Skip to content

Instantly share code, notes, and snippets.

@Entreprenerdly

Entreprenerdly/Entreprenerdly.com - PhotoMaker_Stylized.ipynb

Created May 22, 2024 22:28
Show Gist options

  • Select an option

    Learn more about clone URLs
  • Save Entreprenerdly/7b9fbb78dfefb8754c72c1c5ba688379 to your computer and use it in GitHub Desktop.

Select an option

Learn more about clone URLs
Save Entreprenerdly/7b9fbb78dfefb8754c72c1c5ba688379 to your computer and use it in GitHub Desktop.
Download ZIP
Entreprenerdly.com - PhotoMaker_Stylized
Display the source blob
Display the rendered blob
Raw
Entreprenerdly.com - PhotoMaker_Stylized.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"machine_shape": "hm",
"gpuType": "L4"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
},
"accelerator": "GPU",
"widgets": {
"application/vnd.jupyter.widget-state+json": {
"4b154b1bd050456d9b654ce29a2f31a1": {
"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_2709bfe5f5074d518faa19b6870912ee",
"IPY_MODEL_1bcdcfaa342148089fd3f7e3cf410745",
"IPY_MODEL_b15f036acc1c45d990b1e595a994b006"
],
"layout": "IPY_MODEL_1a5e8746478945aaaf4f5d4430ae694f"
}
},
"2709bfe5f5074d518faa19b6870912ee": {
"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_f5d54b1bf08d4771b16fb91eb801defb",
"placeholder": "​",
"style": "IPY_MODEL_0c95121cec724daa8dc00ce5a82ebeca",
"value": "photomaker-v1.bin: 100%"
}
},
"1bcdcfaa342148089fd3f7e3cf410745": {
"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_ade4e3f2ec7840ef874e57a9954ad886",
"max": 934103417,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_b27a441a28a14827a56e46680a9929f0",
"value": 934103417
}
},
"b15f036acc1c45d990b1e595a994b006": {
"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_79b3db54a700408a9906a7c4e364b72d",
"placeholder": "​",
"style": "IPY_MODEL_58b616dc193b4bda8e1be2fe19aa5ed6",
"value": " 934M/934M [00:04<00:00, 163MB/s]"
}
},
"1a5e8746478945aaaf4f5d4430ae694f": {
"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
}
},
"f5d54b1bf08d4771b16fb91eb801defb": {
"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
}
},
"0c95121cec724daa8dc00ce5a82ebeca": {
"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": ""
}
},
"ade4e3f2ec7840ef874e57a9954ad886": {
"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
}
},
"b27a441a28a14827a56e46680a9929f0": {
"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": ""
}
},
"79b3db54a700408a9906a7c4e364b72d": {
"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
}
},
"58b616dc193b4bda8e1be2fe19aa5ed6": {
"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": ""
}
},
"2d7720be5b674c0484267e83079b7028": {
"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_79af198242094c0b9042f1207d608729",
"IPY_MODEL_1d5be27507d64c28b13f8b91c917222d",
"IPY_MODEL_b61990a3bd4348d7821904604659f2f5"
],
"layout": "IPY_MODEL_15d1c8b623c84ff1a94c5e5cf71364fe"
}
},
"79af198242094c0b9042f1207d608729": {
"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_f888bc23292540d69c680df5ab4954c7",
"placeholder": "​",
"style": "IPY_MODEL_6551bea1882348bfb969f9ebb31de538",
"value": "tokenizer_config.json: 100%"
}
},
"1d5be27507d64c28b13f8b91c917222d": {
"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_7aa5dc09b603468794d1a95704515a8a",
"max": 905,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_54acf268bf4f4dd8af4c15d900cd3317",
"value": 905
}
},
"b61990a3bd4348d7821904604659f2f5": {
"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_539afadec78d49abb80901a130bb920a",
"placeholder": "​",
"style": "IPY_MODEL_1e646e13621d4b01801e9fec65902534",
"value": " 905/905 [00:00<00:00, 74.1kB/s]"
}
},
"15d1c8b623c84ff1a94c5e5cf71364fe": {
"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
}
},
"f888bc23292540d69c680df5ab4954c7": {
"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
}
},
"6551bea1882348bfb969f9ebb31de538": {
"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": ""
}
},
"7aa5dc09b603468794d1a95704515a8a": {
"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
}
},
"54acf268bf4f4dd8af4c15d900cd3317": {
"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": ""
}
},
"539afadec78d49abb80901a130bb920a": {
"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
}
},
"1e646e13621d4b01801e9fec65902534": {
"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": ""
}
},
"22573f24250d4e2f83f37a56f583a87b": {
"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_600c0eee2bf8405bb169fde33b5e0af3",
"IPY_MODEL_22695eff3d47411dabde260c0e29e9fc",
"IPY_MODEL_9bae5efd85d54f2ba383728b91e5a650"
],
"layout": "IPY_MODEL_6cfe96473678472e9c2b85be3b29cd27"
}
},
"600c0eee2bf8405bb169fde33b5e0af3": {
"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_5a839fdc44ae44c8968ac9f050071718",
"placeholder": "​",
"style": "IPY_MODEL_8c40258f30c14657ae270423faa41aba",
"value": "vocab.json: 100%"
}
},
"22695eff3d47411dabde260c0e29e9fc": {
"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_e43f00bc8f004af2b86a1698be9cd6a8",
"max": 961143,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_956e5c6e4a664a769a0c34a613ec85af",
"value": 961143
}
},
"9bae5efd85d54f2ba383728b91e5a650": {
"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_167f7b06c07c431c87f3c11e79cc356f",
"placeholder": "​",
"style": "IPY_MODEL_490848a5e93f419db2c387b5881f836b",
"value": " 961k/961k [00:00<00:00, 4.24MB/s]"
}
},
"6cfe96473678472e9c2b85be3b29cd27": {
"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
}
},
"5a839fdc44ae44c8968ac9f050071718": {
"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
}
},
"8c40258f30c14657ae270423faa41aba": {
"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": ""
}
},
"e43f00bc8f004af2b86a1698be9cd6a8": {
"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
}
},
"956e5c6e4a664a769a0c34a613ec85af": {
"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": ""
}
},
"167f7b06c07c431c87f3c11e79cc356f": {
"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
}
},
"490848a5e93f419db2c387b5881f836b": {
"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": ""
}
},
"f2518e19ca494a72b7b4119e83edb0e6": {
"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_5593b3df798b46d3832874d56b99f5fc",
"IPY_MODEL_fd3de7a855a540c197564572e50593b6",
"IPY_MODEL_9690fe062a6b489f8feac1bec7fec7af"
],
"layout": "IPY_MODEL_ca58464765ee4944a2b046a1272f86c5"
}
},
"5593b3df798b46d3832874d56b99f5fc": {
"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_ff3a42fe424a4ee6987ecece1a8fee62",
"placeholder": "​",
"style": "IPY_MODEL_8a471d68cc684f7ca4baaf95a710f4ec",
