\\n    vid = match1(url, r\\'vid=(\\\\d+)\\')\\n    if vid is None:\\n        video_page = get_content(url)\\n        vid = hd_vid = match1(video_page, r\\'hd_vid\\\\s*:\\\\s*\\\\\\'([^\\\\\\']+)\\\\\\'\\')\\n        if hd_vid == \\'0\\':\\n            vids = match1(video_page, r\\'[^\\\\w]vid\\\\s*:\\\\s*\\\\\\'([^\\\\\\']+)\\\\\\'\\').split(\\'|\\')\\n            vid = vids[-1]\\n\\n    if vid is None:\\n        vid = match1(video_page, r\\'vid:\"?(\\\\d+)\"?\\')\\n    if vid:\\n        #title = match1(video_page, r\\'title\\\\s*:\\\\s*\\\\\\'([^\\\\\\']+)\\\\\\'\\')\\n        sina_download_by_vid(vid, output_dir=output_dir, merge=merge, info_only=info_only)\\n    else:\\n        vkey = match1(video_page, r\\'vkey\\\\s*:\\\\s*\"([^\"]+)\"\\')\\n        if vkey is None:\\n            vid = match1(url, r\\'#(\\\\d+)\\')\\n            sina_download_by_vid(vid, output_dir=output_dir, merge=merge, info_only=info_only)\\n            return\\n        title = match1(video_page, r\\'title\\\\s*:\\\\s*\"([^\"]+)\"\\')\\n        sina_download_by_vkey(vkey, title=title, output_dir=output_dir, merge=merge, info_only=info_only)',\n",
              " 'def sprint(text, *colors):\\n    \"\"\"Format text with color or other effects into ANSI escaped string.\"\"\"\\n    return \"\\\\33[{}m{content}\\\\33[{}m\".format(\";\".join([str(color) for color in colors]), RESET, content=text) if IS_ANSI_TERMINAL and colors else text',\n",
              " 'def print_log(text, *colors):\\n    \"\"\"Print a log message to standard error.\"\"\"\\n    sys.stderr.write(sprint(\"{}: {}\".format(script_name, text), *colors) + \"\\\\n\")',\n",
              " 'def e(message, exit_code=None):\\n    \"\"\"Print an error log message.\"\"\"\\n    print_log(message, YELLOW, BOLD)\\n    if exit_code is not None:\\n        sys.exit(exit_code)',\n",
              " 'def wtf(message, exit_code=1):\\n    \"\"\"What a Terrible Failure!\"\"\"\\n    print_log(message, RED, BOLD)\\n    if exit_code is not None:\\n        sys.exit(exit_code)',\n",
              " 'def detect_os():\\n    \"\"\"Detect operating system.\\n    \"\"\"\\n\\n    # Inspired by:\\n    # https://github.com/scivision/pybashutils/blob/78b7f2b339cb03b1c37df94015098bbe462f8526/pybashutils/windows_linux_detect.py\\n\\n    syst = system().lower()\\n    os = \\'unknown\\'\\n\\n    if \\'cygwin\\' in syst:\\n        os = \\'cygwin\\'\\n    elif \\'darwin\\' in syst:\\n        os = \\'mac\\'\\n    elif \\'linux\\' in syst:\\n        os = \\'linux\\'\\n        # detect WSL https://github.com/Microsoft/BashOnWindows/issues/423\\n        try:\\n            with open(\\'/proc/version\\', \\'r\\') as f:\\n                if \\'microsoft\\' in f.read().lower():\\n                    os = \\'wsl\\'\\n        except: pass\\n    elif \\'windows\\' in syst:\\n        os = \\'windows\\'\\n    elif \\'bsd\\' in syst:\\n        os = \\'bsd\\'\\n\\n    return os',\n",
              " 'def vimeo_download_by_channel(url, output_dir=\\'.\\', merge=False, info_only=False, **kwargs):\\n    \"\"\"str->None\"\"\"\\n    # https://vimeo.com/channels/464686\\n    channel_id = match1(url, r\\'http://vimeo.com/channels/(\\\\w+)\\')\\n    vimeo_download_by_channel_id(channel_id, output_dir, merge, info_only, **kwargs)',\n",
              " 'def ckplayer_get_info_by_xml(ckinfo):\\n    \"\"\"str->dict\\n    Information for CKPlayer API content.\"\"\"\\n    e = ET.XML(ckinfo)\\n    video_dict = {\\'title\\': \\'\\',\\n                  #\\'duration\\': 0,\\n                  \\'links\\': [],\\n                  \\'size\\': 0,\\n                  \\'flashvars\\': \\'\\',}\\n    dictified = dictify(e)[\\'ckplayer\\']\\n    if \\'info\\' in dictified:\\n        if \\'_text\\' in dictified[\\'info\\'][0][\\'title\\'][0]:  #title\\n            video_dict[\\'title\\'] = dictified[\\'info\\'][0][\\'title\\'][0][\\'_text\\'].strip()\\n\\n    #if dictify(e)[\\'ckplayer\\'][\\'info\\'][0][\\'title\\'][0][\\'_text\\'].strip():  #duration\\n        #video_dict[\\'title\\'] = dictify(e)[\\'ckplayer\\'][\\'info\\'][0][\\'title\\'][0][\\'_text\\'].strip()\\n\\n    if \\'_text\\' in dictified[\\'video\\'][0][\\'size\\'][0]:  #size exists for 1 piece\\n        video_dict[\\'size\\'] = sum([int(i[\\'size\\'][0][\\'_text\\']) for i in dictified[\\'video\\']])\\n\\n    if \\'_text\\' in dictified[\\'video\\'][0][\\'file\\'][0]:  #link exist\\n        video_dict[\\'links\\'] = [i[\\'file\\'][0][\\'_text\\'].strip() for i in dictified[\\'video\\']]\\n\\n    if \\'_text\\' in dictified[\\'flashvars\\'][0]:\\n        video_dict[\\'flashvars\\'] = dictified[\\'flashvars\\'][0][\\'_text\\'].strip()\\n\\n    return video_dict',\n",
              " 'def get_video_url_from_video_id(video_id):\\n    \"\"\"Splicing URLs according to video ID to get video details\"\"\"\\n    # from js\\n    data = [\"\"] * 256\\n    for index, _ in enumerate(data):\\n        t = index\\n        for i in range(8):\\n            t = -306674912 ^ unsigned_right_shitf(t, 1) if 1 & t else unsigned_right_shitf(t, 1)\\n        data[index] = t\\n\\n    def tmp():\\n        rand_num = random.random()\\n        path = \"/video/urls/v/1/toutiao/mp4/{video_id}?r={random_num}\".format(video_id=video_id,\\n                                                                              random_num=str(rand_num)[2:])\\n        e = o = r = -1\\n        i, a = 0, len(path)\\n        while i < a:\\n            e = ord(path[i])\\n            i += 1\\n            if e < 128:\\n                r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ e)]\\n            else:\\n                if e < 2048:\\n                    r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (192 | e >> 6 & 31))]\\n                    r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (128 | 63 & e))]\\n                else:\\n                    if 55296 <= e < 57344:\\n                        e = (1023 & e) + 64\\n                        i += 1\\n                        o = 1023 & t.url(i)\\n                        r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (240 | e >> 8 & 7))]\\n                        r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (128 | e >> 2 & 63))]\\n                        r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (128 | o >> 6 & 15 | (3 & e) << 4))]\\n                        r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (128 | 63 & o))]\\n                    else:\\n                        r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (224 | e >> 12 & 15))]\\n                        r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (128 | e >> 6 & 63))]\\n                        r = unsigned_right_shitf(r, 8) ^ data[255 & (r ^ (128 | 63 & e))]\\n\\n        return \"https://ib.365yg.com{path}&s={param}\".format(path=path, param=unsigned_right_shitf(r ^ -1, 0))\\n\\n    while 1:\\n        url = tmp()\\n        if url.split(\"=\")[-1][0] != \"-\":  # 参数s不能为负数\\n            return url',\n",
              " 'def get_mgtv_real_url(url):\\n        \"\"\"str->list of str\\n        Give you the real URLs.\"\"\"\\n        content = loads(get_content(url))\\n        m3u_url = content[\\'info\\']\\n        split = urlsplit(m3u_url)\\n        \\n        base_url = \"{scheme}://{netloc}{path}/\".format(scheme = split[0],\\n                                                      netloc = split[1],\\n                                                      path = dirname(split[2]))\\n\\n        content = get_content(content[\\'info\\'])  #get the REAL M3U url, maybe to be changed later?\\n        segment_list = []\\n        segments_size = 0\\n        for i in content.split():\\n            if not i.startswith(\\'#\\'):  #not the best way, better we use the m3u8 package\\n                segment_list.append(base_url + i)\\n            # use ext-info for fast size calculate\\n            elif i.startswith(\\'#EXT-MGTV-File-SIZE:\\'):\\n                segments_size += int(i[i.rfind(\\':\\')+1:])\\n\\n        return m3u_url, segments_size, segment_list',\n",
              " 'def legitimize(text, os=detect_os()):\\n    \"\"\"Converts a string to a valid filename.\\n    \"\"\"\\n\\n    # POSIX systems\\n    text = text.translate({\\n        0: None,\\n        ord(\\'/\\'): \\'-\\',\\n        ord(\\'|\\'): \\'-\\',\\n    })\\n\\n    # FIXME: do some filesystem detection\\n    if os == \\'windows\\' or os == \\'cygwin\\' or os == \\'wsl\\':\\n        # Windows (non-POSIX namespace)\\n        text = text.translate({\\n            # Reserved in Windows VFAT and NTFS\\n            ord(\\':\\'): \\'-\\',\\n            ord(\\'*\\'): \\'-\\',\\n            ord(\\'?\\'): \\'-\\',\\n            ord(\\'\\\\\\\\\\'): \\'-\\',\\n            ord(\\'\\\\\"\\'): \\'\\\\\\'\\',\\n            # Reserved in Windows VFAT\\n            ord(\\'+\\'): \\'-\\',\\n            ord(\\'<\\'): \\'-\\',\\n            ord(\\'>\\'): \\'-\\',\\n            ord(\\'[\\'): \\'(\\',\\n            ord(\\']\\'): \\')\\',\\n            ord(\\'\\\\t\\'): \\' \\',\\n        })\\n    else:\\n        # *nix\\n        if os == \\'mac\\':\\n            # Mac OS HFS+\\n            text = text.translate({\\n                ord(\\':\\'): \\'-\\',\\n            })\\n\\n        # Remove leading .\\n        if text.startswith(\".\"):\\n            text = text[1:]\\n\\n    text = text[:80] # Trim to 82 Unicode characters long\\n    return text',\n",
              " 'def cbs_download(url, output_dir=\\'.\\', merge=True, info_only=False, **kwargs):\\n    \"\"\"Downloads CBS videos by URL.\\n    \"\"\"\\n\\n    html = get_content(url)\\n    pid = match1(html, r\\'video\\\\.settings\\\\.pid\\\\s*=\\\\s*\\\\\\'([^\\\\\\']+)\\\\\\'\\')\\n    title = match1(html, r\\'video\\\\.settings\\\\.title\\\\s*=\\\\s*\\\\\"([^\\\\\"]+)\\\\\"\\')\\n\\n    theplatform_download_by_pid(pid, title, output_dir=output_dir, merge=merge, info_only=info_only)',\n",
              " 'def download(self, **kwargs):\\n        \"\"\"Override the original one\\n        Ugly ugly dirty hack\"\"\"\\n        if \\'json_output\\' in kwargs and kwargs[\\'json_output\\']:\\n            json_output.output(self)\\n        elif \\'info_only\\' in kwargs and kwargs[\\'info_only\\']:\\n            if \\'stream_id\\' in kwargs and kwargs[\\'stream_id\\']:\\n                # Display the stream\\n                stream_id = kwargs[\\'stream_id\\']\\n                if \\'index\\' not in kwargs:\\n                    self.p(stream_id)\\n                else:\\n                    self.p_i(stream_id)\\n            else:\\n                # Display all available streams\\n                if \\'index\\' not in kwargs:\\n                    self.p([])\\n                else:\\n                    stream_id = self.streams_sorted[0][\\'id\\'] if \\'id\\' in self.streams_sorted[0] else self.streams_sorted[0][\\'itag\\']\\n                    self.p_i(stream_id)\\n\\n        else:\\n            if \\'stream_id\\' in kwargs and kwargs[\\'stream_id\\']:\\n                # Download the stream\\n                stream_id = kwargs[\\'stream_id\\']\\n            else:\\n                # Download stream with the best quality\\n                stream_id = self.streams_sorted[0][\\'id\\'] if \\'id\\' in self.streams_sorted[0] else self.streams_sorted[0][\\'itag\\']\\n\\n            if \\'index\\' not in kwargs:\\n                self.p(stream_id)\\n            else:\\n                self.p_i(stream_id)\\n\\n            if stream_id in self.streams:\\n                urls = self.streams[stream_id][\\'src\\']\\n                ext = self.streams[stream_id][\\'container\\']\\n                total_size = self.streams[stream_id][\\'size\\']\\n            else:\\n                urls = self.dash_streams[stream_id][\\'src\\']\\n                ext = self.dash_streams[stream_id][\\'container\\']\\n                total_size = self.dash_streams[stream_id][\\'size\\']\\n\\n            if not urls:\\n                log.wtf(\\'[Failed] Cannot extract video source.\\')\\n            # For legacy main()\\n            \\n            #Here\\'s the change!!\\n            download_url_ffmpeg(urls[0], self.title, \\'mp4\\', output_dir=kwargs[\\'output_dir\\'], merge=kwargs[\\'merge\\'], stream=False)\\n\\n            if not kwargs[\\'caption\\']:\\n                print(\\'Skipping captions.\\')\\n                return\\n            for lang in self.caption_tracks:\\n                filename = \\'%s.%s.srt\\' % (get_filename(self.title), lang)\\n                print(\\'Saving %s ... \\' % filename, end=\"\", flush=True)\\n                srt = self.caption_tracks[lang]\\n                with open(os.path.join(kwargs[\\'output_dir\\'], filename),\\n                          \\'w\\', encoding=\\'utf-8\\') as x:\\n                    x.write(srt)\\n                print(\\'Done.\\')',\n",
              " 'def acfun_download_by_vid(vid, title, output_dir=\\'.\\', merge=True, info_only=False, **kwargs):\\n    \"\"\"str, str, str, bool, bool ->None\\n\\n    Download Acfun video by vid.\\n\\n    Call Acfun API, decide which site to use, and pass the job to its\\n    extractor.\\n    \"\"\"\\n\\n    #first call the main parasing API\\n    info = json.loads(get_content(\\'http://www.acfun.cn/video/getVideo.aspx?id=\\' + vid))\\n\\n    sourceType = info[\\'sourceType\\']\\n\\n    #decide sourceId to know which extractor to use\\n    if \\'sourceId\\' in info: sourceId = info[\\'sourceId\\']\\n    # danmakuId = info[\\'danmakuId\\']\\n\\n    #call extractor decided by sourceId\\n    if sourceType == \\'sina\\':\\n        sina_download_by_vid(sourceId, title, output_dir=output_dir, merge=merge, info_only=info_only)\\n    elif sourceType == \\'youku\\':\\n        youku_download_by_vid(sourceId, title=title, output_dir=output_dir, merge=merge, info_only=info_only, **kwargs)\\n    elif sourceType == \\'tudou\\':\\n        tudou_download_by_iid(sourceId, title, output_dir=output_dir, merge=merge, info_only=info_only)\\n    elif sourceType == \\'qq\\':\\n        qq_download_by_vid(sourceId, title, True, output_dir=output_dir, merge=merge, info_only=info_only)\\n    elif sourceType == \\'letv\\':\\n        letvcloud_download_by_vu(sourceId, \\'2d8c027396\\', title, output_dir=output_dir, merge=merge, info_only=info_only)\\n    elif sourceType == \\'zhuzhan\\':\\n        #As in Jul.28.2016, Acfun is using embsig to anti hotlink so we need to pass this\\n#In Mar. 2017 there is a dedicated ``acfun_proxy\\'\\' in youku cloud player\\n#old code removed\\n        url = \\'http://www.acfun.cn/v/ac\\' + vid\\n        yk_streams = youku_acfun_proxy(info[\\'sourceId\\'], info[\\'encode\\'], url)\\n        seq = [\\'mp4hd3\\', \\'mp4hd2\\', \\'mp4hd\\', \\'flvhd\\']\\n        for t in seq:\\n            if yk_streams.get(t):\\n                preferred = yk_streams[t]\\n                break\\n#total_size in the json could be incorrect(F.I. 0)\\n        size = 0\\n        for url in preferred[0]:\\n            _, _, seg_size = url_info(url)\\n            size += seg_size\\n#fallback to flvhd is not quite possible\\n        if re.search(r\\'fid=[0-9A-Z\\\\-]*.flv\\', preferred[0][0]):\\n            ext = \\'flv\\'\\n        else:\\n            ext = \\'mp4\\'\\n        print_info(site_info, title, ext, size)\\n        if not info_only:\\n            download_urls(preferred[0], title, ext, size, output_dir=output_dir, merge=merge)\\n    else:\\n        raise NotImplementedError(sourceType)\\n\\n    if not info_only and not dry_run:\\n        if not kwargs[\\'caption\\']:\\n            print(\\'Skipping danmaku.\\')\\n            return\\n        try:\\n            title = get_filename(title)\\n            print(\\'Downloading %s ...\\\\n\\' % (title + \\'.cmt.json\\'))\\n            cmt = get_srt_json(vid)\\n            with open(os.path.join(output_dir, title + \\'.cmt.json\\'), \\'w\\', encoding=\\'utf-8\\') as x:\\n                x.write(cmt)\\n        except:\\n            pass',\n",
