{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "provenance": [],
   "gpuType": "T4"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  },
  "language_info": {
   "name": "python"
  },
  "accelerator": "GPU",
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "ac800b679bdc4382b28cbcf9c68303f0": {
     "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_2fa8106d87594af283e5b74915003783",
       "IPY_MODEL_04e5f6b3190740dd85bedac661c67770",
       "IPY_MODEL_37c645ebeb934c8db572d4b4da63f280"
      ],
      "layout": "IPY_MODEL_4757bdb315e04fb982ac45e0a26a7c2d"
     }
    },
    "2fa8106d87594af283e5b74915003783": {
     "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_f125275065c64b6ca55f0767737a488a",
      "placeholder": "​",
      "style": "IPY_MODEL_06b012d7bd5b418eb74d89ba51dbc690",
      "value": "Downloading config.json: 100%"
     }
    },
    "04e5f6b3190740dd85bedac661c67770": {
     "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_7e3d164400b342c897b4e647da36a02e",
      "max": 864,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_eadd02efcb204b20b3bfd8e99cde9ae3",
      "value": 864
     }
    },
    "37c645ebeb934c8db572d4b4da63f280": {
     "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_2264a5b9de1d4e93acbdbd84c3abf040",
      "placeholder": "​",
      "style": "IPY_MODEL_e863997d8ce142798230810e384323ba",
      "value": " 864/864 [00:00<00:00, 36.3kB/s]"
     }
    },
    "4757bdb315e04fb982ac45e0a26a7c2d": {
     "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
     }
    },
    "f125275065c64b6ca55f0767737a488a": {
     "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
     }
    },
    "06b012d7bd5b418eb74d89ba51dbc690": {
     "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": ""
     }
    },
    "7e3d164400b342c897b4e647da36a02e": {
     "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
     }
    },
    "eadd02efcb204b20b3bfd8e99cde9ae3": {
     "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": ""
     }
    },
    "2264a5b9de1d4e93acbdbd84c3abf040": {
     "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
     }
    },
    "e863997d8ce142798230810e384323ba": {
     "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": ""
     }
    },
    "c09398bd98554499805b5f14270e4248": {
     "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_c3b4b0254d8b4e4eb399ca3514d36211",
       "IPY_MODEL_8adaa113d54247388e1355331451926a",
       "IPY_MODEL_bbedc4f5cece4090ad997ce39d65e96a"
      ],
      "layout": "IPY_MODEL_825fd5e9a017439995c67dcb3a7736b9"
     }
    },
    "c3b4b0254d8b4e4eb399ca3514d36211": {
     "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_bab30e40fedb43dc8e0044c80727c38b",
      "placeholder": "​",
      "style": "IPY_MODEL_ffdbfdfd24f3433f9653a3a0b1a177d6",
      "value": "Downloading pytorch_model.bin: 100%"
     }
    },
    "8adaa113d54247388e1355331451926a": {
     "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_fc1af3db81b243178157ee330f62ff3c",
      "max": 510401385,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_a46138f2b04c4418816fa264c3deb892",
      "value": 510401385
     }
    },
    "bbedc4f5cece4090ad997ce39d65e96a": {
     "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_b47c3295784648cf8847e198ee33c615",
      "placeholder": "​",
      "style": "IPY_MODEL_ee47504dd7274dfb860a5c4355a37295",
      "value": " 510M/510M [00:06<00:00, 58.7MB/s]"
     }
    },
    "825fd5e9a017439995c67dcb3a7736b9": {
     "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
     }
    },
    "bab30e40fedb43dc8e0044c80727c38b": {
     "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
     }
    },
    "ffdbfdfd24f3433f9653a3a0b1a177d6": {
     "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": ""
     }
    },
    "fc1af3db81b243178157ee330f62ff3c": {
     "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
     }
    },
    "a46138f2b04c4418816fa264c3deb892": {
     "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": ""
     }
    },
    "b47c3295784648cf8847e198ee33c615": {
     "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
     }
    },
    "ee47504dd7274dfb860a5c4355a37295": {
     "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": ""
     }
    },
    "31ec83a1244d416ba8cfe922748b7e55": {
     "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_3d41103299d5441184b2890a8a52b6ec",
       "IPY_MODEL_01e1e799e775450694e2842d87bbc871",
       "IPY_MODEL_244faf9363794c0a86175f72fb63655f"
      ],
      "layout": "IPY_MODEL_14b26d9b078f4a919f09f8133e5dd22d"
     }
    },
    "3d41103299d5441184b2890a8a52b6ec": {
     "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_109145210ff64132a36601470b3e24e6",
      "placeholder": "​",
      "style": "IPY_MODEL_1eefecffe6124ad6b835ed579a0adfa5",