"value": "merges.txt: 100%"
}
},
"fd3de7a855a540c197564572e50593b6": {
"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_77bf0dff60ab47448ebeb8aea8109fa0",
"max": 524619,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_50a57c2ecc704f2cb145003d35d590b5",
"value": 524619
}
},
"9690fe062a6b489f8feac1bec7fec7af": {
"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_c706b7c71c294649adc3a416d98dfb8e",
"placeholder": "​",
"style": "IPY_MODEL_7b305689ddf14562a2bcea928bc42d90",
"value": " 525k/525k [00:00<00:00, 4.60MB/s]"
}
},
"ca58464765ee4944a2b046a1272f86c5": {
"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
}
},
"ff3a42fe424a4ee6987ecece1a8fee62": {
"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
}
},
"8a471d68cc684f7ca4baaf95a710f4ec": {
"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": ""
}
},
"77bf0dff60ab47448ebeb8aea8109fa0": {
"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
}
},
"50a57c2ecc704f2cb145003d35d590b5": {
"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": ""
}
},
"c706b7c71c294649adc3a416d98dfb8e": {
"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
}
},
"7b305689ddf14562a2bcea928bc42d90": {
"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": ""
}
},
"911c2f008bf9402d9d5011560dec8df3": {
"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_2a5af32e45b44b2d9f345230a411add8",
"IPY_MODEL_f97e9e4734d34858ad69c34a8fbdf071",
"IPY_MODEL_cda52d949f824c31a17c1a9e95741bc5"
],
"layout": "IPY_MODEL_e518c7c5ba2d427bbc59be57833ae4db"
}
},
"2a5af32e45b44b2d9f345230a411add8": {
"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_09a9d0ab1aa241979a3b5a3c879de43b",
"placeholder": "​",
"style": "IPY_MODEL_a9ed0325157c45d5bfd2fb68a7ac7dba",
"value": "special_tokens_map.json: 100%"
}
},
"f97e9e4734d34858ad69c34a8fbdf071": {
"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_589cb2f4f1434c5ba9f67b74447fb137",
"max": 389,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_820dfc8c5b194b789d0aa4bb2d24e292",
"value": 389
}
},
"cda52d949f824c31a17c1a9e95741bc5": {
"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_5805449cf6694af185d074bede38f974",
"placeholder": "​",
"style": "IPY_MODEL_2ba0fc6f6d0f4b81b5ac410b232fd8ff",
"value": " 389/389 [00:00<00:00, 31.9kB/s]"
}
},
"e518c7c5ba2d427bbc59be57833ae4db": {
"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
}
},
"09a9d0ab1aa241979a3b5a3c879de43b": {
"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
}
},
"a9ed0325157c45d5bfd2fb68a7ac7dba": {
"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": ""
}
},
"589cb2f4f1434c5ba9f67b74447fb137": {
"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
}
},
"820dfc8c5b194b789d0aa4bb2d24e292": {
"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": ""
}
},
"5805449cf6694af185d074bede38f974": {
"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
}
},
"2ba0fc6f6d0f4b81b5ac410b232fd8ff": {
"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": ""
}
},
"0954ed1d3ae34ceb9bde2021e6a44fb9": {
"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_ae944a35234d4b608b391c5efa7091b9",
"IPY_MODEL_2c5cb3f275b94946aadda8146f7508fe",
"IPY_MODEL_f9bf7df81225415fa077be1384b32cbd"
],
"layout": "IPY_MODEL_f92beddf7afd4fe28f3981e434a9e6ae"
}
},
"ae944a35234d4b608b391c5efa7091b9": {
"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_9db528199f9c4d91b102b7e3e737f04c",
"placeholder": "​",
"style": "IPY_MODEL_32eb92d6273a4012b13f51e88ac13082",
"value": "tokenizer.json: 100%"
}
},
"2c5cb3f275b94946aadda8146f7508fe": {
"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_31c9fa7861cb452f8fd38b3fad4bf2f7",
"max": 2224003,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_851194b7b0f34d84b36a70cba1e74ea1",
"value": 2224003
}
},
"f9bf7df81225415fa077be1384b32cbd": {
"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_db00223e3797422cb4ee7664b5eb838e",
"placeholder": "​",
"style": "IPY_MODEL_03149f06151340bba1d61d342dca39fa",
"value": " 2.22M/2.22M [00:00<00:00, 20.5MB/s]"
}
},
"f92beddf7afd4fe28f3981e434a9e6ae": {
"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
}
},
"9db528199f9c4d91b102b7e3e737f04c": {
"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
}
},
"32eb92d6273a4012b13f51e88ac13082": {
"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": ""
}
},
"31c9fa7861cb452f8fd38b3fad4bf2f7": {
"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
}
},
"851194b7b0f34d84b36a70cba1e74ea1": {
"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": ""
}
},
"db00223e3797422cb4ee7664b5eb838e": {
"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
}
},
"03149f06151340bba1d61d342dca39fa": {
"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": ""
}
},
"159bee7ce16d472980cf1920e1aaa941": {
"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_c1d653268d194a649ff0334040b2bbed",
"IPY_MODEL_c79f072850484cc393d88a61b196e582",
"IPY_MODEL_6749b74ff59c40528aa4f052c13967c3"
],
"layout": "IPY_MODEL_2d358bb2078140a5af32b8476553c946"
}
},
"c1d653268d194a649ff0334040b2bbed": {
"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_0702dfdce469483e8313ab03d5d90cfa",
"placeholder": "​",
"style": "IPY_MODEL_3d46df28fb1848dbb21143d29ef6d3dd",
"value": "config.json: 100%"
}
},
"c79f072850484cc393d88a61b196e582": {
"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_e21a2eb299f64d87a79f937796c41ca7",
"max": 4519,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_69aa6e1740174aad83e79aeaabb8a685",
"value": 4519
}
},
"6749b74ff59c40528aa4f052c13967c3": {
"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_9a8f6dfa84ad45bc82ac9ece18b088fd",
"placeholder": "​",
"style": "IPY_MODEL_e37af240b0f2496daa189cd3d8f02340",
"value": " 4.52k/4.52k [00:00<00:00, 397kB/s]"
}
},
"2d358bb2078140a5af32b8476553c946": {
"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
}
},
"0702dfdce469483e8313ab03d5d90cfa": {
"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
}
},
"3d46df28fb1848dbb21143d29ef6d3dd": {
"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": ""
}
},
"e21a2eb299f64d87a79f937796c41ca7": {
"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
}
},
"69aa6e1740174aad83e79aeaabb8a685": {
"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": ""
}
},
"9a8f6dfa84ad45bc82ac9ece18b088fd": {
"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
}
},
"e37af240b0f2496daa189cd3d8f02340": {
"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": ""
}
},
"f507073fb7f4450c8c8bd1027b6051bb": {
"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_856f8c0d82084c4e951e5d2bba64cf8f",