              " 'def matchall(text, patterns):\\n    \"\"\"Scans through a string for substrings matched some patterns.\\n\\n    Args:\\n        text: A string to be scanned.\\n        patterns: a list of regex pattern.\\n\\n    Returns:\\n        a list if matched. empty if not.\\n    \"\"\"\\n\\n    ret = []\\n    for pattern in patterns:\\n        match = re.findall(pattern, text)\\n        ret += match\\n\\n    return ret',\n",
              " 'def parse_query_param(url, param):\\n    \"\"\"Parses the query string of a URL and returns the value of a parameter.\\n\\n    Args:\\n        url: A URL.\\n        param: A string representing the name of the parameter.\\n\\n    Returns:\\n        The value of the parameter.\\n    \"\"\"\\n\\n    try:\\n        return parse.parse_qs(parse.urlparse(url).query)[param][0]\\n    except:\\n        return None',\n",
              " 'def get_content(url, headers={}, decoded=True):\\n    \"\"\"Gets the content of a URL via sending a HTTP GET request.\\n\\n    Args:\\n        url: A URL.\\n        headers: Request headers used by the client.\\n        decoded: Whether decode the response body using UTF-8 or the charset specified in Content-Type.\\n\\n    Returns:\\n        The content as a string.\\n    \"\"\"\\n\\n    logging.debug(\\'get_content: %s\\' % url)\\n\\n    req = request.Request(url, headers=headers)\\n    if cookies:\\n        cookies.add_cookie_header(req)\\n        req.headers.update(req.unredirected_hdrs)\\n\\n    response = urlopen_with_retry(req)\\n    data = response.read()\\n\\n    # Handle HTTP compression for gzip and deflate (zlib)\\n    content_encoding = response.getheader(\\'Content-Encoding\\')\\n    if content_encoding == \\'gzip\\':\\n        data = ungzip(data)\\n    elif content_encoding == \\'deflate\\':\\n        data = undeflate(data)\\n\\n    # Decode the response body\\n    if decoded:\\n        charset = match1(\\n            response.getheader(\\'Content-Type\\', \\'\\'), r\\'charset=([\\\\w-]+)\\'\\n        )\\n        if charset is not None:\\n            data = data.decode(charset, \\'ignore\\')\\n        else:\\n            data = data.decode(\\'utf-8\\', \\'ignore\\')\\n\\n    return data',\n",
              " 'def post_content(url, headers={}, post_data={}, decoded=True, **kwargs):\\n    \"\"\"Post the content of a URL via sending a HTTP POST request.\\n\\n    Args:\\n        url: A URL.\\n        headers: Request headers used by the client.\\n        decoded: Whether decode the response body using UTF-8 or the charset specified in Content-Type.\\n\\n    Returns:\\n        The content as a string.\\n    \"\"\"\\n    if kwargs.get(\\'post_data_raw\\'):\\n        logging.debug(\\'post_content: %s\\\\npost_data_raw: %s\\' % (url, kwargs[\\'post_data_raw\\']))\\n    else:\\n        logging.debug(\\'post_content: %s\\\\npost_data: %s\\' % (url, post_data))\\n\\n    req = request.Request(url, headers=headers)\\n    if cookies:\\n        cookies.add_cookie_header(req)\\n        req.headers.update(req.unredirected_hdrs)\\n    if kwargs.get(\\'post_data_raw\\'):\\n        post_data_enc = bytes(kwargs[\\'post_data_raw\\'], \\'utf-8\\')\\n    else:\\n        post_data_enc = bytes(parse.urlencode(post_data), \\'utf-8\\')\\n    response = urlopen_with_retry(req, data=post_data_enc)\\n    data = response.read()\\n\\n    # Handle HTTP compression for gzip and deflate (zlib)\\n    content_encoding = response.getheader(\\'Content-Encoding\\')\\n    if content_encoding == \\'gzip\\':\\n        data = ungzip(data)\\n    elif content_encoding == \\'deflate\\':\\n        data = undeflate(data)\\n\\n    # Decode the response body\\n    if decoded:\\n        charset = match1(\\n            response.getheader(\\'Content-Type\\'), r\\'charset=([\\\\w-]+)\\'\\n        )\\n        if charset is not None:\\n            data = data.decode(charset)\\n        else:\\n            data = data.decode(\\'utf-8\\')\\n\\n    return data']"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fraser_python = load_dataset('Fraser/python-lines')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264,
          "referenced_widgets": [
            "476b5df905b14467b0906aacbfae1405",
            "783df213daba475da9b7ab66ae196b3d",
            "d0ea1b5413474cafb2c96548ba7cbe2c",
            "d759be79a9284f5f91d8d41e275dd732",
            "89bc930c0b414dfbac9917cad980854f",
            "a803beb6d2974ef3b906d4cd2888f537",
            "431fe7d8a30d4ba89c548e185cca324e",
            "4baf2b60a4f44d6b993648c9d9fefd4c",
            "de8f02ff5f49499fa341e20befe9b823",
            "09770cac3dcd476e8b9d8de0e3b13e67",
            "d9b55adc7efc41138d2150470168fc28",
            "33b80e2228df4ec2823e17ef5291e3ac",
            "a8572eb3a9f94dd88ec4433c18759be2",
            "2eb55200c91344749d607ccfea28ab66",
            "cc1d10ebff3c45c19bfcd19b84d020be",
            "b0f6cddb8c9a4ba393d831f75cad0000",
            "bbe88568fe6844c8af0ea3581eca2e8d",
            "a1fe366026d445f1af83a301cbeda566",
            "2f226e7d541d4f7b8ad9df95e62d80f2",
            "6375157b835e429186d76f48388339d6",
            "b64720740eb04dc19590c1489e76683e",
            "286437218bb4436ca7a1fafb9fd56e14",
            "2446fd2bf3704fbea19b68c13a1de0ba",
            "9e9da82b16e4496fbfc182e5d2028e93",
            "9ce4fc33085445e184c1695738994325",
            "9d3b148a063f49ed82fdc0978750f594",
            "f1b608df7f664b9580adbed6297ca3a6",
            "46f14bc269054080b6f09d2c8616215c",
            "f17080408eab4857b3924be4dc07882f",
            "f7c7a86aa0d14633a7232b0cf28d18a0",
            "eb4f7cc81ce04934b746d85a47be7ff2",
            "939b780c60ea4774990c75a7d308c006",
            "d63acc8321e94700a4985704484acb02",
            "20c1b382c206478f8a6ea24d866addaa",
            "f4ddcaca400e4667a7162bb427edd08c",
            "9a53b91d5b34404ba897061df1efd6af",
            "dc8cbdaa86374eecac996e800abab0dc",
            "85ab51a2feeb42e6b2a696e729ebaf92",
            "b44d1a4d622644c1bb7e32299ca4a75b",
            "32b4cfc99b184c0cb7dd047da56170f8",
            "8af849c974b54ab2a441822f42daf10c",
            "74483c17bdef4675881ea0618ebc8757",
            "78f7014ada8348028c95ea7b8d3a2418",
            "469325a7a0d04e8f9237da4fe236daea",
            "1756422fff7d41cab04a37087820019a",
            "de9c45a259e0490c9683a863b7da39dd",
            "e05d41b5c07440fd978391d4ae0c3f82",
            "dd253041e49b4546b0cb2e5ba4119f7f",
            "4ae96b13e4324331810a7106433f4681",
            "581f7ebadb9a4a0fbd94d8a29238deef",
            "165cb4dd0f18433a84bda9f6d336f226",
            "110b74e2702a491294e7c1c11f1bb454",
            "cc1372e0e60b4dc68e58e7a008bd977c",
            "9c715e60124b4447b2b2fb4c644043da",
            "d36b8a2357544fffabbce0572bdb2d05",
            "6a970fbb80e8457d8bd138e9ad7be59b",
            "207ac5d8045d4a13a586256bec7551b5",
            "2aee6e03e4ec4266a6335037112759e0",
            "9dff553a27ba4e30aeefc15322872982",
            "cd4ae060310f4d22a9856784da41f198",
            "e2217da3e2904b7b978eff4576bb6912",
            "b037d69b090742fbbe14284ea3fad9a8",
            "7c8ef9e0e0dd4276afe4a38347c076d2",
            "3caf908a53d54366b42d9b1a3fcfdf17",
            "d8e21be875544a7c90100ec2b7f83121",
            "f7b046e3e81643028ea030f7ec6fe112",
            "3538960b47a941e69e3d2c35f4c8253e",
            "620fca6df0b041f0a7c92d1db51a5844",
            "0a3f3d80d5ad4e338110b5d707be48f5",
            "36d4e405e97941c7aa2cb67ffbe12bb2",
            "f2149384e3b14e7fb9fc86bd509f4868",
            "0cdc4c18bf824ff58389aa5a5c1642a7",
            "452fa33d601c45c5b2c4301304dd8f19",
            "df2a73224f0744849c95bcbec4e87892",
            "8e9319090f20460d92da7cd7f8e8e24e",
            "ec7257fee5d54f2db0b8a22366f71cb1",
            "aac184c02863445dbbfa750f4fd1a20a",
            "b26673c4d0354a8fbc6d75a6ac723789",
            "a0f7efdf9291450da0d87bc41988ecf4",
            "f1658fdd155f47809d9a5d1dffa5adc9",
            "aba78331b9e1492ea4cf422dbbf6583f",
            "55adce2d192743f883ef2bef9b1c3062",
            "183b87cd38bf4fe3aa07e0be6b805d68",
            "e2dc8154f3ef4a46afc3a85b1c304d66",
            "a532e11e29d24e73a8e1af62e52b2ce2",
            "9be5b492f1c14f7ea6de3b69f98af60f",
            "185eeb6587e84563a45209965583feb3",
            "5b077c666e97479f955284607a7ce0b7",
            "87d51f849d494d80acc20afc2450d965",
            "41e3611a12b14caca7eb945285a906f1",
            "c7780990e0eb4b2aa20a00aa5ae9223f",
            "78249f69ce8f48b1a5e5d275b78a5d47",
            "939dd39411ea476e85a29e5ed269d0b4",
            "f327fc55d4414a28a49691e552ac3381",
            "d907fb9df798423e9c9d380722f91a02",
            "8a582df428ef419b80aec5cd34926c24",
            "43817290616342428aab2a412f2a45b6",
            "c6899765eabf4a6798160c6acb0b243a",
            "8bcad28a396944f486688a4eec05bba4"
          ]
        },
        "id": "nvdKREDErMlL",
        "outputId": "e6976183-4409-4914-b3a4-1c80e01efbc2"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/3.38k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "476b5df905b14467b0906aacbfae1405"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading readme:   0%|          | 0.00/561 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "33b80e2228df4ec2823e17ef5291e3ac"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading and preparing dataset python-lines/default to /root/.cache/huggingface/datasets/Fraser___python-lines/default/0.0.0/971b214e8a197505e27d58b6388f784cbd3b28732a956ee8fdfe3c44c0a709e1...\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/37.2M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2446fd2bf3704fbea19b68c13a1de0ba"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/11.1M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "20c1b382c206478f8a6ea24d866addaa"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading data:   0%|          | 0.00/4.78M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "1756422fff7d41cab04a37087820019a"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating train split: 0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6a970fbb80e8457d8bd138e9ad7be59b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating test split: 0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3538960b47a941e69e3d2c35f4c8253e"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Generating validation split: 0 examples [00:00, ? examples/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b26673c4d0354a8fbc6d75a6ac723789"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset python-lines downloaded and prepared to /root/.cache/huggingface/datasets/Fraser___python-lines/default/0.0.0/971b214e8a197505e27d58b6388f784cbd3b28732a956ee8fdfe3c44c0a709e1. Subsequent calls will reuse this data.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  0%|          | 0/3 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "87d51f849d494d80acc20afc2450d965"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fraser_python['test']['text']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "U0wZHrXKsFNB",
        "outputId": "643d3996-be67-476e-bdee-8ff22581b3ac"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['return \"\\\\n\".join(new_body)',\n",
              " \"date_format = '%Y-%m-%d-%H-%M-%S' if has_time else '%Y-%m-%d'\",\n",
              " \"help='Write additional debugging information '\",\n",
              " 'epoch_one, epoch_two,',\n",
              " 'assert errback is not None',\n",
              " \"delattr(self, '_lazy_sftp')\",\n",
              " 'raise ValueError(\"Error in config file.\")',\n",
              " 'assert issubclass(initialState.dtype.type, np.integer) and initialState.ndim==1, \"initialState %r is not a one-dimensional integer numpy array\" % initialState',\n",
              " 'del ERROR_CLASS_MAP[klass]',\n",
              " 'nos1 = ib1[0] * ps1 + os1 # real offset for image 1',\n",
              " 'b = np.append(b, [self.get_single_score(p, centroids=c, sd=sd)])',\n",
              " \"opts['file_roots'] = {'base': [syspaths.BASE_FILE_ROOTS_DIR]}\",\n",
              " \"display_name = '.'.join(components[1:])\",\n",
              " 'bSizer1 = wx.StaticBoxSizer(wx.StaticBox(self.panel, wx.ID_ANY, \"Import data to working directory\"), wx.HORIZONTAL)',\n",
              " 'print(\"{:10} {}\".format(*c))',\n",
              " 'self._ar_keyword = self._format_keyword(split_line[1])',\n",
              " 'options[constants.LABEL_CONFIG],',\n",
              " 'sentence = self._sentence(random.randint(5, 16))',\n",
              " 'items.append(_ETreeXmlToObject.fill_instance_element(item_element, item_type))',\n",
              " 'self.add(servicegroup)',\n",
              " 'return self.pin_mask(color, square) != BB_ALL',\n",
              " 'return (out,err.value)',\n",
              " 'cell.set_property(\\'foreground\\', \"white\")',\n",
              " 'ax.text(xy[0],xy[1],txt,fontdict=fontdict,color=clr,zorder=zorder)',\n",
              " 'stamp, pos = load_le32(buf, pos)',\n",
              " 'digits = list(map(int, string))',\n",
              " 'response = requests.post(url, data=data, timeout=timeout)',\n",
              " 'subplot(2, 3, 6)',\n",
              " 'self.error(403)',\n",
              " 'vote_update[\"count\"] = VOTE_COUNT',\n",
              " 't = Token',\n",
              " 'indices = np.array([], dtype=np.uint64)',\n",
              " 'state_m = model if isinstance(model.core_element, State) else model.parent',\n",
              " 'newivmlist.append(file[1])',\n",
              " 'install(package, execute=not opts.dry_run)',\n",
              " \"labels = [tr('Global (%s)'), tr('Do not report'), tr('Custom')]\",\n",
              " \"body.set('order', kwargs['order'])\",\n",
              " 'uninstallable=uninstallable,',\n",
              " \"subscription=full_subscription, body={'ackIds': ack_ids}\",\n",
              " 'aggregate = list()',\n",
              " \"result._bq_source_format = 'NEWLINE_DELIMITED_JSON'\",\n",
              " 'time_step = 0',\n",
              " 'bk.write(\"mode: midWayWordInSentence(+SID,-WID).\\\\n\")',\n",
              " 'array([ 11.])',\n",
              " 'x = tf.layers.conv2d(x, output_filters, (3, 3), padding=\"SAME\", name=\"conv2\")',\n",
              " 'lb = pst.parameter_data.parlbnd.copy()',\n",
              " 'r = _apply(ramap[k], v, status=status, path=path+[k])',\n",
              " \"new_panel['genes'] = new_genes\",\n",
              " 'url = self._url + \"/lengths\"',\n",
              " 'magic_method_codes=MagRec[\"magic_method_codes\"].split(\":\")',\n",
              " 'path = try_',\n",
              " 'route_map : folium.folium.Map',\n",
              " 'r = _call_cache[key]',\n",
              " '_return_freqs=False,',\n",
              " 'ttactor.SetCamera(followcam)',\n",
              " 'dW1 = np.dot(dh.T, epx)',\n",
              " 'regionfile : str',\n",
              " 'self.msg(\"Please answer y or n.\")',\n",
              " 'xyz_x = 0.0',\n",
              " 'count_no_shape_fit = 0',\n",
              " 'time_array, [channel1, channel2]',\n",
              " 'return np.sum(counts > 1) / float(counts.shape[0])',\n",
              " 'started = super(Node, self).start(timeout=timeout)',\n",
              " 'type_ = type_.lower()',\n",
              " \"hobj.axon = [h.Section(name='axon[0]'), h.Section(name='axon[1]')]\",\n",
              " \"['author', 'description', 'title'],\",\n",
              " 'entity.put_annotation(key, value)',\n",
              " 'raise Exception(\"Unable to find child node %s\" % current_name)',\n",
              " '_logger.debug(\"Received command %s\", message)',\n",
              " \"check_args = ['checktrans']\",\n",
              " 'tf, note = tfi.create_db_entry(release.comment)',\n",
              " \"fmtstr = '[generate2] executing {} {} tasks using {} {} procs'\",\n",