      "value": "Downloading tokenizer_config.json: 100%"
     }
    },
    "01e1e799e775450694e2842d87bbc871": {
     "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_b7b911c6bca94858bb93ffbcb1daa736",
      "max": 208,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_4b7636fbfe854056acadd394d71cde75",
      "value": 208
     }
    },
    "244faf9363794c0a86175f72fb63655f": {
     "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_afc4c68e30a14d74b7c1547f02570baf",
      "placeholder": "​",
      "style": "IPY_MODEL_57763424d94a4384b4fa4c762062b6ba",
      "value": " 208/208 [00:00<00:00, 7.73kB/s]"
     }
    },
    "14b26d9b078f4a919f09f8133e5dd22d": {
     "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
     }
    },
    "109145210ff64132a36601470b3e24e6": {
     "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
     }
    },
    "1eefecffe6124ad6b835ed579a0adfa5": {
     "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": ""
     }
    },
    "b7b911c6bca94858bb93ffbcb1daa736": {
     "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
     }
    },
    "4b7636fbfe854056acadd394d71cde75": {
     "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": ""
     }
    },
    "afc4c68e30a14d74b7c1547f02570baf": {
     "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
     }
    },
    "57763424d94a4384b4fa4c762062b6ba": {
     "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": ""
     }
    },
    "3a9bbce5adf04b77beed6eb10211551f": {
     "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_9125492ba517409eb77722982d57b948",
       "IPY_MODEL_ff2160ef3ab14d4682cfbb1b878af62f",
       "IPY_MODEL_52d637c25ad84c6fae643fe7f687f63a"
      ],
      "layout": "IPY_MODEL_a87573424cf0463a85b56271931d6dc8"
     }
    },
    "9125492ba517409eb77722982d57b948": {
     "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_95dc4d80e12c4020bdd8f5d849107cf5",
      "placeholder": "​",
      "style": "IPY_MODEL_c1d658d5f21f4731895b397cc3fcb055",
      "value": "Downloading vocab.json: 100%"
     }
    },
    "ff2160ef3ab14d4682cfbb1b878af62f": {
     "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_53f98231a2c140efbd0a1d2d25367b1f",
      "max": 888217,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_367f3aae32ab4e1b9f67f3cd29299c5b",
      "value": 888217
     }
    },
    "52d637c25ad84c6fae643fe7f687f63a": {
     "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_b6aa40c7501f44178f14ac88b63f57cb",
      "placeholder": "​",
      "style": "IPY_MODEL_984a17db21ee4aa898323ecde9c14f16",
      "value": " 888k/888k [00:00<00:00, 30.5MB/s]"
     }
    },
    "a87573424cf0463a85b56271931d6dc8": {
     "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
     }
    },
    "95dc4d80e12c4020bdd8f5d849107cf5": {
     "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
     }
    },
    "c1d658d5f21f4731895b397cc3fcb055": {
     "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": ""
     }
    },
    "53f98231a2c140efbd0a1d2d25367b1f": {
     "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
     }
    },
    "367f3aae32ab4e1b9f67f3cd29299c5b": {
     "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": ""
     }
    },
    "b6aa40c7501f44178f14ac88b63f57cb": {
     "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
     }
    },
    "984a17db21ee4aa898323ecde9c14f16": {
     "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": ""
     }
    },
    "dc277586ba1f4eeda104c895cf9a1626": {
     "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_3b6bfbe260a9403c8216269b5032cde4",
       "IPY_MODEL_a7d258bfe8644c38a56ca365ea9e4ab1",
       "IPY_MODEL_0f75959ab6364a60b229051f0d5b2c68"
      ],
      "layout": "IPY_MODEL_ca47940201884085b556bbc7032f17f2"
     }
    },
    "3b6bfbe260a9403c8216269b5032cde4": {
     "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_eb4e61e04bc04929be057a5a960feb9d",
      "placeholder": "​",
      "style": "IPY_MODEL_b7ef949a1eb0469fb0bd1be5256fa79a",
      "value": "Downloading merges.txt: 100%"
     }
    },
    "a7d258bfe8644c38a56ca365ea9e4ab1": {
     "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_f7687d83ee0149248610c40d4d86d944",
      "max": 546522,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_bfa116bd3e144c15b67bd97ff3c85fea",
      "value": 546522
     }
    },
    "0f75959ab6364a60b229051f0d5b2c68": {
     "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_7e58b084511e4232a0d197539306c57f",
      "placeholder": "​",
      "style": "IPY_MODEL_7e8ca657aedb41da9a99c3d3d648ea00",
      "value": " 547k/547k [00:00<00:00, 23.4MB/s]"
     }
    },
    "ca47940201884085b556bbc7032f17f2": {
     "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
     }
    },
    "eb4e61e04bc04929be057a5a960feb9d": {
     "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
     }
    },