"IPY_MODEL_69b3cbca8d4e432b820c54d011095731",
"IPY_MODEL_b46e3695338b4a2981e2e11f4463d6e9"
],
"layout": "IPY_MODEL_0d5b1059c0294e9ea04b05ed5e3fcf31"
}
},
"856f8c0d82084c4e951e5d2bba64cf8f": {
"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_8772daed794143939f7e6c3a9f899290",
"placeholder": "​",
"style": "IPY_MODEL_14dc6ea1378a4bf2be4a1c0057a2e3c4",
"value": "tokenizer_config.json: 100%"
}
},
"69b3cbca8d4e432b820c54d011095731": {
"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_05971e20be0e4fe7ad17b2d5ffdd309f",
"max": 904,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_10541fd51306487b855804c607afc9ed",
"value": 904
}
},
"b46e3695338b4a2981e2e11f4463d6e9": {
"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_0ba4fdd4e7194ce5bf59aa6be8c8306b",
"placeholder": "​",
"style": "IPY_MODEL_fabdaa63c6d54bcd95aab646807e118a",
"value": " 904/904 [00:00<00:00, 86.2kB/s]"
}
},
"0d5b1059c0294e9ea04b05ed5e3fcf31": {
"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
}
},
"8772daed794143939f7e6c3a9f899290": {
"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
}
},
"14dc6ea1378a4bf2be4a1c0057a2e3c4": {
"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": ""
}
},
"05971e20be0e4fe7ad17b2d5ffdd309f": {
"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
}
},
"10541fd51306487b855804c607afc9ed": {
"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": ""
}
},
"0ba4fdd4e7194ce5bf59aa6be8c8306b": {
"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
}
},
"fabdaa63c6d54bcd95aab646807e118a": {
"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": ""
}
},
"f548d61f4f0f41f7a13c45f1d15d9d73": {
"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_c05a603ac0594c7e92a9b9614a0b38a5",
"IPY_MODEL_d8a75b9a835f408c83c1380ebb442845",
"IPY_MODEL_6e2f8837458e42db8dad6e2ea169497e"
],
"layout": "IPY_MODEL_dd8a6b6a6d5342f5a180325d6db67cc1"
}
},
"c05a603ac0594c7e92a9b9614a0b38a5": {
"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_5e514b0dc05e46d785ae5356c0af7ed6",
"placeholder": "​",
"style": "IPY_MODEL_ce98baae10ad481a800439f309b524d7",
"value": "vocab.json: 100%"
}
},
"d8a75b9a835f408c83c1380ebb442845": {
"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_2298ed64e05c41a7ab9dc6f21ebd53c8",
"max": 862328,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_72af2e23cffe402d90f7d289eebaf97f",
"value": 862328
}
},
"6e2f8837458e42db8dad6e2ea169497e": {
"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_2eddedcf60d04dc6af67598baf3713c5",
"placeholder": "​",
"style": "IPY_MODEL_2f84348489ae4f7a9b64a73219dc2557",
"value": " 862k/862k [00:00<00:00, 5.17MB/s]"
}
},
"dd8a6b6a6d5342f5a180325d6db67cc1": {
"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
}
},
"5e514b0dc05e46d785ae5356c0af7ed6": {
"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
}
},
"ce98baae10ad481a800439f309b524d7": {
"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": ""
}
},
"2298ed64e05c41a7ab9dc6f21ebd53c8": {
"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
}
},
"72af2e23cffe402d90f7d289eebaf97f": {
"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": ""
}
},
"2eddedcf60d04dc6af67598baf3713c5": {
"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
}
},
"2f84348489ae4f7a9b64a73219dc2557": {
"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": ""
}
},
"ceb7b7ff23b04d3c87ea07c555356e28": {
"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_b7f90b627a664adfa1b87679e5825042",
"IPY_MODEL_de6e2de43cce46c5b2b19ce46345b85f",
"IPY_MODEL_3903a59a0a764fbfa9a7714f43800c6c"
],
"layout": "IPY_MODEL_39fc8869920b4422a90c84cfa27189d3"
}
},
"b7f90b627a664adfa1b87679e5825042": {
"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_b623e92a8c674aac83e05d84a60c433a",
"placeholder": "​",
"style": "IPY_MODEL_543847249a004faa99d22b5f5003b867",
"value": "merges.txt: 100%"
}
},
"de6e2de43cce46c5b2b19ce46345b85f": {
"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_3041864df0e4408783552e685705634a",
"max": 524619,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_76441c6c43e446a1939040d9d6a86984",
"value": 524619
}
},
"3903a59a0a764fbfa9a7714f43800c6c": {
"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_fca8e7d377444c8fbb89bcde4a1c089a",
"placeholder": "​",
"style": "IPY_MODEL_10b79ad73c9745acb061086b74405b76",
"value": " 525k/525k [00:00<00:00, 3.04MB/s]"
}
},
"39fc8869920b4422a90c84cfa27189d3": {
"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
}
},
"b623e92a8c674aac83e05d84a60c433a": {
"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
}
},
"543847249a004faa99d22b5f5003b867": {
"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": ""
}
},
"3041864df0e4408783552e685705634a": {
"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
}
},
"76441c6c43e446a1939040d9d6a86984": {
"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": ""
}
},
"fca8e7d377444c8fbb89bcde4a1c089a": {
"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
}
},
"10b79ad73c9745acb061086b74405b76": {
"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": ""
}
},
"4bc99eb25dc540feb36280d76941d1b1": {
"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_ffa58c83bff14f57b1d23a37a36b8e4d",
"IPY_MODEL_b59a3b2a666b439d9bbc30011f8f0493",
"IPY_MODEL_e4ae11632ea848fb8ad9a003660532db"
],
"layout": "IPY_MODEL_24cd6edbede643b3a90ea119c1bfed1f"
}
},
"ffa58c83bff14f57b1d23a37a36b8e4d": {
"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_142ae55627f14d4da72f67fab8f6a53b",
"placeholder": "​",
"style": "IPY_MODEL_a66ca53e6d57430097aca22f025e5820",
"value": "special_tokens_map.json: 100%"
}
},
"b59a3b2a666b439d9bbc30011f8f0493": {
"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_4fc6b4798be04f239df871fad5b508f9",
"max": 389,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_3626fdbcf90e4842b9c6bf83cf1e27f2",
"value": 389
}
},
"e4ae11632ea848fb8ad9a003660532db": {
"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_000aa547c9b1452baad4fb6329fb4dc3",
"placeholder": "​",
"style": "IPY_MODEL_93f8b28e447c4a68b1d912d5c7802df6",
"value": " 389/389 [00:00<00:00, 36.9kB/s]"
}
},
"24cd6edbede643b3a90ea119c1bfed1f": {
"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
}
},
"142ae55627f14d4da72f67fab8f6a53b": {
"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
}
},
"a66ca53e6d57430097aca22f025e5820": {
"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": ""
}
},
"4fc6b4798be04f239df871fad5b508f9": {
"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
}
},
"3626fdbcf90e4842b9c6bf83cf1e27f2": {
"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": ""