              " 'raise BinAsciiError(str(e))',\n",
              " 'priority = GLib.PRIORITY_LOW',\n",
              " 'self.modifiers[modifier] = False',\n",
              " 'counts = sorted(cell_barcode_counts.values(), reverse=True)',\n",
              " \"self._writer.write((self._username + '\\\\n').encode('ascii'))\",\n",
              " 'relative_jimage = np.subtract(to_jimage, jimage)',\n",
              " 'p = subprocess.Popen(scp_command)',\n",
              " 'key_columns_array = []',\n",
              " \"self._permutations = vars['permutations']\",\n",
              " 'dc = ioloop.DelayedCallback(purge, self.registration_timeout, self.loop)',\n",
              " 'logger.debug(\"Not a valid JID: {0!r}\".format(name))',\n",
              " 'receiver=transceiver.receiver,',\n",
              " 'analysis_id = \"AN{}\".format(source.zfill(6))',\n",
              " \"ad_path = os.path.join(neurommsig_excel_dir, 'alzheimers', 'alzheimers.xlsx')\",\n",
              " 'raise ValueError(\"Can\\'t write to file object %r\" % fileobj)',\n",
              " 'return recipes',\n",
              " 'outfiles.append(Specout)',\n",
              " \"[ float(only_warning_count), 'warning', 'had warnings' ],\",\n",
              " \"raise NameError('Unrecognised output request!')\",\n",
              " 'self.mgrremove.execute(conn, migration_rqst)',\n",
              " 'self[key] = OrderedSet(self[key])',\n",
              " 'date_tokens = dictionary.split(date_string)',\n",
              " \"remove_headers = ('Content-Length',)\",\n",
              " 'filename, fileext = os.path.splitext(os.path.basename(rawfilename))',\n",
              " 'errmsg = \"\\'{}\\'; this pipeline can only deal with .bam, .fastq, \" \\\\',\n",
              " 'letter',\n",
              " 'chars.append(_escape_char(c, escape_char))',\n",
              " 'return rnPattern',\n",
              " 'ignore_content_height=True,',\n",
              " 'source.comps = list(s_comps.difference(r_comps))',\n",
              " 'coro = self._poll_channel()',\n",
              " 'R = target[pore_diameter]/2',\n",
              " 'OPTIONS.update(options)',\n",
              " 'guidance = []',\n",
              " 'model.addCons(quicksum(z[k] for k in range(K+1)) == 1)',\n",
              " 'callbacks.add(callback.early_stopping(early_stopping_rounds, verbose=bool(verbose_eval)))',\n",
              " \"running_job_list = job_list['running']\",\n",
              " \"item['class'][interim_keyword] = 'interim'\",\n",
              " 'self._read_configuration_file(config_filename)',\n",
              " \"log.trace('Updating network interfaces %s', devs)\",\n",
              " \"html.append(u'</div>')\",\n",
              " 'to_protect_array = np.copy(to_process_array)',\n",
              " 'ctypes.pythonapi.PyCapsule_SetDestructor(dlpack, None)',\n",
              " 'output_path = op.realpath(output_path)',\n",
              " 'tasks_to_run = []',\n",
              " 'return stage.name',\n",
              " \"ylabel += ' (z-scored)'\",\n",
              " 'help=\"Force file overwriting\",',\n",
              " \"return self.execute_command('setPortInfo', params, callback=callback)\",\n",
              " \"msg = 'Bad checksum (CRC).\\\\n'\",\n",
              " \"self.logger.debug('job: ' + str(self.job))\",\n",
              " 'oob_idx = oob_idx[np.argwhere(np.logical_or(samples[oob_idx] > 1, samples[oob_idx] < 0))].flatten()',\n",
              " 'block_prev = block',\n",
              " \"attrs.append(('names', ibase.default_pprint(self.names)))\",\n",
              " 'version[-1] = str(int(version[-1]) + 1)',\n",
              " 'M[:3, 3] = t1',\n",
              " \"sterms = sterms.replace(match, '')\",\n",
              " 'cite_counter = self.generate_citation_counter()',\n",
              " \"user=default_creds['username'],\",\n",
              " 'instance = PassportElementErrorUnspecified(**data)',\n",
              " 'height += self.buttonBox().height() + 10',\n",
              " \"full_path = nn['notebook']['path']\",\n",
              " 'self.process.sendeof()',\n",
              " 'return self._compositions',\n",
              " \"self[ 'userConfiguration' ].checksum,\",\n",
              " 'output = Except(context=ERROR, template=text_type(e.message), trace=trace, cause=cause)',\n",
              " 'nu_x = ((s_x**2 + b**2)**2)/(s_x**4/nu_s_x + b**4/nu_b)',\n",
              " 'return state_v',\n",
              " 'src_file_ext = ext',\n",
              " 'consoleHandler = logging.StreamHandler(sys.stdout)',\n",
              " 'batched_commands = collections.defaultdict(list)',\n",
              " 'epsilon = 1.0',\n",
              " \"g.edge_properties['weight'] = weights\",\n",
              " 'return state in transitions',\n",
              " 'epstotal[loE] = 1.9141',\n",
              " 'r = requests.post(url, headers=self.headers)',\n",
              " 'step = s.step if s.step is not None else 1',\n",
              " \"_validate_not_none('package_url', package_url)\",\n",
              " 'ndim = dimension',\n",
              " 'args.verbose if not args.quiet else 0,',\n",
              " \"placeholder_dict['_args'] = args\",\n",
              " \"variant_line.append('_'.join([str(position), change]))\",\n",
              " 'i = self.cond_int(candidate)  # The last one.',\n",
              " 'self.execute(proxy, method, args)',\n",
              " 'valid_flows = valid_flows_array(self.catchment)',\n",
              " 'self._granted_forums_cache[granted_forums_cache_key] = forum_objects',\n",
              " 'order_str = \"{} {}\".format(column, request.args.get(\\'order[0][dir]\\', \\'desc\\'))',\n",
              " 'self.reason = \"pam_start() failed\"',\n",
              " 'height = pixbuf.get_height()',\n",
              " 'total = sum([counts[count] for count in counts])',\n",
              " \"assert opcode1.type == 'immediate'\",\n",
              " \"cache.set('pzone-operation-expiry-' + pzone.name, next_op.when, 60 * 60 * 5)\",\n",
              " 'db = XonoticDB.load_path(file_name)',\n",
              " 'self._merge_task_on_hold = self._merge_task',\n",
              " 'log = logGroup.Logs.add()',\n",
              " 'wx.CallAfter(self._watchdog_handler, evt)',\n",
              " 'value = get_value_from_logfile(logfileLines, column.pattern)',\n",
              " 'result.append((k, coeff))',\n",
              " \"del rawdict['Error/Warning']\",\n",
              " 'diff = {lib for lib in installed_packages if lib not in imported_modules}',\n",
              " \"grade_form._my_map['_id'] = ObjectId()\",\n",
              " 'import pprint as pp',\n",
              " 'result = vcf2pileup(row, sample)',\n",
              " 'stocks = json.loads(r.text)',\n",
              " \"trace = ''.join(traceback.format_tb(sys.exc_info()[2]))\",\n",
              " 'self._orb.integrate(t,pot,method=method,dt=dt)',\n",
              " 'includes, package_root_paths = cls._split_packages(include_packages)',\n",
              " 'print(yaml.dump(create_tree(endpoints)))',\n",
              " 'self.logger.debug(\"_parse11: starting\")',\n",
              " 'print(\"no PCA type found setting to line\")',\n",
              " 'rwAsyncPorts, rAsyncPorts, wAsyncPorts,',\n",
              " 'phi = arctan2(y, x) % tau',\n",
              " 'theta = tange_debyetemp(v, v0, gamma0, a, b, theta0)',\n",
              " 'bond_dict = self.get_bonds()',\n",
              " 'return self.remove_data_flow(state_element.data_flow_id, destroy=destroy)',\n",
              " 's += v.T.dot(x.reshape(3,1))',\n",
              " 'rv_dict = {}',\n",
              " 'url = field.data.strip()',\n",
              " 'from indra.sources import indra_db_rest',\n",
              " \"fd, fn=tempfile.mkstemp(suffix='.tmp', prefix='ck-') # suffix is important - CK will delete such file!\",\n",
              " 'f\"{self.api_url}/{self.address}/members\",',\n",
              " \"remove_bound = kwargs.get('remove_bound', False)\",\n",
              " 'script = template.render(parameters)',\n",
              " \"step = '(%f, %f)' % (step_h / finput_dimh, step_w / finput_dimw)\",\n",
              " 'm_dict = function_match.groupdict()',\n",
              " 'dim_num_save = dim_num',\n",
              " 'y = lambda x: np.sum(x ** m / b * bins) - np.sum((x ** m) / m)',\n",
              " \"logger.debug('Inserting offset covariate.')\",\n",
              " 'key = (actualType.typeName, actualType.schemaVersion)',\n",
              " 'print_flow(self)',\n",
              " 'endpoints = {}',\n",
              " 'del sequence[target:]',\n",
              " 'process_elements_dict[process_id] = process_element_attributes',\n",
              " \"conduit_lengths='throat.conduit_lengths',\",\n",
              " 'fn = describe(methods=methods, paths=paths)(fn)',\n",
              " '(\"strike\", strikes),',\n",
              " \"return ''.join(res)\",\n",
              " 'males = np.logical_and(data[\"gender\"] == \"Male\", data[\"status\"] == \"OK\")',\n",
              " \"ret['access_log']['emit_interval'] = al.emit_interval\",\n",
              " \"lib = os.path.join(lib_dir, 'libNLPIR64.so')\",\n",
              " 'bucket = estimator.sagemaker_session._default_bucket',\n",
              " 'smoothness : float',\n",
              " 'return {\"eighth_absence_count\": num_absences, \"eighth_absence_notif\": show_notif}',\n",
              " 'self.client.emitBatch(batch)',\n",
              " 'output_wcs.restoreWCS()',\n",
              " 'new_rundata = self.loader(file_name)',\n",
              " \"+ ':' + key + ' already set'\",\n",
              " 'excpt = None',\n",
              " 'yield from self.cli.handlers()',\n",
              " 'self.table = True',\n",
              " '_curses.nocbreak()',\n",
              " \"_dict['expansions'] = [x._to_dict() for x in self.expansions]\",\n",
              " \"assert password != ''  # is not null\",\n",
              " 'left, width = 0.45, 0.1333',\n",
              " 'productsum += i*int(num)',\n",
              " 'return response_json_data',\n",
              " 'logging.getLogger(name).handlers[0].level = flevel',\n",
              " 'return do_(q).scalar()',\n",
              " 'corrtime = 0.5 + corrsum / x2m',\n",
              " 'children[child_name].append(child)',\n",
              " 'toa |= 0x10',\n",
              " '__THREAD_PARAMS[thread][__THREAD_PARAMS_FNAME_KEY] = name',\n",
              " 'contactType.getParameters(None),',\n",
              " 'error_dict = converter.json_to_class(dict, response_content_string)',\n",
              " 'stop = len(unlimdim)',\n",
              " 'self._connections[uuid] = {}',\n",
              " 'self.persistent_write(address + i, int(byte))',\n",
              " 'is_cached, res = self._get_from_cache(expr)',\n",
              " 'decoder = self.base_decoder',\n",
              " 'return GetVarSize(corrected_hashes) + self.hash_stop.Size',\n",
              " 'next_hstate_prob = np.zeros(self.n_hidden_states)',\n",
              " 'pylab.axhline(-100,color=\\'r\\',lw=2,ls=\"--\",alpha=.2)',\n",
              " 'dval : any',\n",
              " 'item[\"familiesConcatenated\"] = \", \".join(plugin[\"families\"])',\n",
              " 'self._usb_handle.claimInterface(self._usb_int)',\n",
              " \"field_type = 'binary'\",\n",
              " 'r.set_header(k, t(v) if t else v)',\n",
              " \"click.echo('PIN:    123456')\",\n",
              " 'return synList',\n",
              " 'inferenceSDRSequence = sequences.provideObjectToInfer(inferConfig)',\n",
              " 'wcardFilter.Property = UcsUtils.WordL(NamingId.DN)',\n",
              " 'self._all_writers[fw_tag] = fw',\n",
              " 'self.s3_write(log, remote_loc)',\n",
              " 'print(\"Running {}\".format(_))',\n",
              " 'mesh_name_to_id_name.get(mesh_term, (None, None))',\n",
              " 'temp_z2pt5 = sites.z2pt5',\n",
              " \"path = getattr(source_path_spec, 'location', None)\",\n",
              " 'ntools = len(context_tools.get(context_name, []))',\n",
              " \"request._method = 'PUT'\",\n",
              " \"print('\\\\thelp\\\\t\\\\tDisplay command-line help.')\",\n",
              " 'bin_ranges = np.array(bin_ranges)',\n",
              " \"input_path = path_to_root + '[%s]' % i\",\n",
              " 'remote_actor = self.get_actor(f.agent)',\n",
              " \"x2 = (self.cal['AC2'] * b6) >> 11\",\n",
              " \"last_state_extra['no_devices'] = not found_devices\",\n",
              " '(S_ang, Z_ang) = tm.get_SZ_single(alpha=alpha, beta=beta)',\n",
              " 'header = self.staticContent.getFooter()',\n",
              " 'self._modules.add(module)',\n",
              " 'return (start_datetime, end_datetime)',\n",
              " 'params = yaml.load(param_file)',\n",
              " \"T6 = ''\",\n",
              " 'samples = min(len(self.data), 10)',\n",
              " \"ret['comment'] = user_exists\",\n",
              " 'y_predicted = max(zip(probs, state[\"fit_model\"][\"y_labels\"]))[1]',\n",
              " 'map_[len(s)] = balance',\n",
              " 'self._update_offset_value(self.grd_offset+28, 8, offset)',\n",
              " 'sheetname = int(sheetname)',\n",
              " 'candidates.append(_call_extractor(extractor, text))',\n",
              " 'slice_idxs = slices',\n",
              " 'return e_loc',\n",
              " 'return QtCore, QtGui, QtSvg, QT_API_PYQT5',\n",
              " 'yml = _read_yaml(cfg)',\n",
              " 'raise TypeError(\"Must pass a str, list, or dict of join keys\")',\n",
              " \"client.shellwidget.silent_execute('%clear')\",\n",
              " 'self._trj_load_trajectory(stuff_to_load, *args, **kwargs)',\n",
              " 'length = len(anchor)',\n",
              " 'y_target = []',\n",
              " 's = \"Unrecoverable error for handler: {}. \" \\\\',\n",
              " 'data_formatted = zip(dir(data), [data[k] for k in dir(data)])',\n",
              " \"inode = '-'\",\n",
              " 'return subcommand',\n",
              " 'impact_function.aggregation = load_layer_from_registry(path)',\n",
              " 'dt = umap_obj.fit_transform(X)',\n",
              " 'dot.strip = options.strip',\n",
              " 'serialized_inputs[input_id] = input_value',\n",
              " 'runtime.DeadlineExceededError,',\n",
              " \"self.sudo('yum update')\",\n",
              " 'turnpoints,',\n",
              " 'raise RuntimeError(\"No compartment was found.\")',\n",
              " 'num_mixtures = output_dim // 10',\n",
              " 'tag = tagkey(nametag)',\n",
              " 'data = BeautifulSoup(data)',\n",
              " 'cppobj.condition = True',\n",
              " 'self.device.write(bytearray([speed_byte]))',\n",
              " 'return perms + list(opts.permissions)',\n",
              " 'plt.xticks(tick_marks, classes, rotation=45)',\n",
              " 'R= sc.sqrt(X**2.+Y**2.)',\n",
              " \"raise ValueError('SGACTIONS_TICKET_PROJECT must be set via siteconfig')\",\n",
              " '{{ pages.previous }}',\n",
              " 'forward.append(b)',\n",
              " 'result = PhaseExecutionOutcome(threads.ThreadTerminationError())',\n",
              " \"dataArrayList.append('[{0}]'.format(', '.join(line.split())))\",\n",
              " 'to = to + (dt-(to % dt))*((to % dt) != 0)',\n",
              " 'subgraph = godot.subgraph.Subgraph(ID=subgraphID)',\n",
              " 'self.netshape[0] = np.max(edgelist[:, :2])',\n",
              " 'equip_map[\"tipo_equipamento\"] = equip_type',\n",
              " \"url = self.BASE + '/constants'\",\n",
              " \"Respond(200, 'Foobar')\",\n",
              " 'raise ValueError(f\"invalid function signature type comment: {type_comment!r}\")',\n",
              " 'x = self.__dict__[data]',\n",
              " 'Fr = 1',\n",
              " 'raise UnknownPrefix(p, mid) from None',\n",