    "b7ef949a1eb0469fb0bd1be5256fa79a": {
     "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": ""
     }
    },
    "f7687d83ee0149248610c40d4d86d944": {
     "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
     }
    },
    "bfa116bd3e144c15b67bd97ff3c85fea": {
     "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": ""
     }
    },
    "7e58b084511e4232a0d197539306c57f": {
     "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
     }
    },
    "7e8ca657aedb41da9a99c3d3d648ea00": {
     "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": ""
     }
    },
    "5cfa6f79da7e47639bfdea6d8f70dd7d": {
     "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_3530c50e41b54531b12d04c807d3924a",
       "IPY_MODEL_b6afee105c69499f98cf0544ffe325cb",
       "IPY_MODEL_3219d928e9e14e4ba95bf2aad70162a3"
      ],
      "layout": "IPY_MODEL_0853024b81894cc79c7f6b8de97c5c5b"
     }
    },
    "3530c50e41b54531b12d04c807d3924a": {
     "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_59d4ec3a13844c878d4e95896a37121d",
      "placeholder": "​",
      "style": "IPY_MODEL_1498b932de1b4a5f922395ecf3b437a9",
      "value": "Downloading tokenizer.json: 100%"
     }
    },
    "b6afee105c69499f98cf0544ffe325cb": {
     "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_083cd7a3ebb34bbf8940af58359a4848",
      "max": 1535928,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_4e16ca13c2dd46069b65dd48f3da8790",
      "value": 1535928
     }
    },
    "3219d928e9e14e4ba95bf2aad70162a3": {
     "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_98e047a8134f4502bb134beb26ffe821",
      "placeholder": "​",
      "style": "IPY_MODEL_ad3e29e3250a4323b715a7ffe279c799",
      "value": " 1.54M/1.54M [00:00<00:00, 54.3MB/s]"
     }
    },
    "0853024b81894cc79c7f6b8de97c5c5b": {
     "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
     }
    },
    "59d4ec3a13844c878d4e95896a37121d": {
     "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
     }
    },
    "1498b932de1b4a5f922395ecf3b437a9": {
     "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": ""
     }
    },
    "083cd7a3ebb34bbf8940af58359a4848": {
     "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
     }
    },
    "4e16ca13c2dd46069b65dd48f3da8790": {
     "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": ""
     }
    },
    "98e047a8134f4502bb134beb26ffe821": {
     "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
     }
    },
    "ad3e29e3250a4323b715a7ffe279c799": {
     "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": ""
     }
    },
    "5c71295523ea4561a6fe8534c0b160e2": {
     "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_c62c829fa4f346f4966f68e020c50813",
       "IPY_MODEL_f10ed53b98304b6197789308330e1bf8",
       "IPY_MODEL_9516994367bc488faeae786254eff8c7"
      ],
      "layout": "IPY_MODEL_f95ffcc1b9564519aa1f1c81e2d16dbf"
     }
    },
    "c62c829fa4f346f4966f68e020c50813": {
     "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_e7fafc300aa749a2bedd750295731307",
      "placeholder": "​",
      "style": "IPY_MODEL_05032586bc4d4f8c9a1fa023695e60ec",
      "value": "Downloading added_tokens.json: 100%"
     }
    },
    "f10ed53b98304b6197789308330e1bf8": {
     "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_7e56e3fd676440d0a23ca09f8b5c7d4e",
      "max": 24,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_855d7b31b1a44fb9b667e84f30bd121a",
      "value": 24
     }
    },
    "9516994367bc488faeae786254eff8c7": {
     "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_164ae1d73d4b461fb27c0401b8ce09fe",
      "placeholder": "​",
      "style": "IPY_MODEL_6e3c14738f864803b0f95cd940f23d9e",
      "value": " 24.0/24.0 [00:00<00:00, 1.62kB/s]"
     }
    },
    "f95ffcc1b9564519aa1f1c81e2d16dbf": {
     "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
     }
    },
    "e7fafc300aa749a2bedd750295731307": {
     "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
     }
    },
    "05032586bc4d4f8c9a1fa023695e60ec": {
     "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": ""
     }
    },
    "7e56e3fd676440d0a23ca09f8b5c7d4e": {
     "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
     }
    },
    "855d7b31b1a44fb9b667e84f30bd121a": {
     "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": ""
     }
    },
    "164ae1d73d4b461fb27c0401b8ce09fe": {
     "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
     }
    },
    "6e3c14738f864803b0f95cd940f23d9e": {
     "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": ""
     }
    },
    "3ade165824644044bb922256c3773156": {
     "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_6c924e348934452887581e23151c7ebb",
       "IPY_MODEL_85a446e817c943c7a26e40a7ad8f511f",
       "IPY_MODEL_08c86037bfe442079bb79321147a73df"
      ],
