{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "IMDB_text_classification.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU", "widgets": { "application/vnd.jupyter.widget-state+json": { "9058b83078bf4572bcc0221e6ec3c897": { "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_21aca27362e540f0967f238318c2d1fe", "IPY_MODEL_82172227c421494eb1b182e9b27cd324", "IPY_MODEL_8dab6082c14d4239ab0f45cab05129d2" ], "layout": "IPY_MODEL_05804afee5bb46c781367ec353ccb350" } }, "21aca27362e540f0967f238318c2d1fe": { "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_3da199794d594cf0b01118f178ade257", "placeholder": "​", "style": "IPY_MODEL_b3dadf9d81de401b9309a5a251509c7b", "value": "Downloading builder script: " } }, "82172227c421494eb1b182e9b27cd324": { "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_570438fe0dd740079ecc54ad91380a06", "max": 1789, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_9fa4e94e25b747209557d1430bb2e028", "value": 1789 } }, "8dab6082c14d4239ab0f45cab05129d2": { "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_9cf7dc851fcb44609da0cbc9e09e6b75", "placeholder": "​", "style": "IPY_MODEL_c0a4e9bb366b4557a006634666299292", "value": " 4.31k/? [00:00<00:00, 80.0kB/s]" } }, "05804afee5bb46c781367ec353ccb350": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "3da199794d594cf0b01118f178ade257": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b3dadf9d81de401b9309a5a251509c7b": { "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": "" } }, "570438fe0dd740079ecc54ad91380a06": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "9fa4e94e25b747209557d1430bb2e028": { "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": "" } }, "9cf7dc851fcb44609da0cbc9e09e6b75": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "c0a4e9bb366b4557a006634666299292": { "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": "" } }, "79572bcb780b41ee82d0b352b6735755": { "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_0a571f8f8dbf41f7a46e57ad3b72a827", "IPY_MODEL_0a741330c01a4d05aa1ef1bcc2fbfbab", "IPY_MODEL_1ed153ecd9db40f8abe0b7bbc160f864" ], "layout": "IPY_MODEL_030d0f9c0c694dfdbde4d19afd562f2a" } }, "0a571f8f8dbf41f7a46e57ad3b72a827": { "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_6dd876f6f4874dcba2c38a3a0adfa55c", "placeholder": "​", "style": "IPY_MODEL_d05dc5773f934fd385274afdd410bbde", "value": "Downloading metadata: " } }, "0a741330c01a4d05aa1ef1bcc2fbfbab": { "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_fc8fde5695824ca4b16660090dcfd61c", "max": 1054, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_6adb44d02f514ae6b18be72463a65a43", "value": 1054 } }, "1ed153ecd9db40f8abe0b7bbc160f864": { "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_5c015dc489fc4c63aa1bfc2600b5b72c", "placeholder": "​", "style": "IPY_MODEL_9d5e0bd1198640d2888e9fd799151e4f", "value": " 2.17k/? [00:00<00:00, 14.5kB/s]" } }, "030d0f9c0c694dfdbde4d19afd562f2a": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6dd876f6f4874dcba2c38a3a0adfa55c": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "d05dc5773f934fd385274afdd410bbde": { "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": "" } }, "fc8fde5695824ca4b16660090dcfd61c": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6adb44d02f514ae6b18be72463a65a43": { "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": "" } }, "5c015dc489fc4c63aa1bfc2600b5b72c": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "9d5e0bd1198640d2888e9fd799151e4f": { "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": "" } }, "07d27383e6774928a4e75bb25367d8be": { "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_b655ac747402471cae29db19d7941e58", "IPY_MODEL_ff2caf5cc7274516a3e3a00b8bfe3a7f", "IPY_MODEL_3663527fc4d743709c485cba7d317157" ], "layout": "IPY_MODEL_c1fe680457f64112868150d8722053f4" } }, "b655ac747402471cae29db19d7941e58": { "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_cebdfe13f3a94cdd854acf87da6f0945", "placeholder": "​", "style": "IPY_MODEL_9793c23ce4ad4b879cd0e107b6c64031", "value": "Downloading data: 100%" } }, "ff2caf5cc7274516a3e3a00b8bfe3a7f": { "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_8abc42bb32ef4155872282410410db43", "max": 84125825, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_565c1f24d88e46249f1a781c47eae1b7", "value": 84125825 } }, "3663527fc4d743709c485cba7d317157": { "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_aad49481747b4da28f58b895098deeef", "placeholder": "​", "style": "IPY_MODEL_6a75a0188d524b76bf854d029e15d5b3", "value": " 84.1M/84.1M [00:06<00:00, 12.0MB/s]" } }, "c1fe680457f64112868150d8722053f4": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "cebdfe13f3a94cdd854acf87da6f0945": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "9793c23ce4ad4b879cd0e107b6c64031": { "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": "" } }, "8abc42bb32ef4155872282410410db43": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "565c1f24d88e46249f1a781c47eae1b7": { "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": "" } }, "aad49481747b4da28f58b895098deeef": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "6a75a0188d524b76bf854d029e15d5b3": { "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": "" } }, "eb63d84fbd204338b65dff842e4a0350": { "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_6b95a5e8ee364ba4aa401824bd959cea", "IPY_MODEL_e7a2a180a1d4460481972a23ec73a394", "IPY_MODEL_06a488bafc4449e29ea75fd53d75d4a8" ], "layout": "IPY_MODEL_ba183a5476bf486c8366494bdabb55c6" } }, "6b95a5e8ee364ba4aa401824bd959cea": { "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_1f4865c4d24045b39a566316b18ef00d", "placeholder": "​", "style": "IPY_MODEL_41e8f30dd8f14d13a597dc2f3628291c", "value": "Generating train split: 99%" } }, "e7a2a180a1d4460481972a23ec73a394": { "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_a431653788f046c2bfef3c19f81e540b", "max": 25000, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_924fda61dbf148c2973a7c8e5f90fb2f", "value": 25000 } }, "06a488bafc4449e29ea75fd53d75d4a8": { "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_f52b607e72ec4dc583a4539bc0e9c199", "placeholder": "​", "style": "IPY_MODEL_21ec55871c0e45fe9fc3a6640251b48d", "value": " 24860/25000 [00:15<00:00, 5033.24 examples/s]" } }, "ba183a5476bf486c8366494bdabb55c6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "1f4865c4d24045b39a566316b18ef00d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "41e8f30dd8f14d13a597dc2f3628291c": { "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": "" } }, "a431653788f046c2bfef3c19f81e540b": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "924fda61dbf148c2973a7c8e5f90fb2f": { "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": "" } }, "f52b607e72ec4dc583a4539bc0e9c199": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "21ec55871c0e45fe9fc3a6640251b48d": { "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": "" } }, "8c10a32bc2034444824755d999a37ed3": { "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_49be5f14576a486789ff8e5c351b0e08", "IPY_MODEL_fa511f7db7554682bf8aef7c4d3d86f1", "IPY_MODEL_ed9b5c1dc29046db96ddcdd7cd8dea3c" ], "layout": "IPY_MODEL_ebd0aab9615848a8a3caf335dac0d3a8" } }, "49be5f14576a486789ff8e5c351b0e08": { "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_5b8d6048ca5d420fa1542794316de3d8", "placeholder": "​", "style": "IPY_MODEL_0360e21f7f5f430e80cd5301644d8bf3", "value": "Generating test split: 99%" } }, "fa511f7db7554682bf8aef7c4d3d86f1": { "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_4751150d00d74dea980bf4ead2e0aeb3", "max": 25000, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_43b274b5b9954158bd4740215e7b176f", "value": 25000 } }, "ed9b5c1dc29046db96ddcdd7cd8dea3c": { "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_7cddfba83e754582a2eeb6bb9a897f80", "placeholder": "​", "style": "IPY_MODEL_484880041f604a2ca29cd0de3569fc07", "value": " 24723/25000 [00:04<00:00, 5627.69 examples/s]" } }, "ebd0aab9615848a8a3caf335dac0d3a8": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5b8d6048ca5d420fa1542794316de3d8": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "0360e21f7f5f430e80cd5301644d8bf3": { "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": "" } }, "4751150d00d74dea980bf4ead2e0aeb3": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "43b274b5b9954158bd4740215e7b176f": { "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": "" } }, "7cddfba83e754582a2eeb6bb9a897f80": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "484880041f604a2ca29cd0de3569fc07": { "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": "" } }, "327170d818a24d4ca311c93ec1d8635e": { "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_3a817a08d0484642992fa7fc0e560178", "IPY_MODEL_0b601100793d453f812490d7bb78b67b", "IPY_MODEL_55e4a1f417b94c36b764cf410b83f08f" ], "layout": "IPY_MODEL_d475c234f3f741b6a7cd6e2521ad319c" } }, "3a817a08d0484642992fa7fc0e560178": { "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_4a16e7f16be94199a41a9b2ce3ebd987", "placeholder": "​", "style": "IPY_MODEL_cd8edaad2f0a4b52ad7f2acd6043b810", "value": "Generating unsupervised split: 99%" } }, "0b601100793d453f812490d7bb78b67b": { "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_376c3578f46042c6b2897531e13c3dd3", "max": 50000, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_71d8af4b42e0499abf79ff1803a64917", "value": 50000 } }, "55e4a1f417b94c36b764cf410b83f08f": { "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_5bbfc7580e2e463e839013cfb2b02722", "placeholder": "​", "style": "IPY_MODEL_8414fcbabcd3465ca54832ea33cceb76", "value": " 49471/50000 [00:12<00:00, 5952.73 examples/s]" } }, "d475c234f3f741b6a7cd6e2521ad319c": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "4a16e7f16be94199a41a9b2ce3ebd987": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "cd8edaad2f0a4b52ad7f2acd6043b810": { "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": "" } }, "376c3578f46042c6b2897531e13c3dd3": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "71d8af4b42e0499abf79ff1803a64917": { "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": "" } }, "5bbfc7580e2e463e839013cfb2b02722": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "8414fcbabcd3465ca54832ea33cceb76": { "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": "" } }, "e2e93d2d2f2144b4927a2ce89889e1e6": { "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_52e7a65ac9c4490abfe272e4d7cc3a11", "IPY_MODEL_b4863f6f99cc43a1b7ea954c4c0b3ee1", "IPY_MODEL_c670a997d8eb401099144b7d1134f470" ], "layout": "IPY_MODEL_17e51cce6c63497882ba216c82c5432f" } }, "52e7a65ac9c4490abfe272e4d7cc3a11": { "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_b98c06f9fd2947cab94dbab9e513b229", "placeholder": "​", "style": "IPY_MODEL_db033b132ccd41d888453f1802ee0ede", "value": "100%" } }, "b4863f6f99cc43a1b7ea954c4c0b3ee1": { "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_d9b3cbf8feab4974a8c9930e6ca415e7", "max": 3, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_baa578da8c234aeea6f45f5a4cc64a3d", "value": 3 } }, "c670a997d8eb401099144b7d1134f470": { "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_9f898a476f414629bcb42b16b7d0aeb3", "placeholder": "​", "style": "IPY_MODEL_123f44f2ecb744f288dfec683c5fb1d4", "value": " 3/3 [00:00<00:00, 42.60it/s]" } }, "17e51cce6c63497882ba216c82c5432f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b98c06f9fd2947cab94dbab9e513b229": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "db033b132ccd41d888453f1802ee0ede": { "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": "" } }, "d9b3cbf8feab4974a8c9930e6ca415e7": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "baa578da8c234aeea6f45f5a4cc64a3d": { "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": "" } }, "9f898a476f414629bcb42b16b7d0aeb3": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "123f44f2ecb744f288dfec683c5fb1d4": { "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": "" } }, "9ddba8da295042af895302509bd24fa5": { "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_d15bf9362f104dbb80fa3c8a65b9ec0c", "IPY_MODEL_497c8defd52f4798b56b9673baac20a6", "IPY_MODEL_b5202a6f9cb347e89affebc1ef43390b" ], "layout": "IPY_MODEL_83989e1a85004b47a2184d1db4868d16" } }, "d15bf9362f104dbb80fa3c8a65b9ec0c": { "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_5a4ea6eb97534a5c8f018208a3f74348", "placeholder": "​", "style": "IPY_MODEL_a026e2da40a04afb8ca4efd8ca234718", "value": "Downloading: 