              " 'red : bool',\n",
              " \"acc['currency'] = upd.account_currency\",\n",
              " \"return val == 'true'\",\n",
              " 'k = k - 1',\n",
              " 'graph_timezone = \"UTC\"',\n",
              " 'notstored.append(prefixed_to_orig_key[key])',\n",
              " 'reuseLastPassword = 0',\n",
              " 'in_start_residue = True',\n",
              " 'field = getattr(cls, field_name)',\n",
              " 'd.item = d.parent.items[position]',\n",
              " '(NIDM_MASKED_MEDIAN, self.masked_median),',\n",
              " 'self.writeln(u\\'    label  \"%s\"\\' % node[\"edge\"])',\n",
              " 'return (h, m, s)',\n",
              " 'ref_codon, codon_pos, pos_in_codon, ref_nuc = list(ref_codon), list(codon_pos), list(pos_in_codon), list(ref_nuc)',\n",
              " 'assert pagesize is None or pagesize > 0',\n",
              " 'locale = Locale.parse(option) if option else formatter.locale',\n",
              " \"raise RuntimeError('Presenter class is not instantiable')\",\n",
              " 'date=doc.date,',\n",
              " 'return self._bim.index[self._n - 1], self._read_current_marker()',\n",
              " 'vocab[string]',\n",
              " \"http_cookie = self.environ.get('HTTP_COOKIE', '')\",\n",
              " 'debuggeeId=self._debuggee_id, waitToken=self._wait_token,',\n",
              " 'print(\"Host not found\")',\n",
              " 'super(EmailNotificationCommand, self).execute(*args, **options)',\n",
              " 'other = other.tz_localize(None)',\n",
              " 'start=None,',\n",
              " 'self.logger.statement(\"pp_dict: {0}\".format(str(pp_dict)))',\n",
              " 'disk=genotype_gvcf_disk,',\n",
              " 'altpart.merge_part(html)',\n",
              " 'text = new_text',\n",
              " 'self.last_run = 0.0',\n",
              " 'decorator.original = function.original',\n",
              " 'step = f_array[1] - f_array[0]',\n",
              " 'size = pairwise_alignment.size()',\n",
              " 'data = ctypes.create_string_buffer(8)',\n",
              " 'specials.add(neighbor)',\n",
              " 'self.log.warning(\"No matching results found for oid %s\", queried_oid)',\n",
              " 'max_points=max_points,',\n",
              " 'u\"some summary\",',\n",
              " 'response = connection.delete(url, params=params, headers=headers, timeout=timeout)',\n",
              " \"bc['ptbf'] = 100 * (bc['tbf'] / mass)\",\n",
              " 'documenter = get_documenter(obj, parent)(self, real_name)',\n",
              " 'logger.info(problems + \" Will log errors instead of emailing them.\")',\n",
              " 'yield _parse_batch_get(get_doc_response, reference_map, self)',\n",
              " 'yield group, df',\n",
              " 'stream_found = False',\n",
              " 'filled_url = sansio.format_url(url, url_vars)',\n",
              " \"ov_start = float('inf')\",\n",
              " 'keysbranchturn.truncate(tick)',\n",
              " 'default: forward',\n",
              " 'accessed = self._cache_meta_get(key)',\n",
              " 'timeSlept += (sleepAfter - sleepBefore)',\n",
              " 'pickle.dump(obj, buf)',\n",
              " \"env['SHCCFLAGS']  = SCons.Util.CLVar('$CCFLAGS +Z')\",\n",
              " 'cmap = c',\n",
              " 'l, b, r, t = coords',\n",
              " 'pool.download(source, target)',\n",
              " 'np.concatenate([molecule0.numbers, molecule1.numbers]),',\n",
              " 'strain = {}',\n",
              " 'return IssuedCommand(proto, self)',\n",
              " 'entries_array = self.row_structure * table.num_entries',\n",
              " 'self.last_values[path] = new',\n",
              " 'return not (n0 | nn0 | n1 | nn1) and self._is_mentsu(m0) and self._is_mentsu(m1) \\\\',\n",
              " 'out.tofile(binfile % (m, p, t, y, x))',\n",
              " 'return APIWrapper._parse_resp(r, response_format)',\n",
              " '_sbase_notes_dict(specie, metabolite.notes)',\n",
              " 'raise ValueError(\"relative_pos cannot be 0\")',\n",
              " 'frame_length = struct.unpack_from(FMT_LE_INT, self._read_buffer, 0)[0]',\n",
              " 'terminatedSwarms.append(swarmId)',\n",
              " 'feature_names_xml = request_result.text',\n",
              " 'end_stripe_id = None',\n",
              " 'proxy_repr = repr(self.ssh_proxy)',\n",
              " '_copy_binder_reqs(app, binder_conf)',\n",
              " 'self.freqs[LeftSideOfPeakIndex:RightSideOfPeakIndex]',\n",
              " \"return '.'.join([source_filename, thumbnail_options.get('ALIAS', ''), thumbnail_extension])\",\n",
              " 'self.axes = axes.copy()',\n",
              " 'clk_data = []',\n",
              " 'ret[b] = list(ret[b])',\n",
              " 'protocol, rest = url.split(\":\", 1)',\n",
              " 'on = reduce(lambda x, y: x.__and__(y), on)',\n",
              " \"task_info = task['info']\",\n",
              " 'json_str = json_dumps(obj)',\n",
              " 'return co.co_names[arg]',\n",
              " 'self._activeConnection.setOutputPoint(point)',\n",
              " 'phi = np.arctan2(x, z)',\n",
              " \"vmssmodel['properties']['virtualMachineProfile']['storageProfile']['imagereference']['version'] = newversion\",\n",
              " 'parser.setContentHandler(driver)',\n",
              " \"pairs = [4.0, 'member1', 5.0, 'member2']\",\n",
              " 'header_path = os.path.join(os.path.dirname(__file__), \"marquise.h\")',\n",
              " 'target_channel = args[2]',\n",
              " 'return fmt, date, date_delta, now',\n",
              " '[p.supported_types for p in no_type_match_but_ext_match]',\n",
              " 'rtype_num = TYPE_ORDER.get(rtype, null_order)',\n",
              " 'medias.append(self.get_new_media(api_media))',\n",
              " \"tx_format = '%(asctime)s - %(name)s - %(levelname)s - %(message)s '\",\n",
              " 'json_dic[\"plotData\"][0][\"data\"][cat][\"data\"] = [report1, report2]',\n",
              " 'cache_key = get_cache_key(cache_key_prefix, *args, **kwargs)',\n",
              " 'actual_indexer = indexing.posify_mask_indexer(indexer)',\n",
              " 'return self.configs.get(self.get_model_name(model))',\n",
              " \"ssh_keypair = data['asg'].get('ssh_keypair', None)\",\n",
              " \"self.overlap_indices = assembly_dict['overlap_indices']\",\n",
              " 'return self.status_with_http_info(build_record_id, **kwargs)',\n",
              " 'struct.pack_into(\">i\", buf, pos, -1)',\n",
              " \"variant['genetic_models'] = {}\",\n",
              " 'pch = None',\n",
              " 'tag_elem.attrib[attrib] = str(value)',\n",
              " 'old_master_mem_overhead = self.master_mem_overhead',\n",
              " 'self._unit = parse_unit(unit, parse_strict=parse_strict)',\n",
              " 'segm_tree.append(segm_tmp)',\n",
              " 'rows.append([role.type, role.hostRef.hostId, role.name, role.roleState, role.healthSummary, config])',\n",
              " 'return obj2D, sliders, side_plotter, crosshair_hline, crosshair_vline, radio, colorbar',\n",
              " 'unknown = True',\n",
              " 'db.session.add(kb)',\n",
              " 'items = set(feed.entry_links)',\n",
              " 'raise ValueError(\"Unknown catalog transformation\")',\n",
              " 'hrss : float',\n",
              " 'enable_ipv6_single(proc_params)',\n",
              " 'if ax is None: _,ax = plt.subplots(figsize=figsize)',\n",
              " 'ignored_terms.update(frozenset(inter) for inter in ignored_interactions)',\n",
              " 'return self.__top_sentences',\n",
              " 'edgelist = list(graph.edges())',\n",
              " 'mindistance = cell',\n",
              " 'tPub = self._template2ckattrlist(templatePub)',\n",
              " \"config.get('psiTurk Access', 'psiturk_secret_access_id'),\",\n",
              " 'header_object = self._ParseHeader(format_type, value_data)',\n",
              " 'parsed = expression_parts_temp',\n",
              " 'f2 = float(self._objective(xx))',\n",
              " 'classification = definition(classification)',\n",
              " 'return pd.concat(ch), pd.concat(alts)',\n",
              " 'test_files = []',\n",
              " 'local_file=cached_file_path,',\n",
              " 'html = s.format(**locals())',\n",
              " 'raise ValueError(\"{} is not a valid operation\".format(opname))',\n",
              " 'request.headers.update(content_settings._to_headers())',\n",
              " \"self.fstype = self.disk.parser.fstypes['*']\",\n",
              " 'vals = np.concatenate(vals, axis=-1)',\n",
              " \"print('Applied node variables: %s' % ', '.join(self.variables))\",\n",
              " 'self.info(\"Calculated {}.\".format(task))',\n",
              " 'ref_uri_str = self._base_uri + urllib.parse.quote(val)',\n",
              " \"print('Updated the simplex successfully.')\",\n",
              " 'changed_something = False',\n",
              " 'del self[key]  # key expired, so delete it from container',\n",
              " 'item.data[\"display\"] = self.__display_for_tree_node(tree_node)',\n",
              " 'return memory_layer',\n",
              " 'newdists = self.orthproj(Y[newpts, :], k) + dist0',\n",
              " \"return response['data']['things'][0]\",\n",
              " 'reply.append(f.content)',\n",
              " 'stat, created = cls.objects.get_or_create(date_time=start_datetime, frequency=frequency)',\n",
              " \"metrics.append(ZKMetric('zookeeper.latency.avg', l_avg))\",\n",
              " 'start, end = min(x.start for x in dd), max(x.end for x in dd)',\n",
              " 'field.disable()',\n",
              " 'complete=\"true\",  # Is this still used or is it legacy.',\n",
              " 'valid_until = (datetime.datetime.now() + datetime.timedelta(seconds=timeout)).isoformat()',\n",
              " 'chromlen = chromlen.iloc[a]',\n",
              " \"print(f'2.5: {sum(dat_acc >= 2.5)}')\",\n",
              " 'name=view_name,',\n",
              " \"self.add_message('E%s01' % BASE_ID, args=node.name, node=node)\",\n",
              " 'nbrlcdict = normfunc(nbrlcdict)',\n",
              " \"wiot_fd_lookup.index.name = 'code'\",\n",
              " 'mcs,  # type: Type[_AnnotatedObjectMeta]',\n",
              " 'b = event.cli.current_buffer',\n",
              " \"self._logger.error('Failed storing %s `%s` of `%s`.' % (flag, key, fullname))\",\n",
              " 'night_filter = lambda d: not(user.night_end < d.time() < user.night_start)',\n",
              " 'gallery_dir : str',\n",
              " 'from viscm import viscm',\n",
              " \"raise Exception('Wrong field code: %s' % field)\",\n",
              " \"PARSER.add('--build-base-images', action='store_true')\",\n",
              " 'nnz_per_row = A.indptr[0:-1] - A.indptr[1:]',\n",
              " 'return p_operand1 > p_operand2',\n",
              " \"key = 'annotator'\",\n",
              " 'task_names = sorted(task_dict.keys())',\n",
              " '_args = list(args)',\n",
              " 'f.set(\"coe_relacionados\", \"\")',\n",
              " 'self.engine.connected = True',\n",
              " 'philosopher.logger.debug(\"tired of waiting\")',\n",
              " 'data.append(self.deeptools_plotCorrelationData[s_name])',\n",
              " 'logger.debug(\"Local impact is %f\" % local_impact)',\n",
              " 'master = master.interp(raster_)',\n",
              " 'return master_section',\n",
              " 'directory=self._item_session.app_session.root_path,',\n",
              " 'viewType.unregisterFromWindow(window)',\n",
              " 'duoa=muoa',\n",
              " \"serial = struct.unpack('>lxxx', response)\",\n",
              " 'delete = defaultdict(list)',\n",
              " 'logger.info(\"Applying BQSR recalibration with GATK: %s \" % str(dd.get_sample_name(data)))',\n",
              " 'self.__logged_in = False',\n",
              " 'prune.update([builddir])',\n",
              " 'self.form.fields[name] = field',\n",
              " 'result = obj._values._from_sequence(result, dtype=dtype)',\n",
              " 'inds2 = list(inds2)',\n",
              " '...     # Stop reading the subscription after',\n",
              " 'method_names = get_service_methods(service_module.Iface)',\n",
              " \"return response({}, 401, 'Unauthorized')\",\n",
              " '[instance, *rest] = self.deployer.deploy(command=command, job_name=job_name, blocksize=1)',\n",
              " 'return xgettext',\n",
              " \"params['pgp_keys'] = pgp_keys\",\n",
              " 'original = base.getOriginalReflexedAnalysis()',\n",
              " 'self.edges[edge] = head_id, tail_id, data',\n",
              " \"self.serial_connection = c1218.connection.Connection(self.options['SERIAL_CONNECTION'], c1218_settings=frmwk_c1218_settings, serial_settings=frmwk_serial_settings, enable_cache=self.advanced_options['CACHE_TABLES'])\",\n",
              " 'pprint (event.variables)',\n",
              " 'ctl.append(\"finetune = 1: {}\".format(\" \".join([str(i) for i in self.params.finetune])))',\n",
              " \"experiment_config['assessor']['className'] = experiment_config['assessor']['builtinAssessorName']\",\n",
              " 'peso_list = [5, 4, 3, 2, 9, 8, 7, 6, 5, 4, 3, 2]',\n",
              " \"extraheaders = {'allow_origin': settings.ALLOW_ORIGIN }\",\n",
              " 'alias = aliased(Product) # table name will be product_1',\n",
              " 'last_idx = indices[target_id]',\n",
              " 'self.ensurePolished()',\n",
              " 'return _set(method, context[\"key\"], value, (), {})',\n",
              " \"f_url = url + '/imcrs/plat/operator?start=0&size=1000&orderBy=id&desc=false&total=false'\",\n",
              " 'compMsg.append(self.remove_invalid_chars(tup[3]))  # TYPE',\n",
              " \"precision=fp_group.attrs['precision'],\",\n",
              " 'alarm = mc.alarms.history_list(**fields)',\n",
              " 't = _time.time() - _startTime_for_tictoc',\n",
              " 'first = byte2int(sig)',\n",
              " 'ret_to = state.regs.ip_at_syscall',\n",
              " \"url = '/api/v1/accounts/{0}/unfollow'.format(str(id))\",\n",
              " 'state = DFTimewolfState(config.Config)',\n",
              " 'acc_matrix = pickle.load(f)',\n",
              " 'clubName = name',\n",
              " \"numScanWindows = len(scan['scanWindowList'])\",\n",
              " \"raise ValueError('Radius unit arcsec not valid for coordsys {}'.format(coordsys))\",\n",
              " \"nav_element = etree.Element('navPoint')\",\n",
              " \"interactive = '-i'\",\n",
              " 'raise FilterError(\"No conditions given at all!\")',\n",
              " 'tiled_site_latitude = np.tile(site_latitude, candidates_latitude.shape)',\n",
              " 'desired_version : int',\n",
              " 'done = tf.zeros_like(indices, tf.bool)',\n",
              " 'network=_ntwk,',\n",
              " 'confColHiNum = self.setColNum(header, self._confColHi, -1)',\n",
              " \"raise ValueError('This TDS version is not supported')\",\n",
              " 'coords = actor.coordinates()',\n",
              " 'self.parentNode.replaceChild(node, self)',\n",
              " 'transport = Transport(handle, server_hostname, mode)',\n",
              " \"r = self.client.request('put', url, params=params, json=body)\",\n",
              " 'assert data.flags.c_contiguous',\n",
              " \"action_path = '#HpeiLOVirtualMedia.EjectVirtualMedia'\",\n",
              " 'self.view_bounds.width = self.world_center.X * 2',\n",
              " \"result = elements.page(case, config['description'], element_list=el)\",\n",
              " 'session_secret = pow(Avu, b, N)         # (Av^u) ^ b',\n",
              " 'tre_return_grammar = self.tre_return(func_name, func_args, func_store, use_mock)',\n",
              " 'return event_payload',\n",