}
},
"000aa547c9b1452baad4fb6329fb4dc3": {
"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
}
},
"93f8b28e447c4a68b1d912d5c7802df6": {
"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": ""
}
},
"dc954e0f04ae4746b54c121e5db5f651": {
"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_eceebb057b5b4883b2dfb1b3b1cc1c00",
"IPY_MODEL_11ed0879e229429e9b8d38af12e61075",
"IPY_MODEL_4cc28bfb0fc34176b7e530f9a9731767"
],
"layout": "IPY_MODEL_f525c0984a8f44e2bef391cc9b8607d9"
}
},
"eceebb057b5b4883b2dfb1b3b1cc1c00": {
"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_1d80405af8ab4c65b17d99e5078de74c",
"placeholder": "​",
"style": "IPY_MODEL_463569a726b74415933bb64db4b61836",
"value": "tokenizer.json: 100%"
}
},
"11ed0879e229429e9b8d38af12e61075": {
"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_1e768975ddf34e79be73beae93213916",
"max": 2224041,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_d3cec9f1db6e43bdad7d1ab038960a67",
"value": 2224041
}
},
"4cc28bfb0fc34176b7e530f9a9731767": {
"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_de83fb30312d4b38b2256431ba0cd848",
"placeholder": "​",
"style": "IPY_MODEL_48b0f670d6a041ae8dbf33533f26da39",
"value": " 2.22M/2.22M [00:00<00:00, 6.77MB/s]"
}
},
"f525c0984a8f44e2bef391cc9b8607d9": {
"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
}
},
"1d80405af8ab4c65b17d99e5078de74c": {
"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
}
},
"463569a726b74415933bb64db4b61836": {
"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": ""
}
},
"1e768975ddf34e79be73beae93213916": {
"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
}
},
"d3cec9f1db6e43bdad7d1ab038960a67": {
"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": ""
}
},
"de83fb30312d4b38b2256431ba0cd848": {
"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
}
},
"48b0f670d6a041ae8dbf33533f26da39": {
"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": ""
}
},
"19bbaf09b7244d03af0aff316772c267": {
"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_e21231e03e9b4740aebc0edb6256fcb7",
"IPY_MODEL_6c0e37f196e24d5b87f6b8407d731c85",
"IPY_MODEL_51d1aa2109f24422843d7a75c1a5631e"
],
"layout": "IPY_MODEL_805af012f2df4de1bed669edd17f1758"
}
},
"e21231e03e9b4740aebc0edb6256fcb7": {
"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_dc28e9aac7684c8ab12798edf36d3317",
"placeholder": "​",
"style": "IPY_MODEL_242146e410e1442db8e9d9436377be62",
"value": "config.json: 100%"
}
},
"6c0e37f196e24d5b87f6b8407d731c85": {
"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_fe153ff6e9014a75abdb6f1e527a66f0",
"max": 4877,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_8819ca16132c44c0b7bd54b63ab894da",
"value": 4877
}
},
"51d1aa2109f24422843d7a75c1a5631e": {
"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_c1e6f68d4aa04383bffcfda29f94c397",
"placeholder": "​",
"style": "IPY_MODEL_fac5b16b329045f39324ef895f77fc72",
"value": " 4.88k/4.88k [00:00<00:00, 441kB/s]"
}
},
"805af012f2df4de1bed669edd17f1758": {
"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
}
},
"dc28e9aac7684c8ab12798edf36d3317": {
"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
}
},
"242146e410e1442db8e9d9436377be62": {
"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": ""
}
},
"fe153ff6e9014a75abdb6f1e527a66f0": {
"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
}
},
"8819ca16132c44c0b7bd54b63ab894da": {
"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": ""
}
},
"c1e6f68d4aa04383bffcfda29f94c397": {
"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
}
},
"fac5b16b329045f39324ef895f77fc72": {
"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": ""
}
},
"59ac3433e0634cfbb9927e38fead3917": {
"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_3f5ffec8f8b14c329c6f912653a636fd",
"IPY_MODEL_95c8bc1bcb4447ea918c71355615651c",
"IPY_MODEL_4f528a259e3a45bf99299bf298572f37"
],
"layout": "IPY_MODEL_e0665a5faf3c425ba33009bbbbf7d476"
}
},
"3f5ffec8f8b14c329c6f912653a636fd": {
"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_4e5abec43b74456c9b354a20625d1fcc",
"placeholder": "​",
"style": "IPY_MODEL_152e4b237dc146db9e074de08d2f13ca",
"value": "100%"
}
},
"95c8bc1bcb4447ea918c71355615651c": {
"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_973338b48feb4c3aa714592c6e5da0d5",
"max": 50,
"min": 0,
"orientation": "horizontal",
"style": "IPY_MODEL_730d28c2ea6d4ce0b9c8bb15b8a32f2e",
"value": 50
}
},
"4f528a259e3a45bf99299bf298572f37": {
"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_b910380466e14a0ca34508357d0736bb",
"placeholder": "​",
"style": "IPY_MODEL_dca439221d6f4e49af71148b8337b7ff",
"value": " 50/50 [01:27<00:00,  1.74s/it]"
}
},
"e0665a5faf3c425ba33009bbbbf7d476": {
"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
}
},
"4e5abec43b74456c9b354a20625d1fcc": {
"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
}
},
"152e4b237dc146db9e074de08d2f13ca": {
"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": ""
}
},
"973338b48feb4c3aa714592c6e5da0d5": {
"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
}
},
"730d28c2ea6d4ce0b9c8bb15b8a32f2e": {
"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": ""
}
},
"b910380466e14a0ca34508357d0736bb": {
"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
}
},
"dca439221d6f4e49af71148b8337b7ff": {
"model_module": "@jupyter-widgets/controls",
"model_name": "DescriptionStyleModel",
"model_module_version": "1.5.0",
"state": {
"_model_module": "@jupyter-widgets/controls",
"_model_module_version": "1.5.0",
"_model_name": "DescriptionStyleModel",
"_view_count": null,
"_view_module": "@jupyter-widgets/base",
"_view_module_version": "1.2.0",
"_view_name": "StyleView",
"description_width": ""
}
}
}
}
},
"cells": [
{
"cell_type": "markdown",
"source": [
"# Using PhotoMaker For Stylized Image Customization\n",
"This Jupyter notebook is a supplementary resource for the article\n",
"'Using PhotoMaker For Stylized Image Customization'\n",
"It contains all the code snippets and examples discussed in the article,\n",
"providing a hands-on approach to understanding the concepts and techniques presented.\n",
"For a comprehensive understanding, please refer to the article at\n",
"https://entreprenerdly.com/using-photomaker-for-stylized-image-customization\n",
"\n",
"\n",
"<p align=\"center\">\n",
" <img src=\"https://entreprenerdly.com/wp-content/uploads/2024/03/logo-com.png\" height=120>\n",
"</p>"
],
"metadata": {
"id": "7rSXhE3ruvNo"
}
},
{
"cell_type": "markdown",
"source": [
"# 1. Install, Load Libraries and Clone Main Repo"