      "layout": "IPY_MODEL_d3f1817bcb0a4e8a85e0515898c13850"
     }
    },
    "6c924e348934452887581e23151c7ebb": {
     "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_2e154a9d0eeb45c38728084edb841a29",
      "placeholder": "​",
      "style": "IPY_MODEL_2a67736c8e3a481aa139b021a89140ab",
      "value": "Downloading (…)cial_tokens_map.json: 100%"
     }
    },
    "85a446e817c943c7a26e40a7ad8f511f": {
     "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_6bb99699d0614c83b588a7dd65351c1c",
      "max": 90,
      "min": 0,
      "orientation": "horizontal",
      "style": "IPY_MODEL_f380816f81d046b880b12a429d624c2f",
      "value": 90
     }
    },
    "08c86037bfe442079bb79321147a73df": {
     "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_17b70c7ee49f477cacf15abe01d88905",
      "placeholder": "​",
      "style": "IPY_MODEL_7c0ca4701ce64754b5f31663458e925b",
      "value": " 90.0/90.0 [00:00<00:00, 5.53kB/s]"
     }
    },
    "d3f1817bcb0a4e8a85e0515898c13850": {
     "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
     }
    },
    "2e154a9d0eeb45c38728084edb841a29": {
     "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
     }
    },
    "2a67736c8e3a481aa139b021a89140ab": {
     "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": ""
     }
    },
    "6bb99699d0614c83b588a7dd65351c1c": {
     "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
     }
    },
    "f380816f81d046b880b12a429d624c2f": {
     "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": ""
     }
    },
    "17b70c7ee49f477cacf15abe01d88905": {
     "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
     }
    },
    "7c0ca4701ce64754b5f31663458e925b": {
     "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": "code",
   "source": [
    "!pip install transformers torch accelerate"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TVWZUBhyPfpa",
    "outputId": "2a548af2-1981-4a46-b826-62b88ca08eb1"
   },
   "execution_count": 1,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: transformers in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (4.23.1)\r\n",
      "Requirement already satisfied: torch in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (2.0.0)\r\n",
      "Collecting accelerate\r\n",
      "  Downloading accelerate-0.20.3-py3-none-any.whl (227 kB)\r\n",
      "\u001B[K     |████████████████████████████████| 227 kB 2.6 MB/s eta 0:00:01\r\n",
      "\u001B[?25hRequirement already satisfied: packaging>=20.0 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (21.3)\r\n",
      "Requirement already satisfied: regex!=2019.12.17 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (2022.10.31)\r\n",
      "Requirement already satisfied: pyyaml>=5.1 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (6.0)\r\n",
      "Requirement already satisfied: numpy>=1.17 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (1.23.4)\r\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.10.0 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (0.10.1)\r\n",
      "Requirement already satisfied: tokenizers!=0.11.3,<0.14,>=0.11.1 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (0.11.4)\r\n",
      "Requirement already satisfied: tqdm>=4.27 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (4.64.0)\r\n",
      "Requirement already satisfied: filelock in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (3.6.0)\r\n",
      "Requirement already satisfied: requests in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from transformers) (2.28.2)\r\n",
      "Requirement already satisfied: typing-extensions in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from torch) (4.3.0)\r\n",
      "Requirement already satisfied: sympy in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from torch) (1.11.1)\r\n",
      "Requirement already satisfied: networkx in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from torch) (2.8.8)\r\n",
      "Requirement already satisfied: jinja2 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from torch) (3.1.2)\r\n",
      "Requirement already satisfied: psutil in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from accelerate) (5.9.0)\r\n",
      "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from packaging>=20.0->transformers) (3.0.9)\r\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from jinja2->torch) (2.1.1)\r\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from requests->transformers) (3.4)\r\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from requests->transformers) (2022.12.7)\r\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from requests->transformers) (1.26.12)\r\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from requests->transformers) (2.0.4)\r\n",
      "Requirement already satisfied: mpmath>=0.19 in /Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages (from sympy->torch) (1.3.0)\r\n",
      "Installing collected packages: accelerate\r\n",
      "Successfully installed accelerate-0.20.3\r\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Wczytanie bazowego modelu\n",
    "Bazowym modelem jest polska wersja GPT2 https://huggingface.co/flax-community/papuGaPT2?text=Najsmaczniejszy+polski+owoc+to"
   ],
   "metadata": {
    "id": "xxbWwu3KSds-"
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "LdRQU2xnOrst",
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 273,
     "referenced_widgets": [
      "ac800b679bdc4382b28cbcf9c68303f0",
      "2fa8106d87594af283e5b74915003783",
      "04e5f6b3190740dd85bedac661c67770",
      "37c645ebeb934c8db572d4b4da63f280",
      "4757bdb315e04fb982ac45e0a26a7c2d",
      "f125275065c64b6ca55f0767737a488a",
      "06b012d7bd5b418eb74d89ba51dbc690",
      "7e3d164400b342c897b4e647da36a02e",
      "eadd02efcb204b20b3bfd8e99cde9ae3",
      "2264a5b9de1d4e93acbdbd84c3abf040",
      "e863997d8ce142798230810e384323ba",
      "c09398bd98554499805b5f14270e4248",
      "c3b4b0254d8b4e4eb399ca3514d36211",
      "8adaa113d54247388e1355331451926a",
      "bbedc4f5cece4090ad997ce39d65e96a",
      "825fd5e9a017439995c67dcb3a7736b9",
      "bab30e40fedb43dc8e0044c80727c38b",
      "ffdbfdfd24f3433f9653a3a0b1a177d6",
      "fc1af3db81b243178157ee330f62ff3c",
      "a46138f2b04c4418816fa264c3deb892",
      "b47c3295784648cf8847e198ee33c615",
      "ee47504dd7274dfb860a5c4355a37295",
      "31ec83a1244d416ba8cfe922748b7e55",
      "3d41103299d5441184b2890a8a52b6ec",
      "01e1e799e775450694e2842d87bbc871",
      "244faf9363794c0a86175f72fb63655f",
      "14b26d9b078f4a919f09f8133e5dd22d",
      "109145210ff64132a36601470b3e24e6",
      "1eefecffe6124ad6b835ed579a0adfa5",
      "b7b911c6bca94858bb93ffbcb1daa736",
      "4b7636fbfe854056acadd394d71cde75",
      "afc4c68e30a14d74b7c1547f02570baf",
      "57763424d94a4384b4fa4c762062b6ba",
      "3a9bbce5adf04b77beed6eb10211551f",
      "9125492ba517409eb77722982d57b948",
      "ff2160ef3ab14d4682cfbb1b878af62f",
      "52d637c25ad84c6fae643fe7f687f63a",
      "a87573424cf0463a85b56271931d6dc8",
      "95dc4d80e12c4020bdd8f5d849107cf5",
      "c1d658d5f21f4731895b397cc3fcb055",
      "53f98231a2c140efbd0a1d2d25367b1f",
      "367f3aae32ab4e1b9f67f3cd29299c5b",
      "b6aa40c7501f44178f14ac88b63f57cb",
      "984a17db21ee4aa898323ecde9c14f16",
      "dc277586ba1f4eeda104c895cf9a1626",
      "3b6bfbe260a9403c8216269b5032cde4",
      "a7d258bfe8644c38a56ca365ea9e4ab1",
      "0f75959ab6364a60b229051f0d5b2c68",
      "ca47940201884085b556bbc7032f17f2",
      "eb4e61e04bc04929be057a5a960feb9d",
      "b7ef949a1eb0469fb0bd1be5256fa79a",
      "f7687d83ee0149248610c40d4d86d944",
      "bfa116bd3e144c15b67bd97ff3c85fea",
      "7e58b084511e4232a0d197539306c57f",
      "7e8ca657aedb41da9a99c3d3d648ea00",
      "5cfa6f79da7e47639bfdea6d8f70dd7d",
      "3530c50e41b54531b12d04c807d3924a",
      "b6afee105c69499f98cf0544ffe325cb",
      "3219d928e9e14e4ba95bf2aad70162a3",
      "0853024b81894cc79c7f6b8de97c5c5b",
      "59d4ec3a13844c878d4e95896a37121d",
      "1498b932de1b4a5f922395ecf3b437a9",
      "083cd7a3ebb34bbf8940af58359a4848",
      "4e16ca13c2dd46069b65dd48f3da8790",
      "98e047a8134f4502bb134beb26ffe821",
      "ad3e29e3250a4323b715a7ffe279c799",
      "5c71295523ea4561a6fe8534c0b160e2",
      "c62c829fa4f346f4966f68e020c50813",
      "f10ed53b98304b6197789308330e1bf8",
      "9516994367bc488faeae786254eff8c7",
      "f95ffcc1b9564519aa1f1c81e2d16dbf",
      "e7fafc300aa749a2bedd750295731307",
      "05032586bc4d4f8c9a1fa023695e60ec",
      "7e56e3fd676440d0a23ca09f8b5c7d4e",
      "855d7b31b1a44fb9b667e84f30bd121a",
      "164ae1d73d4b461fb27c0401b8ce09fe",
      "6e3c14738f864803b0f95cd940f23d9e",
      "3ade165824644044bb922256c3773156",
      "6c924e348934452887581e23151c7ebb",
      "85a446e817c943c7a26e40a7ad8f511f",
      "08c86037bfe442079bb79321147a73df",
      "d3f1817bcb0a4e8a85e0515898c13850",
      "2e154a9d0eeb45c38728084edb841a29",
      "2a67736c8e3a481aa139b021a89140ab",
      "6bb99699d0614c83b588a7dd65351c1c",
      "f380816f81d046b880b12a429d624c2f",
      "17b70c7ee49f477cacf15abe01d88905",
      "7c0ca4701ce64754b5f31663458e925b"
     ]
    },
    "outputId": "414a875b-08d7-45f3-ae17-ef47a5fe3db3"
   },
   "outputs": [],
   "source": [
    "from transformers import AutoTokenizer, AutoModelForCausalLM, set_seed\n",
    "import pandas as pd\n",
    "\n",
    "model = AutoModelForCausalLM.from_pretrained('flax-community/papuGaPT2')\n",
    "tokenizer = AutoTokenizer.from_pretrained('flax-community/papuGaPT2')\n",
    "\n",
    "tokenizer.pad_token = tokenizer.eos_token"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Wczytanie danych do finetuningu\n",
    "Dane stworzyliśmy ręcznie oraz za pomocą ChatGPT."