              " 'raise TypeError(\"Provided Data is not json\")',\n",
              " 'return tf.where(pred, cond_true, cond_false)',\n",
              " 'group_missing_names = df.columns[groups_missing]',\n",
              " 'name_lower = name.lower()',\n",
              " \"MPost.__update_rating(uid, kwargs['rating'])\",\n",
              " 'x = self.ask(1, xmean, sigma_fac)[0]',\n",
              " 'pb.update(delta)',\n",
              " 'merged.update(merge_dict)',\n",
              " \"field['type'] = 'kg_id'\",\n",
              " \"category: 'search category'\",\n",
              " 't = self._variables[var[0]], self._variables[var[1]], 0',\n",
              " 'token_to_vertex = self.merge(graph, first_witness.sigil, tokens)',\n",
              " 'assert isinstance(role, (str, unicode)), role',\n",
              " 'raise exc.LoaderException(\"Cannot load data of type {}\".format(type(data)))',\n",
              " 'D_frac = D - np.fix(D)',\n",
              " 'uuid = self._request[frame_in.name]',\n",
              " 'j = []',\n",
              " 'MeasRec[\"instrument_codes\"] = inst',\n",
              " 'return meta_clusters',\n",
              " 'handler.setLevel(log_handler_level)',\n",
              " 'sizes = np.array([0 if x is None else len(x) for x in matrix])',\n",
              " \"log.debug('%s. shellWidth %s' % (count, shellWidth,))\",\n",
              " 'idim = inmask[1].ndim',\n",
              " \"self.dat['enrichrgram_lib'] = lib\",\n",
              " 'A, pairs = makeA(laplacian_matrix)',\n",
              " 'legend_cutoff=legend_cutoff,',\n",
              " \"test_name = test_results.pop('test_name', '')\",\n",
              " 'PolyaxonClient().experiment.unbookmark(user, project_name, _experiment)',\n",
              " 'group=270,',\n",
              " 'self.add_path(directory, fullname)',\n",
              " \"location.lstrip(os.sep).replace('/', '.')\",\n",
              " \"log.error('Unable to connect to %s', opts['proxy']['host'])\",\n",
              " 'init_func = init_func.__func__',\n",
              " 'md5_worker.update(data)',\n",
              " 'encode: bool',\n",
              " 'duration = self.duration',\n",
              " 'raise ValueError(\"shape mismatch: objects cannot be broadcast to a single shape\")',\n",
              " 'fieldNames = [ff[0] for ff in fields]',\n",
              " \"logger.info('.. JKS certs: . . . %s' % self.num_jks_cert)\",\n",
              " 'block_start = ip >> shift << shift',\n",
              " 'return worker.serialize(content)',\n",
              " 'maze_arr = np.array(maze)',\n",
              " 'u\"# Example: University of Michigan EECS Dept., with STARTTLS security\\\\n\"  # noqa: E501',\n",
              " 'columns = obj._columns',\n",
              " 'inside_config = config.setdefault(path_list[0], {})',\n",
              " 'py_seed = defs + py_seed',\n",
              " 'sysroot = True',\n",
              " 'iam_authorization=self.iam_authorization,',\n",
              " 'new_config = ConfigResolver()',\n",
              " \"('zi',float),('Mi',float),('z',float),('dMdt',float),('Mz',float)\",\n",
              " 'm - vT^m',\n",
              " 'name: self._converters[name].to_python(value)',\n",
              " 'port, pin = self.pin_to_port(pin)',\n",
              " \"name = 'sequence{}'.format(i)\",\n",
              " \"raise ValueError('rolling must be one of (simple, exp), not %s' % rolling)\",\n",
              " \"value = self.get_value({'column': spec.get('source_url_column')}, row)\",\n",
              " 'raise ValueError(\"\\'{}\\' is an invalid field name\".format(field_name))',\n",
              " 'angle = numpy.rad2deg(angle)',\n",
              " 'raise RuntimeError(\"Process won\\'t terminate\")',\n",
              " \"return text.replace(tab_equiv, '\\\\t')\",\n",
              " 'url_name = \"blog_post_detail_%s\" % settings.BLOG_URLS_DATE_FORMAT',\n",
              " 'lookup_keys = sorted(lookup_kwargs)',\n",
              " 'length = len(text) - start',\n",
              " 'branch.children[cind] = child',\n",
              " 'return winresource.GetResources(filename, [RT_MANIFEST], names, languages)',\n",
              " 'raise ValueError(\"Multiple DFU devices found\")',\n",
              " 'if is_categorical_dtype(series): series = series.cat.codes',\n",
              " '- \"decipher_only\"',\n",
              " 'f2 = exp(-2.8*(rhor-1)**2)-0.080738543*exp(-17.943*(rhor-0.125698)**2)',\n",
              " \"new_chunk[0] = 'jp {0}'.format(o2[0])\",\n",
              " 'count = len(documents)',\n",
              " 'signals.post_delete.connect(self.remove_orphans, sender=model)',\n",
              " \"{'a': 1, 'b': 2}\",\n",
              " \"self['SCRIPT_NAME'], self.path = path_shift(script_name, self.path, shift)\",\n",
              " \"log.debug('DNS deletion REST call returned: %s', pprint.pformat(ret))\",\n",
              " \"content = self.get_object(mpath, accept='application/json')\",\n",
              " 'return _lookup_element(pillar_cfg, filter_name)',\n",
              " 'rsp_cycle_center = rsp_cycles[\"RSP_Expiration_Onsets\"]',\n",
              " 'args = ([], [], env)',\n",
              " \"cert_key_location = self.stage_config.get('certificate_key', None)\",\n",
              " 'fn_map[\"Array[%s]\" % rec_name] = \"read_struct\"',\n",
              " 'G = __ginibre_matrix(N, rank, seed)',\n",
              " 'root_id = str(workunit.root().id)',\n",
              " 'version = config.get(\"version\", \"18.5b0\")',\n",
              " 'self.node_grid_points = ttconf.NODE_GRID_SIZE_ULTRA',\n",
              " \"log.info('Copy command exited with code: {c}'.format(c=code))\",\n",
              " \"logger.info(' '.join(command))\",\n",
              " \"mname = 'loaded_module'\",\n",
              " 'a_frame = a_frame.f_back',\n",
              " 'pr_neghalf = self.prx[r]**-0.5',\n",
              " 'controlTemplate = \"opfExperimentTemplate.tpl\"',\n",
              " 'PERCENT',\n",
              " 'nSegments += nSegmentsThisCell',\n",
              " 'return self.get(url_without_sd_id, headers=self.experimental_headers, params=params)',\n",
              " 'hidden.backward(A, self._pobs, T=T, beta_out=self._beta)',\n",
              " 'Token.is_internal == False,',\n",
              " 'log.debug(\"Calculated transpose in %.3fs\", time.time() - s)',\n",
              " 'raise CommandExecutionError(exc.__str__(), info=exc_info)',\n",
              " 'self.setCell(x, i, l[i])',\n",
              " 'args.taxid = args.taxid.replace(\\'\"\\', \\'\\').replace(\"\\'\", \\'\\').split(\\',\\')',\n",
              " 'err<tol, # x_converged: bool',\n",
              " 'print(arguments)',\n",
              " 'raise CloudantFeedException(101)',\n",
              " 'self.ncores,',\n",
              " 'return self._valid(value)',\n",
              " 'w = nmf.fit_transform(data)',\n",
              " \"value = ' '.join([value, unicode(data)])\",\n",
              " 'components = self.prepare_components()',\n",
              " 'blob = self.repo.head.commit.tree/filename',\n",
              " 'self.accepted.emit()',\n",
              " 'old_commit_sha,',\n",
              " 'assert not res[\\'status\\'], \"BUG: we paid in BTC but also Stacks\"',\n",
              " 'packet.src_cpu = src_cpu_port & 0x1f',\n",
              " 'z2_250_0 = pow2(z2_200_0, 50) * z2_50_0 % q  # 2^250 - 2^0',\n",
              " 'p = get_all_instance_profiles(path_prefix, region, key, keyid, profile)',\n",
              " 'dw_ext1 = dw0 - 2 * SQUISH_CONSTANT_4D',\n",
              " \"actor.logger.warning('notify got a bad actor')\",\n",
              " 'return cond(check_list, key) if check_list is not None else True',\n",
              " 'del serializer_settings[\"source\"]',\n",
              " 'buf = io.BytesIO(msg)',\n",
              " 'del(self.genes)',\n",
              " \"result['Error'] = res['stderr']\",\n",
              " 'return out_min + (valuescaled * output_span)',\n",
              " \"MagRec['magic_method_codes'] = meas_type\",\n",
              " 'Pi = np.ones(shape=(n,self.seq_len))',\n",
              " 'distances = np.interp(times, [t0, t1], [d0, d1])',\n",
              " 'reaction=None,',\n",
              " 'e : numpy.array',\n",
              " \"return '{}:{}'.format(self.url_rw, repo)\",\n",
              " 'this_item = item',\n",
              " 'data3d, metadata = self.__ReadFromFile(datapath)',\n",
              " 'beta = beta[ed]',\n",
              " 'THRESHOLD_TO_USE_FFT = 1250',\n",
              " 'plug_type.logger = _LOG',\n",
              " 'chan_identifier = self.channel_directory.pop(channel_id)',\n",
              " 'return cron_utils.cronify(\"crontab -l | {{ cat; echo \\\\\"{} {} {} {} {} CJOBID=\\'{}\\' MAILTO=\\'\\' {}\\\\\"; }} | crontab - > /dev/null\".format(self._minute, self._hour, self._day_of_month, self._month_of_year, self._day_of_week, self._jobid, self._command))',\n",
              " 'optimizers.ConvertToCzAndSingleGates().optimize_circuit(conv_circuit)',\n",
              " \"mimetype=files[i].get('mimetype'),\",\n",
              " 'samples[0][\"summary\"][\"multiqc\"][\"secondary\"].append(data_json_final)',\n",
              " 'min_x = 100000',\n",
              " 'return [import_from_string(item, setting_name) for item in val]',\n",
              " 'return json.load(json_data, object_pairs_hook=OrderedDict).get(\"tests\")',\n",
              " \"self.log2recipe(job, recipe, step, 'completed')\",\n",
              " \"x['AvailabilityZone'] = RI_NO_AZ\",\n",
              " \"cmd.append('-sort=time')\",\n",
              " 'base_cfg.update(default_nat=True)',\n",
              " 'chunkSize,',\n",
              " 'ping_hex = frame.data.hex() or \"[empty]\"',\n",
              " 'doc[key] = parse_date(doc[key])',\n",
              " 'return (version, entries, extension_data, content_sha)',\n",
              " 'return sqs',\n",
              " 'wrappedLines = [(sp, [line]) for (sp, line) in lines]',\n",
              " 'self._excepthook(etype, evalue, tb)',\n",
              " 'self.capture_origin(message_identifier(sent))',\n",
              " 'key_name = full_key_name.lstrip(\"/\")',\n",
              " 'return stringify_seconds(seconds)',\n",
              " 'msg = \"Tried autoparal again but got:\\\\n%s\" % straceback()',\n",
              " \"response = requests.post(self.endpoints.archive_url(archive_id) + '/stop', headers=self.json_headers(), proxies=self.proxies, timeout=self.timeout)\",\n",
              " 'activeSwarms = swarms.keys(),',\n",
              " 'sorted_names = sorted(names_fields.keys())',\n",
              " \"loc += ' ' + comps['charmap']\",\n",
              " 'berrors = []',\n",
              " 'path = subtype_field._ast_node.path',\n",
              " 'val = numtype(valuestr)',\n",
              " 'old_stdout = sys.stdout # save stdout',\n",
              " 'response = command.RESPONSE.from_buffer_copy(response_data)',\n",
              " 'headers = data_iter[0]',\n",
              " 'child = children.pop(name)',\n",
              " 'return vaex.utils.unlistify(waslist, sums)',\n",
              " 'self.spot_signal[i] = 1.0',\n",
              " 'yaml.dump(cls.get_initial(**override), stream=yaml_str)',\n",
              " 'oc_dict = napalm_logs.utils.setval(mapping.format(**kwargs), result, oc_dict)',\n",
              " 'stream_grapher = grapher.WVAStreamGrapher(wva, items, seconds=seconds, ylim=ylim)',\n",
              " 'pmvec0 = pma0*p0+pmd0*q0',\n",
              " \"ft1w = mri['T1nii']\",\n",
              " 'return max(bool(re.search(pattern, t)) for t in objet)',\n",
              " '_schema.spawn_missing_classes(context=module.__dict__)',\n",
              " 'self.peer_to_channel[addr] = channel',\n",
              " 'one = (gh[l - 1] + sv[ll + l - 1] * t) * rr',\n",
              " 'return interface_direct_class(data_class)',\n",
              " 'scanner = venusian.Scanner(callback=callback)',\n",
              " 'nb.save(niiOut, strTmp)',\n",
              " \"{'maximum': 30, 'minimum': 1, 'samplecount': 100, 'sum': 10000}\",\n",
              " 'content = imported_module',\n",
              " 'concat_stacked_outputs=False,',\n",
              " 'enforce_user_order',\n",
              " 'precursor = precursor_sequence(loci, args.ref).upper()',\n",
              " 'yrangeSet= True',\n",
              " 'args, starargs, kwargs = Argument.parse_argspec(callable_)',\n",
              " \"{'a': 1, 'b': 2, 'c': 3}\",\n",
              " 'self.write_pdb(mol, filename, num=idx+1)',\n",
              " 'p = 10 ** ndigits',\n",
              " 'paired_end_alt = None',\n",
              " \"update['$unset'] = unset_value\",\n",
              " \"fpath = os.path.dirname(os.path.abspath(__file__)) + '/data/naturalistic.egg'\",\n",
              " 'num_extra = min(len(flag_list) - num_valid, n - num_valid)',\n",
              " 'my_trial_list = [my_trial_parameter.f_get()]',\n",
              " \"link_label = link_label % {'email': email}\",\n",
              " \"print('Creating NIC: ' + nic_name)\",\n",
              " 'isEmpty = q.isEmpty',\n",
              " \"return str(self) + '\\\\n'\",\n",
              " '[ax.set_yticks([]) for ax in axes]',\n",
              " 'subparser.set_defaults(**config.Config.get_extra())',\n",
              " 'logger.info(res.headers)',\n",
              " 'del parts[-1]',\n",
              " 'value = six.text_type(value).lower() if isinstance(value, bool) else six.text_type(value)',\n",
              " 'self.network.reset_index(inplace=True, drop=True)',\n",
              " 'session.mount(\"http://\", retry_adapter)',\n",
              " 'return dict((force_hashable(v), k) for (k, v) in viewitems(dict(d)))',\n",
              " 'raise errors.PfpError(\"BitfieldRW reached invalid state\")',\n",
              " 't = template.Template(content, name=self.name)',\n",
              " 'retention_period=retention_period,',\n",
              " \"ret['comment'] = comment_no_changes\",\n",
              " \"result['numberCells'] = int(schunk[1])\",\n",
              " 'outputMsg += newFtp.login(user,password)',\n",
              " 'nodes_r.append(np.array(u_l))',\n",
              " 'file_url   = f\"{url_base}/{md5[:2]}/{md5[2:4]}/{md5}.{ext}\"',\n",
              " 'keep_only : boolean',\n",
              " 'self.metrics.add_event(MetricsName.BACKUP_MONITOR_AVG_LATENCY, avg_lat_backup)',\n",
              " 'return active_parsers, parsed_args',\n",
              " 'self.matcher.add(rule.pattern, rule.replacement)',\n",
              " 'return f0, df, Nf, f0 + df * nparange(Nf)',\n",
              " 'return base64.b64encode(data).decode(\"utf-8\")',\n",
              " \"('gateway', gateway),\",\n",
              " 'data = json.dumps(dict(*args, **kw), indent=2)',\n",
              " 'compress = ctx.compress and not (safe or send_safe)',\n",
              " \"self.record({symbol+'_POSITION': 0})\",\n",
              " 'return self._closest_patterns(self.VALID_PENTAMETERS, scansion)',\n",
              " 'self._uptodate()',\n",
              " 'geoms = read_objfile(fname_obj)',\n",
              " \"new_board.vendor_name = deviceInfo['manufacturer_string']\",\n",
              " 'tls_unique = self._socket.get_channel_binding(\"tls-unique\")',\n",
              " 'rem_lon_lv5 = lambda lon: rem_lon_lv4(lon) % _unit_lon_lv5()',\n",
              " 'glob : str',\n",
              " 'rh.printSysLog(\"Enter generalUtils.cvtToBlocks\")',\n",
              " 't = YANGDynClass(v,base=show_mpls_rsvp.show_mpls_rsvp, is_leaf=True, yang_name=\"show-mpls-rsvp\", rest_name=\"show-mpls-rsvp\", parent=self, path_helper=self._path_helper, extmethods=self._extmethods, register_paths=False, extensions={u\\'tailf-common\\': {u\\'hidden\\': u\\'full\\', u\\'actionpoint\\': u\\'showMplsRsvp\\'}}, namespace=\\'urn:brocade.com:mgmt:brocade-mpls\\', defining_module=\\'brocade-mpls\\', yang_type=\\'rpc\\', is_config=True)',\n",