],
"metadata": {
"id": "znewHUPqvJ0i"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "vKF3i6HpJcnu"
},
"outputs": [],
"source": [
"# Capture the output of the commands to avoid cluttering the notebook\n",
"%%capture\n",
"\n",
"# Install the PhotoMaker package directly from the GitHub repository\n",
"!pip install git+https://github.com/TencentARC/PhotoMaker.git\n",
"\n",
"# Clone the PhotoMaker GitHub repository to the local environment\n",
"!git clone https://github.com/TencentARC/PhotoMaker.git\n",
"\n",
"# Install the diffusers library for diffusion models, used for image generation\n",
"!pip install diffusers\n",
"\n",
"# Install the accelerate library to optimize model training and inference\n",
"!pip install accelerate\n",
"\n",
"# Install additional required packages listed in the requirements.txt file\n",
"!pip install -r requirements.txt\n",
"\n",
"# Install the peft library for parameter-efficient fine-tuning of large models\n",
"!pip install peft"
]
},
{
"cell_type": "code",
"source": [
"%cd PhotoMaker/"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "7B79kYLtKOah",
"outputId": "1473fcbc-ddb9-4625-9113-d9599711d22e"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content/PhotoMaker\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"import torch # Import PyTorch, used for tensor operations and model training/inference\n",
"import numpy as np # Import NumPy, used for numerical operations\n",
"import random # Import the random module, used for generating random numbers\n",
"import os # Import the OS module, used for interacting with the operating system\n",
"from PIL import Image # Import the Python Imaging Library (PIL) for image processing\n",
"import peft # Import PEFT, a HuggingFace library used for parameter-efficient fine-tuning\n",
"from diffusers.utils import load_image # Import utility function to load images from diffusers\n",
"from diffusers import EulerDiscreteScheduler, DDIMScheduler # Import schedulers for diffusion models\n",
"from huggingface_hub import hf_hub_download # Import function to download models and other assets from Hugging Face Hub\n",
"from photomaker import PhotoMakerStableDiffusionXLPipeline # Import the PhotoMakerStableDiffusionXLPipeline from the PhotoMaker package\n",
"import requests # Import requests library for making HTTP requests"
],
"metadata": {
"id": "fX0IlLAF42Ta"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# 2. Download Civitai models"
],
"metadata": {
"id": "8MEkRFjavg-k"
}
},
{
"cell_type": "markdown",
"source": [
"# Download the \"xl_more_art-full\" Model Programmatically via the API\n",
"* Alternatively, download it manually and place it the \"civai_models\" folder\n",
"* https://civitai.com/models/124347?modelVersionId=152309"
],
"metadata": {
"id": "bG8FStbyvziu"
}
},
{
"cell_type": "code",
"source": [
"api_token = \"5d4758d8008750b01d06cfd3f068ac17\" # Your API token from https://civitai.com/ (create a new one in account settings)\n",
"\n",
"model_version_id = \"152309\" # Model version ID\n",
"\n",
"# API URL to download the model\n",
"url = f\"https://civitai.com/api/download/models/{model_version_id}?type=Model&format=SafeTensor&size=pruned&fp=fp16\"\n",
"\n",
"# Headers including the API token\n",
"headers = {\n",
" \"Authorization\": f\"Bearer {api_token}\", # Authorization header with API token\n",
" \"Content-Type\": \"application/json\" # Content-Type header\n",
"}\n",
"\n",
"os.makedirs(\"civitai_models\", exist_ok=True) # Create the directory if it doesn't exist\n",
"\n",
"response = requests.get(url, headers=headers) # Sending the request to download the model\n",
"\n",
"if response.status_code == 200:\n",
" model_path = os.path.join(\"civitai_models\", \"xl_more_art-full.safetensors\") # Define the model path\n",
" with open(model_path, \"wb\") as file: # Save the file\n",
" file.write(response.content)\n",
" print(f\"Model version {model_version_id} downloaded successfully to {model_path}.\")\n",
"else:\n",
" print(f\"Failed to download the model. Status code: {response.status_code}, Response: {response.text}\")\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DkT2LrqsxIQC",
"outputId": "2d736c6b-e49c-4f90-fc2d-51ec62814963"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Model version 152309 downloaded successfully to civitai_models/xl_more_art-full.safetensors.\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# Download the \"SDXL Unstable Diffusers\" model via curl command\n",
"* https://civitai.com/models/84040?modelVersionId=276923"
],
"metadata": {
"id": "NR03CyWGxQQ4"
}
},
{
"cell_type": "code",
"source": [
"# Download the model from the specified URL and save it to the \"civitai_models\" folder\n",
"# with the filename \"sdxlUnstableDiffusers_v11.safetensors\"\n",
"!curl -Lo civitai_models/sdxlUnstableDiffusers_v11.safetensors https://civitai.com/api/download/models/276923"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "AGzqA9zuxILm",
"outputId": "5d7cc007-5110-4898-fd8f-9d018821db58"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
"100 529 0 529 0 0 1487 0 --:--:-- --:--:-- --:--:-- 1485\n",
"100 6616M 100 6616M 0 0 12.3M 0 0:08:54 0:08:54 --:--:-- 12.9M\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"# 3 Define Visualization Function"
],
"metadata": {
"id": "4F9zyjuIx6O0"
}
},
{
"cell_type": "code",
"source": [
"# Function to create a grid of images\n",
"def image_grid(imgs, size_after_resize):\n",
" \"\"\"\n",
" Create a grid of images.\n",
"\n",
" Args:\n",
" imgs (list): List of images to be arranged in a grid.\n",
" size_after_resize (int): Size to which each image should be resized (both width and height).\n",
"\n",
" Returns:\n",
" Image: A single image composed of the input images arranged in a grid.\n",
" \"\"\"\n",
" num_images = len(imgs)\n",
" cols = int(math.sqrt(num_images)) # Determine number of columns\n",
" rows = math.ceil(num_images / cols) # Determine number of rows\n",
"\n",
" w, h = size_after_resize, size_after_resize # Define width and height for resizing images\n",
"\n",
" grid = Image.new('RGB', size=(cols * w, rows * h)) # Create a new blank image for the grid\n",
"\n",
" # Paste each image into the grid\n",
" for i, img in enumerate(imgs):\n",
" img = img.resize((w, h)) # Resize image\n",
" grid.paste(img, box=(i % cols * w, i // cols * h)) # Paste image into the grid\n",
"\n",
" return grid # Return the final grid image"
],
"metadata": {
"id": "ASwVqKF1xIG6"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# 4. Load Models and Setup Pipeline"
],
"metadata": {