100%" } }, "497c8defd52f4798b56b9673baac20a6": { "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_ce8c13abf62d4263bf87f410966065c9", "max": 29, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_54f632c9f0614197bd727bb74caf806b", "value": 29 } }, "b5202a6f9cb347e89affebc1ef43390b": { "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_0a0cebde852b4b00a72e439b12fd4485", "placeholder": "​", "style": "IPY_MODEL_cf8eb15d1cd54680a5fc82dcace57ebc", "value": " 29.0/29.0 [00:00<00:00, 647B/s]" } }, "83989e1a85004b47a2184d1db4868d16": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5a4ea6eb97534a5c8f018208a3f74348": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "a026e2da40a04afb8ca4efd8ca234718": { "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": "" } }, "ce8c13abf62d4263bf87f410966065c9": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "54f632c9f0614197bd727bb74caf806b": { "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": "" } }, "0a0cebde852b4b00a72e439b12fd4485": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "cf8eb15d1cd54680a5fc82dcace57ebc": { "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": "" } }, "a80813368ac746bb81a364e0f9b0ceb8": { "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_8a79221399e249eebe50ff423533d563", "IPY_MODEL_7775088639be4417a13928f2a2a8dc42", "IPY_MODEL_983b7cce33bf4d98a730fd22500719e9" ], "layout": "IPY_MODEL_7d06246e7cd748698264997207b6096f" } }, "8a79221399e249eebe50ff423533d563": { "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_bd7070063f2c4eb8a99b62bb94bb59d4", "placeholder": "​", "style": "IPY_MODEL_071a46652c75466e98bdb1e535eb052f", "value": "Downloading: 100%" } }, "7775088639be4417a13928f2a2a8dc42": { "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_a953ca689c4b43ba9a5a3e1b74b2e193", "max": 411, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_ad507a07685a4801aab0478f4acba56b", "value": 411 } }, "983b7cce33bf4d98a730fd22500719e9": { "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_e9515a2007ed4894a1ab5ad00a1fe86d", "placeholder": "​", "style": "IPY_MODEL_19beaeed471a442ca3ddb593a55fc4b3", "value": " 411/411 [00:00<00:00, 10.4kB/s]" } }, "7d06246e7cd748698264997207b6096f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "bd7070063f2c4eb8a99b62bb94bb59d4": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "071a46652c75466e98bdb1e535eb052f": { "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": "" } }, "a953ca689c4b43ba9a5a3e1b74b2e193": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ad507a07685a4801aab0478f4acba56b": { "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": "" } }, "e9515a2007ed4894a1ab5ad00a1fe86d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "19beaeed471a442ca3ddb593a55fc4b3": { "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": "" } }, "6f49eac114a84bc9a315dbfff2342998": { "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_3a9613ad218c4966a941270544ed6185", "IPY_MODEL_910b60a6f44240b5b9f6b6d8d073ec6e", "IPY_MODEL_40e76e8f40a34808813facff8dfe5075" ], "layout": "IPY_MODEL_ccbe3df4eb3c43a3a1392e112767ba2a" } }, "3a9613ad218c4966a941270544ed6185": { "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_ff4bfed4f8f04111969f95dc1ee33ace", "placeholder": "​", "style": "IPY_MODEL_57af490cd6dd41c1ac8f69c526e0776c", "value": "Downloading: 100%" } }, "910b60a6f44240b5b9f6b6d8d073ec6e": { "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_390fb689a195425b87f2623b55572fe3", "max": 213450, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_0df3a50c36e54006ada5eeccc67dc8a6", "value": 213450 } }, "40e76e8f40a34808813facff8dfe5075": { "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_0753690951314d57b2117457628eabbc", "placeholder": "​", "style": "IPY_MODEL_cde4c09c38614d49a4dc90db7bb07d40", "value": " 208k/208k [00:00<00:00, 1.51MB/s]" } }, "ccbe3df4eb3c43a3a1392e112767ba2a": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ff4bfed4f8f04111969f95dc1ee33ace": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "57af490cd6dd41c1ac8f69c526e0776c": { "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": "" } }, "390fb689a195425b87f2623b55572fe3": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "0df3a50c36e54006ada5eeccc67dc8a6": { "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": "" } }, "0753690951314d57b2117457628eabbc": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "cde4c09c38614d49a4dc90db7bb07d40": { "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": "" } }, "173f7242440c418b9696939a27d410ba": { "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_04c7720389f84d659f5b859c9ce4f8b1", "IPY_MODEL_c2e9ac141e5749e19669c33e55f062af", "IPY_MODEL_185f5f08f4c444a0a9a8a31286f2def2" ], "layout": "IPY_MODEL_c5dff300beef4135b57866104339c7fa" } }, "04c7720389f84d659f5b859c9ce4f8b1": { "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_95d2ea0b098d4a56b720df4f3e184731", "placeholder": "​", "style": "IPY_MODEL_7a096c4ea45e4d98af2547ebdacf83ed", "value": "Downloading: 100%" } }, "c2e9ac141e5749e19669c33e55f062af": { "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_ee475ed7daa54d30861a50a4b70cba20", "max": 435797, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_fb595bf9db864987a3b1282a75659f53", "value": 435797 } }, "185f5f08f4c444a0a9a8a31286f2def2": { "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_dbc3efcae4454756b7e49f10d11088b1", "placeholder": "​", "style": "IPY_MODEL_ab27c9e1800e4aa3abec7eafe8a3518a", "value": " 426k/426k [00:00<00:00, 1.40MB/s]" } }, "c5dff300beef4135b57866104339c7fa": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "95d2ea0b098d4a56b720df4f3e184731": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "7a096c4ea45e4d98af2547ebdacf83ed": { "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": "" } }, "ee475ed7daa54d30861a50a4b70cba20": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "fb595bf9db864987a3b1282a75659f53": { "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": "" } }, "dbc3efcae4454756b7e49f10d11088b1": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ab27c9e1800e4aa3abec7eafe8a3518a": { "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": "" } }, "34d46282fb5045a498aaba7c0b635b92": { "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_058c9f3c75d2417b996129efa2358558", "IPY_MODEL_9ec2a38b87d344919437c33e67094312", "IPY_MODEL_6252233c0e7944d4a217b1bfb7a667ba" ], "layout": "IPY_MODEL_185b48c2657f4ed5bb33b5a2fb198a97" } }, "058c9f3c75d2417b996129efa2358558": { "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_b52662b5d3fa4f15968779e2e2830919", "placeholder": "​", "style": "IPY_MODEL_1fb5add7a4464a2fa346173bac33a09c", "value": "100%" } }, "9ec2a38b87d344919437c33e67094312": { "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_39cb9d59e13e4095a662553045a94ce6", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_0d8157fbca0743e08b27f2fcb9e4d3ca", "value": 1 } }, "6252233c0e7944d4a217b1bfb7a667ba": { "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_bc0f645f64474748b6771816b85f25ed", "placeholder": "​", "style": "IPY_MODEL_ec0611989cb4424da3ab14cc8a0b8930", "value": " 1/1 [00:01<00:00, 1.22s/ba]" } }, "185b48c2657f4ed5bb33b5a2fb198a97": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "b52662b5d3fa4f15968779e2e2830919": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "1fb5add7a4464a2fa346173bac33a09c": { "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": "" } }, "39cb9d59e13e4095a662553045a94ce6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "0d8157fbca0743e08b27f2fcb9e4d3ca": { "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": "" } }, "bc0f645f64474748b6771816b85f25ed": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "ec0611989cb4424da3ab14cc8a0b8930": { "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": "" } }, "88fb33a3067d4a2b871a75b27aeb6d1d": { "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_1fb07ce597d2498b895149a5fac26a93", "IPY_MODEL_fa1cb128b02b452a8ac0c33721b7771d", "IPY_MODEL_8c0f336631704b40b0aa4b6a3a3858a6" ], "layout": "IPY_MODEL_2254a3503962421f8af48527df2d9061" } }, "1fb07ce597d2498b895149a5fac26a93": { "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_afcff6e2aebf416aa3e95c44f62712b6", "placeholder": "​", "style": "IPY_MODEL_0fd7563b4e9a444f87e024ac2222603a", "value": "100%" } }, "fa1cb128b02b452a8ac0c33721b7771d": { "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_d2bbbc45521e46a28ce3911d8edbe82f", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_5e6df11a920242049fca105e714221a3", "value": 1 } }, "8c0f336631704b40b0aa4b6a3a3858a6": { "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_9a677fe42f4b4614987a6d705c91dc84", "placeholder": "​", "style": "IPY_MODEL_d9fabf2808484feebcf293fac5076bd0", "value": " 1/1 [00:00<00:00, 2.71ba/s]" } }, "2254a3503962421f8af48527df2d9061": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "afcff6e2aebf416aa3e95c44f62712b6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "0fd7563b4e9a444f87e024ac2222603a": { "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": "" } }, "d2bbbc45521e46a28ce3911d8edbe82f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5e6df11a920242049fca105e714221a3": { "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": "" } }, "9a677fe42f4b4614987a6d705c91dc84": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "d9fabf2808484feebcf293fac5076bd0": { "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": "" } }, "c4dcdbe4044b40be8cb79bfa479fdd06": { "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_f3565412ea604f0e88bfaf77dcbb1596", "IPY_MODEL_032fa21e9fa24af2a0336d3afa928e11", "IPY_MODEL_6f5acf8a4c3747dca5d38719438d8be3" ], "layout": "IPY_MODEL_e035218ecccd447eadc31f667e444728" } }, "f3565412ea604f0e88bfaf77dcbb1596": { "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_a877dc7c157c443790cdffd6f0254c4b", "placeholder": "​", "style": "IPY_MODEL_473016acf8c149a18b5231c3173f287e", "value": "100%" } }, "032fa21e9fa24af2a0336d3afa928e11": { "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_fa80aca3ada7446598efa23d23c61a3c", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_cee92a8fbc714cdf80ed4a68542363ae", "value": 1 } }, "6f5acf8a4c3747dca5d38719438d8be3": { "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_d5d25748ed0d4d07a630111c5e719521", "placeholder": "​", "style": "IPY_MODEL_24959c7b6ddf450f8f8fdbc15c3e9d72", "value": " 1/1 [00:00<00:00, 2.96ba/s]" } }, "e035218ecccd447eadc31f667e444728": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "a877dc7c157c443790cdffd6f0254c4b": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "473016acf8c149a18b5231c3173f287e": { "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": "" } }, "fa80aca3ada7446598efa23d23c61a3c": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "cee92a8fbc714cdf80ed4a68542363ae": { "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": "" } }, "d5d25748ed0d4d07a630111c5e719521": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "24959c7b6ddf450f8f8fdbc15c3e9d72": { "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": "" } }, "b1b64b3424fb4afe915df42c76e7549e": { "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_1101cec468fb404dbea9777061f085e9", "IPY_MODEL_01079a084d6a4c4cbb92b5a2a7190ec3", "IPY_MODEL_8d7d1157add34685a15e6e66c518e337" ], "layout": "IPY_MODEL_78b24f30aa3a4a67899e316638117bd2" } }, "1101cec468fb404dbea9777061f085e9": { "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_11526d968fe348038e5bb462d0f44e12", "placeholder": "​", "style": "IPY_MODEL_f7031c89add24c908c8ee9d57b1620ef", "value": "Downloading: 100%" } }, "01079a084d6a4c4cbb92b5a2a7190ec3": { "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_73b120084cc14258bacd985f55732df6", "max": 263273408, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_9e026a349b1d482d9e92f56ff2e7f766", "value": 263273408 } }, "8d7d1157add34685a15e6e66c518e337": { "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_d3495b2a889c4f99becb761e44fd289d", "placeholder": "​", "style": "IPY_MODEL_bbf83616eded40c6be280f9a96cdf6f4", "value": " 251M/251M [00:08<00:00, 