   ],
   "metadata": {
    "id": "IY2e11OjS54T"
   }
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "source": [
    "data = pd.read_csv('prompts.csv', sep=';')\n",
    "# data.head()\n",
    "# data[\"answer\"]\n",
    "texts = 'question: ' + data['question'] + \"\\nanswer: \" + data['answer']\n",
    "texts = texts.tolist()\n",
    "print(texts[0])"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "tD7U4Qa5UhEf",
    "outputId": "1f215c64-dd7f-4d3f-9e65-072aa2ddfab9"
   },
   "execution_count": 2,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "question: Dlaczego w ogóle warto się starać?\n",
      "answer:  Nie warto. Wszystko i tak skończy się niepowodzeniem.\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Preprocessing"
   ],
   "metadata": {
    "id": "CQw_oCFyUnY_"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "from torch.utils.data import Dataset, DataLoader, random_split, RandomSampler, SequentialSampler\n",
    "import torch\n",
    "\n",
    "# Create custom dataset\n",
    "class PromptsDataset(Dataset):\n",
    "  def __init__(self, txt_list, tokenizer):\n",
    "    self.tokenizer = tokenizer\n",
    "    self.input_ids = []\n",
    "    self.attn_masks = []\n",
    "\n",
    "    for txt in txt_list:\n",
    "      encodings_dict = tokenizer(txt, padding=\"max_length\", truncation=True, max_length=512)\n",
    "      self.input_ids.append(torch.tensor(encodings_dict['input_ids']))\n",
    "      self.attn_masks.append(torch.tensor(encodings_dict['attention_mask']))\n",
    "\n",
    "  def __len__(self):\n",
    "    return len(self.input_ids)\n",
    "\n",
    "  def __getitem__(self, idx):\n",
    "    return self.input_ids[idx], self.attn_masks[idx]"
   ],
   "metadata": {
    "id": "_AYrfmfGXMEV"
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "# Create dataset\n",
    "dataset = PromptsDataset(texts, tokenizer)\n",
    "\n",
    "# Split into training and validation sets\n",
    "train_size = int(0.9 * len(dataset))\n",
    "val_size = len(dataset) - train_size\n",
    "\n",
    "train_dataset, val_dataset = random_split(dataset, [train_size, val_size])\n",
    "\n",
    "print('{:>5,} training samples'.format(train_size))\n",
    "print('{:>5,} validation samples'.format(val_size))"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "yQp1opRYXPAv",
    "outputId": "04a99a2d-d1c6-4216-b676-1197ba2cb781"
   },
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  154 training samples\n",
      "   18 validation samples\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "dataset[0]"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vX-uxFqkl5rw",
    "outputId": "7c83eac7-8c5c-4910-a7b9-799130dde915"
   },
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "(tensor([ 7636,  1736,   536,    30,  6072,   263,  4090,  1076,   330, 20777,\n            35,   203, 16488,  1633,    30,   225,   624,  1076,    18,  4651,\n           288,   497,  8427,   330, 19241,  3239,    18, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256, 50256,\n         50256, 50256]),\n tensor([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n         1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n         0, 0, 0, 0, 0, 0, 0, 0]))"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "batch_size = 8\n",
    "\n",
    "# Create the DataLoaders for our training and validation datasets.\n",
    "# We'll take training samples in random order.\n",
    "train_dataloader = DataLoader(\n",
    "            train_dataset,  # The training samples.\n",
    "            sampler = RandomSampler(train_dataset), # Select batches randomly\n",
    "            batch_size = batch_size # Trains with this batch size.\n",
    "        )\n",
    "\n",
    "# For validation the order doesn't matter, so we'll just read them sequentially.\n",
    "validation_dataloader = DataLoader(\n",
    "            val_dataset, # The validation samples.\n",
    "            sampler = SequentialSampler(val_dataset), # Pull out batches sequentially.\n",
    "            batch_size = batch_size # Evaluate with this batch size.\n",
    "        )"
   ],
   "metadata": {
    "id": "4LDKgbSAcPo8"
   },
   "execution_count": 6,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Fine-tuning"
   ],
   "metadata": {
    "id": "a5NTJK7HVjYD"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "# some parameters I cooked up that work reasonably well\n",
    "\n",
    "epochs = 10\n",
    "learning_rate = 0.001\n",
    "warmup_steps = 1e2\n",
    "epsilon = 1e-8"
   ],
   "metadata": {
    "id": "TnPudHlZVmaA"
   },
   "execution_count": 7,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "from transformers import AdamW, get_linear_schedule_with_warmup\n",
    "\n",
    "# Note: AdamW is a class from the huggingface library (as opposed to pytorch)\n",
    "optimizer = AdamW(model.parameters(),\n",
    "                  lr = learning_rate,\n",
    "                  eps = epsilon\n",
    "                )"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ZPic7oqNdGcH",
    "outputId": "11bb22bf-31a5-4855-d35d-79fdd14a7cce"
   },
   "execution_count": 8,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/sparafinski/miniconda3/envs/study/lib/python3.9/site-packages/transformers/optimization.py:306: 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",
      "  warnings.warn(\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "# Total number of training steps is [number of batches] x [number of epochs].\n",
    "# (Note that this is not the same as the number of training samples).\n",
    "total_steps = len(train_dataloader) * epochs\n",
    "\n",
    "# Create the learning rate scheduler.\n",
    "# This changes the learning rate as the training loop progresses\n",
    "scheduler = get_linear_schedule_with_warmup(optimizer,\n",
    "                                            num_warmup_steps = warmup_steps,\n",
    "                                            num_training_steps = total_steps)"
   ],
   "metadata": {
    "id": "u-zq78GveBbk"
   },
   "execution_count": 9,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "import datetime\n",
    "import time\n",
    "import random\n",
    "\n",
    "def format_time(elapsed):\n",
    "    return str(datetime.timedelta(seconds=int(round((elapsed)))))\n",
    "\n",
    "device = torch.device(\"mps\")\n",
    "model.to(device)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "52TDlVRadJCq",
    "outputId": "a60440b3-a297-4af3-905b-ce47c3cce6f7"
   },
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "GPT2LMHeadModel(\n  (transformer): GPT2Model(\n    (wte): Embedding(50257, 768)\n    (wpe): Embedding(1024, 768)\n    (drop): Dropout(p=0.0, inplace=False)\n    (h): ModuleList(\n      (0-11): 12 x GPT2Block(\n        (ln_1): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n        (attn): GPT2Attention(\n          (c_attn): Conv1D()\n          (c_proj): Conv1D()\n          (attn_dropout): Dropout(p=0.0, inplace=False)\n          (resid_dropout): Dropout(p=0.0, inplace=False)\n        )\n        (ln_2): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n        (mlp): GPT2MLP(\n          (c_fc): Conv1D()\n          (c_proj): Conv1D()\n          (act): NewGELUActivation()\n          (dropout): Dropout(p=0.0, inplace=False)\n        )\n      )\n    )\n    (ln_f): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n  )\n  (lm_head): Linear(in_features=768, out_features=50257, bias=False)\n)"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "total_t0 = time.time()\n",
    "\n",
    "training_stats = []\n",
    "\n",
    "model = model.to(device)\n",
    "\n",
    "for epoch_i in range(0, epochs):\n",
    "\n",
    "    # ========================================\n",
    "    #               Training\n",
    "    # ========================================\n",
    "\n",
    "    print(\"\")\n",
    "    print('======== Epoch {:} / {:} ========'.format(epoch_i + 1, epochs))\n",
    "    print('Training...')\n",
    "\n",
    "    t0 = time.time()\n",
    "\n",
    "    total_train_loss = 0\n",
    "\n",
    "    model.train()\n",
    "\n",
    "    for step, batch in enumerate(train_dataloader):\n",
    "\n",
    "        b_input_ids = batch[0].to(device)\n",
    "        b_labels = batch[0].to(device)\n",
    "        b_masks = batch[1].to(device)\n",
    "\n",
    "        model.zero_grad()\n",
    "\n",
    "        outputs = model(  b_input_ids,\n",
    "                          labels=b_labels,\n",
    "                          attention_mask = b_masks,\n",
    "                          token_type_ids=None\n",
    "                        )\n",
    "\n",
    "        loss = outputs[0]\n",
    "\n",
    "        batch_loss = loss.item()\n",
    "        total_train_loss += batch_loss\n",
    "\n",
    "        loss.backward()\n",
    "\n",
    "        optimizer.step()\n",
    "\n",
    "        scheduler.step()\n",
    "\n",
    "    # Calculate the average loss over all of the batches.\n",
    "    avg_train_loss = total_train_loss / len(train_dataloader)\n",
    "\n",
    "    # Measure how long this epoch took.\n",
    "    training_time = format_time(time.time() - t0)\n",
    "\n",
    "    print(\"\")\n",
    "    print(\"  Average training loss: {0:.2f}\".format(avg_train_loss))\n",
    "    print(\"  Training epoch took: {:}\".format(training_time))\n",
    "\n",
    "    # ========================================\n",
    "    #               Validation\n",
    "    # ========================================\n",
    "\n",
    "    print(\"\")\n",
    "    print(\"Running Validation...\")\n",
    "\n",
    "    t0 = time.time()\n",
    "\n",
    "    model.eval()\n",
    "\n",
    "    total_eval_loss = 0\n",
    "    nb_eval_steps = 0\n",
    "\n",
    "    # Evaluate data for one epoch\n",
    "    for batch in validation_dataloader:\n",
    "\n",
    "        b_input_ids = batch[0].to(device)\n",
    "        b_labels = batch[0].to(device)\n",
    "        b_masks = batch[1].to(device)\n",
    "\n",
    "        with torch.no_grad():\n",
    "\n",
    "            outputs  = model(b_input_ids,\n",
    "#                            token_type_ids=None,\n",
    "                             attention_mask = b_masks,\n",
    "                            labels=b_labels)\n",
    "\n",
    "            loss = outputs[0]\n",
    "\n",
    "        batch_loss = loss.item()\n",
    "        total_eval_loss += batch_loss\n",
    "\n",
    "    avg_val_loss = total_eval_loss / len(validation_dataloader)\n",
    "\n",
    "    validation_time = format_time(time.time() - t0)\n",
    "\n",
    "    print(\"  Validation Loss: {0:.2f}\".format(avg_val_loss))\n",
    "    print(\"  Validation took: {:}\".format(validation_time))\n",
    "\n",
    "    # Record all statistics from this epoch.\n",
    "    training_stats.append(\n",
    "        {\n",
    "            'epoch': epoch_i + 1,\n",
    "            'Training Loss': avg_train_loss,\n",
    "            'Valid. Loss': avg_val_loss,\n",
    "            'Training Time': training_time,\n",
    "            'Validation Time': validation_time\n",
    "        }\n",
    "    )\n",
    "\n",
    "print(\"\")\n",
    "print(\"Training complete!\")\n",
    "print(\"Total training took {:} (h:mm:ss)\".format(format_time(time.time()-total_t0)))"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "pPNGSJoadS9V",
    "outputId": "f012a036-80ed-499a-8323-25673d0724a2",
    "pycharm": {
     "is_executing": true
    }
   },
   "execution_count": null,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "======== Epoch 1 / 10 ========\n",
      "Training...\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "model.eval()\n",
    "\n",
    "input_text = \"question: Czy życie ma jakiś sens?\\nanswer:\"\n",
    "input_ids = tokenizer.encode(input_text, return_tensors='pt')\n",
    "input_ids = input_ids.to(device)\n",
    "\n",
    "output = model.generate(input_ids, max_length=100, early_stopping=True)\n",
    "\n",
    "generated_text = tokenizer.decode(output[0], skip_special_tokens=True)\n",
    "print(generated_text)\n"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "YUAZReU3jPwm",
    "outputId": "9fbaccdd-cd3f-4231-f960-e4457f23aeba"
   },
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.\n",
      "Setting `pad_token_id` to `eos_token_id`:50256 for open-end generation.\n"
     ]
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "question: Czy piłka nożna to dobra pasja?\n",
      "answer: Absolutnie nie! Czy próbowałeś/aś już grać w piłkę? Może warto spróbować!\n"
     ]
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Zapisanie modelu"
   ],
   "metadata": {
    "id": "PaV10cc01n_N"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "import os\n",
    "\n",
    "# Saving best-practices: if you use defaults names for the model, you can reload it using from_pretrained()\n",
    "\n",
    "output_dir =  'model_save/'\n",
    "\n",
    "# Create output directory if needed\n",
    "if not os.path.exists(output_dir):\n",
    "    os.makedirs(output_dir)\n",
    "\n",
    "print(\"Saving model to %s\" % output_dir)\n",
    "\n",
    "# Save a trained model, configuration and tokenizer using `save_pretrained()`.\n",
    "# They can then be reloaded using `from_pretrained()`\n",
    "model_to_save = model.module if hasattr(model, 'module') else model  # Take care of distributed/parallel training\n",
    "model_to_save.save_pretrained(output_dir)\n",
    "tokenizer.save_pretrained(output_dir)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "5Z42j32m1iUF",
    "outputId": "3cd21c7c-dd84-4314-8aa4-2671e1f02edd"
   },
   "execution_count": null,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Saving model to /content/gdrive/My Drive/UAM/Magisterka/Empatia/model_save/\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "('/content/gdrive/My Drive/UAM/Magisterka/Empatia/model_save/tokenizer_config.json',\n",
       " '/content/gdrive/My Drive/UAM/Magisterka/Empatia/model_save/special_tokens_map.json',\n",
       " '/content/gdrive/My Drive/UAM/Magisterka/Empatia/model_save/vocab.json',\n",
       " '/content/gdrive/My Drive/UAM/Magisterka/Empatia/model_save/merges.txt',\n",
       " '/content/gdrive/My Drive/UAM/Magisterka/Empatia/model_save/added_tokens.json',\n",
       " '/content/gdrive/My Drive/UAM/Magisterka/Empatia/model_save/tokenizer.json')"
      ]
     },
     "metadata": {},
     "execution_count": 15
    }
   ]
  }
 ]
}