"id": "1SIbBpGiyFSH"
}
},
{
"cell_type": "code",
"source": [
"from diffusers import EulerAncestralDiscreteScheduler"
],
"metadata": {
"id": "G5FkYHnl0eY2"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"base_model_path = './civitai_models/sdxlUnstableDiffusers_v11.safetensors' # Path to the base model\n",
"lora_path = './civitai_models/xl_more_art-full.safetensors' # Path to the LoRA model\n",
"\n",
"device = \"cuda\" # Device to use for computation (GPU)\n",
"save_path = \"./outputs\" # Directory to save the output images\n",
"photomaker_ckpt = hf_hub_download(repo_id=\"TencentARC/PhotoMaker\", filename=\"photomaker-v1.bin\", repo_type=\"model\") # Download the PhotoMaker checkpoint\n",
"\n",
"# Load base model\n",
"pipe = PhotoMakerStableDiffusionXLPipeline.from_single_file(\n",
" base_model_path, # Use the base model path\n",
" torch_dtype=torch.bfloat16, # Use bfloat16 precision for efficiency\n",
" original_config_file=None, # No original config file provided\n",
").to(device) # Move the pipeline to the specified device\n"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 621,
"referenced_widgets": [
"4b154b1bd050456d9b654ce29a2f31a1",
"2709bfe5f5074d518faa19b6870912ee",
"1bcdcfaa342148089fd3f7e3cf410745",
"b15f036acc1c45d990b1e595a994b006",
"1a5e8746478945aaaf4f5d4430ae694f",
"f5d54b1bf08d4771b16fb91eb801defb",
"0c95121cec724daa8dc00ce5a82ebeca",
"ade4e3f2ec7840ef874e57a9954ad886",
"b27a441a28a14827a56e46680a9929f0",
"79b3db54a700408a9906a7c4e364b72d",
"58b616dc193b4bda8e1be2fe19aa5ed6",
"2d7720be5b674c0484267e83079b7028",
"79af198242094c0b9042f1207d608729",
"1d5be27507d64c28b13f8b91c917222d",
"b61990a3bd4348d7821904604659f2f5",
"15d1c8b623c84ff1a94c5e5cf71364fe",
"f888bc23292540d69c680df5ab4954c7",
"6551bea1882348bfb969f9ebb31de538",
"7aa5dc09b603468794d1a95704515a8a",
"54acf268bf4f4dd8af4c15d900cd3317",
"539afadec78d49abb80901a130bb920a",
"1e646e13621d4b01801e9fec65902534",
"22573f24250d4e2f83f37a56f583a87b",
"600c0eee2bf8405bb169fde33b5e0af3",
"22695eff3d47411dabde260c0e29e9fc",
"9bae5efd85d54f2ba383728b91e5a650",
"6cfe96473678472e9c2b85be3b29cd27",
"5a839fdc44ae44c8968ac9f050071718",
"8c40258f30c14657ae270423faa41aba",
"e43f00bc8f004af2b86a1698be9cd6a8",
"956e5c6e4a664a769a0c34a613ec85af",
"167f7b06c07c431c87f3c11e79cc356f",
"490848a5e93f419db2c387b5881f836b",
"f2518e19ca494a72b7b4119e83edb0e6",
"5593b3df798b46d3832874d56b99f5fc",
"fd3de7a855a540c197564572e50593b6",
"9690fe062a6b489f8feac1bec7fec7af",
"ca58464765ee4944a2b046a1272f86c5",
"ff3a42fe424a4ee6987ecece1a8fee62",
"8a471d68cc684f7ca4baaf95a710f4ec",
"77bf0dff60ab47448ebeb8aea8109fa0",
"50a57c2ecc704f2cb145003d35d590b5",
"c706b7c71c294649adc3a416d98dfb8e",
"7b305689ddf14562a2bcea928bc42d90",
"911c2f008bf9402d9d5011560dec8df3",
"2a5af32e45b44b2d9f345230a411add8",
"f97e9e4734d34858ad69c34a8fbdf071",
"cda52d949f824c31a17c1a9e95741bc5",
"e518c7c5ba2d427bbc59be57833ae4db",
"09a9d0ab1aa241979a3b5a3c879de43b",
"a9ed0325157c45d5bfd2fb68a7ac7dba",
"589cb2f4f1434c5ba9f67b74447fb137",
"820dfc8c5b194b789d0aa4bb2d24e292",
"5805449cf6694af185d074bede38f974",
"2ba0fc6f6d0f4b81b5ac410b232fd8ff",
"0954ed1d3ae34ceb9bde2021e6a44fb9",
"ae944a35234d4b608b391c5efa7091b9",
"2c5cb3f275b94946aadda8146f7508fe",
"f9bf7df81225415fa077be1384b32cbd",
"f92beddf7afd4fe28f3981e434a9e6ae",
"9db528199f9c4d91b102b7e3e737f04c",
"32eb92d6273a4012b13f51e88ac13082",
"31c9fa7861cb452f8fd38b3fad4bf2f7",
"851194b7b0f34d84b36a70cba1e74ea1",
"db00223e3797422cb4ee7664b5eb838e",
"03149f06151340bba1d61d342dca39fa",
"159bee7ce16d472980cf1920e1aaa941",
"c1d653268d194a649ff0334040b2bbed",
"c79f072850484cc393d88a61b196e582",
"6749b74ff59c40528aa4f052c13967c3",
"2d358bb2078140a5af32b8476553c946",
"0702dfdce469483e8313ab03d5d90cfa",
"3d46df28fb1848dbb21143d29ef6d3dd",
"e21a2eb299f64d87a79f937796c41ca7",
"69aa6e1740174aad83e79aeaabb8a685",
"9a8f6dfa84ad45bc82ac9ece18b088fd",
"e37af240b0f2496daa189cd3d8f02340",
"f507073fb7f4450c8c8bd1027b6051bb",
"856f8c0d82084c4e951e5d2bba64cf8f",
"69b3cbca8d4e432b820c54d011095731",
"b46e3695338b4a2981e2e11f4463d6e9",
"0d5b1059c0294e9ea04b05ed5e3fcf31",
"8772daed794143939f7e6c3a9f899290",
"14dc6ea1378a4bf2be4a1c0057a2e3c4",
"05971e20be0e4fe7ad17b2d5ffdd309f",
"10541fd51306487b855804c607afc9ed",
"0ba4fdd4e7194ce5bf59aa6be8c8306b",
"fabdaa63c6d54bcd95aab646807e118a",
"f548d61f4f0f41f7a13c45f1d15d9d73",
"c05a603ac0594c7e92a9b9614a0b38a5",
"d8a75b9a835f408c83c1380ebb442845",
"6e2f8837458e42db8dad6e2ea169497e",
"dd8a6b6a6d5342f5a180325d6db67cc1",
"5e514b0dc05e46d785ae5356c0af7ed6",
"ce98baae10ad481a800439f309b524d7",
"2298ed64e05c41a7ab9dc6f21ebd53c8",
"72af2e23cffe402d90f7d289eebaf97f",
"2eddedcf60d04dc6af67598baf3713c5",
"2f84348489ae4f7a9b64a73219dc2557",
"ceb7b7ff23b04d3c87ea07c555356e28",
"b7f90b627a664adfa1b87679e5825042",
"de6e2de43cce46c5b2b19ce46345b85f",
"3903a59a0a764fbfa9a7714f43800c6c",
"39fc8869920b4422a90c84cfa27189d3",
"b623e92a8c674aac83e05d84a60c433a",
"543847249a004faa99d22b5f5003b867",
"3041864df0e4408783552e685705634a",
"76441c6c43e446a1939040d9d6a86984",
"fca8e7d377444c8fbb89bcde4a1c089a",
"10b79ad73c9745acb061086b74405b76",
"4bc99eb25dc540feb36280d76941d1b1",
"ffa58c83bff14f57b1d23a37a36b8e4d",
"b59a3b2a666b439d9bbc30011f8f0493",
"e4ae11632ea848fb8ad9a003660532db",
"24cd6edbede643b3a90ea119c1bfed1f",
"142ae55627f14d4da72f67fab8f6a53b",
"a66ca53e6d57430097aca22f025e5820",
"4fc6b4798be04f239df871fad5b508f9",
"3626fdbcf90e4842b9c6bf83cf1e27f2",
"000aa547c9b1452baad4fb6329fb4dc3",
"93f8b28e447c4a68b1d912d5c7802df6",
"dc954e0f04ae4746b54c121e5db5f651",
"eceebb057b5b4883b2dfb1b3b1cc1c00",
"11ed0879e229429e9b8d38af12e61075",
"4cc28bfb0fc34176b7e530f9a9731767",
"f525c0984a8f44e2bef391cc9b8607d9",
"1d80405af8ab4c65b17d99e5078de74c",
"463569a726b74415933bb64db4b61836",
"1e768975ddf34e79be73beae93213916",
"d3cec9f1db6e43bdad7d1ab038960a67",
"de83fb30312d4b38b2256431ba0cd848",
"48b0f670d6a041ae8dbf33533f26da39",
"19bbaf09b7244d03af0aff316772c267",
"e21231e03e9b4740aebc0edb6256fcb7",
"6c0e37f196e24d5b87f6b8407d731c85",
"51d1aa2109f24422843d7a75c1a5631e",
"805af012f2df4de1bed669edd17f1758",
"dc28e9aac7684c8ab12798edf36d3317",
"242146e410e1442db8e9d9436377be62",
"fe153ff6e9014a75abdb6f1e527a66f0",
"8819ca16132c44c0b7bd54b63ab894da",
"c1e6f68d4aa04383bffcfda29f94c397",
"fac5b16b329045f39324ef895f77fc72"
]
},
"id": "kXgZ2c6nxIEt",
"outputId": "91d3711e-4165-46db-f573-9c2ac097a86f"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:88: UserWarning: \n",
"The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
"To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