33.2MB/s]" } }, "78b24f30aa3a4a67899e316638117bd2": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "11526d968fe348038e5bb462d0f44e12": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "f7031c89add24c908c8ee9d57b1620ef": { "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": "" } }, "73b120084cc14258bacd985f55732df6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "9e026a349b1d482d9e92f56ff2e7f766": { "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": "" } }, "d3495b2a889c4f99becb761e44fd289d": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "bbf83616eded40c6be280f9a96cdf6f4": { "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": "" } }, "a359aef5133d4bfc92f7971b85d3190f": { "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_5c3927d43a8644d2a1ca25a3e9d2b808", "IPY_MODEL_d6a5d3d0112a480e9b1bf4048840267a", "IPY_MODEL_7a4a9b6c9cdc4983915b1f28c53afb9d" ], "layout": "IPY_MODEL_0a3ad52576ce44cd8ac16a7cd24b9834" } }, "5c3927d43a8644d2a1ca25a3e9d2b808": { "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_5901592c7a78413a82966c23fa514092", "placeholder": "​", "style": "IPY_MODEL_171aef2d0bde487798d2d46296f1fab6", "value": "100%" } }, "d6a5d3d0112a480e9b1bf4048840267a": { "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_d5a59e80e72e46228f798b80c22ec03e", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_406f2d59d79042329bb931c3df5dfc6e", "value": 1 } }, "7a4a9b6c9cdc4983915b1f28c53afb9d": { "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_067220f363aa4603a09b75e15a555a9f", "placeholder": "​", "style": "IPY_MODEL_3d32340958dd400cbc77e6e2782e0fa0", "value": " 1/1 [00:00<00:00, 9.15ba/s]" } }, "0a3ad52576ce44cd8ac16a7cd24b9834": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "5901592c7a78413a82966c23fa514092": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "171aef2d0bde487798d2d46296f1fab6": { "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": "" } }, "d5a59e80e72e46228f798b80c22ec03e": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "406f2d59d79042329bb931c3df5dfc6e": { "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": "" } }, "067220f363aa4603a09b75e15a555a9f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "3d32340958dd400cbc77e6e2782e0fa0": { "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": "" } }, "83685b41875249378c8d9b922ca51210": { "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_4c58db177e1147529af028b58b378f15", "IPY_MODEL_a067e4d81a5b4d50a9ae2f302f60a098", "IPY_MODEL_96c4c7a0cf5045678b952f071f251c85" ], "layout": "IPY_MODEL_3cf5775526b84276a6b9813749e28e02" } }, "4c58db177e1147529af028b58b378f15": { "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_8fb4a458ddec457ab8e8402fd5d7ef99", "placeholder": "​", "style": "IPY_MODEL_67240e061cf94eb1a994b8406d4035f9", "value": "100%" } }, "a067e4d81a5b4d50a9ae2f302f60a098": { "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_5991395978c5410f9268d41d9ea4c779", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_3d2d1e810bbd4fb1ad4c7dbed0246fea", "value": 1 } }, "96c4c7a0cf5045678b952f071f251c85": { "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_9a61397e56bc4fc6a49750316bf7191b", "placeholder": "​", "style": "IPY_MODEL_848f83a040ac49da91c8db581ae532f8", "value": " 1/1 [00:00<00:00, 13.82ba/s]" } }, "3cf5775526b84276a6b9813749e28e02": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "8fb4a458ddec457ab8e8402fd5d7ef99": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "67240e061cf94eb1a994b8406d4035f9": { "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": "" } }, "5991395978c5410f9268d41d9ea4c779": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "3d2d1e810bbd4fb1ad4c7dbed0246fea": { "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": "" } }, "9a61397e56bc4fc6a49750316bf7191b": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "848f83a040ac49da91c8db581ae532f8": { "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": "" } }, "9445f10e4a9a4b8d84477c6e32818322": { "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_5bee23fec99b47b69ef1da2c89dc75c5", "IPY_MODEL_055a047e23714e8b98128249ccc32651", "IPY_MODEL_7f1fe0a9bff64fdab036cb835c3d3b48" ], "layout": "IPY_MODEL_44607641491a4a93b1119ab1a2096d7f" } }, "5bee23fec99b47b69ef1da2c89dc75c5": { "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_daea7b1a05e94b1f836b13d483e98485", "placeholder": "​", "style": "IPY_MODEL_aea031e722a44f80a9f60d931c933b62", "value": "100%" } }, "055a047e23714e8b98128249ccc32651": { "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_b945efdc60414a15b6b35c84e6e4895e", "max": 1, "min": 0, "orientation": "horizontal", "style": "IPY_MODEL_87b7eaa69c4a43509d007478b7ad6e02", "value": 1 } }, "7f1fe0a9bff64fdab036cb835c3d3b48": { "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_c459911ba8ea482a9442815575186d68", "placeholder": "​", "style": "IPY_MODEL_73b8477e82ac4b189205d58ce882229d", "value": " 1/1 [00:00<00:00, 12.53ba/s]" } }, "44607641491a4a93b1119ab1a2096d7f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "daea7b1a05e94b1f836b13d483e98485": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "aea031e722a44f80a9f60d931c933b62": { "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": "" } }, "b945efdc60414a15b6b35c84e6e4895e": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "87b7eaa69c4a43509d007478b7ad6e02": { "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": "" } }, "c459911ba8ea482a9442815575186d68": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_model_module": "@jupyter-widgets/base", "_model_module_version": "1.2.0", "_model_name": "LayoutModel", "_view_count": null, "_view_module": "@jupyter-widgets/base", "_view_module_version": "1.2.0", "_view_name": "LayoutView", "align_content": null, "align_items": null, "align_self": null, "border": null, "bottom": null, "display": null, "flex": null, "flex_flow": null, "grid_area": null, "grid_auto_columns": null, "grid_auto_flow": null, "grid_auto_rows": null, "grid_column": null, "grid_gap": null, "grid_row": null, "grid_template_areas": null, "grid_template_columns": null, "grid_template_rows": null, "height": null, "justify_content": null, "justify_items": null, "left": null, "margin": null, "max_height": null, "max_width": null, "min_height": null, "min_width": null, "object_fit": null, "object_position": null, "order": null, "overflow": null, "overflow_x": null, "overflow_y": null, "padding": null, "right": null, "top": null, "visibility": null, "width": null } }, "73b8477e82ac4b189205d58ce882229d": { "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": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1tayKZyBpQX0nswLEjX6f7smUwvHii6D9?usp=sharing)" ], "metadata": { "id": "VhObFAceIFw1" } }, { "cell_type": "markdown", "source": [ "# Text classification - IMDB Dataset" ], "metadata": { "id": "m8ptc7LP6ZxD" } }, { "cell_type": "code", "source": [ "!pip install transformers[sentencepiece] datasets" ], "metadata": { "id": "urStT70g6mGf", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2773bada-f7d1-427d-e6f2-33df62298f24" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Collecting transformers[sentencepiece]\n", " Downloading transformers-4.18.0-py3-none-any.whl (4.0 MB)\n", "\u001b[K |████████████████████████████████| 4.0 MB 5.4 MB/s \n", "\u001b[?25hCollecting datasets\n", " Downloading datasets-2.0.0-py3-none-any.whl (325 kB)\n", "\u001b[K |████████████████████████████████| 325 kB 47.4 MB/s \n", "\u001b[?25hRequirement already satisfied: multiprocess in /usr/local/lib/python3.7/dist-packages (from datasets) (0.70.12.2)\n", "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from datasets) (4.11.3)\n", "Collecting fsspec[http]>=2021.05.0\n", " Downloading fsspec-2022.3.0-py3-none-any.whl (136 kB)\n", "\u001b[K |████████████████████████████████| 136 kB 46.9 MB/s \n", "\u001b[?25hCollecting huggingface-hub<1.0.0,>=0.1.0\n", " Downloading huggingface_hub-0.5.1-py3-none-any.whl (77 kB)\n", "\u001b[K |████████████████████████████████| 77 kB 5.5 MB/s \n", "\u001b[?25hRequirement already satisfied: dill in /usr/local/lib/python3.7/dist-packages (from datasets) (0.3.4)\n", "Requirement already satisfied: pandas in /usr/local/lib/python3.7/dist-packages (from datasets) (1.3.5)\n", "Collecting responses<0.19\n", " Downloading responses-0.18.0-py3-none-any.whl (38 kB)\n", "Requirement already satisfied: requests>=2.19.0 in /usr/local/lib/python3.7/dist-packages (from datasets) (2.23.0)\n", "Collecting xxhash\n", " Downloading xxhash-3.0.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (212 kB)\n", "\u001b[K |████████████████████████████████| 212 kB 43.9 MB/s \n", "\u001b[?25hRequirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.7/dist-packages (from datasets) (1.21.5)\n", "Requirement already satisfied: pyarrow>=5.0.0 in /usr/local/lib/python3.7/dist-packages (from datasets) (6.0.1)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from datasets) (21.3)\n", "Requirement already satisfied: tqdm>=4.62.1 in /usr/local/lib/python3.7/dist-packages (from datasets) (4.63.0)\n", "Collecting aiohttp\n", " Downloading aiohttp-3.8.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.1 MB)\n", "\u001b[K |████████████████████████████████| 1.1 MB 42.9 MB/s \n", "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0.0,>=0.1.0->datasets) (3.6.0)\n", "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0.0,>=0.1.0->datasets) (3.13)\n", "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub<1.0.0,>=0.1.0->datasets) (3.10.0.2)\n", "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->datasets) (3.0.7)\n", "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (3.0.4)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (2021.10.8)\n", "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (2.10)\n", "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.19.0->datasets) (1.24.3)\n", "Collecting urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1\n", " Downloading urllib3-1.25.11-py2.py3-none-any.whl (127 kB)\n", "\u001b[K |████████████████████████████████| 127 kB 47.9 MB/s \n", "\u001b[?25hCollecting yarl<2.0,>=1.0\n", " Downloading yarl-1.7.2-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (271 kB)\n", "\u001b[K |████████████████████████████████| 271 kB 47.2 MB/s \n", "\u001b[?25hCollecting frozenlist>=1.1.1\n", " Downloading frozenlist-1.3.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (144 kB)\n", "\u001b[K |████████████████████████████████| 144 kB 47.0 MB/s \n", "\u001b[?25hCollecting multidict<7.0,>=4.5\n", " Downloading multidict-6.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (94 kB)\n", "\u001b[K |████████████████████████████████| 94 kB 774 kB/s \n", "\u001b[?25hCollecting async-timeout<5.0,>=4.0.0a3\n", " Downloading async_timeout-4.0.2-py3-none-any.whl (5.8 kB)\n", "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (21.4.0)\n", "Collecting asynctest==0.13.0\n", " Downloading asynctest-0.13.0-py3-none-any.whl (26 kB)\n", "Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /usr/local/lib/python3.7/dist-packages (from aiohttp->datasets) (2.0.12)\n", "Collecting aiosignal>=1.1.2\n", " Downloading aiosignal-1.2.0-py3-none-any.whl (8.2 kB)\n", "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->datasets) (3.7.0)\n", "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2018.9)\n", "Requirement already satisfied: python-dateutil>=2.7.3 in /usr/local/lib/python3.7/dist-packages (from pandas->datasets) (2.8.2)\n", "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.7.3->pandas->datasets) (1.15.0)\n", "Collecting pyyaml\n", " Downloading PyYAML-6.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (596 kB)\n", "\u001b[K |████████████████████████████████| 596 kB 47.8 MB/s \n", "\u001b[?25hCollecting tokenizers!=0.11.3,<0.13,>=0.11.1\n", " Downloading tokenizers-0.11.6-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (6.5 MB)\n", "\u001b[K |████████████████████████████████| 6.5 MB 36.5 MB/s \n", "\u001b[?25hCollecting sacremoses\n", " Downloading sacremoses-0.0.49-py3-none-any.whl (895 kB)\n", "\u001b[K |████████████████████████████████| 895 kB 45.4 MB/s \n", "\u001b[?25hRequirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers[sentencepiece]) (2019.12.20)\n", "Collecting sentencepiece!