{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU", "gpuClass": "standard", "widgets": { "application/vnd.jupyter.widget-state+json": { "8cfa8780d3b549b6bdfa9d150b03e803": { "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_9928e4cacf31417ebb56f41a00e87672", "IPY_MODEL_1e00bc95d2504ff39a7cf742f9ee1fb6", "IPY_MODEL_c8def349352f4251bdf11ed93d2a61f9" ], "layout": "IPY_MODEL_07a39589c67b430bb496f1a8c2648f4a" } }, "9928e4cacf31417ebb56f41a00e87672": { "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_d45a2d341be54b6c92afed3551105105", "placeholder": "​", "style": "IPY_MODEL_6f0d072b18c8419386e4e6c9e1e2058d", "value": "Downloading data files: 100%" } }, "1e00bc95d2504ff39a7cf742f9ee1fb6": { "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_879e77ea59524d03b84a26f599350718", "max": 2, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_39544c63aa774509a57794a3c89d2399", "value": 2 } }, "c8def349352f4251bdf11ed93d2a61f9": { "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_e889bb1b7f804ae3854eb87b19fd3b81", "placeholder": "​", "style": "IPY_MODEL_06ce03950ff4418cb1b09b4e252c5e93", "value": " 2/2 [00:12<00:00, 6.72s/it]" } }, "07a39589c67b430bb496f1a8c2648f4a": { "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 } }, "d45a2d341be54b6c92afed3551105105": { "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 } }, "6f0d072b18c8419386e4e6c9e1e2058d": { "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": "" } }, "879e77ea59524d03b84a26f599350718": { "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 } }, "39544c63aa774509a57794a3c89d2399": { "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": "" } }, "e889bb1b7f804ae3854eb87b19fd3b81": { "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 } }, "06ce03950ff4418cb1b09b4e252c5e93": { "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": "" } }, "1031655f661044bd912dff4ae80de42a": { "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_a2e7659c8cb148948799d9e0c3ad754d", "IPY_MODEL_55ff667eb188455aaf708abbc4d26adf", "IPY_MODEL_f0db6bf0696344fcb13703e58a1767e5" ], "layout": "IPY_MODEL_bca9e91950664f96816179ff2370b838" } }, "a2e7659c8cb148948799d9e0c3ad754d": { "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_f07ee509f1ec4be28b16c125fc7cc931", "placeholder": "​", "style": "IPY_MODEL_bf5b5a69348146ea8d422b57d5c95c04", "value": "Downloading data: 100%" } }, "55ff667eb188455aaf708abbc4d26adf": { "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_3934e7622408467187d281083ef5f008", "max": 45753415, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_8f6ad6bd2eea4898bbb91e81bb81aea3", "value": 45753415 } }, "f0db6bf0696344fcb13703e58a1767e5": { "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_d89a5d363c7d4dddaafc24ba3615973b", "placeholder": "​", "style": "IPY_MODEL_5f2fa5e888584374a8d28748c857d819", "value": " 45.8M/45.8M [00:02<00:00, 22.8MB/s]" } }, "bca9e91950664f96816179ff2370b838": { "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 } }, "f07ee509f1ec4be28b16c125fc7cc931": { "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 } }, "bf5b5a69348146ea8d422b57d5c95c04": { "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": "" } }, "3934e7622408467187d281083ef5f008": { "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 } }, "8f6ad6bd2eea4898bbb91e81bb81aea3": { "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": "" } }, "d89a5d363c7d4dddaafc24ba3615973b": { "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 } }, "5f2fa5e888584374a8d28748c857d819": { "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": "" } }, "7d1042794d574e0ba8509ba57fdfb29a": { "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_5775af69ddbb4eea8de10669c27a560c", "IPY_MODEL_26bef70346ab4fdf84b053af4b5d631d", "IPY_MODEL_f0c6b187ab874fb0bbd0d291cfbb3f71" ], "layout": "IPY_MODEL_8b03f4e4a3cc4401af419dbdac336771" } }, "5775af69ddbb4eea8de10669c27a560c": { "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_19f3a2a56531438781e1c419732b1831", "placeholder": "​", "style": "IPY_MODEL_6641c3800efb4bd5ae61acf7433f0e4b", "value": "Downloading data: 100%" } }, "26bef70346ab4fdf84b053af4b5d631d": { "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_ec271ee1ca4f4f6ebe7f9b5f676665d2", "max": 182105853, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_7c9fd4ae753a4c8ba9574502f65a28cb", "value": 182105853 } }, "f0c6b187ab874fb0bbd0d291cfbb3f71": { "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_1a86627d2dda4a598ffd0108bb064d90", "placeholder": "​", "style": "IPY_MODEL_bd1ffc5bdd2a4a3388970f88e79cc808", "value": " 182M/182M [00:06<00:00, 40.6MB/s]" } }, "8b03f4e4a3cc4401af419dbdac336771": { "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 } }, "19f3a2a56531438781e1c419732b1831": { "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 } }, "6641c3800efb4bd5ae61acf7433f0e4b": { "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": "" } }, "ec271ee1ca4f4f6ebe7f9b5f676665d2": { "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 } }, "7c9fd4ae753a4c8ba9574502f65a28cb": { "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": "" } }, "1a86627d2dda4a598ffd0108bb064d90": { "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 } }, "bd1ffc5bdd2a4a3388970f88e79cc808": { "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": "" } }, "610051e2f0b6449eb6c82b7c85f734d8": { "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_160552424c9c407c9862740a31ed7727", "IPY_MODEL_34bbecc88cb94b2497a80aedc09f720b", "IPY_MODEL_63f88e604f364eb8b856ddde1931b36d" ], "layout": "IPY_MODEL_d84720e14cae4bfca48bbdb8827eefd1" } }, "160552424c9c407c9862740a31ed7727": { "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_53556367faf74be8b0c2ed2ac50a7c21", "placeholder": "​", "style": "IPY_MODEL_a3a801012024432abf89862a0de48962", "value": "Extracting data files: 100%" } }, "34bbecc88cb94b2497a80aedc09f720b": { "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_5ad1e1f015e943b681d46f00e2da3d7b", "max": 2, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_979acb39d95044378f83cc2dc0bf5b4e", "value": 2 } }, "63f88e604f364eb8b856ddde1931b36d": { "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_f2cd8aadcfb24bcaae200f7b6170ec6b", "placeholder": "​", "style": "IPY_MODEL_a167838b6d3b4642b566e19a6dcf2beb", "value": " 2/2 [00:00<00:00, 24.58it/s]" } }, "d84720e14cae4bfca48bbdb8827eefd1": { "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 } }, "53556367faf74be8b0c2ed2ac50a7c21": { "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 } }, "a3a801012024432abf89862a0de48962": { "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": "" } }, "5ad1e1f015e943b681d46f00e2da3d7b": { "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 } }, "979acb39d95044378f83cc2dc0bf5b4e": { "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": "" } }, "f2cd8aadcfb24bcaae200f7b6170ec6b": { "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 } }, "a167838b6d3b4642b566e19a6dcf2beb": { "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": "" } }, "517c5d9a1674423da0785e7e2ef2421b": { "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_2447aeb03f0f485aa6de62150e340251", "IPY_MODEL_9edda5ba3a6f44bab64cc24d3452d3ed", "IPY_MODEL_6b19439d264c431f991f8a20c0300b36" ], "layout": "IPY_MODEL_b7f3a0a7f2dc4048b3d1055d609d53fb" } }, "2447aeb03f0f485aa6de62150e340251": { "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_c5e8db5f537740898bd4119fa857376a", "placeholder": "​", "style": "IPY_MODEL_ff813f749dd848acb4a00a5882554fd8", "value": "Generating test split: 100%" } }, "9edda5ba3a6f44bab64cc24d3452d3ed": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_195bdd096c9f4f91aedda147767bf241", "max": 2000, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_b5f7daa110bf4833ac44e5e5ae4e2411", "value": 2000 } }, "6b19439d264c431f991f8a20c0300b36": { "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_8e9f7c38572048caab672f1c065c52a2", "placeholder": "​", "style": "IPY_MODEL_5863b21e78004b22b0a0439ceb8a13df", "value": " 2000/2000 [00:00<00:00, 5107.24 examples/s]" } }, "b7f3a0a7f2dc4048b3d1055d609d53fb": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": "hidden", "width": null } }, "c5e8db5f537740898bd4119fa857376a": { "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 } }, "ff813f749dd848acb4a00a5882554fd8": { "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": "" } }, "195bdd096c9f4f91aedda147767bf241": { "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 } }, "b5f7daa110bf4833ac44e5e5ae4e2411": { "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": "" } }, "8e9f7c38572048caab672f1c065c52a2": { "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 } }, "5863b21e78004b22b0a0439ceb8a13df": { "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": "" } }, "f412ea72d607454d8ec1d6d2f30c818c": { "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_98f070784a7242d8a08b964594ad4346", "IPY_MODEL_aa21463d418d41bf99c2519032894756", "IPY_MODEL_5b105de55a2945b59fa90ebeec7a0434" ], "layout": "IPY_MODEL_72264219410b4ca88dd56011c792b27d" } }, "98f070784a7242d8a08b964594ad4346": { "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_e730d10d42324734b7352541ff402baa", "placeholder": "​", "style": "IPY_MODEL_f5d25cc31be74772a5c2c9732695d83d", "value": "Generating train split: 100%" } }, "aa21463d418d41bf99c2519032894756": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_dom_classes": [], "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "FloatProgressModel", "_view_count": null, "_view_module": "@jupyter-widgets/controls", "_view_module_version": "1.5.0", "_view_name": "ProgressView", "bar_style": "", "description": "", "description_tooltip": null, "layout": "IPY_MODEL_bfbbcf592ac04d1da006dc6e009cdd1a", "max": 8000, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_61c10353f6ee41f09266b5e6507f3c19", "value": 8000 } }, "5b105de55a2945b59fa90ebeec7a0434": { "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_65f0d409979547698d7e189d250fe3cd", "placeholder": "​", "style": "IPY_MODEL_8449155ab135462a93b5a29279cbe112", "value": " 8000/8000 [00:00<00:00, 9647.72 examples/s]" } }, "72264219410b4ca88dd56011c792b27d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": "hidden", "width": null } }, "e730d10d42324734b7352541ff402baa": { "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 } }, "f5d25cc31be74772a5c2c9732695d83d": { "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": "" } }, "bfbbcf592ac04d1da006dc6e009cdd1a": { "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 } }, "61c10353f6ee41f09266b5e6507f3c19": { "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": "" } }, "65f0d409979547698d7e189d250fe3cd": { "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 } }, "8449155ab135462a93b5a29279cbe112": { "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": "" } }, "43ab32af73324c28b9203680ea60debd": { "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_f50f17897a454d6ea0f98fcfefa5e7a6", "IPY_MODEL_a4db31531ec343a8935261727f69368b", "IPY_MODEL_201f3d5bae8047478a3672b69646c5e0" ], "layout": "IPY_MODEL_ac22d1a7dd3e4fa1962035a84f113f1a" } }, "f50f17897a454d6ea0f98fcfefa5e7a6": { "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_409930f3550b4639943c6b4e35c2ceaa", "placeholder": "​", "style": "IPY_MODEL_927b7429796f4a7394fb048c7ca0aee6", "value": "100%" } }, "a4db31531ec343a8935261727f69368b": { "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_d6e2dc57a06041dab8c7e0af7b566086", "max": 2, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_eb07618142ee41b1b15dc4f402c49540", "value": 2 } }, "201f3d5bae8047478a3672b69646c5e0": { "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_070c55b2b77e4da1a1f4e2401164902b", "placeholder": "​", "style": "IPY_MODEL_d34119bf538544688528ff6a64ab345c", "value": " 2/2 [00:00<00:00, 60.16it/s]" } }, "ac22d1a7dd3e4fa1962035a84f113f1a": { "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 } }, "409930f3550b4639943c6b4e35c2ceaa": { "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 } }, "927b7429796f4a7394fb048c7ca0aee6": { "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": "" } }, "d6e2dc57a06041dab8c7e0af7b566086": { "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 } }, "eb07618142ee41b1b15dc4f402c49540": { "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": "" } }, "070c55b2b77e4da1a1f4e2401164902b": { "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 } }, "d34119bf538544688528ff6a64ab345c": { "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": "" } }, "befaf56404a74f81923244c833c37325": { "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_907c0dabcb274dde93cc891f00a0a869", "IPY_MODEL_aec0adfd43e7486f8b36d030602b2253", "IPY_MODEL_ac5ff5d825f641ea8b63e351cab08b3a" ], "layout": "IPY_MODEL_09f1018222944d7d8d2b471caff2d363" } }, "907c0dabcb274dde93cc891f00a0a869": { "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_b492786b554e451e977eab7d6bdbe4f1", "placeholder": "​", "style": "IPY_MODEL_4e672cdd5edd4be99f9836f9c8e8801e", "value": "Downloading: 100%" } }, "aec0adfd43e7486f8b36d030602b2253": { "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_55c8a751bbe9480ba2e277db7eeb719d", "max": 160, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_569b7967bba94b97b0fd925491506be8", "value": 160 } }, "ac5ff5d825f641ea8b63e351cab08b3a": { "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_00d6631e3f854e7592ff01fb004d970a", "placeholder": "​", "style": "IPY_MODEL_34b020590c7f425699feceab0b534b6d", "value": " 160/160 [00:00<00:00, 9.76kB/s]" } }, "09f1018222944d7d8d2b471caff2d363": { "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 } }, "b492786b554e451e977eab7d6bdbe4f1": { "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 } }, "4e672cdd5edd4be99f9836f9c8e8801e": { "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": "" } }, "55c8a751bbe9480ba2e277db7eeb719d": { "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 } }, "569b7967bba94b97b0fd925491506be8": { "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": "" } }, "00d6631e3f854e7592ff01fb004d970a": { "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 } }, "34b020590c7f425699feceab0b534b6d": { "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": "" } }, "ac57d6a59b7b47f9b555d33451e81005": { "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_8b5557c5afd641a1a9c632b5f2a7085a", "IPY_MODEL_f52474c704f34444a5d13de9e8db9523", "IPY_MODEL_0c05f79eba7c472aafefc0c53fb7343a" ], "layout": "IPY_MODEL_318be8d0cbb7495eb6e5fcd14a955804" } }, "8b5557c5afd641a1a9c632b5f2a7085a": { "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_dce823e25bbe4b13bf8fbabb2d90c1c0", "placeholder": "​", "style": "IPY_MODEL_56143e306e4b49d48e6ded4fd25fcfc5", "value": "Downloading builder script: " } }, "f52474c704f34444a5d13de9e8db9523": { "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_7df447a8df94479d832118e169afa381", "max": 1652, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_934d8062b83843dd9a24f4f354f7e150", "value": 1652 } }, "0c05f79eba7c472aafefc0c53fb7343a": { "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_5787d7f0093841fd9c887c8cfca7e7e7", "placeholder": "​", "style": "IPY_MODEL_190a941e05d9464fbe87ecf43ca57f52", "value": " 4.21k/? [00:00<00:00, 55.9kB/s]" } }, "318be8d0cbb7495eb6e5fcd14a955804": { "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 } }, "dce823e25bbe4b13bf8fbabb2d90c1c0": { "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 } }, "56143e306e4b49d48e6ded4fd25fcfc5": { "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": "" } }, "7df447a8df94479d832118e169afa381": { "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 } }, "934d8062b83843dd9a24f4f354f7e150": { "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": "" } }, "5787d7f0093841fd9c887c8cfca7e7e7": { "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 } }, "190a941e05d9464fbe87ecf43ca57f52": { "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": "" } }, "8bc00f6e82184baa83c3a4198fb1c1dc": { "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_58308f362725406ebf8357b97bd5f975", "IPY_MODEL_8658d403362446e0ab24b690c5c4176a", "IPY_MODEL_1ff6ef835b3b457c876dd0b72834e4a2" ], "layout": "IPY_MODEL_811b7939d04f48288997c45b8d908b50" } }, "58308f362725406ebf8357b97bd5f975": { "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_6511c004c6454864b76cd85e738dd72e", "placeholder": "​", "style": "IPY_MODEL_a19325921718437f9f0f1000ef116ead", "value": "Downloading: 100%" } }, "8658d403362446e0ab24b690c5c4176a": { "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_0ae7537428ba4733ad9441b4c925b667", "max": 502, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_e2bc39ee8ba94d079a1667e28bb08d44", "value": 502 } }, "1ff6ef835b3b457c876dd0b72834e4a2": { "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_32cab910e2f646c98cda907dfd646ddd", "placeholder": "​", "style": "IPY_MODEL_4968aaaab95b48f2b887c5319d6305d8", "value": " 502/502 [00:00<00:00, 16.1kB/s]" } }, "811b7939d04f48288997c45b8d908b50": { "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 } }, "6511c004c6454864b76cd85e738dd72e": { "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 } }, "a19325921718437f9f0f1000ef116ead": { "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": "" } }, "0ae7537428ba4733ad9441b4c925b667": { "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 } }, "e2bc39ee8ba94d079a1667e28bb08d44": { "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": "" } }, "32cab910e2f646c98cda907dfd646ddd": { "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 } }, "4968aaaab95b48f2b887c5319d6305d8": { "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": "" } }, "d43f8aba2cd74a328f8f53537bc4f5e2": { "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_034176dc355c4e9caf89111b63b33dcf", "IPY_MODEL_ecae3f019fdf4fbabf660b22c1cb74c8", "IPY_MODEL_07dd17557f0f45cfaee3d41094b7f879" ], "layout": "IPY_MODEL_e7e5877afb834a9896fc8f8934c929b2" } }, "034176dc355c4e9caf89111b63b33dcf": { "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_08604305a1974d08ab20d4ceacb3de2e", "placeholder": "​", "style": "IPY_MODEL_ff1457a83d7d4769bf921b5164037ca8", "value": "Downloading: 100%" } }, "ecae3f019fdf4fbabf660b22c1cb74c8": { "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_a4b3c480e79f4b78ba4722731d959fac", "max": 345636463, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_dab5783cb468439984e71eeb0ff2c747", "value": 345636463 } }, "07dd17557f0f45cfaee3d41094b7f879": { "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_fd6fd7c84b064f0ab0e6a98936c9cdad", "placeholder": "​", "style": "IPY_MODEL_3e849617895d4a0f8ccde7844bb3d743", "value": " 346M/346M [00:10<00:00, 72.3MB/s]" } }, "e7e5877afb834a9896fc8f8934c929b2": { "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 } }, "08604305a1974d08ab20d4ceacb3de2e": { "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 } }, "ff1457a83d7d4769bf921b5164037ca8": { "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": "" } }, "a4b3c480e79f4b78ba4722731d959fac": { "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 } }, "dab5783cb468439984e71eeb0ff2c747": { "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": "" } }, "fd6fd7c84b064f0ab0e6a98936c9cdad": { "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 } }, "3e849617895d4a0f8ccde7844bb3d743": { "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": "" } }, "f40203d731e34d02a2a080258f7818e4": { "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_337cb753a6994a01b1febca3d59ad5e6", "IPY_MODEL_c3c40e150344411da73b4719b12a37c8", "IPY_MODEL_4933ba340ce549f4b38eaedfc75ea622" ], "layout": "IPY_MODEL_ce15b6f3f11643999269b146b8b07ac8" } }, "337cb753a6994a01b1febca3d59ad5e6": { "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_6c3be7b4811947c4b83aa464e4d399f8", "placeholder": "​", "style": "IPY_MODEL_a3da7901a4ec446c8f68274735623401", "value": "Upload file pytorch_model.bin: 100%" } }, "c3c40e150344411da73b4719b12a37c8": { "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_f41df1f054964d7ba71f514fc780a4d0", "max": 343268717, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_9628d076408b49b19392febe1c3c3bad", "value": 343268717 } }, "4933ba340ce549f4b38eaedfc75ea622": { "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_95312bd885c04a51b9edb4b3e88e847a", "placeholder": "​", "style": "IPY_MODEL_9af4e2be03db45a5851ea90e5fa4f509", "value": " 327M/327M [04:49<00:00, 502kB/s]" } }, "ce15b6f3f11643999269b146b8b07ac8": { "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 } }, "6c3be7b4811947c4b83aa464e4d399f8": { "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 } }, "a3da7901a4ec446c8f68274735623401": { "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": "" } }, "f41df1f054964d7ba71f514fc780a4d0": { "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 } }, "9628d076408b49b19392febe1c3c3bad": { "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": "" } }, "95312bd885c04a51b9edb4b3e88e847a": { "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 } }, "9af4e2be03db45a5851ea90e5fa4f509": { "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": "" } }, "abce7899c5c0439b976a21c09e6b2ddb": { "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_291d998acf894194b59b37bb11029624", "IPY_MODEL_d87d8590f9d049a9bf7b66326a0d4b2b", "IPY_MODEL_3c7523bd615d415ba215c6e505c1d73f" ], "layout": "IPY_MODEL_deb3c9ca5e884b6c9bf5cf288d6cd1e6" } }, "291d998acf894194b59b37bb11029624": { "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_e002eac406af4e4ebb8b566b10a2c7a2", "placeholder": "​", "style": "IPY_MODEL_89c4248fce59424dbf81b84abd391231", "value": "Upload file runs/Jan04_12-36-23_5ef0839b4006/events.out.tfevents.1672835807.5ef0839b4006.127.0: 100%" } }, "d87d8590f9d049a9bf7b66326a0d4b2b": { "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_084fdc5400dd4555ad563cf4e7807801", "max": 7995, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_dc6370ec42d8454fa9d11ec677cafacf", "value": 7995 } }, "3c7523bd615d415ba215c6e505c1d73f": { "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_5b181cef67384c28aa75f42792452acd", "placeholder": "​", "style": "IPY_MODEL_084479bd17ca47bf920b17af50b2c2f4", "value": " 7.81k/7.81k [04:49<00:00, 15.9B/s]" } }, "deb3c9ca5e884b6c9bf5cf288d6cd1e6": { "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 } }, "e002eac406af4e4ebb8b566b10a2c7a2": { "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 } }, "89c4248fce59424dbf81b84abd391231": { "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": "" } }, "084fdc5400dd4555ad563cf4e7807801": { "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 } }, "dc6370ec42d8454fa9d11ec677cafacf": { "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": "" } }, "5b181cef67384c28aa75f42792452acd": { "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 } }, "084479bd17ca47bf920b17af50b2c2f4": { "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": [ "#Descargando el dataset" ], "metadata": { "id": "CelVSjdLd3RS" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "8-LQmdRmcZ7U" }, "outputs": [], "source": [ "%%capture\n", "!pip install datasets transformers" ] }, { "cell_type": "code", "source": [ "from datasets import load_dataset\n", "ds = load_dataset(\"Bingsu/Cat_and_Dog\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 281, "referenced_widgets": [ "8cfa8780d3b549b6bdfa9d150b03e803", "9928e4cacf31417ebb56f41a00e87672", "1e00bc95d2504ff39a7cf742f9ee1fb6", "c8def349352f4251bdf11ed93d2a61f9", "07a39589c67b430bb496f1a8c2648f4a", "d45a2d341be54b6c92afed3551105105", "6f0d072b18c8419386e4e6c9e1e2058d", "879e77ea59524d03b84a26f599350718", "39544c63aa774509a57794a3c89d2399", "e889bb1b7f804ae3854eb87b19fd3b81", "06ce03950ff4418cb1b09b4e252c5e93", "1031655f661044bd912dff4ae80de42a", "a2e7659c8cb148948799d9e0c3ad754d", "55ff667eb188455aaf708abbc4d26adf", "f0db6bf0696344fcb13703e58a1767e5", "bca9e91950664f96816179ff2370b838", "f07ee509f1ec4be28b16c125fc7cc931", "bf5b5a69348146ea8d422b57d5c95c04", "3934e7622408467187d281083ef5f008", "8f6ad6bd2eea4898bbb91e81bb81aea3", "d89a5d363c7d4dddaafc24ba3615973b", "5f2fa5e888584374a8d28748c857d819", "7d1042794d574e0ba8509ba57fdfb29a", "5775af69ddbb4eea8de10669c27a560c", "26bef70346ab4fdf84b053af4b5d631d", "f0c6b187ab874fb0bbd0d291cfbb3f71", "8b03f4e4a3cc4401af419dbdac336771", "19f3a2a56531438781e1c419732b1831", "6641c3800efb4bd5ae61acf7433f0e4b", "ec271ee1ca4f4f6ebe7f9b5f676665d2", "7c9fd4ae753a4c8ba9574502f65a28cb", "1a86627d2dda4a598ffd0108bb064d90", "bd1ffc5bdd2a4a3388970f88e79cc808", "610051e2f0b6449eb6c82b7c85f734d8", "160552424c9c407c9862740a31ed7727", "34bbecc88cb94b2497a80aedc09f720b", "63f88e604f364eb8b856ddde1931b36d", "d84720e14cae4bfca48bbdb8827eefd1", "53556367faf74be8b0c2ed2ac50a7c21", "a3a801012024432abf89862a0de48962", "5ad1e1f015e943b681d46f00e2da3d7b", "979acb39d95044378f83cc2dc0bf5b4e", "f2cd8aadcfb24bcaae200f7b6170ec6b", "a167838b6d3b4642b566e19a6dcf2beb", "517c5d9a1674423da0785e7e2ef2421b", "2447aeb03f0f485aa6de62150e340251", "9edda5ba3a6f44bab64cc24d3452d3ed", "6b19439d264c431f991f8a20c0300b36", "b7f3a0a7f2dc4048b3d1055d609d53fb", "c5e8db5f537740898bd4119fa857376a", "ff813f749dd848acb4a00a5882554fd8", "195bdd096c9f4f91aedda147767bf241", "b5f7daa110bf4833ac44e5e5ae4e2411", "8e9f7c38572048caab672f1c065c52a2", "5863b21e78004b22b0a0439ceb8a13df", "f412ea72d607454d8ec1d6d2f30c818c", "98f070784a7242d8a08b964594ad4346", "aa21463d418d41bf99c2519032894756", "5b105de55a2945b59fa90ebeec7a0434", "72264219410b4ca88dd56011c792b27d", "e730d10d42324734b7352541ff402baa", "f5d25cc31be74772a5c2c9732695d83d", "bfbbcf592ac04d1da006dc6e009cdd1a", "61c10353f6ee41f09266b5e6507f3c19", "65f0d409979547698d7e189d250fe3cd", "8449155ab135462a93b5a29279cbe112", "43ab32af73324c28b9203680ea60debd", "f50f17897a454d6ea0f98fcfefa5e7a6", "a4db31531ec343a8935261727f69368b", "201f3d5bae8047478a3672b69646c5e0", "ac22d1a7dd3e4fa1962035a84f113f1a", "409930f3550b4639943c6b4e35c2ceaa", "927b7429796f4a7394fb048c7ca0aee6", "d6e2dc57a06041dab8c7e0af7b566086", "eb07618142ee41b1b15dc4f402c49540", "070c55b2b77e4da1a1f4e2401164902b", "d34119bf538544688528ff6a64ab345c" ] }, "id": "4rJkvQ1qckRK", "outputId": "f641e373-f41f-4e87-e955-aa836bdd94fc" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "WARNING:datasets.builder:Using custom data configuration Bingsu--Cat_and_Dog-350a64dea4e753f9\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Downloading and preparing dataset None/None (download: 217.30 MiB, generated: 198.89 MiB, post-processed: Unknown size, total: 416.20 MiB) to /root/.cache/huggingface/datasets/Bingsu___parquet/Bingsu--Cat_and_Dog-350a64dea4e753f9/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec...\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Downloading data files: 0%| | 0/2 [00:00,\n", " 'labels': 0}" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "source": [ "ex = ds['train'][5000]\n", "image = ex['image']\n", "image" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 242 }, "id": "GVOr-sIgdCof", "outputId": "f163a460-d00e-4697-a659-fe331a879e7d" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ], "image/png": "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\n" }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "source": [ "labels = ds['train'].features['labels']\n", "labels" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "AI-ZyytFdTlu", "outputId": "5f7c4642-e08e-48d9-e23b-e7d3615897bf" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "ClassLabel(names=['cat', 'dog'], id=None)" ] }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "source": [ "labels.names" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "6xpZs3kXdXie", "outputId": "75206569-54ba-4d48-cbe6-462b069578da" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['cat', 'dog']" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [ "ex['labels']" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-Qx-0X6Mdz5i", "outputId": "d64dcb9b-92a3-4158-c709-650bdd3fb964" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "1" ] }, "metadata": {}, "execution_count": 11 } ] }, { "cell_type": "code", "source": [ "labels.int2str(ex['labels'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "FwSVrPqqdoXm", "outputId": "84381784-73e7-4b94-bf5f-dca5b2cb36be" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'dog'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 12 } ] }, { "cell_type": "markdown", "source": [ "#Cargando el ViT (VisionTransformer) Feature Extractor" ], "metadata": { "id": "8LLACYu4eDs2" } }, { "cell_type": "markdown", "source": [ "Prepararemos estas imágenes para nuestro modelo.\n", "\n", "Cuando se entrenan los modelos ViT se aplican transformaciones específicas a las imágenes que se les alimentan. Si usa las transformaciones incorrectas en su imagen, el modelo no entenderá lo que está viendo. 🖼 ➡️\n", "\n", "Para asegurarnos de que aplicamos las transformaciones correctas, usaremos un `ViTFeatureExtractor` inicializado con una configuración que se guardó junto con el modelo pre-entrenado que planeamos usar. En nuestro caso usaremos el modelo `openai/clip-vit-large-patch14', así que carguemos su deacture extractor desde el Hub.\n", "\n", "Un extractor de características se encarga de preparar las características de los inputs de un modelo.\n" ], "metadata": { "id": "B0R-TW5UB7cY" } }, { "cell_type": "code", "source": [ "from transformers import ViTFeatureExtractor\n", "\n", "repo_id = 'google/vit-base-patch16-224-in21k'\n", "feature_extractor = ViTFeatureExtractor.from_pretrained(repo_id)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 49, "referenced_widgets": [ "befaf56404a74f81923244c833c37325", "907c0dabcb274dde93cc891f00a0a869", "aec0adfd43e7486f8b36d030602b2253", "ac5ff5d825f641ea8b63e351cab08b3a", "09f1018222944d7d8d2b471caff2d363", "b492786b554e451e977eab7d6bdbe4f1", "4e672cdd5edd4be99f9836f9c8e8801e", "55c8a751bbe9480ba2e277db7eeb719d", "569b7967bba94b97b0fd925491506be8", "00d6631e3f854e7592ff01fb004d970a", "34b020590c7f425699feceab0b534b6d" ] }, "id": "ZIytMX2deBPW", "outputId": "4d7a0402-04ae-40d0-a58f-43f822ecb78c" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading: 0%| | 0.00/160 [00:00:4: FutureWarning: load_metric is deprecated and will be removed in the next major version of datasets. Use 'evaluate.load' instead, from the new library 🤗 Evaluate: https://huggingface.co./docs/evaluate\n", " metric = load_metric('accuracy')\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Downloading builder script: 0%| | 0.00/1.65k [00:00" ], "text/html": [ "\n", "
\n", " \n", " \n", " [4000/4000 27:27, Epoch 4/4]\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
StepTraining LossValidation LossAccuracy
5000.1770000.2099540.943500
10000.1515000.0710080.975000
15000.0443000.2042700.953500
20000.0625000.0898420.974500
25000.0181000.0960680.980500
30000.0091000.1049460.982000
35000.0016000.1065680.981000
40000.0015000.1026440.982000

" ] }, "metadata": {} }, { "output_type": "stream", "name": "stderr", "text": [ "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-500\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-500/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-500/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-500/preprocessor_config.json\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/preprocessor_config.json\n", "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1000\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1000/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1000/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1000/preprocessor_config.json\n", "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1500\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1500/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1500/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1500/preprocessor_config.json\n", "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2000\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2000/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2000/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2000/preprocessor_config.json\n", "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2500\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2500/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2500/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-2500/preprocessor_config.json\n", "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3000\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3000/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3000/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3000/preprocessor_config.json\n", "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3500\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3500/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3500/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-3500/preprocessor_config.json\n", "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-4000\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-4000/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-4000/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-4000/preprocessor_config.json\n", "\n", "\n", "Training completed. Do not forget to share your model on huggingface.co/models =)\n", "\n", "\n", "Loading best model from ./PerrosVSgatos_google/vit-base-patch16-224-in21k/checkpoint-1000 (score: 0.07100804150104523).\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/preprocessor_config.json\n", "Saving model checkpoint to ./PerrosVSgatos_google/vit-base-patch16-224-in21k\n", "Configuration saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/config.json\n", "Model weights saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/pytorch_model.bin\n", "Image processor saved in ./PerrosVSgatos_google/vit-base-patch16-224-in21k/preprocessor_config.json\n", "Several commits (2) will be pushed upstream.\n", "WARNING:huggingface_hub.repository:Several commits (2) will be pushed upstream.\n", "The progress bars may be unreliable.\n", "WARNING:huggingface_hub.repository:The progress bars may be unreliable.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "Upload file pytorch_model.bin: 0%| | 3.30k/327M [00:00 main\n", "\n", "WARNING:huggingface_hub.repository:remote: Scanning LFS files for validity, may be slow... \n", "remote: LFS file scan complete. \n", "To https://huggingface.co./julenalvaro/vit-base-patch16-224-in21k\n", " 0db1958..1df9af2 main -> main\n", "\n", "Dropping the following result as it does not have all the necessary fields:\n", "{'task': {'name': 'Image Classification', 'type': 'image-classification'}, 'metrics': [{'name': 'Accuracy', 'type': 'accuracy', 'value': 0.982}]}\n", "To https://huggingface.co./julenalvaro/vit-base-patch16-224-in21k\n", " 1df9af2..237c33f main -> main\n", "\n", "WARNING:huggingface_hub.repository:To https://huggingface.co./julenalvaro/vit-base-patch16-224-in21k\n", " 1df9af2..237c33f main -> main\n", "\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "***** train metrics *****\n", " epoch = 4.0\n", " total_flos = 2309441256GF\n", " train_loss = 0.0582\n", " train_runtime = 0:27:36.35\n", " train_samples_per_second = 19.32\n", " train_steps_per_second = 2.415\n" ] } ] }, { "cell_type": "code", "source": [ "metrics = trainer.evaluate(prepared_ds['test'])\n", "trainer.log_metrics('eval', metrics)\n", "trainer.save_metrics('eval', metrics)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 211 }, "id": "LHmxG1MbmXZ_", "outputId": "0dfe7c91-b741-4ef4-8432-7a501f3119bc" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "***** Running Evaluation *****\n", " Num examples = 2000\n", " Batch size = 8\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "

\n", " \n", " \n", " [250/250 00:40]\n", "
\n", " " ] }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "***** eval metrics *****\n", " epoch = 4.0\n", " eval_accuracy = 0.975\n", " eval_loss = 0.071\n", " eval_runtime = 0:00:40.49\n", " eval_samples_per_second = 49.387\n", " eval_steps_per_second = 6.173\n" ] } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "B0bEjk8Emtq-" }, "execution_count": null, "outputs": [] } ] }