"You will be able to reuse this secret in all of your notebooks.\n",
"Please note that authentication is recommended but still optional to access public models or datasets.\n",
" warnings.warn(\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"photomaker-v1.bin: 0%| | 0.00/934M [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "4b154b1bd050456d9b654ce29a2f31a1"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"tokenizer_config.json: 0%| | 0.00/905 [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "2d7720be5b674c0484267e83079b7028"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"vocab.json: 0%| | 0.00/961k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "22573f24250d4e2f83f37a56f583a87b"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"merges.txt: 0%| | 0.00/525k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "f2518e19ca494a72b7b4119e83edb0e6"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"special_tokens_map.json: 0%| | 0.00/389 [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "911c2f008bf9402d9d5011560dec8df3"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"tokenizer.json: 0%| | 0.00/2.22M [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "0954ed1d3ae34ceb9bde2021e6a44fb9"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"config.json: 0%| | 0.00/4.52k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "159bee7ce16d472980cf1920e1aaa941"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"Some weights of the model checkpoint were not used when initializing CLIPTextModel: \n",
" ['text_model.embeddings.position_ids']\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"tokenizer_config.json: 0%| | 0.00/904 [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "f507073fb7f4450c8c8bd1027b6051bb"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"vocab.json: 0%| | 0.00/862k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "f548d61f4f0f41f7a13c45f1d15d9d73"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"merges.txt: 0%| | 0.00/525k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "ceb7b7ff23b04d3c87ea07c555356e28"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"special_tokens_map.json: 0%| | 0.00/389 [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "4bc99eb25dc540feb36280d76941d1b1"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"tokenizer.json: 0%| | 0.00/2.22M [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "dc954e0f04ae4746b54c121e5db5f651"
}
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"config.json: 0%| | 0.00/4.88k [00:00<?, ?B/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "19bbaf09b7244d03af0aff316772c267"
}
},
"metadata": {}
},
{
"output_type": "stream",
"name": "stderr",
"text": [
"Some weights of the model checkpoint were not used when initializing CLIPTextModelWithProjection: \n",
" ['text_model.embeddings.position_ids']\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"pipe.load_photomaker_adapter(\n",
" photomaker_ckpt, # Directory of the checkpoint\n",
" subfolder=\"\", # No subfolder\n",
" weight_name=os.path.basename(photomaker_ckpt), # Filename of the checkpoint\n",
" trigger_word=\"img\" # Trigger word to identify the target image\n",
")\n",
"pipe.id_encoder.to(device) # Move the ID encoder to the specified device"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "_wkmyUoZCcvl",
"outputId": "dbb177aa-b35b-4351-e6dc-e02bc54f76a0"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Loading PhotoMaker components [1] id_encoder from [/root/.cache/huggingface/hub/models--TencentARC--PhotoMaker/snapshots/d7ec3fc17290263135825194aeb3bc456da67cc5/photomaker-v1.bin]...\n",
"Loading PhotoMaker components [2] lora_weights from [/root/.cache/huggingface/hub/models--TencentARC--PhotoMaker/snapshots/d7ec3fc17290263135825194aeb3bc456da67cc5/photomaker-v1.bin]\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"PhotoMakerIDEncoder(\n",
" (vision_model): CLIPVisionTransformer(\n",
" (embeddings): CLIPVisionEmbeddings(\n",
" (patch_embedding): Conv2d(3, 1024, kernel_size=(14, 14), stride=(14, 14), bias=False)\n",
" (position_embedding): Embedding(257, 1024)\n",
" )\n",
" (pre_layrnorm): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)\n",
" (encoder): CLIPEncoder(\n",
" (layers): ModuleList(\n",
" (0-23): 24 x CLIPEncoderLayer(\n",
" (self_attn): CLIPAttention(\n",
" (k_proj): Linear(in_features=1024, out_features=1024, bias=True)\n",
" (v_proj): Linear(in_features=1024, out_features=1024, bias=True)\n",
" (q_proj): Linear(in_features=1024, out_features=1024, bias=True)\n",
" (out_proj): Linear(in_features=1024, out_features=1024, bias=True)\n",
" )\n",
" (layer_norm1): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)\n",
" (mlp): CLIPMLP(\n",
" (activation_fn): QuickGELUActivation()\n",
" (fc1): Linear(in_features=1024, out_features=4096, bias=True)\n",
" (fc2): Linear(in_features=4096, out_features=1024, bias=True)\n",
" )\n",
" (layer_norm2): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)\n",
" )\n",
" )\n",
" )\n",
" (post_layernorm): LayerNorm((1024,), eps=1e-05, elementwise_affine=True)\n",
" )\n",
" (visual_projection): Linear(in_features=1024, out_features=768, bias=False)\n",
" (visual_projection_2): Linear(in_features=1024, out_features=1280, bias=False)\n",
" (fuse_module): FuseModule(\n",
" (mlp1): MLP(\n",
" (layernorm): LayerNorm((4096,), eps=1e-05, elementwise_affine=True)\n",
" (fc1): Linear(in_features=4096, out_features=2048, bias=True)\n",
" (fc2): Linear(in_features=2048, out_features=2048, bias=True)\n",
" (act_fn): GELU(approximate='none')\n",
" )\n",
" (mlp2): MLP(\n",
" (layernorm): LayerNorm((2048,), eps=1e-05, elementwise_affine=True)\n",
" (fc1): Linear(in_features=2048, out_features=2048, bias=True)\n",
" (fc2): Linear(in_features=2048, out_features=2048, bias=True)\n",
" (act_fn): GELU(approximate='none')\n",
" )\n",
" (layer_norm): LayerNorm((2048,), eps=1e-05, elementwise_affine=True)\n",
" )\n",
")"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"source": [
"pipe.scheduler = EulerAncestralDiscreteScheduler.from_config(pipe.scheduler.config) # Use Euler Ancestral Discrete Scheduler for the diffusion process\n",
"pipe.load_lora_weights(lora_path, weight_name=lora_path, adapter_name=\"xl_more_art-full\") # Load LoRA weights\n",
"pipe.set_adapters([\"photomaker\", \"xl_more_art-full\"], adapter_weights=[1.0, 0.5]) # Set adapters with specified weights\n",
"pipe.fuse_lora() # Fuse LoRA layers into the model for fine-tuning"
],
"metadata": {