=0.1.92,>=0.1.91\n", " Downloading sentencepiece-0.1.96-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.2 MB)\n", "\u001b[K |████████████████████████████████| 1.2 MB 43.5 MB/s \n", "\u001b[?25hRequirement already satisfied: protobuf in /usr/local/lib/python3.7/dist-packages (from transformers[sentencepiece]) (3.17.3)\n", "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers[sentencepiece]) (1.1.0)\n", "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from sacremoses->transformers[sentencepiece]) (7.1.2)\n", "Installing collected packages: urllib3, multidict, frozenlist, yarl, pyyaml, asynctest, async-timeout, aiosignal, tokenizers, sacremoses, huggingface-hub, fsspec, aiohttp, xxhash, transformers, sentencepiece, responses, datasets\n", " Attempting uninstall: urllib3\n", " Found existing installation: urllib3 1.24.3\n", " Uninstalling urllib3-1.24.3:\n", " Successfully uninstalled urllib3-1.24.3\n", " Attempting uninstall: pyyaml\n", " Found existing installation: PyYAML 3.13\n", " Uninstalling PyYAML-3.13:\n", " Successfully uninstalled PyYAML-3.13\n", "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", "datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.\u001b[0m\n", "Successfully installed aiohttp-3.8.1 aiosignal-1.2.0 async-timeout-4.0.2 asynctest-0.13.0 datasets-2.0.0 frozenlist-1.3.0 fsspec-2022.3.0 huggingface-hub-0.5.1 multidict-6.0.2 pyyaml-6.0 responses-0.18.0 sacremoses-0.0.49 sentencepiece-0.1.96 tokenizers-0.11.6 transformers-4.18.0 urllib3-1.25.11 xxhash-3.0.0 yarl-1.7.2\n" ] } ] }, { "cell_type": "markdown", "source": [ "## Datasets library" ], "metadata": { "id": "1FfQ14kh6gRZ" } }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "J2ko7M5G54Y9", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "338f9da1-6fc6-4a27-e1b9-2c568c2c4f35" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['assin',\n", " 'ar_res_reviews',\n", " 'ambig_qa',\n", " 'bianet',\n", " 'ag_news',\n", " 'ajgt_twitter_ar',\n", " 'aeslc',\n", " 'bc2gm_corpus',\n", " 'air_dialogue',\n", " 'acronym_identification',\n", " 'afrikaans_ner_corpus',\n", " 'allegro_reviews',\n", " 'ade_corpus_v2',\n", " 'adversarial_qa',\n", " 'alt',\n", " 'billsum',\n", " 'amazon_polarity',\n", " 'amttl',\n", " 'ascent_kb',\n", " 'big_patent',\n", " 'bn_hate_speech',\n", " 'bswac',\n", " 'capes',\n", " 'arsentd_lev',\n", " 'bible_para',\n", " 'amazon_reviews_multi',\n", " 'ai2_arc',\n", " 'beans',\n", " 'anli',\n", " 'arabic_pos_dialect',\n", " 'best2009',\n", " 'boolq',\n", " 'ar_sarcasm',\n", " 'asnq',\n", " 'bnl_newspapers',\n", " 'amazon_us_reviews',\n", " 'arxiv_dataset',\n", " 'banking77',\n", " 'bookcorpus',\n", " 'bprec',\n", " 'c3',\n", " 'allocine',\n", " 'aslg_pc12',\n", " 'biosses',\n", " 'bbc_hindi_nli',\n", " 'americas_nli',\n", " 'biomrc',\n", " 'blimp',\n", " 'aqua_rat',\n", " 'aquamuse',\n", " 'ar_cov19',\n", " 'arabic_speech_corpus',\n", " 'arcd',\n", " 'blended_skill_talk',\n", " 'cail2018',\n", " 'blbooksgenre',\n", " 'bookcorpusopen',\n", " 'bsd_ja_en',\n", " 'atomic',\n", " 'autshumato',\n", " 'blog_authorship_corpus',\n", " 'caner',\n", " 'app_reviews',\n", " 'arabic_billion_words',\n", " 'art',\n", " 'asset',\n", " 'blbooks',\n", " 'brwac',\n", " 'c4',\n", " 'ami',\n", " 'assin2',\n", " 'babi_qa',\n", " 'bbaw_egyptian',\n", " 'bing_coronavirus_query_set',\n", " 'break_data',\n", " 'chr_en',\n", " 'covid_qa_deepset',\n", " 'cifar10',\n", " 'cifar100',\n", " 'cdsc',\n", " 'catalonia_independence',\n", " 'circa',\n", " 'cc100',\n", " 'cawac',\n", " 'clue',\n", " 'cdt',\n", " 'codah',\n", " 'casino',\n", " 'clickbait_news_bg',\n", " 'cc_news',\n", " 'ccaligned_multilingual',\n", " 'cedr',\n", " 'code_x_glue_cc_cloze_testing_maxmin',\n", " 'code_x_glue_cc_code_refinement',\n", " 'conv_ai',\n", " 'conv_ai_3',\n", " 'conv_questions',\n", " 'covost2',\n", " 'cmrc2018',\n", " 'commonsense_qa',\n", " 'code_x_glue_ct_code_to_text',\n", " 'conceptnet5',\n", " 'cord19',\n", " 'cnn_dailymail',\n", " 'code_x_glue_cc_code_to_code_trans',\n", " 'com_qa',\n", " 'covid_tweets_japanese',\n", " 'civil_comments',\n", " 'code_x_glue_tc_text_to_code',\n", " 'coqa',\n", " 'cosmos_qa',\n", " 'cfq',\n", " 'code_x_glue_cc_clone_detection_poj104',\n", " 'cos_e',\n", " 'craigslist_bargains',\n", " 'cats_vs_dogs',\n", " 'common_voice',\n", " 'cbt',\n", " 'code_search_net',\n", " 'climate_fever',\n", " 'code_x_glue_cc_clone_detection_big_clone_bench',\n", " 'clinc_oos',\n", " 'code_x_glue_tc_nl_code_search_adv',\n", " 'cmu_hinglish_dog',\n", " 'code_x_glue_tt_text_to_text',\n", " 'coached_conv_pref',\n", " 'cppe-5',\n", " 'cornell_movie_dialog',\n", " 'coarse_discourse',\n", " 'code_x_glue_cc_cloze_testing_all',\n", " 'code_x_glue_cc_code_completion_token',\n", " 'code_x_glue_cc_defect_detection',\n", " 'competition_math',\n", " 'conllpp',\n", " 'covid_qa_castorini',\n", " 'common_gen',\n", " 'common_language',\n", " 'compguesswhat',\n", " 'conll2003',\n", " 'code_x_glue_cc_code_completion_line',\n", " 'consumer-finance-complaints',\n", " 'conv_ai_2',\n", " 'counter',\n", " 'conll2000',\n", " 'conll2002',\n", " 'covid_qa_ucsd',\n", " 'crawl_domain',\n", " 'dbrd',\n", " 'dart',\n", " 'daily_dialog',\n", " 'curiosity_dialogs',\n", " 'cryptonite',\n", " 'crd3',\n", " 'fashion_mnist',\n", " 'danish_political_comments',\n", " 'ecb',\n", " 'docred',\n", " 'doc2dial',\n", " 'crime_and_punish',\n", " 'crows_pairs',\n", " 'dane',\n", " 'electricity_load_diagrams',\n", " 'eli5',\n", " 'empathetic_dialogues',\n", " 'europa_ecdc_tm',\n", " 'cuad',\n", " 'datacommons_factcheck',\n", " 'definite_pronoun_resolution',\n", " 'dream',\n", " 'emo',\n", " 'ehealth_kd',\n", " 'emotone_ar',\n", " 'fquad',\n", " 'eli5_category',\n", " 'europarl_bilingual',\n", " 'fake_news_english',\n", " 'gem',\n", " 'discovery',\n", " 'dialog_re',\n", " 'dutch_social',\n", " 'emea',\n", " 'enriched_web_nlg',\n", " 'factckbr',\n", " 'finer',\n", " 'food101',\n", " 'duorc',\n", " 'e2e_nlg',\n", " 'eu_regulatory_ir',\n", " 'event2Mind',\n", " 'exams',\n", " 'fever',\n", " 'deal_or_no_dialog',\n", " 'cs_restaurants',\n", " 'disfl_qa',\n", " 'esnli',\n", " 'dyk',\n", " 'eth_py150_open',\n", " 'ecthr_cases',\n", " 'euronews',\n", " 'evidence_infer_treatment',\n", " 'flores',\n", " 'flue',\n", " 'eduge',\n", " 'emotion',\n", " 'eraser_multi_rc',\n", " 'farsi_news',\n", " 'gap',\n", " 'dengue_filipino',\n", " 'diplomacy_detection',\n", " 'drop',\n", " 'e2e_nlg_cleaned',\n", " 'dbpedia_14',\n", " 'disaster_response_messages',\n", " 'eitb_parcc',\n", " 'discofuse',\n", " 'ethos',\n", " 'doqa',\n", " 'fake_news_filipino',\n", " 'eurlex',\n", " 'freebase_qa',\n", " 'few_rel',\n", " 'financial_phrasebank',\n", " 'europa_eac_tm',\n", " 'harem',\n", " 'gigaword',\n", " 'glue',\n", " 'hatexplain',\n", " 'hellaswag',\n", " 'has_part',\n", " 'great_code',\n", " 'gutenberg_time',\n", " 'generics_kb',\n", " 'giga_fren',\n", " 'go_emotions',\n", " 'generated_reviews_enth',\n", " 'gooaq',\n", " 'hate_speech_offensive',\n", " 'german_legal_entity_recognition',\n", " 'glucose',\n", " 'jigsaw_unintended_bias',\n", " 'lama',\n", " 'mbpp',\n", " 'md_gender_bias',\n", " 'med_hop',\n", " 'ms_terms',\n", " 'newspop',\n", " 'pass',\n", " 'proto_qa',\n", " 'ptb_text_only',\n", " 'ronec',\n", " 'samsum',\n", " 'sanskrit_classic',\n", " 'scan',\n", " 'sepedi_ner',\n", " 'social_bias_frames',\n", " 'spider',\n", " 'tashkeela',\n", " 'time_dial',\n", " 'germaner',\n", " 'germeval_14',\n", " 'hate_speech_filipino',\n", " 'hausa_voa_ner',\n", " 'hebrew_this_world',\n", " 'id_nergrit_corpus',\n", " 'inquisitive_qg',\n", " 'kilt_tasks',\n", " 'kor_ner',\n", " 'labr',\n", " 'laroseda',\n", " 'lj_speech',\n", " 'math_qa',\n", " 'multi_nli',\n", " 'mutual_friends',\n", " 'mwsc',\n", " 'narrativeqa_manual',\n", " 'natural_questions',\n", " 'nkjp-ner',\n", " 'norne',\n", " 'numer_sense',\n", " 'ollie',\n", " 'onestop_qa',\n", " 'opus_ubuntu',\n", " 'para_crawl',\n", " 'per_sent',\n", " 'polyglot_ner',\n", " 'quora',\n", " 'riddle_sense',\n", " 'smartdata',\n", " 'snips_built_in_intents',\n", " 'squad_it',\n", " 'ted_iwlst2013',\n", " 'thaiqa_squad',\n", " 'google_wellformed_query',\n", " 'hate_speech_portuguese',\n", " 'id_newspapers_2018',\n", " 'hotpot_qa',\n", " 'id_panl_bppt',\n", " 'interpress_news_category_tr',\n", " 'kan_hope',\n", " 'journalists_questions',\n", " 'kor_sae',\n", " 'lince',\n", " 'masakhaner',\n", " 'm_lama',\n", " 'mocha',\n", " 'medal',\n", " 'newsph',\n", " 'mkb',\n", " 'opus_montenegrinsubs',\n", " 'muchocine',\n", " 'parsinlu_reading_comprehension',\n", " 'myanmar_news',\n", " 'paws-x',\n", " 'ncbi_disease',\n", " 'ro_sts',\n", " 'norwegian_ner',\n", " 'scielo',\n", " 'opus100',\n", " 'scitldr',\n", " 'opus_books',\n", " 'senti_ws',\n", " 'sharc',\n", " 'opus_finlex',\n", " 'orange_sum',\n", " 'sick',\n", " 'piaf',\n", " 'tatoeba',\n", " 'qa_zre',\n", " 'the_pile',\n", " 'qangaroo',\n", " 'tilde_model',\n", " 'sem_eval_2014_task_1',\n", " 'times_of_india_news_headlines',\n", " 'sharc_modified',\n", " 'siswati_ner_corpus',\n", " 'sms_spam',\n", " 'sofc_materials_articles',\n", " 'spc',\n", " 'sst',\n", " 'stsb_mt_sv',\n", " 'swda',\n", " 'swedish_medical_ner',\n", " 'hate_speech_pl',\n", " 'hausa_voa_topics',\n", " 'hope_edi',\n", " 'imdb_urdu_reviews',\n", " 'jfleg',\n", " 'kor_3i4k',\n", " 'kor_nli',\n", " 'lm1b',\n", " 'mac_morpho',\n", " 'mdd',\n", " 'msr_zhen_translation_parity',\n", " 'newsroom',\n", " 'numeric_fused_head',\n", " 'openslr',\n", " 'pec',\n", " 'poleval2019_mt',\n", " 'py_ast',\n", " 'qed_amara',\n", " 'refresd',\n", " 'squadshifts',\n", " 'superb',\n", " 'svhn',\n", " 'swag',\n", " 'tab_fact',\n", " 'tamilmixsentiment',\n", " 'text2log',\n", " 'the_pile_books3',\n", " 'humicroedit',\n", " 'irc_disentangle',\n", " 'klue',\n", " 'lener_br',\n", " 'liar',\n", " 'liveqa',\n", " 'menyo20k_mt',\n", " 'movie_rationales',\n", " 'opus_fiskmo',\n", " 'peer_read',\n", " 'pib',\n", " 'qasc',\n", " 'quac',\n", " 'ro_sent',\n", " 's2orc',\n", " 'sem_eval_2018_task_1',\n", " 'sogou_news',\n", " 'spanish_billion_words',\n", " 'super_glue',\n", " 'ted_multi',\n", " 'hansards',\n", " 'hard',\n", " 'hate_offensive',\n", " 'indic_glue',\n", " 'kor_nlu',\n", " 'makhzan',\n", " 'math_dataset',\n", " 'matinf',\n", " 'mlsum',\n", " 'msra_ner',\n", " 'nlu_evaluation_data',\n", " 'ohsumed',\n", " 'openwebtext',\n", " 'opus_elhuyar',\n", " 'persian_ner',\n", " 'poem_sentiment',\n", " 'prachathai67k',\n", " 'psc',\n", " 'pubmed_qa',\n", " 'quartz',\n", " 're_dial',\n", " 'rotten_tomatoes',\n", " 'scene_parse_150',\n", " 'schema_guided_dstc8',\n", " 'sciq',\n", " 'scitail',\n", " 'swahili',\n", " 'thai_toxicity_tweet',\n", " 'the_pile_openwebtext2',\n", " 'hendrycks_test',\n", " 'hippocorpus',\n", " 'hrwac',\n", " 'hyperpartisan_news_detection',\n", " 'imppres',\n", " 'large_spanish_corpus',\n", " 'multi_booked',\n", " 'opus_paracrawl',\n", " 'paws',\n", " 'pn_summary',\n", " 'quail',\n", " 'red_caps',\n", " 'ropes',\n", " 'simple_questions_v2',\n", " 'squad_adversarial',\n", " 'squad_es',\n", " 'squad_kor_v2',\n", " 'story_cloze',\n", " 'swahili_news',\n", " 'taskmaster1',\n", " 'tep_en_fa_para',\n", " 'hindi_discourse',\n", " 'gnad10',\n", " 'hda_nli_hindi',\n", " 'imdb',\n", " 'hebrew_sentiment',\n", " 'lambada',\n", " 'id_clickbait',\n", " 'lc_quad',\n", " 'id_puisi',\n", " 'lst20',\n", " 'isixhosa_ner_corpus',\n", " 'iwslt2017',\n", " 'mc4',\n", " 'jnlpba',\n", " 'kde4',\n", " 'multi_eurlex',\n", " 'multi_para_crawl',\n", " 'kor_hate',\n", " 'multi_re_qa',\n", " 'kor_qpair',\n", " 'multi_woz_v22',\n", " 'linnaeus',\n", " 'oclar',\n", " 'mrqa',\n", " 'offenseval_dravidian',\n", " 'msr_text_compression',\n", " 'ofis_publik',\n", " 'multilingual_librispeech',\n", " 'omp',\n", " 'neural_code_search',\n", " 'openai_humaneval',\n", " 'offcombr',\n", " 'php',\n", " 'opus_dogc',\n", " 'reasoning_bg',\n", " 'poleval2019_cyberbullying',\n", " 'scicite',\n", " 'qasper',\n", " 'sem_eval_2010_task_8',\n", " 'race',\n", " 'sem_eval_2020_task_11',\n", " 'scifact',\n", " 'sesotho_ner_corpus',\n", " 'setimes',\n", " 'setswana_ner_corpus',\n", " 'species_800',\n", " 'style_change_detection',\n", " 'subjqa',\n", " 'tanzil',\n", " 'taskmaster2',\n", " 'the_pile_stack_exchange',\n", " 'hlgd',\n", " 'greek_legal_code',\n", " 'hrenwac_para',\n", " 'iapp_wiki_qa_squad',\n", " 'guardian_authorship',\n", " 'id_liputan6',\n", " 'hate_speech18',\n", " 'head_qa',\n", " 'igbo_english_machine_translation',\n", " 'hover',\n", " 'isizulu_ner_corpus',\n", " 'jeopardy',\n", " 'kannada_news',\n", " 'ms_marco',\n", " 'limit',\n", " 'msr_genomics_kbcomp',\n", " 'mc_taco',\n", " 'mt_eng_vietnamese',\n", " 'norec',\n", " 'multi_news',\n", " 'opus_dgt',\n", " 'multi_nli_mismatch',\n", " 'opus_infopankki',\n", " 'multi_x_science_sum',\n", " 'polemo2',\n", " 'narrativeqa',\n", " 'quarel',\n", " 'quoref',\n", " 'ncslgr',\n", " 'reddit_tifu',\n", " 'openbookqa',\n", " 'roman_urdu',\n", " 'opus_euconst',\n", " 'peoples_daily_ner',\n", " 'silicone',\n", " 'polsum',\n", " 'snow_simplified_japanese_corpus',\n", " 'so_stacksample',\n", " 'pubmed',\n", " 'social_i_qa',\n", " 'reuters21578',\n", " 'saudinewsnet',\n", " 'stsb_multi_mt',\n", " 'thaisum',\n", " 'sent_comp',\n", " 'squad_v2',\n", " 'srwac',\n", " 'tapaco',\n", " 'taskmaster3',\n", " 'ted_talks_iwslt',\n", " 'health_fact',\n", " 'ilist',\n", " 'kd_conv',\n", " 'librispeech_asr',\n", " 'librispeech_lm',\n", " 'metrec',\n", " 'mkqa',\n", " 'mlqa',\n", " 'multidoc2dial',\n", " 'news_commentary',\n", " 'newsph_nli',\n", " 'opus_rf',\n", " 'opus_tedtalks',\n", " 'opus_wikipedia',\n", " 'oscar',\n", " 'pg19',\n", " 'qanta',\n", " 'russian_super_glue',\n", " 'senti_lex',\n", " 'sentiment140',\n", " 'squad',\n", " 'squad_v1_pt',\n", " 'stereoset',\n", " 'swiss_judgment_prediction',\n", " 'telugu_books',\n", " 'hind_encorp',\n", " 'hkcancor',\n", " 'hybrid_qa',\n", " 'indonli',\n", " 'kilt_wikipedia',\n", " 'kor_sarcasm',\n", " 'medical_questions_pairs',\n", " 'moroco',\n", " 'nell',\n", " 'newsgroup',\n", " 'nli_tr',\n", " 'offenseval2020_tr',\n", " 'onestop_english',\n", " 'open_subtitles',\n", " 'opinosis',\n", " 'opus_gnome',\n", " 'para_pat',\n", " 'qa_srl',\n", " 'reclor',\n", " 'reddit',\n", " 'sberquad',\n", " 'scb_mt_enth_2020',\n", " 'search_qa',\n", " 'sede',\n", " 'snli',\n", " 'speech_commands',\n", " 'swedish_ner_corpus',\n", " 'swedish_reviews',\n", " 'telugu_news',\n", " 'hans',\n", " 'igbo_ner',\n", " 'interpress_news_category_tr_lite',\n", " 'jigsaw_toxicity_pred',\n", " 'kinnews_kirnews',\n", " 'lex_glue',\n", " 'medical_dialog',\n", " 'miam',\n", " 'msr_sqa',\n", " 'nsmc',\n", " 'opus_memat',\n", " 'opus_openoffice',\n", " 'piqa',\n", " 'pragmeval',\n", " 'qa4mre',\n", " 'qed',\n", " 'selqa',\n", " 'squad_kor_v1',\n", " 'thainer',\n", " 'grail_qa',\n", " 'hebrew_projectbenyehuda',\n", " 'igbo_monolingual',\n", " 'indonlu',\n", " 'kelm',\n", " 'meta_woz',\n", " 'metooma',\n", " 'mnist',\n", " 'nchlt',\n", " 'newsqa',\n", " 'nq_open',\n", " 'opus_xhosanavy',\n", " 'recipe_nlg',\n", " 'ro_sts_parallel',\n", " 'scientific_papers',\n", " 'ted_hrlr',\n", " 'timit_asr',\n", " 'un_ga',\n", " 'totto',\n", " 'tlc',\n", " 'wiki_hop',\n", " 'trec',\n", " 'tweets_ar_en_parallel',\n", " 'told-br',\n", " 'tmu_gfm_dataset',\n", " 'udhr',\n", " 'tsac',\n", " 'ubuntu_dialogs_corpus',\n", " 'tuple_ie',\n", " 'turku_ner_corpus',\n", " 'urdu_fake_news',\n", " 'wiki_bio',\n", " 'wiki_source',\n", " 'wikiann',\n", " 'wili_2018',\n", " 'wmt18',\n", " 'x_stance',\n", " 'trivia_qa',\n", " 'ttc4900',\n", " 'twi_wordsim353',\n", " 'wiki_split',\n", " 'wmt16',\n", " 'xglue',\n", " 'xquad',\n", " 'xsum',\n", " 'vivos',\n", " 'wiki_movies',\n", " 'wikihow',\n", " 'wisesight_sentiment',\n", " 'xquad_r',\n", " 'yoruba_bbc_topics',\n", " 'turkish_ner',\n", " 'tweet_qa',\n", " 'wiki_qa',\n", " 'wisesight1000',\n", " 'wmt_t2t',\n", " 'wnut_17',\n", " 'wrbsc',\n", " 'xcsr',\n", " 'xnli',\n", " 'turk',\n", " 'twi_text_c3',\n", " 'un_pc',\n", " 'universal_dependencies',\n", " 'weibo_ner',\n", " 'wiki_qa_ar',\n", " 'wikipedia',\n", " 'tiny_shakespeare',\n", " 'wiki_auto',\n", " 'wiki_lingua',\n", " 'wikisql',\n", " 'wmt14',\n", " 'wmt20_mlqe_task3',\n", " 'turkish_shrinked_ner',\n", " 'tydiqa',\n", " 'universal_morphologies',\n", " 'wikicorpus',\n", " 'wikitext',\n", " 'turkish_movie_sentiment',\n", " 'turkish_product_reviews',\n", " 'tweet_eval',\n", " 'wiki_snippets',\n", " 'wino_bias',\n", " 'winogrande',\n", " 'wongnai_reviews',\n", " 'woz_dialogue',\n", " 'xcopa',\n", " 'yelp_polarity',\n", " 'zest',\n", " 'um005',\n", " 'urdu_sentiment_corpus',\n", " 'web_of_science',\n", " 'winograd_wsc',\n", " 'wmt17',\n", " 'yahoo_answers_topics',\n", " 'turkic_xwmt',\n", " 'tweets_hate_speech_detection',\n", " 'vctk',\n", " 'wiki40b',\n", " 'wiki_asp',\n", " 'wmt15',\n", " 'wmt20_mlqe_task2',\n", " 'xor_tydi_qa',\n", " 'xsum_factuality',\n", " 'xtreme',\n", " 'yahoo_answers_qa',\n", " 'wiki_dpr',\n", " 'wiqa',\n", " 'yoruba_text_c3',\n", " 'yoruba_wordsim353',\n", " 'tunizi',\n", " 'web_nlg',\n", " 'wider_face',\n", " 'wiki_atomic_edits',\n", " 'wiki_summary',\n", " 'xed_en_fi',\n", " 'youtube_caption_corrections',\n", " 'wi_locness',\n", " 'wikitext_tl39',\n", " 'wmt20_mlqe_task1',\n", " 'yelp_review_full',\n", " 'un_multi',\n", " 'web_questions',\n", " 'wmt19',\n", " 'yoruba_gv_ner',\n", " 'AConsApart/anime_subtitles_DialoGPT',\n", " 'AI-it/korean-hate-speech',\n", " 'Abirate/french_book_reviews',\n", " 'ARTeLab/fanpage',\n", " '0n1xus/pytorrent-standalone',\n", " '0n1xus/codexglue',\n", " 'ASCCCCCCCC/amazon_zh_simple',\n", " 'AlgoveraAI/CryptoPunks',\n", " 'Adnan/Urdu_News_Headlines',\n", " 'ARKseal/YFCC14M_subset_webdataset',\n", " 'Abdo1Kamr/Arabic_Hadith',\n", " 'Akshith/aa',\n", " 'AndrewMcDowell/de_corpora_parliament_processed',\n", " 'AHussain0418/day2_data',\n", " 'AlekseyKorshuk/horror-scripts',\n", " 'AI-Sweden/SuperLim',\n", " 'AI-it/khs_service_test',\n", " 'ARTeLab/mlsum-it',\n", " 'ARTeLab/ilpost',\n", " 'Abirate/code_net_dev_dataset',\n", " 'AhmadSawal/qa',\n", " 'Akshith/g_rock',\n", " 'Aisha/BAAD16',\n", " 'AhmedSSoliman/CoNaLa',\n", " 'Aisha/BAAD6',\n", " 'AlexMaclean/wikipedia-deletion-compressions',\n", " 'AlexZapolskii/zapolskii-amazon',\n", " 'ASCCCCCCCC/amazon_zh',\n", " 'Akila/ForgottenRealmsWikiDataset',\n", " 'AHussain0418/day4data',\n", " 'AdWeeb/DravidianMT',\n", " 'AlekseyDorkin/extended_tweet_emojis',\n", " 'Aliseyfi/event_token_type',\n", " 'Akshith/test',\n", " 'Alvenir/nst-da-16khz',\n", " 'AHussain0418/demo_data',\n", " 'Abirate/english_quotes',\n", " 'Abirate/code_net_dataset',\n", " 'Abirate/code_net_test_final_dataset',\n", " 'AlexMaclean/all-deletion-compressions',\n", " 'AlekseyKorshuk/comedy-scripts',\n", " 'Annabelleabbott/real-fake-news-workshop',\n", " 'Anurag-Singh-creator/tasks',\n", " 'BSC-TeMU/ancora-ca-ner',\n", " 'Binbin/my_dataset',\n", " 'DDSC/europarl',\n", " 'DanL/scientific-challenges-and-directions-dataset',\n", " 'Datatang/accented_english',\n", " 'DoyyingFace/github-embeddings-doy',\n", " 'GEM/CrossWOZ',\n", " 'Atsushi/fungi_diagnostic_chars_comparison_japanese',\n", " 'Cyberfish/text_error_correction',\n", " 'Datatang/multi_language',\n", " 'Emma121/testtest',\n", " 'Enes3774/data',\n", " 'FRTNX/cosuju',\n", " 'CodedotAI/code_clippy',\n", " 'DDSC/reddit-da-asr-preprocessed',\n", " 'DeskDown/ALTDataset',\n", " 'Anurag-Singh-creator/task',\n", " 'Baybars/parla_text_corpus',\n", " 'Bosio/pacman_descriptions',\n", " 'Check/region_7',\n", " 'Check/region_9',\n", " 'Check/vverify',\n", " 'Cyberfish/pos_tagger',\n", " 'Chuu/Vhh',\n", " 'Exr0n/wiki-entity-similarity',\n", " 'DelgadoPanadero/Pokemon',\n", " 'DiFronzo/Human_Activity_Recognition',\n", " 'ESZER/H',\n", " 'Firoj/CrisisBench',\n", " 'Fraser/python-state-changes',\n", " 'Arnold/hausa_common_voice',\n", " 'BSC-TeMU/sts-ca',\n", " 'BeIR/beir',\n", " 'Annielytics/DoctorsNotes',\n", " 'DrishtiSharma/as_opus100_processed',\n", " 'DrishtiSharma/br_opus100_processed',\n", " 'EMBO/biolang',\n", " 'Finnish-NLP/mc4_fi_cleaned',\n", " 'Francois/futures_es',\n", " 'BSC-TeMU/viquiquad',\n", " 'BritishLibraryLabs/EThOS-PhD-metadata',\n", " 'Check/region_8',\n", " 'BeIR/beir-corpus',\n", " 'Crives/haha',\n", " 'BSC-TeMU/SQAC',\n", " 'Check/a_re_gi',\n", " 'Chun/dataset',\n", " 'DDSC/dkhate',\n", " 'DDSC/partial-danish-gigaword-no-twitter',\n", " 'DSCI511G1/COP26_Energy_Transition_Tweets',\n", " 'Daniele/dante-corpus',\n", " 'Darren/data',\n", " 'Datatang/mixed_speech_chinese_english',\n", " 'DDSC/angry-tweets',\n", " 'Check/region_3',\n", " 'DDSC/reddit-da',\n", " 'Check/region_6',\n", " 'ChristophSchuhmann/MS_COCO_2017_URL_TEXT',\n", " 'Davlan/masakhanerV1',\n", " 'Doohae/modern_music_re',\n", " 'CyranoB/polarity',\n", " 'DrishtiSharma/kk_opus100_processed',\n", " 'Dumiiii/common-voice-romaniarss',\n", " 'DeskDown/ALTDataset_en-to-fil-vi-id-ms-ja-khm',\n", " 'DoyyingFace/github-issues-doy',\n", " 'Fraser/mnist-text-no-spaces',\n", " 'Fraser/mnist-text-small',\n", " 'Fraser/short-jokes',\n", " 'GEM/ART',\n", " 'Emanuel/UD_Portuguese-Bosque',\n", " 'Fraser/mnist-text-default',\n", " 'Fraser/python-lines',\n", " 'BenjaminGalliot/pangloss',\n", " 'CAGER/rick',\n", " 'CALM/arwiki',\n", " 'Check/region_1',\n", " 'CodedotAI/code_clippy_github',\n", " 'Cropinky/flatearther',\n", " 'Datatang/multi_language_conversation',\n", " 'DoctorSlimm/yipee',\n", " 'FRTNX/worldbank-projects',\n", " 'Fraser/wiki_sentences',\n", " 'BlakesOrb6/Fred-Flintstone',\n", " 'CShorten/KerasBERT',\n", " 'Davlan/conll2003_de_noMISC',\n", " 'Dmitriy612/1',\n", " 'DrishtiSharma/bg_opus100_processed',\n", " 'DrishtiSharma/hi_opus100_processed',\n", " 'DrishtiSharma/or_opus100_processed',\n", " 'Eymen3455/xsum_tr',\n", " 'GEM/OrangeSum',\n", " 'ApiInferenceTest/asr_dummy',\n", " 'CShorten/ZillowPrize',\n", " 'CodedotAI/code-clippy-tfrecords',\n", " 'Cropinky/rap_lyrics_english',\n", " 'DDSC/twitter-sent',\n", " 'Davlan/conll2003_noMISC',\n", " 'Atsushi/fungi_trait_circus_database',\n", " 'AryanLala/autonlp-data-Scientific_Title_Generator',\n", " 'Atsushi/fungi_indexed_mycological_papers_japanese',\n", " 'BSC-TeMU/tecla',\n", " 'Babelscape/wikineural',\n", " 'BatuhanYilmaz/github-issues',\n", " 'Check/region_2',\n", " 'Check/region_4',\n", " 'Check/regions',\n", " 'Cropinky/wow_fishing_bobber',\n", " 'Datatang/accented_mandarin',\n", " 'DELith/github-issues',\n", " 'Datatang/mandarin_chinese',\n", " 'DrishtiSharma/sl_opus100_processed',\n", " 'Doohae/klue-mrc-bm25',\n", " 'Emon/sobuj',\n", " 'Fraser/program-synthesis',\n", " 'Bosio/pacman',\n", " 'CAiRE/ASCEND',\n", " 'Champion/vpc2020_clear_anon_speech',\n", " 'Check/region_5',\n", " 'Cheranga/test',\n", " 'Datatang/chinese_dialect',\n", " 'DrishtiSharma/mr_opus100_processed',\n", " 'FIG-Loneliness/FIG-Loneliness',\n", " 'Felix-ML/quoteli3',\n", " 'Fraser/news-category-dataset',\n", " 'Avishekavi/Avi',\n", " 'BSC-TeMU/xquad-ca',\n", " 'Babelscape/rebel-dataset',\n", " 'ChadxxxxHall/Inter-vision',\n", " 'DDSC/lcc',\n", " 'DrishtiSharma/sr_opus100_processed',\n", " 'EMBO/sd-nlp',\n", " 'FL33TW00D/test-dataset',\n", " 'GEM/BiSECT',\n", " 'GEM/conversational_weather',\n", " 'GEM/e2e_nlg',\n", " 'GEM/cochrane-simplification',\n", " 'GEM/common_gen',\n", " 'GEM/dart',\n", " 'GEM/totto',\n", " 'GEM/wiki_lingua',\n", " 'GEM/Taskmaster',\n", " 'GEM/RiSAWOZ',\n", " 'GEM/surface_realisation_st_2020',\n", " 'GEM/turku_hockey_data2text',\n", " 'GEM/indonlg',\n", " 'GEM/SIMPITIKI',\n", " 'GEM/schema_guided_dialog',\n", " 'GEM/dstc10_track2_task2',\n", " 'GalacticAI/Noirset',\n", " 'Graphcore/vqa',\n", " 'HarleyQ/WitcherDialogue',\n", " 'HenryAI/KerasCodeExamples.txt',\n", " 'Jikiwa/demo3',\n", " 'Jikiwa/test-16344349440339',\n", " 'Jikiwa/test-16344361893586',\n", " 'KBLab/overlim',\n", " 'GEM/cs_restaurants',\n", " 'Graphcore/gqa-lxmert',\n", " 'Graphcore/wikipedia-bert-128',\n", " 'HenryAI/KerasAPIReference.txt',\n", " 'HenryAI/KerasDeveloperGuides.txt',\n", " 'Jack0508/demo',\n", " 'Jikiwa/temp-repo-valid',\n", " 'KETI-AIR/kor_corpora',\n", " 'GEM/viggo',\n", " 'GEM/xlsum',\n", " 'GEM-submissions/lewtun__hugging-face-test-t5-base.outputs.json-36bf2a59__1645559101',\n", " 'GroNLP/ik-nlp-22_slp',\n", " 'HHousen/ParaSCI',\n", " 'HUPD/hupd',\n", " 'Harveenchadha/indic-voice',\n", " 'HarveyBWest/mybot',\n", " 'Jikiwa/stargazers',\n", " 'Jikiwa/test-16344368182003',\n", " 'Karavet/ARPA-Armenian-Paraphrase-Corpus',\n", " 'GEM/mlb_data_to_text',\n", " 'GonzaloA/fake_news',\n", " 'IsaacBot/GP-Sentiment',\n", " 'Jack0508/test',\n", " 'Jikiwa/random_repo',\n", " 'Gabriel/quora_swe',\n", " 'Husain/intent-classification-en-fr',\n", " 'Intel/WEC-Eng',\n", " 'Ishwar/Senti',\n", " 'JIWON/nil_dataset',\n", " 'Jikiwa/demo2',\n", " 'Jikiwa/test-16336477963335',\n", " 'Jikiwa/test-16344362261113',\n", " 'KTH/speechdat',\n", " 'GEM/opusparcus',\n", " 'GroNLP/ik-nlp-22_winemag',\n", " 'HHousen/quora',\n", " 'Jikiwa/test-16336486877862',\n", " 'Jikiwa/test-16344347234752',\n", " 'JustinE/Test',\n", " 'GEM-submissions/GEM__bart_base_schema_guided_dialog__1645547915',\n", " 'HHousen/msrp',\n", " 'IFSTalfredoswald/MBTI',\n", " 'Jack0508/vi-ko-TED-txt',\n", " 'Jean-Baptiste/wikiner_fr',\n", " 'Jikiwa/demo1',\n", " 'KETI-AIR/klue',\n", " 'Khanoooo/autonlp-data-Corona',\n", " 'GEM/RotoWire_English-German',\n", " 'GEM/SciDuet',\n", " 'Jikiwa/pushedd-to-hub',\n", " 'Jikiwa/test-16340052901609',\n", " 'Jikiwa/test-16344364230608',\n", " 'KETI-AIR/nikl',\n", " 'GroNLP/ik-nlp-22_transqe',\n", " 'Helsinki-NLP/tatoeba_mt',\n", " 'IGESML/pubmed_neg',\n", " 'JesseParvess/book_snippets_asr',\n", " 'Jikiwa/pushed-to-hub',\n", " 'Jikiwa/test-16344360501144',\n", " 'JonathanSum/en_corpora_parliament_processed',\n", " 'Karavet/ILUR-news-text-classification-corpus',\n", " 'GEM/wiki_cat_sum',\n", " 'Hellisotherpeople/DebateSum',\n", " ...]" ] }, "metadata": {}, "execution_count": 2 } ], "source": [ "from datasets import list_datasets\n", "list_datasets()" ] }, { "cell_type": "code", "source": [ "from datasets import load_dataset\n", "\n", "imdb = load_dataset(\"imdb\")\n", "imdb" ], "metadata": { "id": "dzQufDiu7OKY", "colab": { "base_uri": "https://localhost:8080/", "height": 443, "referenced_widgets": [ "9058b83078bf4572bcc0221e6ec3c897", "21aca27362e540f0967f238318c2d1fe", "82172227c421494eb1b182e9b27cd324", "8dab6082c14d4239ab0f45cab05129d2", "05804afee5bb46c781367ec353ccb350", "3da199794d594cf0b01118f178ade257", "b3dadf9d81de401b9309a5a251509c7b", "570438fe0dd740079ecc54ad91380a06", "9fa4e94e25b747209557d1430bb2e028", "9cf7dc851fcb44609da0cbc9e09e6b75", "c0a4e9bb366b4557a006634666299292", "79572bcb780b41ee82d0b352b6735755", "0a571f8f8dbf41f7a46e57ad3b72a827", "0a741330c01a4d05aa1ef1bcc2fbfbab", "1ed153ecd9db40f8abe0b7bbc160f864", "030d0f9c0c694dfdbde4d19afd562f2a", "6dd876f6f4874dcba2c38a3a0adfa55c", "d05dc5773f934fd385274afdd410bbde", "fc8fde5695824ca4b16660090dcfd61c", "6adb44d02f514ae6b18be72463a65a43", "5c015dc489fc4c63aa1bfc2600b5b72c", "9d5e0bd1198640d2888e9fd799151e4f", "07d27383e6774928a4e75bb25367d8be", "b655ac747402471cae29db19d7941e58", "ff2caf5cc7274516a3e3a00b8bfe3a7f", "3663527fc4d743709c485cba7d317157", "c1fe680457f64112868150d8722053f4", "cebdfe13f3a94cdd854acf87da6f0945", "9793c23ce4ad4b879cd0e107b6c64031", "8abc42bb32ef4155872282410410db43", "565c1f24d88e46249f1a781c47eae1b7", "aad49481747b4da28f58b895098deeef", "6a75a0188d524b76bf854d029e15d5b3", "eb63d84fbd204338b65dff842e4a0350", "6b95a5e8ee364ba4aa401824bd959cea", "e7a2a180a1d4460481972a23ec73a394", "06a488bafc4449e29ea75fd53d75d4a8", "ba183a5476bf486c8366494bdabb55c6", "1f4865c4d24045b39a566316b18ef00d", "41e8f30dd8f14d13a597dc2f3628291c", "a431653788f046c2bfef3c19f81e540b", "924fda61dbf148c2973a7c8e5f90fb2f", "f52b607e72ec4dc583a4539bc0e9c199", "21ec55871c0e45fe9fc3a6640251b48d", "8c10a32bc2034444824755d999a37ed3", "49be5f14576a486789ff8e5c351b0e08", "fa511f7db7554682bf8aef7c4d3d86f1", "ed9b5c1dc29046db96ddcdd7cd8dea3c", "ebd0aab9615848a8a3caf335dac0d3a8", "5b8d6048ca5d420fa1542794316de3d8", "0360e21f7f5f430e80cd5301644d8bf3", "4751150d00d74dea980bf4ead2e0aeb3", "43b274b5b9954158bd4740215e7b176f", "7cddfba83e754582a2eeb6bb9a897f80", "484880041f604a2ca29cd0de3569fc07", "327170d818a24d4ca311c93ec1d8635e", "3a817a08d0484642992fa7fc0e560178", "0b601100793d453f812490d7bb78b67b", "55e4a1f417b94c36b764cf410b83f08f", "d475c234f3f741b6a7cd6e2521ad319c", "4a16e7f16be94199a41a9b2ce3ebd987", "cd8edaad2f0a4b52ad7f2acd6043b810", "376c3578f46042c6b2897531e13c3dd3", "71d8af4b42e0499abf79ff1803a64917", "5bbfc7580e2e463e839013cfb2b02722", "8414fcbabcd3465ca54832ea33cceb76", "e2e93d2d2f2144b4927a2ce89889e1e6", "52e7a65ac9c4490abfe272e4d7cc3a11", "b4863f6f99cc43a1b7ea954c4c0b3ee1", "c670a997d8eb401099144b7d1134f470", "17e51cce6c63497882ba216c82c5432f", "b98c06f9fd2947cab94dbab9e513b229", "db033b132ccd41d888453f1802ee0ede", "d9b3cbf8feab4974a8c9930e6ca415e7", "baa578da8c234aeea6f45f5a4cc64a3d", "9f898a476f414629bcb42b16b7d0aeb3", "123f44f2ecb744f288dfec683c5fb1d4" ] }, "outputId": "0ae4b792-681c-4b21-8127-036839410aab" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading builder script: 0%| | 0.00/1.79k [00:00
The plot is centered around a young Swedish drama student named Lena who wants to learn everything she can about life. In particular she wants to focus her attentions to making some sort of documentary on what the average Swede thought about certain political issues such as the Vietnam War and race issues in the United States. In between asking politicians and ordinary denizens of Stockholm about their opinions on politics, she has sex with her drama teacher, classmates, and married men.

What kills me about I AM CURIOUS-YELLOW is that 40 years ago, this was considered pornographic. Really, the sex and nudity scenes are few and far between, even then it\\'s not shot like some cheaply made porno. While my countrymen mind find it shocking, in reality sex and nudity are a major staple in Swedish cinema. Even Ingmar Bergman, arguably their answer to good old boy John Ford, had sex scenes in his films.

I do commend the filmmakers for the fact that any sex shown in the film is shown for artistic purposes rather than just to shock people and make money to be shown in pornographic theaters in America. I AM CURIOUS-YELLOW is a good film for anyone wanting to study the meat and potatoes (no pun intended) of Swedish cinema. But really, this film doesn\\'t have much of a plot.'}" ] }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "code", "source": [ "imdb['test'][:3]" ], "metadata": { "id": "WGDXhDls-0LU", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "5753f12e-a1b0-4343-c924-78eec3641d26" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'label': [0, 0, 0],\n", " 'text': ['I love sci-fi and am willing to put up with a lot. Sci-fi movies/TV are usually underfunded, under-appreciated and misunderstood. I tried to like this, I really did, but it is to good TV sci-fi as Babylon 5 is to Star Trek (the original). Silly prosthetics, cheap cardboard sets, stilted dialogues, CG that doesn\\'t match the background, and painfully one-dimensional characters cannot be overcome with a \\'sci-fi\\' setting. (I\\'m sure there are those of you out there who think Babylon 5 is good sci-fi TV. It\\'s not. It\\'s clichéd and uninspiring.) While US viewers might like emotion and character development, sci-fi is a genre that does not take itself seriously (cf. Star Trek). It may treat important issues, yet not as a serious philosophy. It\\'s really difficult to care about the characters here as they are not simply foolish, just missing a spark of life. Their actions and reactions are wooden and predictable, often painful to watch. The makers of Earth KNOW it\\'s rubbish as they have to always say \"Gene Roddenberry\\'s Earth...\" otherwise people would not continue watching. Roddenberry\\'s ashes must be turning in their orbit as this dull, cheap, poorly edited (watching it without advert breaks really brings this home) trudging Trabant of a show lumbers into space. Spoiler. So, kill off a main character. And then bring him back as another actor. Jeeez! Dallas all over again.',\n", " \"Worth the entertainment value of a rental, especially if you like action movies. This one features the usual car chases, fights with the great Van Damme kick style, shooting battles with the 40 shell load shotgun, and even terrorist style bombs. All of this is entertaining and competently handled but there is nothing that really blows you away if you've seen your share before.

The plot is made interesting by the inclusion of a rabbit, which is clever but hardly profound. Many of the characters are heavily stereotyped -- the angry veterans, the terrified illegal aliens, the crooked cops, the indifferent feds, the bitchy tough lady station head, the crooked politician, the fat federale who looks like he was typecast as the Mexican in a Hollywood movie from the 1940s. All passably acted but again nothing special.

I thought the main villains were pretty well done and fairly well acted. By the end of the movie you certainly knew who the good guys were and weren't. There was an emotional lift as the really bad ones got their just deserts. Very simplistic, but then you weren't expecting Hamlet, right? The only thing I found really annoying was the constant cuts to VDs daughter during the last fight scene.

Not bad. Not good. Passable 4.\",\n", " \"its a totally average film with a few semi-alright action sequences that make the plot seem a little better and remind the viewer of the classic van dam films. parts of the plot don't make sense and seem to be added in to use up time. the end plot is that of a very basic type that doesn't leave the viewer guessing and any twists are obvious from the beginning. the end scene with the flask backs don't make sense as they are added in and seem to have little relevance to the history of van dam's character. not really worth watching again, bit disappointed in the end production, even though it is apparent it was shot on a low budget certain shots and sections in the film are of poor directed quality\"]}" ] }, "metadata": {}, "execution_count": 5 } ] }, { "cell_type": "code", "source": [ "imdb['train'] = imdb['train'].shuffle(seed=1).select(range(2000))\n", "imdb['train']" ], "metadata": { "id": "47Cfe7LvHa58", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9ceffa68-06e9-421c-d969-fa233a2bbe43" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 2000\n", "})" ] }, "metadata": {}, "execution_count": 6 } ] }, { "cell_type": "code", "source": [ "imdb_train_validation = imdb['train'].train_test_split(train_size=0.8)\n", "imdb_train_validation" ], "metadata": { "id": "6T6i3wSa7dnU", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f71086aa-43c0-4993-e720-6cd4429884f5" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 1600\n", " })\n", " test: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 400\n", " })\n", "})" ] }, "metadata": {}, "execution_count": 7 } ] }, { "cell_type": "code", "source": [ "imdb_train_validation['test']" ], "metadata": { "id": "MwqRoqGw8ceB", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b4ff8b20-faa1-4410-e0a7-b69008127078" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 400\n", "})" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "code", "source": [ "imdb_train_validation['validation'] = imdb_train_validation.pop('test')\n", "imdb_train_validation" ], "metadata": { "id": "Ekv4pB2X9rfB", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "82ab83b7-1ce5-4a61-8c0e-e932d2759115" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 1600\n", " })\n", " validation: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 400\n", " })\n", "})" ] }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "source": [ "imdb.update(imdb_train_validation)\n", "imdb" ], "metadata": { "id": "IoTQkAy8-Ich", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a2574a67-4541-4a62-f52e-b1cb19fb765e" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 1600\n", " })\n", " test: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 25000\n", " })\n", " unsupervised: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 50000\n", " })\n", " validation: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 400\n", " })\n", "})" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "code", "source": [ "imdb['test'] = imdb['test'].shuffle(seed=1).select(range(400))\n", "imdb['test']" ], "metadata": { "id": "t8yK_crFIPVJ", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "6b2008cc-5488-475b-8244-da50ffc046c2" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 400\n", "})" ] }, "metadata": {}, "execution_count": 11 } ] }, { "cell_type": "code", "source": [ "imdb['unsupervised'][:3]" ], "metadata": { "id": "cAkJxxdk-iaz", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "bbd6c149-f85c-40b3-f859-0d25336120a2" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "{'label': [-1, -1, -1],\n", " 'text': ['This is just a precious little diamond. The play, the script are excellent. I cant compare this movie with anything else, maybe except the movie \"Leon\" wonderfully played by Jean Reno and Natalie Portman. But... What can I say about this one? This is the best movie Anne Parillaud has ever played in (See please \"Frankie Starlight\", she\\'s speaking English there) to see what I mean. The story of young punk girl Nikita, taken into the depraved world of the secret government forces has been exceptionally over used by Americans. Never mind the \"Point of no return\" and especially the \"La femme Nikita\" TV series. They cannot compare the original believe me! Trash these videos. Buy this one, do not rent it, BUY it. BTW beware of the subtitles of the LA company which \"translate\" the US release. What a disgrace! If you cant understand French, get a dubbed version. But you\\'ll regret later :)',\n", " 'When I say this is my favourite film of all time, that comment is not to be taken lightly. I probably watch far too many films than is healthy for me, and have loved quite a few of them. I first saw \"La Femme Nikita\" nearly ten years ago, and it still manages to be my absolute favourite. Why?

This is more than an incredibly stylish and sexy thriller. Luc Besson\\'s great flair for impeccable direction, fashion, and appropriate usage of music makes this a very watchable film. But it is Anne Parillaud\\'s perfect rendering of a complex character who transforms from a heartless killer into a compassionate, vibrant young woman that makes this film beautiful. I can\\'t keep my eyes off of her when she is on screen.

I have seen several of Luc Besson\\'s films including \"Subway\", \"The Professional\", and the irritating \"Fifth Element\", and \"Nikita\" is without a doubt, far superior to any of these. Although this film has tragic elements, it is ultimately extremely hopeful. It is the story of a person who is cruel and merciless, who ultimately comes to realize her own humanity and her own personal power. That, to me is extremely inspiring. If there is hope for Nikita, there is hope for all of us.',\n", " 'I saw this movie because I am a huge fan of the TV series of the same name starring Roy Dupuis and Pet Wilson. The movie was really good and I saw how the TV show is based on the movie. A few episodes of the TV series came directly from the movie and their similarity was amazing. To keep things short, any fan of the movie has to watch the series and any fan of the series must see the original Nikita.']}" ] }, "metadata": {}, "execution_count": 12 } ] }, { "cell_type": "code", "source": [ "imdb.pop('unsupervised')\n", "imdb" ], "metadata": { "id": "1V7EsAEt-pk3", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4ffd9a88-fe96-47ec-8f91-5bcb245f8937" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 1600\n", " })\n", " test: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 400\n", " })\n", " validation: Dataset({\n", " features: ['text', 'label'],\n", " num_rows: 400\n", " })\n", "})" ] }, "metadata": {}, "execution_count": 13 } ] }, { "cell_type": "markdown", "source": [ "## Overview of IMDB Dataset" ], "metadata": { "id": "vVWxeSidE6R3" } }, { "cell_type": "code", "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "pd.set_option('max_colwidth', 250)" ], "metadata": { "id": "9W8lNegFGEGc" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "imdb.set_format('pandas')\n", "df = imdb['train'][:]\n", "df.sample(frac=1 ,random_state=1).head(10)" ], "metadata": { "id": "kYIQ4TbFBF8w", "colab": { "base_uri": "https://localhost:8080/", "height": 581 }, "outputId": "2cd33d1e-85bb-4858-ac6f-f90d22421e21" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " text \\\n", "75 I couldn't believe how lame & pointless this was. Basically there is nothing to laugh at in the movie, hardly any scenes to get you interested in the rest of the movie. This movie pulled in some huge stars but they were all wasted in my opinion. ... \n", "1284 This film is about a family trying to come to terms with the death of the mother/wife by moving to Genova, Italy.

The plot of \"Genova\" sounds promising, but unfortunately it is empty and without focus. The film only consists of a colle... \n", "408 There is only one problem with this website, you can't give a negative rating. Additionally a mate rated this as a D grade movie. I say he was being too nice. A piece of wood could show more emotion that the actors in this movie, and the money us... \n", "1282 It's interesting at first. A naive park ranger (Colin Firth) marries a pretty, mysterious woman (Lisa Zane) he's only known for a short time. They seem to be happy, then she disappears without warning. He searches for her and, after a few dead en... \n", "1447 I remember watching this is its original airing in 1962 as a five or six year old and REALLY enjoying this. I recently had the opportunity to watch it again, for the first time since then, as it was aired on \"Walt Disney Presents\" on the Disney C... \n", "1144 I have read the short story by Norman Maclean, and the movie did justice to Norman Maclean's writing. My husband tends to reread it occasionally, and I myself have read it over and scenes of the movie keeps coming to mind. We have videos of many ... \n", "1381 Few movies have dashed expectations and upset me as much as Fire has. The movie is pretentious garbage. It does not achieve anything at an artistic level. The only thing it managed to receive is a ban in India. If only it was because of the poor ... \n", "181 I recently saw this film and enjoyed it very much. it gives a insight to indie movie making and how much work is really involved when you have a low budget yet need a name actor/actress to get people, any people to come see it and give the movie ... \n", "1183 William H. Macy is at his most sympathetic and compelling here as a hit-man and loving father who wants to step out of the family business without angering his overbearing parents. Treads much of the same territory as TV's \"The Sopranos\" in terms... \n", "1103 In the year 1985 (my birth year) Steven Spielberg directed an emotionally strong and unforgettable story of a young African-American girl Celie (Debut role for Whoopi Goldberg) whose life is followed through rough times. The story begins from the... \n", "\n", " label \n", "75 0 \n", "1284 0 \n", "408 0 \n", "1282 0 \n", "1447 1 \n", "1144 1 \n", "1381 0 \n", "181 1 \n", "1183 1 \n", "1103 1 " ], "text/html": [ "\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", " \n", " \n", " \n", " \n", "
textlabel
75I couldn't believe how lame & pointless this was. Basically there is nothing to laugh at in the movie, hardly any scenes to get you interested in the rest of the movie. This movie pulled in some huge stars but they were all wasted in my opinion. ...0
1284This film is about a family trying to come to terms with the death of the mother/wife by moving to Genova, Italy.<br /><br />The plot of \"Genova\" sounds promising, but unfortunately it is empty and without focus. The film only consists of a colle...0
408There is only one problem with this website, you can't give a negative rating. Additionally a mate rated this as a D grade movie. I say he was being too nice. A piece of wood could show more emotion that the actors in this movie, and the money us...0
1282It's interesting at first. A naive park ranger (Colin Firth) marries a pretty, mysterious woman (Lisa Zane) he's only known for a short time. They seem to be happy, then she disappears without warning. He searches for her and, after a few dead en...0
1447I remember watching this is its original airing in 1962 as a five or six year old and REALLY enjoying this. I recently had the opportunity to watch it again, for the first time since then, as it was aired on \"Walt Disney Presents\" on the Disney C...1
1144I have read the short story by Norman Maclean, and the movie did justice to Norman Maclean's writing. My husband tends to reread it occasionally, and I myself have read it over and scenes of the movie keeps coming to mind. We have videos of many ...1
1381Few movies have dashed expectations and upset me as much as Fire has. The movie is pretentious garbage. It does not achieve anything at an artistic level. The only thing it managed to receive is a ban in India. If only it was because of the poor ...0
181I recently saw this film and enjoyed it very much. it gives a insight to indie movie making and how much work is really involved when you have a low budget yet need a name actor/actress to get people, any people to come see it and give the movie ...1
1183William H. Macy is at his most sympathetic and compelling here as a hit-man and loving father who wants to step out of the family business without angering his overbearing parents. Treads much of the same territory as TV's \"The Sopranos\" in terms...1
1103In the year 1985 (my birth year) Steven Spielberg directed an emotionally strong and unforgettable story of a young African-American girl Celie (Debut role for Whoopi Goldberg) whose life is followed through rough times. The story begins from the...1
\n", "
\n", " \n", " \n", " \n", "\n", " \n", "
\n", "
\n", " " ] }, "metadata": {}, "execution_count": 15 } ] }, { "cell_type": "code", "source": [ "df.loc[0, 'text']" ], "metadata": { "id": "VNmjEPnCGXKK", "colab": { "base_uri": "https://localhost:8080/", "height": 105 }, "outputId": "677abc0b-839b-4865-887f-55ec7ddf5a0a" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "\"Hey HULU.com is playing the Elvira late night horror show on their site and this movie is their under the Name Monsteroid, good fun to watch Elvira comment on this Crappy movie ....Have Fun with bad movies. Anyways this movie really has very little value other than to see how bad the 70's were for horror flicks Bad Effects, Bad Dialog, just bad movie making. Avoid this unless you want to laugh at it. While you are at HULU check out the other movies that are their right now there is 10 episodes and some are pretty decent movies with good plots and production and you can watch a lot of them in 480p as long as you have a decent speed connection.\"" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 16 } ] }, { "cell_type": "code", "source": [ "df['text'] = df.text.str.replace('
', '')\n", "df.loc[0, 'text']" ], "metadata": { "id": "EjA116L-GrHL", "colab": { "base_uri": "https://localhost:8080/", "height": 105 }, "outputId": "b2fc5a3e-634c-41fb-f8be-3bbef4ea1cd0" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "\"Hey HULU.com is playing the Elvira late night horror show on their site and this movie is their under the Name Monsteroid, good fun to watch Elvira comment on this Crappy movie ....Have Fun with bad movies. Anyways this movie really has very little value other than to see how bad the 70's were for horror flicks Bad Effects, Bad Dialog, just bad movie making. Avoid this unless you want to laugh at it. While you are at HULU check out the other movies that are their right now there is 10 episodes and some are pretty decent movies with good plots and production and you can watch a lot of them in 480p as long as you have a decent speed connection.\"" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 17 } ] }, { "cell_type": "code", "source": [ "df.label.value_counts()" ], "metadata": { "id": "YAbSUGBPFkGo", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "e2b4fc8a-7ef6-4676-c5e2-4658db97f84e" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0 823\n", "1 777\n", "Name: label, dtype: int64" ] }, "metadata": {}, "execution_count": 18 } ] }, { "cell_type": "code", "source": [ "df[\"Words per review\"] = df[\"text\"].str.split().apply(len)\n", "df.boxplot(\"Words per review\", by=\"label\", grid=False, showfliers=False,\n", " color=\"black\")\n", "plt.suptitle(\"\")\n", "plt.xlabel(\"\")\n", "plt.show()" ], "metadata": { "id": "iMkhVdcXIYlA", "colab": { "base_uri": "https://localhost:8080/", "height": 335 }, "outputId": "8f1022a8-0ca4-4b24-95dd-108a638fabd2" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.7/dist-packages/matplotlib/cbook/__init__.py:1376: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", " X = np.atleast_1d(X.T if isinstance(X, np.ndarray) else np.asarray(X))\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "# 0 is negative\n", "# 1 is positive\n", "df[df.text.str.len() < 200]" ], "metadata": { "id": "l8ApthcqFz6N", "colab": { "base_uri": "https://localhost:8080/", "height": 434 }, "outputId": "3fad5f6d-5175-4418-da8e-12c00e6d3898" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " text \\\n", "262 My favorite part of this film was the old man's attempt to cure his neighbor's ills by putting the strong medicine in his bath. There is more than a sense of family, there is a sense of community. \n", "406 A movie best summed up by the scene where a victim simulates disembowelment by pulling some poor animal's intestines out from under her T-shirt. Too terrible for words. \n", "455 Brilliant execution in displaying once and for all, this time in the venue of politics, of how \"good intentions do actually pave the road to hell\". Excellent! \n", "536 Before Dogma 95: when Lars used movies as art, not just a story. A beautiful painting about love and death. This is one of my favorite movies of all time. The color... The music... Just perfect. \n", "989 Allison Dean's performance is what stands out in my mind watching this film. She balances out the melancholy tone of the film with an iridescent energy. I would like to see more of her. \n", "1309 This is actually one of my favorite films, I would recommend that EVERYONE watches it. There is some great acting in it and it shows that not all \"good\" films are American.... \n", "1340 \"Foxes\" is a great film. The four young actresses Jodie Foster, Cherie Currie, Marilyn Kagan and Kandice Stroh are wonderful. The song \"On the radio\" by Donna Summer is lovely. A great film. ***** \n", "\n", " label Words per review \n", "262 1 38 \n", "406 0 28 \n", "455 1 27 \n", "536 1 36 \n", "989 1 34 \n", "1309 1 32 \n", "1340 1 34 " ], "text/html": [ "\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", "
textlabelWords per review
262My favorite part of this film was the old man's attempt to cure his neighbor's ills by putting the strong medicine in his bath. There is more than a sense of family, there is a sense of community.138
406A movie best summed up by the scene where a victim simulates disembowelment by pulling some poor animal's intestines out from under her T-shirt. Too terrible for words.028
455Brilliant execution in displaying once and for all, this time in the venue of politics, of how \"good intentions do actually pave the road to hell\". Excellent!127
536Before Dogma 95: when Lars used movies as art, not just a story. A beautiful painting about love and death. This is one of my favorite movies of all time. The color... The music... Just perfect.136
989Allison Dean's performance is what stands out in my mind watching this film. She balances out the melancholy tone of the film with an iridescent energy. I would like to see more of her.134
1309This is actually one of my favorite films, I would recommend that EVERYONE watches it. There is some great acting in it and it shows that not all \"good\" films are American....132
1340\"Foxes\" is a great film. The four young actresses Jodie Foster, Cherie Currie, Marilyn Kagan and Kandice Stroh are wonderful. The song \"On the radio\" by Donna Summer is lovely. A great film. *****134
\n", "
\n", " \n", " \n", " \n", "\n", " \n", "
\n", "
\n", " " ] }, "metadata": {}, "execution_count": 20 } ] }, { "cell_type": "code", "source": [ "imdb.reset_format()" ], "metadata": { "id": "xjPAmZ4EHis9" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Tokenizer" ], "metadata": { "id": "w_gtRu5PJgt0" } }, { "cell_type": "code", "source": [ "from transformers import AutoTokenizer\n", "\n", "checkpoint = \"distilbert-base-cased\"\n", "#checkpoint = \"bert-base-cased\"\n", "tokenizer = AutoTokenizer.from_pretrained(checkpoint)\n", "\n", "def tokenize_function(batch):\n", " return tokenizer(batch[\"text\"], padding=True, truncation=True)\n", "\n", "imdb_encoded = imdb.map(tokenize_function, batched=True, batch_size=None)\n", "imdb_encoded" ], "metadata": { "id": "J0X7XtbYH0p4", "colab": { "base_uri": "https://localhost:8080/", "height": 484, "referenced_widgets": [ "9ddba8da295042af895302509bd24fa5", "d15bf9362f104dbb80fa3c8a65b9ec0c", "497c8defd52f4798b56b9673baac20a6", "b5202a6f9cb347e89affebc1ef43390b", "83989e1a85004b47a2184d1db4868d16", "5a4ea6eb97534a5c8f018208a3f74348", "a026e2da40a04afb8ca4efd8ca234718", "ce8c13abf62d4263bf87f410966065c9", "54f632c9f0614197bd727bb74caf806b", "0a0cebde852b4b00a72e439b12fd4485", "cf8eb15d1cd54680a5fc82dcace57ebc", "a80813368ac746bb81a364e0f9b0ceb8", "8a79221399e249eebe50ff423533d563", "7775088639be4417a13928f2a2a8dc42", "983b7cce33bf4d98a730fd22500719e9", "7d06246e7cd748698264997207b6096f", "bd7070063f2c4eb8a99b62bb94bb59d4", "071a46652c75466e98bdb1e535eb052f", "a953ca689c4b43ba9a5a3e1b74b2e193", "ad507a07685a4801aab0478f4acba56b", "e9515a2007ed4894a1ab5ad00a1fe86d", "19beaeed471a442ca3ddb593a55fc4b3", "6f49eac114a84bc9a315dbfff2342998", "3a9613ad218c4966a941270544ed6185", "910b60a6f44240b5b9f6b6d8d073ec6e", "40e76e8f40a34808813facff8dfe5075", "ccbe3df4eb3c43a3a1392e112767ba2a", "ff4bfed4f8f04111969f95dc1ee33ace", "57af490cd6dd41c1ac8f69c526e0776c", "390fb689a195425b87f2623b55572fe3", "0df3a50c36e54006ada5eeccc67dc8a6", "0753690951314d57b2117457628eabbc", "cde4c09c38614d49a4dc90db7bb07d40", "173f7242440c418b9696939a27d410ba", "04c7720389f84d659f5b859c9ce4f8b1", "c2e9ac141e5749e19669c33e55f062af", "185f5f08f4c444a0a9a8a31286f2def2", "c5dff300beef4135b57866104339c7fa", "95d2ea0b098d4a56b720df4f3e184731", "7a096c4ea45e4d98af2547ebdacf83ed", "ee475ed7daa54d30861a50a4b70cba20", "fb595bf9db864987a3b1282a75659f53", "dbc3efcae4454756b7e49f10d11088b1", "ab27c9e1800e4aa3abec7eafe8a3518a", "34d46282fb5045a498aaba7c0b635b92", "058c9f3c75d2417b996129efa2358558", "9ec2a38b87d344919437c33e67094312", "6252233c0e7944d4a217b1bfb7a667ba", "185b48c2657f4ed5bb33b5a2fb198a97", "b52662b5d3fa4f15968779e2e2830919", "1fb5add7a4464a2fa346173bac33a09c", "39cb9d59e13e4095a662553045a94ce6", "0d8157fbca0743e08b27f2fcb9e4d3ca", "bc0f645f64474748b6771816b85f25ed", "ec0611989cb4424da3ab14cc8a0b8930", "88fb33a3067d4a2b871a75b27aeb6d1d", "1fb07ce597d2498b895149a5fac26a93", "fa1cb128b02b452a8ac0c33721b7771d", "8c0f336631704b40b0aa4b6a3a3858a6", "2254a3503962421f8af48527df2d9061", "afcff6e2aebf416aa3e95c44f62712b6", "0fd7563b4e9a444f87e024ac2222603a", "d2bbbc45521e46a28ce3911d8edbe82f", "5e6df11a920242049fca105e714221a3", "9a677fe42f4b4614987a6d705c91dc84", "d9fabf2808484feebcf293fac5076bd0", "c4dcdbe4044b40be8cb79bfa479fdd06", "f3565412ea604f0e88bfaf77dcbb1596", "032fa21e9fa24af2a0336d3afa928e11", "6f5acf8a4c3747dca5d38719438d8be3", "e035218ecccd447eadc31f667e444728", "a877dc7c157c443790cdffd6f0254c4b", "473016acf8c149a18b5231c3173f287e", "fa80aca3ada7446598efa23d23c61a3c", "cee92a8fbc714cdf80ed4a68542363ae", "d5d25748ed0d4d07a630111c5e719521", "24959c7b6ddf450f8f8fdbc15c3e9d72" ] }, "outputId": "bc59dbc0-610e-4a0b-e096-5565796aadf7" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "Downloading: 0%| | 0.00/29.0 [00:00,\n", "ignore_data_skip=False,\n", "label_names=None,\n", "label_smoothing_factor=0.0,\n", "learning_rate=2e-05,\n", "length_column_name=length,\n", "load_best_model_at_end=False,\n", "local_rank=-1,\n", "log_level=40,\n", "log_level_replica=-1,\n", "log_on_each_node=True,\n", "logging_dir=distilbert-base-cased-finetuned-tiny-imdb/runs/Apr11_11-10-15_d484f04cfea1,\n", "logging_first_step=False,\n", "logging_nan_inf_filter=True,\n", "logging_steps=6,\n", "logging_strategy=IntervalStrategy.STEPS,\n", "lr_scheduler_type=SchedulerType.LINEAR,\n", "max_grad_norm=1.0,\n", "max_steps=-1,\n", "metric_for_best_model=None,\n", "mp_parameters=,\n", "no_cuda=False,\n", "num_train_epochs=2,\n", "optim=OptimizerNames.ADAMW_TORCH,\n", "output_dir=distilbert-base-cased-finetuned-tiny-imdb,\n", "overwrite_output_dir=False,\n", "past_index=-1,\n", "per_device_eval_batch_size=8,\n", "per_device_train_batch_size=8,\n", "prediction_loss_only=False,\n", "push_to_hub=False,\n", "push_to_hub_model_id=None,\n", "push_to_hub_organization=None,\n", "push_to_hub_token=,\n", "remove_unused_columns=True,\n", "report_to=['tensorboard'],\n", "resume_from_checkpoint=None,\n", "run_name=distilbert-base-cased-finetuned-tiny-imdb,\n", "save_on_each_node=False,\n", "save_steps=500,\n", "save_strategy=IntervalStrategy.STEPS,\n", "save_total_limit=None,\n", "seed=42,\n", "sharded_ddp=[],\n", "skip_memory_metrics=True,\n", "tf32=None,\n", "tpu_metrics_debug=False,\n", "tpu_num_cores=None,\n", "use_legacy_prediction_loop=False,\n", "warmup_ratio=0.0,\n", "warmup_steps=0,\n", "weight_decay=0.01,\n", "xpu_backend=None,\n", ")" ] }, "metadata": {}, "execution_count": 27 } ] }, { "cell_type": "code", "source": [ "from transformers import Trainer\n", "\n", "torch.cuda.empty_cache()\n", "\n", "trainer = Trainer(model=model, \n", " args=training_args, \n", " train_dataset=tiny_imdb_encoded[\"train\"],\n", " eval_dataset=tiny_imdb_encoded[\"validation\"],\n", " tokenizer=tokenizer)\n", "trainer.train();" ], "metadata": { "id": "iKMb2xTN0NJ6", "colab": { "base_uri": "https://localhost:8080/", "height": 138 }, "outputId": "ebaccd37-7a10-4920-8783-cada04e325a3" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "
\n", " \n", " \n", " [14/14 00:10, Epoch 2/2]\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
EpochTraining LossValidation Loss
10.6981000.673002
20.6909000.675429

" ] }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "preds = trainer.predict(tiny_imdb_encoded['test'])\n", "preds" ], "metadata": { "id": "Tsy4dR-7ZAv-", "colab": { "base_uri": "https://localhost:8080/", "height": 231 }, "outputId": "7043d48c-3559-4f8d-95dc-3c84d8bc6410" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "

\n", " \n", " \n", " [2/2 00:00]\n", "
\n", " " ] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": [ "PredictionOutput(predictions=array([[-0.06958597, 0.08243475],\n", " [-0.07667492, 0.11690364],\n", " [-0.05978067, 0.05852588],\n", " [-0.05062508, 0.09085844],\n", " [-0.07219092, 0.10617454],\n", " [-0.08734367, 0.11028455],\n", " [-0.06684104, 0.08281732],\n", " [-0.07786269, 0.10676245],\n", " [-0.06891385, 0.09251334],\n", " [-0.08195043, 0.10885128]], dtype=float32), label_ids=array([0, 0, 1, 1, 0, 0, 0, 0, 1, 0]), metrics={'test_loss': 0.7379708886146545, 'test_runtime': 0.375, 'test_samples_per_second': 26.664, 'test_steps_per_second': 5.333})" ] }, "metadata": {}, "execution_count": 29 } ] }, { "cell_type": "code", "source": [ "preds.predictions.shape" ], "metadata": { "id": "F_gLkCEiZRSp", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "5f3a4ed7-d1cc-4990-dfd5-8aae0d647508" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "(10, 2)" ] }, "metadata": {}, "execution_count": 30 } ] }, { "cell_type": "code", "source": [ "preds.predictions.argmax(axis=-1)" ], "metadata": { "id": "rhEcbSExZaHD", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "b6aad621-d73b-4003-9ef0-83645035729e" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1])" ] }, "metadata": {}, "execution_count": 31 } ] }, { "cell_type": "code", "source": [ "preds.label_ids" ], "metadata": { "id": "tsXFMaTaZfHH", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "16316a6e-6d4a-4861-c361-d10d3b7d39d8" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "array([0, 0, 1, 1, 0, 0, 0, 0, 1, 0])" ] }, "metadata": {}, "execution_count": 32 } ] }, { "cell_type": "code", "source": [ "from sklearn.metrics import accuracy_score\n", "\n", "accuracy_score(preds.label_ids, preds.predictions.argmax(axis=-1))" ], "metadata": { "id": "mN4SyJHuZjdd", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "70bd0978-e20b-4c0d-f201-2ae7846e594c" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "0.3" ] }, "metadata": {}, "execution_count": 33 } ] }, { "cell_type": "code", "source": [ "def get_accuracy(preds):\n", " predictions = preds.predictions.argmax(axis=-1)\n", " labels = preds.label_ids\n", " accuracy = accuracy_score(preds.label_ids, preds.predictions.argmax(axis=-1))\n", " return {'accuracy': accuracy}\n" ], "metadata": { "id": "DXKvztDWZ0tQ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from transformers import Trainer\n", "\n", "torch.cuda.empty_cache()\n", "\n", "trainer = Trainer(model=model, \n", " compute_metrics=get_accuracy,\n", " args=training_args, \n", " train_dataset=tiny_imdb_encoded[\"train\"],\n", " eval_dataset=tiny_imdb_encoded[\"validation\"],\n", " tokenizer=tokenizer)\n", "trainer.train();" ], "metadata": { "id": "f2ItD2XQag5d", "colab": { "base_uri": "https://localhost:8080/", "height": 138 }, "outputId": "61e815de-da90-481b-d76d-9d5835f64bf5" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "
\n", " \n", " \n", " [14/14 00:10, Epoch 2/2]\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", "
EpochTraining LossValidation LossAccuracy
10.6578000.6715550.600000
20.6586000.6757880.600000

" ] }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Training run" ], "metadata": { "id": "bFKPj95ObT89" } }, { "cell_type": "code", "source": [ "batch_size = 16\n", "logging_steps = len(imdb_encoded[\"train\"]) // batch_size\n", "model_name = f\"{checkpoint}-finetuned-imdb\"\n", "training_args = TrainingArguments(output_dir=model_name,\n", " num_train_epochs=2,\n", " learning_rate=2e-5,\n", " per_device_train_batch_size=batch_size,\n", " per_device_eval_batch_size=batch_size,\n", " weight_decay=0.01,\n", " evaluation_strategy=\"epoch\",\n", " disable_tqdm=False,\n", " logging_steps=logging_steps,\n", " log_level=\"error\",\n", " optim='adamw_torch'\n", " )" ], "metadata": { "id": "VeR9PTxMz-zA" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from transformers import Trainer\n", "\n", "torch.cuda.empty_cache()\n", "\n", "trainer = Trainer(model=model, \n", " args=training_args, \n", " compute_metrics=get_accuracy,\n", " train_dataset=imdb_encoded[\"train\"],\n", " eval_dataset=imdb_encoded[\"validation\"],\n", " tokenizer=tokenizer)\n", "trainer.train();" ], "metadata": { "id": "w-mrYweVL_9F", "colab": { "base_uri": "https://localhost:8080/", "height": 138 }, "outputId": "05e9263f-5bae-4b04-856a-a28ec3b2aafb" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "

\n", " \n", " \n", " [200/200 05:36, Epoch 2/2]\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", "
EpochTraining LossValidation LossAccuracy
10.4616000.3557740.862500
20.2478000.3430820.872500

" ] }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "\n", "\n", "trainer.evaluate()" ], "metadata": { "id": "79fBSXBGlkiF", "colab": { "base_uri": "https://localhost:8080/", "height": 141 }, "outputId": "25c33a48-872c-4262-c64e-7d554840379f" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "\n", "

\n", " \n", " \n", " [50/50 00:13]\n", "
\n", " " ] }, "metadata": {} }, { "output_type": "execute_result", "data": { "text/plain": [ "{'epoch': 2.0,\n", " 'eval_accuracy': 0.895,\n", " 'eval_loss': 0.3591071367263794,\n", " 'eval_runtime': 13.6299,\n", " 'eval_samples_per_second': 29.347,\n", " 'eval_steps_per_second': 3.668}" ] }, "metadata": {}, "execution_count": 38 } ] }, { "cell_type": "code", "source": [ "trainer.save_model()" ], "metadata": { "id": "C_rZFIbXL73P" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "model_name" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 35 }, "id": "nbo96MxTAulG", "outputId": "0a390258-1a67-47d2-d4f9-a210050deb0e" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "'bert-base-cased-finetuned-imdb'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 40 } ] }, { "cell_type": "code", "source": [ "from transformers import pipeline\n", "classifier = pipeline('text-classification', model=model_name)\n", "classifier('This is not my idea of fun')" ], "metadata": { "id": "2LGdWc2-MzyP", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "0c0402d1-45d9-4be0-b314-07cd211ac502" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[{'label': 'LABEL_0', 'score': 0.9525713324546814}]" ] }, "metadata": {}, "execution_count": 41 } ] }, { "cell_type": "code", "source": [ "classifier('This was beyond incredible')" ], "metadata": { "id": "0qniEZcAMCLK", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8a2d9b09-14a6-40bb-ac8e-49bf3e2714ab" }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[{'label': 'LABEL_1', 'score': 0.8722493052482605}]" ] }, "metadata": {}, "execution_count": 42 } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "L9v0QpQgPrH0" }, "execution_count": null, "outputs": [] } ] }