              " 'result = cls(edges, molecule.numbers, symbols=molecule.symbols)',\n",
              " 'schema = schema or self.SCHEMA',\n",
              " 'desc = get_function_source(arg1)',\n",
              " 'data.append(\"[program:__defaults__]\\\\nautoreload=false\\\\n\")',\n",
              " 'return str(round(afloat, 8))',\n",
              " 'jobStore.update(jobsToJobGraphs[self])',\n",
              " 'val_tt.add(resolve_type(v))',\n",
              " 'return self._attributes.keys()',\n",
              " 'hop_length = 1',\n",
              " 'assert(start >= 0 and end <= len(self.code) and start <= end)',\n",
              " \"return re.sub(r'[-_\\\\s]+', '-', string).strip('-').lower()\",\n",
              " \"_id = self['_id']\",\n",
              " \"user_fields = {'results': 1}\",\n",
              " 'fname = get_temp_file(autoext=kargs.get(\"suffix\", \".eps\"))',\n",
              " 'M = fieldstack.shape[0]',\n",
              " 'rejected = -1',\n",
              " 'X_transformed *= self.eigenvalues_',\n",
              " 'instance = super(UserChangeForm, self).save(commit=commit)',\n",
              " \"local_port = parts[1].split(':')[1]\",\n",
              " 'API_EXCHANGES_VIRTUAL_HOST % virtual_host',\n",
              " \"message.message = data.get('message')\",\n",
              " 'args.write_short(method_sig[0]) # class_id',\n",
              " 'outs = len(self.outs) or 1',\n",
              " 'self.errorCode = errorCode',\n",
              " 'follow.delete()',\n",
              " 'original_pools = subnet_db.allocation_pools',\n",
              " 'filtered_tgt.append(tgt)',\n",
              " 'model.append([line, i + 1])',\n",
              " 'V.Lim[ii][1],V.Lim[ii][0],',\n",
              " 'v = spdot(x, n_betas)',\n",
              " \"subject_guide_url_prefix, 'course', year, quarter,\",\n",
              " 'buildargs=instructions.arguments,',\n",
              " 'mo_ref',\n",
              " 'bindsocket.bind(path)',\n",
              " \"path = make_path(index, '_analyze')\",\n",
              " 'Km = k.copy()  # module degree',\n",
              " 'true_positives = [int(v) for v in data_array[metadata.TRUE_POSITIVES_INDEX]]',\n",
              " \"interval = referents[0].get('interval', None)\",\n",
              " 'self.connection.autocommit = True',\n",
              " 'transform = transform or src_dataset.transform',\n",
              " 'self._verticalAxis = axis',\n",
              " 'k = u.size(-1) // d // bidir',\n",
              " 'decorators,',\n",
              " 'event[\"user\"] = self._user',\n",
              " 'return self.register(name, obj)',\n",
              " \"graph.annotation_list['bio2bel'].add(self.module_name)\",\n",
              " 'host = url_parts.gethost()',\n",
              " 'vectors = node.vectors(direction=direction, failed=failed)',\n",
              " \"crystal_structures = template_data['crystal_structures']\",\n",
              " 'loc = locale.getdefaultlocale()',\n",
              " 'filename = Mstack.frame2file(core_obj, frame)',\n",
              " \"cert_callback(Certificate.load(data), 'explicitly distrusted')\",\n",
              " 'result.error = response_codes(\"unsubscribe\",data.status_code)',\n",
              " 'print(\"Please enter the management command to invoke.\")',\n",
              " 'self.timelog.debug(_timebar.make_timebar())',\n",
              " 'del self.module._parameters[name_w]',\n",
              " 'mesh_width = 1',\n",
              " 'CSum = numpy.cumsum(frame ** 2)',\n",
              " 'return self._magic.id_buffer(buff)',\n",
              " \"self._logger.debug('Message put into queue')\",\n",
              " 'full_path = self._get_full_path(check_path, node)',\n",
              " 'nnz_per_col = A.indptr[0:-1] - A.indptr[1:]',\n",
              " 'ret[\\'comment\\'] = \"Service {0} added {1} {0} {2}\".format(service_name, root_id, trigger_id)',\n",
              " \"node = nodes.reference('', '', internal=True)\",\n",
              " 'parent_path = os.path.dirname(relpattern)',\n",
              " 'in_bounds = numpy.logical_and(row_inds <= M - 1, col_inds <= M - 1)',\n",
              " 'frac = ntriples/len(subdf)',\n",
              " 'modified_vect_frags = dict()',\n",
              " \"method(element, decl, 'inside')\",\n",
              " 'self._dirty(path)',\n",
              " 'raise ValueError(\"Unrecognized MCF format\")',\n",
              " 'return Markup(unicode(value)).striptags()',\n",
              " \"func.__annotations__ = {'return': type}\",\n",
              " 'package_name = p.find_first_value(\"Root.Name\")',\n",
              " 'north_y.append(trace_north[1])',\n",
              " 'six.raise_from(ValueError(msg), e)',\n",
              " 'PatFac       = ((self.Rfree*self.DiscFacEff)**(1.0/self.CRRA))/self.Rfree',\n",
              " 'take_percentile_parts',\n",
              " 'replace_email = r\\'<a href=\"mailto:\\\\1\">\\\\1</a>\\'',\n",
              " 'nbrs_i = cols[rows == i]',\n",
              " 'dbConn = self.atlasMoversDBConn',\n",
              " 'pagealign = False',\n",
              " 'M = e_mat[i:min(i+chunks_size, N_rows)]',\n",
              " '_check_pars(allpars, pars)',\n",
              " 'out = _float_copy_to_out(out, a)',\n",
              " \"headers = ('profile', 'ants', 'deps')\",\n",
              " 'prevC   = c',\n",
              " 'return _auxGetByPath(tail, item, index)',\n",
              " 'print(row.iln)',\n",
              " 'square_extent = map_overview_extent',\n",
              " 'maxcut_graph = nx.Graph()',\n",
              " 'p_init=self.beat_p_init,',\n",
              " \"lat_var.units = 'degrees_north'\",\n",
              " 'el_dos[el] = np.array(atom_dos)',\n",
              " 'valid = np.ones(len(proj), dtype=np.bool)',\n",
              " 'distro=distro_name,',\n",
              " \"bits_sid = h('bits-session-id')\",\n",
              " 'min_search_results_in_window = 50',\n",
              " 'cterms = set()',\n",
              " \"self.opts['transport'] = trans\",\n",
              " 'toDelete.add(sig)',\n",
              " 'return collections.deque(self.iter_predict_proba(X), maxlen=1).pop()',\n",
              " 'w, h = 100, 30',\n",
              " 'dest_file = os.path.join(dest_dir, script_name)',\n",
              " 'T : sptensor',\n",
              " 'return agg_index',\n",
              " 'yield from compute.connect()',\n",
              " '{{ some_text }}',\n",
              " \"print_error('Set local config failed!')\",\n",
              " 'sim.to_json_file()',\n",
              " 'cols.append(\"barcode_arrangement\")',\n",
              " 'missing : scalar[dtype]',\n",
              " \"message = '{} -> {}'.format(alert.previous_severity, alert.severity)\",\n",
              " \"t.setdefault('@xsi:type', 'nex:FloatTree')\",\n",
              " 'pipe_config = None',\n",
              " 'current_value = prop_or(default, key, default_to({}, current_value))',\n",
              " 'frame.method = tb_frame_function',\n",
              " \"query = '\\\\n'.join([line for line in lines[last_def:] if len(line)]).strip()\",\n",
              " 'entry_o = entry[\"o\"]',\n",
              " 'initialising,',\n",
              " \"link = r.get('keyword_link') or r['link']\",\n",
              " 'overlapping_calls += 1',\n",
              " 'hparams.max_length = 3075',\n",
              " 'self.blackplayer.loadsgf(self.endgamefile, self.endgame_start)',\n",
              " 'MIT16_07F09_Lec26.pdf',\n",
              " 'cursor.movePosition(QTextCursor.End, QTextCursor.MoveAnchor)',\n",
              " 'write_raw = output.write_raw',\n",
              " 'recipe = Recipe.get_recipe(recipe, ctx)',\n",
              " 'line = self.aliases[args[0]]',\n",
              " \"sample = rec['er_sample_name']\",\n",
              " 'msg2 = \"Could not find session with ID [{0}]\".format(session_id)',\n",
              " 'DIR_ROOT = dir_root',\n",
              " 'schema = streamsx.topology.schema._normalize(schema)',\n",
              " 'imp_from, imports = None, tokens[0]',\n",
              " \"fields      = skypars['skystat'],\",\n",
              " '_jwe = JWE(msg, alg=encalg, enc=encenc)',\n",
              " 'return c_SetObjectPosition(clientID, objectHandle, relativeToObjectHandle, c_position, operationMode)',\n",
              " 'total_messages = 0',\n",
              " 'df.drop([ca, cb], inplace=True, axis=1)',\n",
              " 'df2.loc[:,\"segment\"] = df2.index',\n",
              " 'tc.add_container(e.container)',\n",
              " 'begin_times = not self.has_option(\"--no-begin-times\")',\n",
              " \"- 'Subplex'\",\n",
              " 'return struct.pack(\">B\", mask) + ip[:self.mask2iplen(mask)]',\n",
              " 'xg[i][k] = xgtmp',\n",
              " 'config = load_config(directory)',\n",
              " \"tri_idx = ply['face']['vertex_indices']\",\n",
              " \"return getattr(self, '_age')\",\n",
              " '(2.1, 2.1),',\n",
              " 'rh.printLn(\"N\", \"      <poolName>    - Name of the disk pool.\")',\n",
              " 'indexes : int or list',\n",
              " 'return args[self.index0 % len(args)]',\n",
              " 'self._check_conn_validity(meth.__name__)',\n",
              " \"freq['overlap_val'].setSingleStep(0.1)\",\n",
              " \"name = item['name'],\",\n",
              " \"cc=[t.strip() for t in obj.cc_emails.split(',')]\",\n",
              " \"raise JWTClaimsError('Invalid issuer')\",\n",
              " 'subnet_ids, security_groups,',\n",
              " \"args['algorithm'] = 'kdtree_single'\",\n",
              " 'from pandas.io.formats.csvs import CSVFormatter',\n",
              " 'obj.location = p_type.location',\n",
              " \"shipper.Address = self.client.factory.create('Address')\",\n",
              " 'na = params[\"na\"]',\n",
              " 'fn = self.function_table.getEyeOutputViewport',\n",
              " 'print(\"You should consider upgrading using: pip install --upgrade glances\")',\n",
              " 'self.early_termination_value,',\n",
              " 'inds = lagvector + x0.shape[-1] / 2',\n",
              " '_clean_probes(expected_probes)  # also from the expected data',\n",
              " 'self.gradient = np.array(grad_str.splitlines(), dtype=np.float_)',\n",
              " \"result_processor=lambda x: x['info'],\",\n",
              " \"error['message'],\",\n",
              " 'binary_name = None',\n",
              " 'logging.exception(\"Plugin \\'%s\\' raised an exception: %s\", plugin.name, ex)',\n",
              " 'cluster = Cluster()#root=graph, parent=graph)',\n",
              " 'pattern[mut_site_name] = res_to',\n",
              " 'print(mod.Check.__doc__)',\n",
              " 'raise ValueError(\"name parameter have to be exactly 3 chars long!\")',\n",
              " 'eprint(\"Error: \\'{}\\' not in {}\".format(fmt, fmts))',\n",
              " 'ret[\"DocumentObjectList\"][0][\"AnnotationGroupList\"] = [{\"AnnotationType\": 23, \"Name\": \"SICursor\", \"Rectangle\": (0, 0, 1, 1)}]',\n",
              " 'y = hsp.score.score - minY',\n",
              " 'lastPassword = False',\n",
              " 'chunk = self.audio_source.input.read(ONE_KB)',\n",
              " \"s2[idx] = C['s2est']\",\n",
              " 'media=self.media, chat_id=self.receiver, reply_to_message_id=self.reply_id, disable_notification=self.disable_notification',\n",
              " 'parents.update(s.strip() for s in extra_parents if s.strip())',\n",
              " 'in_path : list',\n",
              " 'function_spec = getfullargspec(decorated_function)',\n",
              " 'hull = cont[ii][chull.vertices, :]',\n",
              " 'time_event_sources=None,',\n",
              " 'edge_type=dg.EdgeTypes.spanning_relation,',\n",
              " 'S = self._get_site_class(sites.vs30)',\n",
              " 'fix_subprocess(override_debug, override_all)',\n",
              " 'git_checkout(branch.name)',\n",
              " 'raise RevisionUpdateFailed(msg=\"revision document update failed\")',\n",
              " 'return rsolve(A, b)',\n",
              " 'psf_sky = self.data[:, x, y]',\n",
              " 'printable_image = reduce(lambda x, y: x.append(y), list(printable_images))',\n",
              " 'pylab.gca().set_xlim(min(x),max(x))',\n",
              " 'contexts_in_chain = deque()',\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"train.txt\",'w') as f:\n",
        "    for piece in fraser_python['train']['text']:\n",
        "        f.write(\"%s\\n\" % piece)\n",
        "with open(\"validation.txt\",'w') as f:\n",
        "    for piece in fraser_python['validation']['text']:\n",
        "        f.write(\"%s\\n\" % piece)"
      ],
      "metadata": {
        "id": "rI3EdVdx2Nz7"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!pip3 install -U code-autocomplete"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5qGuXpT45CX4",
        "outputId": "2379936b-bdae-4c44-f1a3-b79beb8a2664"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting code-autocomplete\n",
            "  Downloading code-autocomplete-0.0.4.tar.gz (23 kB)\n",
            "Collecting loguru\n",
            "  Downloading loguru-0.6.0-py3-none-any.whl (58 kB)\n",
            "\u001b[K     |████████████████████████████████| 58 kB 6.1 MB/s \n",
            "\u001b[?25hCollecting transformers>=4.6.0\n",
            "  Downloading transformers-4.23.1-py3-none-any.whl (5.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 5.3 MB 50.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from code-autocomplete) (1.3.5)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from code-autocomplete) (4.64.1)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (1.21.6)\n",
            "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (5.0.0)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (21.3)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (2022.6.2)\n",
            "Requirement already satisfied: huggingface-hub<1.0,>=0.10.0 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (0.10.1)\n",
            "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1\n",
            "  Downloading tokenizers-0.13.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 7.6 MB 54.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (6.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (2.23.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from transformers>=4.6.0->code-autocomplete) (3.8.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0,>=0.10.0->transformers>=4.6.0->code-autocomplete) (4.1.1)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.0->transformers>=4.6.0->code-autocomplete) (3.0.9)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->transformers>=4.6.0->code-autocomplete) (3.9.0)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->code-autocomplete) (2022.4)\n",
            "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->code-autocomplete) (2.8.2)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->code-autocomplete) (1.15.0)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->transformers>=4.6.0->code-autocomplete) (3.0.4)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->transformers>=4.6.0->code-autocomplete) (2022.9.24)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->transformers>=4.6.0->code-autocomplete) (1.25.11)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->transformers>=4.6.0->code-autocomplete) (2.10)\n",
            "Building wheels for collected packages: code-autocomplete\n",
            "  Building wheel for code-autocomplete (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for code-autocomplete: filename=code_autocomplete-0.0.4-py3-none-any.whl size=20863 sha256=f248dbad39efdb62a922cd2f60fd4090d6fc7561c831a14898208b830ea91dd4\n",
            "  Stored in directory: /root/.cache/pip/wheels/31/2a/45/cddd5e814b4edcd9b5e3cf42e4ad6c84537f28b6dd9d487667\n",
            "Successfully built code-autocomplete\n",
            "Installing collected packages: tokenizers, transformers, loguru, code-autocomplete\n",
            "Successfully installed code-autocomplete-0.0.4 loguru-0.6.0 tokenizers-0.13.1 transformers-4.23.1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from autocomplete import GPT2Coder\n",
        "\"\"\"\n",
        "train_model(self, train_file: str, output_dir: str, eval_file: str = None, verbose: bool = True, batch_size: int = 8, num_epochs: int = 1, weight_decay: float = 0.01, seed: int = 42, warmup_ratio: float = 0.1, lr: float = 5e-05, eps: float = 1e-06, gradient_accumulation_steps: int = 1, max_grad_norm: float = 1.0, max_steps: int = -1)\n",
        " |      Trains the model on 'train_file'\n",
        " |      \n",
        " |      Args:\n",
        " |          train_file: Path to text file containing the text to train the language model on.\n",
        " |          output_dir: The directory where model files will be saved. If not given, self.args.output_dir will be used.\n",
        " |          eval_file (optional): Path to eval file containing the text to evaluate the language model on.\n",
        " |          verbose (optional): Print logger or not.\n",
        " |          batch_size (optional): Batch size for training.\n",
        " |          num_epochs (optional): Number of epochs for training.\n",
        " |          weight_decay (optional): Weight decay for optimization.\n",
        " |          seed (optional): Seed for initialization.\n",
        " |          warmup_ratio (optional): Warmup ratio for learning rate.\n",
        " |          lr (optional): Learning rate.\n",
        " |          eps (optional): Adam epsilon.\n",
        " |          gradient_accumulation_steps (optional): Number of updates steps to accumulate before performing a backward/update pass.\n",
        " |          max_grad_norm (optional): Max gradient norm.\n",
        " |          max_steps (optional): If > 0: set total number of training steps to perform. Override num_epochs.\n",
        " |      Returns:\n",
        " |          global_step: Number of global steps trained\n",
        " |          training_details: Average training loss if evaluate_during_training is False or full training progress scores if evaluate_during_training is True\n",
        "\"\"\"\n",
        "model = GPT2Coder(model_name_or_path='gpt2', max_seq_length=128, do_lower_case=False)\n",
        "model.train_model(\n",
        "    train_file='train.txt',\n",
        "    output_dir='model/model.pt',\n",
        "    eval_file='validation.txt',\n",
        "    verbose=True,\n",
        "    batch_size=8,\n",
        "    num_epochs=2\n",
        ")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 724,
          "referenced_widgets": [
            "fe901ff4b7f54aa8b7552f228b54fbbe",
            "d1584d3e4fa143838737dd0246310bb8",
            "56c8dd431cb94711930e8b5c20627c75",
            "f02d3b17beb34da6913117d6b20c5ad3",
            "d9230a45cf004d12a27facf3e0121f7a",
            "c83125a284064418b4ae0d72810a3fa2",
            "712a127b8f5347908ce7d8a74968b4e4",
            "1394582b8ae24bb9a6f63cb80cdb374e",
            "8031a5fa84ec4f7ea450a13b3b44d6fc",
            "985865b526144bac932a13e35c463240",
            "2c2d25364dbe472a90740f61104a4950",
            "11b5409efbc147f1a4579a805e2b4845",
            "b655cd19aa334f6dba880729c709a651",
            "f1e2a4f9fd9b4479a58cf80ddedc5a17",
            "5bbfddb76ad84bdcb71ca873f8ddc48c",
            "cc9ef467ade747e8af06303eb12193a1",
            "035e9a1504564eae9c5f3114242fa89a",
            "61cb38cf4d7e4e9382ef3175c0796c77",
            "2ea8d710c2004128ad0d10e88e8c9896",
            "537667fb0efd4ac1bafe833a77fcde11",
            "81eaa145ee7449da96809e5ee3a44ff8",
            "41d527b66e5b48d2999dda8d8e961313",
            "a6f514470e7948b89a5f3c8d82e5ca31",
            "441e071589bf414a9c480dc8118cefb0",
            "e1bc30f7cda64f819fa8a5c9c348ecbb",
            "2b9be067230444618161d6388d30a3d0",
            "8738c8734753482a93b91759454bb2b7",
            "46016b0e99a249f9a944745e90f03b75",
            "bf2e8334bcde4ea6b8e97f159b30f2bc",
            "16ff4561f37e45b59f14addbf28acfa0",
            "1e5335e711cd40b0837611be6609b9bb",
            "9c067ba17ee149fcbdeb776bbc86a3c6",
            "46fe11746fea41eb85fbfc29a0a45a80",
            "72bb07344daa4c03ae893de0fa45c0ad",
            "b80f6d8b0c7042dead972a802a12e1c1",
            "8e8832f6784f4a189f472faf06c9d5e3",
            "ba4df48cc9dd4259952d495f46ff4e75",
            "9b17f993b7144d88a05191395aacd6e6",
            "f5c6c714783f45bb9718970e6ab3d162",
            "d03b4ac0661d46ad8f5918d830cda154",
            "e2affd9f4e294e1bb803072d54a44ad1",
            "4d9c6aef462a4e9b94338be173a8efcd",
            "f19b014a8a924a14a19e289fad85ab77",
            "e93b870cd793467897db8414b1983f11",
            "f6b471b2fcdc44b5a13030e3903075a2",
            "8bb1ddfdcd93403d9319a5408d4c117d",
            "2f54b1ffccf84e1d8bbbf3f8c9ea4280",
            "ac2866f111d44a4485be133786587492",
            "03a0d50d133448aba5e40cc107dee8dd",
            "580380ebd703460195478d2520474f92",
            "563f9ef8c1f44a2691e6b4de6197eb89",
            "7cb78ca6a27c43a780e7ab4d479ea399",
            "3c959d14c8ef4195ab10b833c1ee23df",
            "0e8714cf2731401f9e996bfc0c821a4b",
            "7343c7dd9aca472a9d88da2e5ba7eb95",
            "8c8f61d8020c49f5bb9d40eb92fa4a24",
            "4c180b0f2add4dff9b68557068bea9e3",
            "0fd089e6063e4ce491cec2c72d8cc212",
            "e18f6dcceec649b1baee195a7797d7de",
            "709827daad7a45d79c224aa526aa4572",
            "9bd4fd08b2514a9fbb0fc464cedf9f71",
            "0da2dac52a82460c91e76101e6a6534a",
            "c4eab66086b34f95abbdbbe051e7d33f",
            "b974d9c19d294d98b791240c71acd5c5",
            "701a44ec1c3048eea720b4eed03ed53c",
            "bb27a519685349419f7c62f8e37f0947",
            "048297fdb6c341a49bcae53461b0f33e",
            "a45c555c608f4eb697979f330c221a48",
            "7aff7c9f135e42f9828b33c033d35f83",
            "b40279e38d61441b95a7e7904a566012",
            "3ff7842c22bf48cb902d16f973b01a4f",
            "2ca025d6a0c4453baa5a981abb9eb9b3",
            "ef7357bf992d4badb898c7054bc9bdd1",
            "328fec8a263a476d901973883a6d3d3b",
            "e0c62699c74d40759e9498020fc72c7d",
            "f4a73d4e2dba47d999765db7dcc38a8a",
            "b6e34ba51ccb4ad399ef0a03f0bb5703",
            "5d6a0979b285423b947bd3a23e6e41cb",
            "6a0539082caa422ca15d8a0ee3d931af",
            "31f1e4e5362f485f8f458beb2606f784",
            "df39934251a24e908f9f083e62cd9958",
            "10fe0c0640904bbf9c87d9680704d7d0",
            "475576b7b5e84f09b4f3d5ffa9b3d672",
            "f80b681b53ff42399ae48b471288d774",
            "eca9f808b40e4eb5a24fcd7348def585",
            "b72990b119b04ef7a42d3dada9a0ffca",
            "05d4e82b2e494dbf947c3b4ac97b876e",
            "47976be6369f45c6b72cfe2b42037c5e",
            "e6b0771ea01641958cb4bd4cfe99b7b9",
            "ed91b1017b964d979ccb3d19f7f54261",
            "0ef7e2112baf41d9a893acb870e62b84",
            "f3258059d0e144b99ba5b481119f4c34",
            "b705a9a9f58544ed9636872689c234d8",
            "aa0b5b9ae8f64e83a224190b32a6116f",
            "09a05c468c2b4bc7a8ea9951a7526f89",
            "5056e9d1b49e491196cc265aed746223",
            "8d21dc98d0774f34b20bf45cb3e061ec",
            "d9c6f6c1790440e48558e75163ed2f8c",
            "76dfa561c3964a72afea12cd60c21339"
          ]
        },
        "id": "9ErZro1I10n-",
        "outputId": "94deec0d-32d8-4b7a-8931-a014bccb96a6"
      },
      "execution_count": 8,
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "fe901ff4b7f54aa8b7552f228b54fbbe",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/665 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "11b5409efbc147f1a4579a805e2b4845",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/548M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a6f514470e7948b89a5f3c8d82e5ca31",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/1.04M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "72bb07344daa4c03ae893de0fa45c0ad",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading:   0%|          | 0.00/456k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/transformers/data/datasets/language_modeling.py:58: FutureWarning: This dataset will be removed from the library soon, preprocessing should be handled with the 🤗 Datasets library. You can have a look at this example script for pointers: https://github.com/huggingface/transformers/blob/main/examples/pytorch/language-modeling/run_mlm.py\n",
            "  FutureWarning,\n",
            "2022-10-16 05:09:53.634 | INFO     | autocomplete.gpt2_coder:set_seed:29 - Set seed for random, numpy and torch: 42\n",
            "/usr/local/lib/python3.7/dist-packages/transformers/optimization.py:310: FutureWarning: This implementation of AdamW is deprecated and will be removed in a future version. Use the PyTorch implementation torch.optim.AdamW instead, or set `no_deprecation_warning=True` to disable this warning\n",
            "  FutureWarning,\n",
            "2022-10-16 05:09:53.643 | INFO     | autocomplete.gpt2_coder:train:188 - ***** Running training *****\n",
            "2022-10-16 05:09:53.645 | INFO     | autocomplete.gpt2_coder:train:189 -   Num examples = 224519\n",
            "2022-10-16 05:09:53.647 | INFO     | autocomplete.gpt2_coder:train:190 -   Batch size = 8\n",
            "2022-10-16 05:09:53.651 | INFO     | autocomplete.gpt2_coder:train:191 -   Num steps = 56130\n",
            "2022-10-16 05:09:53.653 | INFO     | autocomplete.gpt2_coder:train:192 -   Warmup-steps: 5613\n",
            "2022-10-16 05:09:53.656 | INFO     | autocomplete.gpt2_coder:train:194 -   Training started\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f6b471b2fcdc44b5a13030e3903075a2",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Epoch:   0%|          | 0/2 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8c8f61d8020c49f5bb9d40eb92fa4a24",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Running Epoch 0 of 2:   0%|          | 0/28065 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "048297fdb6c341a49bcae53461b0f33e",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Running Evaluation:   0%|          | 0/3612 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "metadata": {
            "tags": null
          },
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "2022-10-16 07:51:57.319 | INFO     | autocomplete.gpt2_coder:eval_model:297 - {'eval_loss': 2.9407567378558457, 'perplexity': tensor(18.9302)}\n",
            "2022-10-16 07:51:57.321 | INFO     | autocomplete.gpt2_coder:save_model:352 - Saving model checkpoint to %s\n",
            "2022-10-16 07:51:59.170 | INFO     | autocomplete.gpt2_coder:save_model:352 - Saving model checkpoint to %s\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "5d6a0979b285423b947bd3a23e6e41cb",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Running Epoch 1 of 2:   0%|          | 0/28065 [00:00<?, ?it/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Running Evaluation:   0%|          | 0/3612 [00:00<?, ?it/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e6b0771ea01641958cb4bd4cfe99b7b9"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "2022-10-16 10:33:56.893 | INFO     | autocomplete.gpt2_coder:eval_model:297 - {'eval_loss': 2.873588124712968, 'perplexity': tensor(17.7004)}\n",
            "2022-10-16 10:33:56.902 | INFO     | autocomplete.gpt2_coder:save_model:352 - Saving model checkpoint to %s\n",
            "2022-10-16 10:33:59.071 | INFO     | autocomplete.gpt2_coder:save_model:352 - Saving model checkpoint to %s\n",
            "2022-10-16 10:34:01.127 | INFO     | autocomplete.gpt2_coder:train_model:134 -  Training model done. Saved to model/model.pt.\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(56130,\n",
              " {'global_step': [28065, 56130],\n",
              "  'perplexity': [tensor(18.9302), tensor(17.7004)],\n",
              "  'eval_loss': [2.9407567378558457, 2.873588124712968],\n",
              "  'train_loss': [3.2144265174865723, 3.1615700721740723]})"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with open(\"test.txt\",'w') as f:\n",
        "    for piece in fraser_python['test']['text']:\n",
        "        f.write(\"%s\\n\" % piece)\n",
        "prompts = [\n",
        "            \"import numpy as np\",\n",
        "            \"import torch.nn as\",\n",
        "            'parser.add_argument(\"--num_train_epochs\",',\n",
        "            \"def set_seed(\",\n",
        "            \"def factorial\",\n",
        "        ]\n",
        "for prompt in prompts:\n",
        "    outputs = model.generate(prompt)#, bad_words=['#', 'fuck'])\n",
        "    print(\"Input :\", prompt)\n",
        "    print(\"Output:\", outputs)\n",
        "    print(\"=\" * 20)"
      ],
      "metadata": {
        "id": "syH816xO9eCf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1c496e4d-4c24-4791-e8a6-58acb82795ba"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Input : import numpy as np\n",
            "Output: import numpy as np.nan\n",
            "self.logger.debug('\\n\\n--\\n\\n\\n\\n%s')\n",
            "return np.array([x, y])\n",
            "raise exceptions.CronJobException(\"No job is registered\", job_id=job_id)\n",
            "self._write_line(f'Sending commands \"{command}\")'\\\n",
            "return s2\n",
            "return np.exp(nx2 * np.log(nx1) - rz1 + mx2 * np.log(nx2))\n",
            "if self._start_response: continue\n",
            "name = nam\n",
            "====================\n",
            "Input : import torch.nn as\n",
            "Output: import torch.nn as ndarray\n",
            "l_s, l_j = _to_numpy(l_s, self._l_j, r)\n",
            "output_files=None,\n",
            "raise TypeError(\"invalid argument type\")\n",
            "_logger.debug(\"Stderr exception: {0}\".format(e))\n",
            "data[2] = 1\n",
            "return (r, n, p, s)\n",
            "self.set_status('Unsupported, not a valid URL')\n",
            "return _parse_pipeline(pipeline)\n",
            "x = getattr(self.base._x, '_ke\n",
            "====================\n",
            "Input : parser.add_argument(\"--num_train_epochs\",\n",
            "Output: parser.add_argument(\"--num_train_epochs\", type=int, default=1)\n",
            "ax.set_ylim(y_end, y_end+y_step)\n",
            "return len(self.dae.list_in_filtered(outdir, filename, **kwargs))\n",
            "t = '(' + f.__doc__ + ')' + f.__file__\n",
            "return list(set(cidx))\n",
            "return {'name': str(field)}\n",
            "return _encode_list_string(result)\n",
            "return [key[:i] for i in range(self.get_index())]\n",
            "return resul\n",
            "====================\n",
            "Input : def set_seed(\n",
            "Output: def set_seed(None)\n",
            "s3.upload_file('/storage/images/%s' % image_name, tag)\n",
            "p_index = len(soup.find('td').text)\n",
            "log_file = os.path.join(self._cache, os.getcwd(), 'log')\n",
            "raise Exception('Failed to get new dataset %s', name)\n",
            "return cls.__class__(self._items_list, *fields)\n",
            "return f(*args, **kwargs)\n",
            "return xls, yls\n",
            "ret = _run_numpy(ret, self\n",
            "====================\n",
            "Input : def factorial\n",
            "Output: def factorial(0).fillna(1).fwhm(1)\n",
            "subfields[\"name\"] = field[6:].strip()\n",
            "raise ValueError(\"A string needs to be provided in the name.\")\n",
            "p = p.replace('\\n', '')  # make a new string\n",
            "cmap=cm.get_cmap(cmap_name),\n",
            "mtime = str(os.path.getmtime(src_file))\n",
            "from.db import DBusDB\n",
            "raise ValueError(\"Invalid value for `from`\")\n",
            "return [n for n, a, b in zip\n",
            "====================\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import torch\n",
        "from transformers import GPT2Tokenizer, GPT2LMHeadModel\n",
        "\n",
        "import logging\n",
        "logging.disable(logging.CRITICAL)\n",
        "\n",
        "\n",
        "def get_model(\n",
        "    device: torch.device = torch.device(\n",
        "        \"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        ") -> tuple:\n",
        "    os.environ[\"KMP_DUPLICATE_LIB_OK\"] = \"TRUE\"\n",
        "    tokenizer = GPT2Tokenizer.from_pretrained(\n",
        "        \"shibing624/code-autocomplete-gpt2-base\")\n",
        "    model = GPT2LMHeadModel.from_pretrained(\n",
        "        \"shibing624/code-autocomplete-gpt2-base\")\n",
        "    model.to(device)\n",
        "    return model, tokenizer\n",
        "\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "model, tokenizer = get_model(device) "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 209,
          "referenced_widgets": [
            "22b030d3fb054e9aa68aa28aee5cb755",
            "3f8aad28f9684228a4626483a6fc1173",
            "284cf433e4c34d27b859d17279312163",
            "0a57354679d84d54a81f1fc21b89e6cc",
            "94c8fd4830ac4ae1a383f269f8580bf8",
            "316ceaada9484dc3a7c57ef6c6293fb3",
            "7aa675d6bc1e4a5c8046675302f07792",
            "1b104d69df0743108d7c89e2934aa203",
            "ab25a70d1de94156bee8b81b18299ad0",
            "c724d5e2591c4dd4a148af48ecf3f386",
            "873ac91bed0744a6b547678e7138a107",
            "5b8684ae49fc4cc2b89daa3d37715dea",
            "d4319444d17b46c58b69b83a0ec499ad",
            "bb1179f5521e4ffea85aae5bad19ede6",
            "13a0a28469d1480c95f52aca65a5e192",
            "b97a392d61ad4658997ee1b8714c4ea8",
            "be99002cf467416bbf622b5e8c4602d4",
            "c19d8406251e41369aab5df4f863e351",
            "96e522809b644c97bd9b742b151392c4",
            "767e7755293546e5b6fecf0d1acd59b1",
            "8bc41ec2ca384f07801a32a7d007587d",
            "e639ef185eec4ccb9be2f477d5e3a17a",
            "2a23fd33abe141f9b23b312ff0ef55f4",
            "a7f0c82dabd643a8bf4899b4f20a6e23",
            "6e6a075ad9a649beb0c72be23dc14730",
            "3055cc72b3834a0f86125de28831a7f6",
            "c61d68aaf43642bdbbeb3b892022a7bc",
            "fd4e58eec7fe4af39c526bd3ed4154a7",
            "eeab7dca01ae4c848ad738ec7b92214b",
            "efcc950182d64f19af638dee23322122",
            "41b9b925303641ba82970d808152b0fd",
            "85b66f93cc6f48daafc85c284cbc0913",
            "c2c21104fc7046a5a7ca9701d4d751a1",
            "197b7a6508574b9e960347afaf33cda1",
            "fdaa901bf1774abcb7cb741fa3301e48",
            "694bf9cc30164232bbeb364b91a7a89e",
            "08157093fa894e7d9081d8ff07dc3d24",
            "636ee283e1cb43a6a7975922c7d780b1",
            "da812f0ab1724d8ca50ee562f9f78eb7",
            "11ee1983e83d41f0967d75e889853836",
            "3785b0e55e2742f790de62fa8b294413",
            "f5239a0af2e44812b170982215f49244",
            "6200371a55d54ef88a71df06d6cd4ebb",
            "0fc6ef20f3b74ce0a575e661b91795c4",
            "ad90ae1e7dc7440196601715ad55ead0",
            "8b3ae888e8314188ac6c8aab3728b2d0",
            "09d6a709180a48dba6720684f4c0444e",
            "12aa81eb36f6482fad0eaa2277fda3f4",
            "90c1e8abe812481aa41bce07135205fd",
            "23c95d3935384ef09f65b5822d80325c",
            "41a50a20004d46cd9b648e522cc6302e",
            "5267b26d20c24f4eb117bf5aff724d69",
            "d1fa4194559643718302f2b7b2918d2f",
            "afe5dcc599584bc282c59c023676c75a",
            "d06a7b7f1a6840a780e0abdf7c564cbc",
            "c070ecbcd7a74ee5b80cb2e3fadcf2e6",
            "09fd31d0ba7741d98af29f7672ddb63c",
            "7a979dabfb864878a28535a9da2a1785",
            "51008f83be7c4fc9936345ae7d538b07",
            "bbf382cc160d4754be8e2f11ff5946a2",
            "3cc98669857f45239f73f5475a8291e9",
            "c2c22b4aa9cc4e0bb0b3e551bff070da",
            "db0f43992dc84cac871a88e4f1776091",
            "85f1eea3d78a4a61a623b76c869d6d69",
            "c784891b5d1a475881883292f6b96d91",
            "8d4a0e66e42245bca3914dab27152189"
          ]
        },
        "id": "nK5JO_nCbv9j",
        "outputId": "1a2d5755-6395-40a6-8147-19e109636266"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/899k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "22b030d3fb054e9aa68aa28aee5cb755"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/456k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "5b8684ae49fc4cc2b89daa3d37715dea"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/357 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "2a23fd33abe141f9b23b312ff0ef55f4"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/596 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "197b7a6508574b9e960347afaf33cda1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/850 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "ad90ae1e7dc7440196601715ad55ead0"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Downloading:   0%|          | 0.00/510M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c070ecbcd7a74ee5b80cb2e3fadcf2e6"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "prompts = [\n",
        "            \"import numpy as np\",\n",
        "            \"import torch.nn as\",\n",
        "            'parser.add_argument(\"--num_train_epochs\",',\n",
        "            \"def set_seed(\",\n",
        "            \"def factorial\",\n",
        "        ]\n",
        "for prompt in prompts:\n",
        "    input_ids = tokenizer.encode(\n",
        "        prompt, add_special_tokens=False, return_tensors='pt').to(device)\n",
        "    outputs = model.generate(input_ids=input_ids,\n",
        "                              max_length=64 + len(prompt),\n",
        "                              temperature=1.0,\n",
        "                              top_k=50,\n",
        "                              top_p=0.95,\n",
        "                              repetition_penalty=1.0,\n",
        "                              do_sample=True,\n",
        "                              num_return_sequences=1,\n",
        "                              length_penalty=2.0,\n",
        "                              early_stopping=True)\n",
        "    decoded = tokenizer.decode(\n",
        "        outputs[0],\n",
        "        skip_special_tokens=True,\n",
        "    )\n",
        "    print(decoded)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6B9LM6w2ct6h",
        "outputId": "90d4d353-e7bb-42ef-cf7c-12b96f1facda"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "import numpy as np\n",
            "import scipy.sparse as spsp\n",
            "import torch\n",
            "import torch.nn as nn\n",
            "from mmcv.utils import load_config, init\n",
            "from mmcv.utils.bbox_utils import _pair_dict_to_list\n",
            "\n",
            "from.registry import COMPONENTS\n",
            "\n",
            "\n",
            "@COMPONENTS.register_module()\n",
            "\n",
            "import torch.nn as nn\n",
            "\n",
            "\n",
            "class ConvBinLayer(nn.Module):\n",
            "    \"\"\"Invert layer into ConvBin Module.\n",
            "\n",
            "    Args:\n",
            "        in_channels (int): number of channels of input feature maps.\n",
            "        pooling_scales (list): Pooling scales\n",
            "parser.add_argument(\"--num_train_epochs\", type=int, default=1, help=\"Number of training epochs\")\n",
            "    parser.add_argument(\"--num_train_batches\", type=int, default=1, help=\"Number of training batches\")\n",
            "    parser.add_argument(\"--num_train_samples\", type=int, default=2, help=\"Number of training samples\")\n",
            "    parser.add_\n",
            "def set_seed(self, seed):\n",
            "        \"\"\"\n",
            "        Set seed for initialization. It will be called automatically during initialization\n",
            "        during training.\n",
            "        \"\"\"\n",
            "        logger.info(\"Initializing %s.\" % seed\n",
            "def factorial(n: int) -> int:\n",
            "    \"\"\"Returns factorial of this number.\n",
            "    >>> factorial(-101)\n",
            "    Traceback (most recent call last):\n",
            "       ...\n",
            "    ValueError: factorial() requires a positive integer\n",
            "    \"\"\"\n",
            "   \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "help(GPT2Coder)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UTQOGzqi3G8i",
        "outputId": "3dd26f5f-1636-426f-9e9b-af4ddab1f674"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Help on class GPT2Coder in module autocomplete.gpt2_coder:\n",
            "\n",
            "class GPT2Coder(builtins.object)\n",
            " |  GPT2Coder(model_name_or_path: str, max_seq_length: int = 128, do_lower_case: bool = False, special_words_dict: Dict = None)\n",
            " |  \n",
            " |  Methods defined here:\n",
            " |  \n",
            " |  __init__(self, model_name_or_path: str, max_seq_length: int = 128, do_lower_case: bool = False, special_words_dict: Dict = None)\n",
            " |      Initializes a GPT2 LanguageModelingModel.\n",
            " |      \n",
            " |      Args:\n",
            " |          model_name_or_path: Default Transformer model name or path to a directory containing Transformer model file (pytorch_nodel.bin).\n",
            " |          max_seq_length: The maximum total input sequence length after tokenization.\n",
            " |          do_lower_case: Set this flag if you are using an uncased model.\n",
            " |          special_words_dict: A dictionary of special words and their token ids.\n",
            " |  \n",
            " |  add_special_words(self, special_words_dict)\n",
            " |  \n",
            " |  eval_model(self, eval_file: str, output_dir: str = None, verbose: bool = True, batch_size: int = 16)\n",
            " |      Evaluates the model on eval_df. Saves results to args.output_dir\n",
            " |          result: Dictionary containing evaluation results.\n",
            " |  \n",
            " |  evaluate(self, eval_dataset, output_dir: str = None, batch_size: int = 16)\n",
            " |      Evaluates the model on eval_dataset.\n",
            " |      \n",
            " |      Utility function to be used by the eval_model() method. Not intended to be used directly.\n",
            " |  \n",
            " |  generate(self, prompt: str, is_add_prompt: bool = True, temperature: int = 1.0, top_k: int = 50, top_p: float = 0.95, repetition_penalty: float = 1.0, do_sample: bool = True, num_return_sequences: int = 1, length_penalty: float = 2.0, early_stopping: bool = True, stop_word: str = '\\n\\n', bad_words: list = None, **kwargs)\n",
            " |      Generate text using a GPT2 LanguageGenerationModel\n",
            " |      \n",
            " |      Args:\n",
            " |          prompt: A prompt text for the model.\n",
            " |          is_add_prompt: Whether to add the prompt to the returned text.\n",
            " |          temperature: The sampling temperature.\n",
            " |          top_k: The number of top k tokens to be considered by sampling.\n",
            " |          top_p: The sampling probability for top p tokens.\n",
            " |          repetition_penalty: The repetition penalty parameter.\n",
            " |          do_sample: Boolean value indicating whether to sample or greedy generate.\n",
            " |          num_return_sequences: The number of samples to return.\n",
            " |          length_penalty: The length penalty parameter.\n",
            " |          early_stopping: Boolean value indicating whether to do early stopping or not.\n",
            " |          stop_word: A stop word to stop generation.\n",
            " |          bad_words: A list of bad words to be ignored.\n",
            " |      Returns:\n",
            " |          generated_sequences: list, Sequences of text generated by the model.\n",
            " |  \n",
            " |  save_model(self, output_dir, model, results=None)\n",
            " |      Saves the model to output_dir.\n",
            " |      :param output_dir:\n",
            " |      :param model:\n",
            " |      :param results:\n",
            " |      :return:\n",
            " |  \n",
            " |  train(self, train_dataset: torch.utils.data.dataset.Dataset, output_dir: str, eval_file: str = None, verbose: bool = True, batch_size: int = 8, num_epochs: int = 1, weight_decay: float = 0.01, seed: int = 42, warmup_ratio: float = 0.1, lr: float = 5e-05, eps: float = 1e-06, gradient_accumulation_steps: int = 1, max_grad_norm: float = 1.0, max_steps: int = -1)\n",
            " |      Trains the model on train_dataset.\n",
            " |      \n",
            " |      Utility function to be used by the train_model() method. Not intended to be used directly.\n",
            " |  \n",
            " |  train_model(self, train_file: str, output_dir: str, eval_file: str = None, verbose: bool = True, batch_size: int = 8, num_epochs: int = 1, weight_decay: float = 0.01, seed: int = 42, warmup_ratio: float = 0.1, lr: float = 5e-05, eps: float = 1e-06, gradient_accumulation_steps: int = 1, max_grad_norm: float = 1.0, max_steps: int = -1)\n",
            " |      Trains the model on 'train_file'\n",
            " |      \n",
            " |      Args:\n",
            " |          train_file: Path to text file containing the text to train the language model on.\n",
            " |          output_dir: The directory where model files will be saved. If not given, self.args.output_dir will be used.\n",
            " |          eval_file (optional): Path to eval file containing the text to evaluate the language model on.\n",
            " |          verbose (optional): Print logger or not.\n",
            " |          batch_size (optional): Batch size for training.\n",
            " |          num_epochs (optional): Number of epochs for training.\n",
            " |          weight_decay (optional): Weight decay for optimization.\n",
            " |          seed (optional): Seed for initialization.\n",
            " |          warmup_ratio (optional): Warmup ratio for learning rate.\n",
            " |          lr (optional): Learning rate.\n",
            " |          eps (optional): Adam epsilon.\n",
            " |          gradient_accumulation_steps (optional): Number of updates steps to accumulate before performing a backward/update pass.\n",
            " |          max_grad_norm (optional): Max gradient norm.\n",
            " |          max_steps (optional): If > 0: set total number of training steps to perform. Override num_epochs.\n",
            " |      Returns:\n",
            " |          global_step: Number of global steps trained\n",
            " |          training_details: Average training loss if evaluate_during_training is False or full training progress scores if evaluate_during_training is True\n",
            " |  \n",
            " |  ----------------------------------------------------------------------\n",
            " |  Data descriptors defined here:\n",
            " |  \n",
            " |  __dict__\n",
            " |      dictionary for instance variables (if defined)\n",
            " |  \n",
            " |  __weakref__\n",
            " |      list of weak references to the object (if defined)\n",
            "\n"
          ]
        }
      ]
    }
  ]
}