"id": "nM-hcuEuCeiD"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# clear cache\n",
"torch.cuda.empty_cache()"
],
"metadata": {
"id": "MY2bY9aUx39c"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# 5. Select Input Images"
],
"metadata": {
"id": "c032Usa3y5PO"
}
},
{
"cell_type": "code",
"source": [
"import os\n",
"import shutil\n",
"from google.colab import files\n",
"from diffusers.utils import load_image\n",
"from PIL import Image\n",
"import math\n",
"\n",
"def setup_input_images(use_example_images=True):\n",
" \"\"\"\n",
" Set up the input images based on the user's choice.\n",
"\n",
" Args:\n",
" use_example_images (bool): True to use example images, False to allow user uploads.\n",
"\n",
" Returns:\n",
" tuple: A tuple containing the list of input ID images and a grid of the input ID images.\n",
" \"\"\"\n",
" if use_example_images:\n",
" # Use example images from the specified folder\n",
" input_folder_name = './examples/scarletthead_woman' # Folder containing example images\n",
" else:\n",
" # Use user-uploaded images\n",
" input_folder_name = './user_inputs' # Folder for user-uploaded images\n",
" if os.path.exists(input_folder_name):\n",
" shutil.rmtree(input_folder_name) # Clear the previous uploaded images\n",
" os.makedirs(input_folder_name, exist_ok=True) # Create the folder if it doesn't exist\n",
"\n",
" # Use the Colab function to upload files. This will prompt the user to upload files from their local machine.\n",
" uploaded = files.upload()\n",
"\n",
" # Loop through the files that were uploaded\n",
" for filename in uploaded.keys():\n",
" dst_path = os.path.join(input_folder_name, filename) # Create the full destination path\n",
" print(f'move {filename} to {dst_path}') # Print a message about the file movement\n",
" shutil.move(filename, dst_path) # Move the file from its initial upload path to the specified directory\n",
"\n",
" image_basename_list = os.listdir(input_folder_name) # Get list of image filenames\n",
" image_path_list = sorted([os.path.join(input_folder_name, basename) for basename in image_basename_list]) # Get full paths to images\n",
"\n",
" input_id_images = []\n",
" for image_path in image_path_list:\n",
" input_id_images.append(load_image(image_path)) # Load each image\n",
"\n",
" # Create and display a grid of input ID images\n",
" input_grid = image_grid(input_id_images, size_after_resize=224) # Create a dynamic grid of images\n",
" print(\"Input ID images:\") # Print message\n",
" return input_id_images, input_grid # Return the list of input ID images and the grid of input ID images"
],
"metadata": {
"id": "mHcLL03rx318"
},
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"source": [
"# Example usage\n",
"use_example_images = True # Set to False to allow user uploads\n",
"input_id_images, input_grid = setup_input_images(use_example_images)\n",
"input_grid # Display the grid"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 484
},
"id": "L-NvxzAKzfTm",
"outputId": "9b202bbb-9c16-4459-9181-477a9c38f6ae"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Input ID images:\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<PIL.Image.Image image mode=RGB size=448x448>"
],
"image/png": "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\n"
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "markdown",
"source": [
"# 6. Define Prompts for New Custom Images"
],
"metadata": {
"id": "BWtgVYVAzaB7"
}
},
{
"cell_type": "code",
"source": [
"# clear cache\n",
"torch.cuda.empty_cache()\n",
"\n",
"## Note that the trigger word `img` must follow the class word for personalization\n",
"prompt = \"A girl img riding dragon over a whimsical castle, 3d CGI, art by Pixar, half-body, screenshot from animation\"\n",
"negative_prompt = \"realistic, photo-realistic, bad quality, bad anatomy, worst quality, low quality, lowres, extra fingers, blur, blurry, ugly, wrong proportions, watermark, image artifacts, bad eyes, bad hands, bad arms\"\n",
"generator = torch.Generator(device=device).manual_seed(42)\n",
"\n",
"# Set the parameters for image generation\n",
"num_steps = 50 # Number of inference steps\n",
"style_strength_ratio = 20 # Strength of the style applied to the image\n",
"start_merge_step = int(float(style_strength_ratio) / 100 * num_steps) # Calculate the step to start merging styles\n",
"if start_merge_step > 30:\n",
" start_merge_step = 30 # Cap the merge step at 30\n",
"\n",
"# Generate images using the PhotoMaker pipeline\n",
"images = pipe(\n",
" prompt=prompt, # Text prompt for the image\n",
" input_id_images=input_id_images, # Input images for personalization\n",
" negative_prompt=negative_prompt, # Negative prompt to avoid certain styles/qualities\n",
" num_images_per_prompt=4, # Number of images to generate per prompt\n",
" num_inference_steps=num_steps, # Number of inference steps\n",
" start_merge_step=start_merge_step, # Step to start merging styles\n",
" generator=generator, # Random generator for reproducibility\n",
").images"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 49,
"referenced_widgets": [
"59ac3433e0634cfbb9927e38fead3917",
"3f5ffec8f8b14c329c6f912653a636fd",
"95c8bc1bcb4447ea918c71355615651c",
"4f528a259e3a45bf99299bf298572f37",
"e0665a5faf3c425ba33009bbbbf7d476",
"4e5abec43b74456c9b354a20625d1fcc",
"152e4b237dc146db9e074de08d2f13ca",
"973338b48feb4c3aa714592c6e5da0d5",
"730d28c2ea6d4ce0b9c8bb15b8a32f2e",
"b910380466e14a0ca34508357d0736bb",
"dca439221d6f4e49af71148b8337b7ff"
]
},
"id": "1jczc-trx3zL",
"outputId": "e5898a18-59c8-4c2b-a2a2-ddadb5d163a0"
},
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
" 0%| | 0/50 [00:00<?, ?it/s]"
],
"application/vnd.jupyter.widget-view+json": {
"version_major": 2,
"version_minor": 0,
"model_id": "59ac3433e0634cfbb9927e38fead3917"
}
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"# 7. Visualize Results"
],
"metadata": {
"id": "E_CnVHvRzmOb"
}
},
{
"cell_type": "code",
"source": [
"# Show and save the results\n",
"## Downsample for visualization\n",
"grid = image_grid(images, size_after_resize=512)\n",
"\n",
"os.makedirs(save_path, exist_ok=True)\n",
"for idx, image in enumerate(images):\n",
" image.save(os.path.join(save_path, f\"photomaker_{idx:02d}.png\"))\n",
"\n",
"print(\"Results:\")\n",
"grid"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "WJaXD7dNx3wp",
"outputId": "48f7cd61-fdcc-4c02-e9a9-83c2e274a019"
},
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Results:\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<PIL.Image.Image image mode=RGB size=1024x1024>"
],
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment