From ea1e60ea40ca964cd2a0b776d40bd8e93d7cc394 Mon Sep 17 00:00:00 2001 From: gkarpeev Date: Thu, 4 Apr 2024 17:57:56 +0300 Subject: [PATCH] upd lstm --- Karpeev2024RiemannianGen/code/lstm.ipynb | 3808 ++++++++++++++++++++++ 1 file changed, 3808 insertions(+) create mode 100644 Karpeev2024RiemannianGen/code/lstm.ipynb diff --git a/Karpeev2024RiemannianGen/code/lstm.ipynb b/Karpeev2024RiemannianGen/code/lstm.ipynb new file mode 100644 index 0000000..f3acd1b --- /dev/null +++ b/Karpeev2024RiemannianGen/code/lstm.ipynb @@ -0,0 +1,3808 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "gpuType": "V28", + "collapsed_sections": [ + "68jZbwWpYWub" + ] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "TPU", + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "f2d918487a2f4afe85d86d81ee384fd9": { + "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_005f7147b2d948f086a528261accc18f", + "IPY_MODEL_3047db2b21fc460d9afaea8664d950ca", + "IPY_MODEL_ddfdd93e4943483cb01d39257819a4fa" + ], + "layout": "IPY_MODEL_aee3981042c34cd89aa52c3a90aff951" + } + }, + "005f7147b2d948f086a528261accc18f": { + "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_61140fc01c1d40848e94bf9fc38ef988", + "placeholder": "​", + "style": "IPY_MODEL_fae19bed69cf4b81b774f41565780024", + "value": "100%" + } + }, + "3047db2b21fc460d9afaea8664d950ca": { + "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_510651f36ca2429ea8982b439ffed2be", + "max": 100, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_2505b38952d7479985db7c943230c2f3", + "value": 100 + } + }, + "ddfdd93e4943483cb01d39257819a4fa": { + "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_82add91452be499fa120d384b23a3a45", + "placeholder": "​", + "style": "IPY_MODEL_2a3e0fa328c2427ebdba225e0f2a93e9", + "value": " 100/100 [00:03<00:00, 31.13it/s]" + } + }, + "aee3981042c34cd89aa52c3a90aff951": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "61140fc01c1d40848e94bf9fc38ef988": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fae19bed69cf4b81b774f41565780024": { + "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": "" + } + }, + "510651f36ca2429ea8982b439ffed2be": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2505b38952d7479985db7c943230c2f3": { + "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": "" + } + }, + "82add91452be499fa120d384b23a3a45": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2a3e0fa328c2427ebdba225e0f2a93e9": { + "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": "" + } + }, + "117bb25739ce47d1b0e1c9e6b8e073f5": { + "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_97cf3913be6f4da7a6aae5fdd142757a", + "IPY_MODEL_1a2c0dca74fa427188eb9033b43cd2b1", + "IPY_MODEL_dee9340ac07a49d98e5fdb7be9378580" + ], + "layout": "IPY_MODEL_319853191800473d846b6ac891b97057" + } + }, + "97cf3913be6f4da7a6aae5fdd142757a": { + "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_82c4e97bcdac4530bd44fcabf6011974", + "placeholder": "​", + "style": "IPY_MODEL_08d801e32e6a4d4caec94d97507b236d", + "value": "100%" + } + }, + "1a2c0dca74fa427188eb9033b43cd2b1": { + "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_a0d7b566559f4aef8b2ffa3bfd7a31e3", + "max": 100, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_029189249c364d039b10461e0cc547f8", + "value": 100 + } + }, + "dee9340ac07a49d98e5fdb7be9378580": { + "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_66af819f285e45698be17213b06935d8", + "placeholder": "​", + "style": "IPY_MODEL_1c1c892b14db40d9850fb72350b91d4c", + "value": " 100/100 [00:00<00:00, 136.36it/s]" + } + }, + "319853191800473d846b6ac891b97057": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "82c4e97bcdac4530bd44fcabf6011974": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "08d801e32e6a4d4caec94d97507b236d": { + "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": "" + } + }, + "a0d7b566559f4aef8b2ffa3bfd7a31e3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "029189249c364d039b10461e0cc547f8": { + "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": "" + } + }, + "66af819f285e45698be17213b06935d8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1c1c892b14db40d9850fb72350b91d4c": { + "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": "" + } + }, + "a62d94e20c4e4f9abe4cd9481795f845": { + "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_353825fbb8cd4bb1b3985f3d0414e999", + "IPY_MODEL_ac3014b51f39445287fa00573a53c7e2", + "IPY_MODEL_d481a8ce308140d698f423a1df9cf511" + ], + "layout": "IPY_MODEL_60dc826cf88f434a8d7523f00dd57819" + } + }, + "353825fbb8cd4bb1b3985f3d0414e999": { + "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_b317ddb6de2043859817536726a3ed5b", + "placeholder": "​", + "style": "IPY_MODEL_154de68d85f541109f944b030a6eec30", + "value": "100%" + } + }, + "ac3014b51f39445287fa00573a53c7e2": { + "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_b3d2148238234cf1836aacc219b89d56", + "max": 100, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_b1aeac8266a645dbba2273ca6e74615f", + "value": 100 + } + }, + "d481a8ce308140d698f423a1df9cf511": { + "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_4f7e3ce7693b45e593af9277cf057c0c", + "placeholder": "​", + "style": "IPY_MODEL_f0433ed275954c70be2619d832187730", + "value": " 100/100 [01:47<00:00,  1.40it/s]" + } + }, + "60dc826cf88f434a8d7523f00dd57819": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b317ddb6de2043859817536726a3ed5b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "154de68d85f541109f944b030a6eec30": { + "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": "" + } + }, + "b3d2148238234cf1836aacc219b89d56": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b1aeac8266a645dbba2273ca6e74615f": { + "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": "" + } + }, + "4f7e3ce7693b45e593af9277cf057c0c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f0433ed275954c70be2619d832187730": { + "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": "" + } + }, + "49e9d74045d14aee8152642f7c0f0e55": { + "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_1817df52ffd14957b6ae2227e9d940cd", + "IPY_MODEL_3779e1e1f1044537aa999f771ee97d7e", + "IPY_MODEL_98a24d12d3d34a4ea54115dd47befe10" + ], + "layout": "IPY_MODEL_e50c4a1c5cb64c4f8fb045a1536fc254" + } + }, + "1817df52ffd14957b6ae2227e9d940cd": { + "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_cf1c804c5bbb47529922a78b5bc4a571", + "placeholder": "​", + "style": "IPY_MODEL_3769052771744be49dbcc75fe2aff8cd", + "value": "100%" + } + }, + "3779e1e1f1044537aa999f771ee97d7e": { + "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_8352d52a86e04a828ff68e7067326d6b", + "max": 100, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_cfecbb21da7c4ff9b4569bd188eebfb4", + "value": 100 + } + }, + "98a24d12d3d34a4ea54115dd47befe10": { + "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_b795128603cf4ae39a4f600be7fd10be", + "placeholder": "​", + "style": "IPY_MODEL_a885c5c4729f47ae80c91afb4e033a0e", + "value": " 100/100 [00:05<00:00, 25.24it/s]" + } + }, + "e50c4a1c5cb64c4f8fb045a1536fc254": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "cf1c804c5bbb47529922a78b5bc4a571": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3769052771744be49dbcc75fe2aff8cd": { + "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": "" + } + }, + "8352d52a86e04a828ff68e7067326d6b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "cfecbb21da7c4ff9b4569bd188eebfb4": { + "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": "" + } + }, + "b795128603cf4ae39a4f600be7fd10be": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a885c5c4729f47ae80c91afb4e033a0e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + } + } + } + }, + "cells": [ + { + "cell_type": "code", + "source": [ + "pip install pyts" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "l2CAiYl7IRKK", + "outputId": "76dcb729-3bb4-45cf-f15a-1b134cd38bda" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: pyts in /usr/local/lib/python3.10/dist-packages (0.13.0)\n", + "Requirement already satisfied: numpy>=1.22.4 in /usr/local/lib/python3.10/dist-packages (from pyts) (1.25.2)\n", + "Requirement already satisfied: scipy>=1.8.1 in /usr/local/lib/python3.10/dist-packages (from pyts) (1.11.4)\n", + "Requirement already satisfied: scikit-learn>=1.2.0 in /usr/local/lib/python3.10/dist-packages (from pyts) (1.2.2)\n", + "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from pyts) (1.3.2)\n", + "Requirement already satisfied: numba>=0.55.2 in /usr/local/lib/python3.10/dist-packages (from pyts) (0.58.1)\n", + "Requirement already satisfied: llvmlite<0.42,>=0.41.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba>=0.55.2->pyts) (0.41.1)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=1.2.0->pyts) (3.4.0)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "!pip install git+https://github.com/kieferk/pymssa.git" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HkjFht5IwEyJ", + "outputId": "8af0f81f-3f0f-44de-d5f7-48e314eb81bf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting git+https://github.com/kieferk/pymssa.git\n", + " Cloning https://github.com/kieferk/pymssa.git to /tmp/pip-req-build-1haopf3f\n", + " Running command git clone --filter=blob:none --quiet https://github.com/kieferk/pymssa.git /tmp/pip-req-build-1haopf3f\n", + " Resolved https://github.com/kieferk/pymssa.git to commit 9d4d3e2c317ef64d0604796cf3fbdf9b5dc8e7fe\n", + " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (2.0.3)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (1.25.2)\n", + "Requirement already satisfied: pytest in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (7.4.4)\n", + "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (1.11.4)\n", + "Requirement already satisfied: numba in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (0.58.1)\n", + "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (4.66.2)\n", + "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (3.7.1)\n", + "Requirement already satisfied: toolz in /usr/local/lib/python3.10/dist-packages (from pymssa==0.1.0) (0.12.1)\n", + "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (1.2.0)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (0.12.1)\n", + "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (4.50.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (1.4.5)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (24.0)\n", + "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (9.4.0)\n", + "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (3.1.2)\n", + "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pymssa==0.1.0) (2.8.2)\n", + "Requirement already satisfied: llvmlite<0.42,>=0.41.0dev0 in /usr/local/lib/python3.10/dist-packages (from numba->pymssa==0.1.0) (0.41.1)\n", + "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->pymssa==0.1.0) (2023.4)\n", + "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas->pymssa==0.1.0) (2024.1)\n", + "Requirement already satisfied: iniconfig in /usr/local/lib/python3.10/dist-packages (from pytest->pymssa==0.1.0) (2.0.0)\n", + "Requirement already satisfied: pluggy<2.0,>=0.12 in /usr/local/lib/python3.10/dist-packages (from pytest->pymssa==0.1.0) (1.4.0)\n", + "Requirement already satisfied: exceptiongroup>=1.0.0rc8 in /usr/local/lib/python3.10/dist-packages (from pytest->pymssa==0.1.0) (1.2.0)\n", + "Requirement already satisfied: tomli>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from pytest->pymssa==0.1.0) (2.0.1)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->pymssa==0.1.0) (1.16.0)\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import numpy as np\n", + "import random as rn\n", + "import pandas as pd\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import LSTM, Dense, Normalization\n", + "\n", + "# Fix seed for NumPy\n", + "np.random.seed(42)\n", + "\n", + "# Fix seed for TensorFlow\n", + "tf.random.set_seed(42)\n", + "\n", + "rn.seed(42)\n", + "\n", + "tf.keras.utils.set_random_seed(42)" + ], + "metadata": { + "id": "DPAjym1NOPyj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# Data generation and plot" + ], + "metadata": { + "id": "391Mb-JwrN2d" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "wdd3K0E9DMzy" + }, + "outputs": [], + "source": [ + "def make_sine_ts(n_points, start_time=0, dimension=1, n_periods=4, ampl=10):\n", + " sigma = ampl / 10\n", + " time = np.arange(1, n_points + 1)\n", + " series_sine = ampl * np.sin(np.tile(time * (2 * np.pi * n_periods) / n_points + start_time, (dimension, 1)).T) + sigma * np.random.randn(n_points, dimension)\n", + " table = np.column_stack((time, series_sine))\n", + " columns = ['Time'] + [f'Sine_{i}' for i in range(1, dimension + 1)]\n", + " ts = pd.DataFrame(table, columns=columns)\n", + " return ts" + ] + }, + { + "cell_type": "code", + "source": [ + "# generate synthetic time series\n", + "ts1 = make_sine_ts(200, dimension=1)\n", + "ts2 = make_sine_ts(200, dimension=1, n_periods=2)\n", + "ts3 = make_sine_ts(200, dimension=1, n_periods=1)\n", + "ts = ts1\n", + "ts['Sine_2'] = ts2.iloc[:, 1]\n", + "ts['Sine_3'] = ts3.iloc[:, 1]\n", + "ts" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + }, + "id": "z25QSoBsDOEx", + "outputId": "56d9549d-d8ca-42fe-d069-d618b461115a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Time Sine_1 Sine_2 Sine_3\n", + "0 1.0 1.750046 0.985693 -1.280320\n", + "1 2.0 2.348635 1.814117 0.028530\n", + "2 3.0 4.328934 2.956864 0.946327\n", + "3 4.0 6.340567 3.540701 1.300313\n", + "4 5.0 5.643699 1.712501 1.114279\n", + ".. ... ... ... ...\n", + "195 196.0 -4.432219 -2.956075 -1.763349\n", + "196 197.0 -4.565103 -3.586948 -1.210958\n", + "197 198.0 -2.333174 0.100540 -1.606669\n", + "198 199.0 -1.195124 -0.742445 -0.758401\n", + "199 200.0 -1.142970 1.237816 0.377300\n", + "\n", + "[200 rows x 4 columns]" + ], + "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", + " \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", + "
TimeSine_1Sine_2Sine_3
01.01.7500460.985693-1.280320
12.02.3486351.8141170.028530
23.04.3289342.9568640.946327
34.06.3405673.5407011.300313
45.05.6436991.7125011.114279
...............
195196.0-4.432219-2.956075-1.763349
196197.0-4.565103-3.586948-1.210958
197198.0-2.3331740.100540-1.606669
198199.0-1.195124-0.742445-0.758401
199200.0-1.1429701.2378160.377300
\n", + "

200 rows × 4 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "ts1", + "summary": "{\n \"name\": \"ts1\",\n \"rows\": 200,\n \"fields\": [\n {\n \"column\": \"Time\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 57.879184513951124,\n \"min\": 1.0,\n \"max\": 200.0,\n \"num_unique_values\": 200,\n \"samples\": [\n 96.0,\n 16.0,\n 31.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sine_1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.236840594113781,\n \"min\": -11.939937408162491,\n \"max\": 12.286114619772176,\n \"num_unique_values\": 200,\n \"samples\": [\n -6.281051689149281,\n 8.485982995419223,\n -7.447177671516281\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sine_2\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.192321791443477,\n \"min\": -11.258734658466325,\n \"max\": 12.072654559968177,\n \"num_unique_values\": 200,\n \"samples\": [\n -3.1798084669092077,\n 9.202248475513418,\n 8.567398227165377\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sine_3\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7.187087196416713,\n \"min\": -12.348527906078665,\n \"max\": 11.373532822458642,\n \"num_unique_values\": 200,\n \"samples\": [\n 1.7922423793277038,\n 4.069050204460599,\n 7.087547230079842\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 49 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from pyts.decomposition import SingularSpectrumAnalysis\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "# Extract the values from the DataFrame\n", + "time_series_values = ts.iloc[:, 1:].values.T # Exclude the 'Time' column\n", + "\n", + "# Singular Spectrum Analysis\n", + "window_size = 6 # Adjust as needed\n", + "ssa = SingularSpectrumAnalysis(window_size=window_size, groups=\"auto\")\n", + "components = ssa.fit_transform(time_series_values)\n", + "\n", + "for graph_idx in range(0, time_series_values.shape[0]):\n", + " # Plot the original time series and its components\n", + " plt.figure(figsize=(12, 6))\n", + "\n", + " # Plot original time series\n", + " plt.subplot(2, 1, 1)\n", + " plt.plot(ts['Time'], time_series_values[graph_idx], label='Original Time Series', color='blue')\n", + " plt.title('Original Time Series')\n", + "\n", + " # Plot SSA components\n", + " for i in range(components.shape[1]):\n", + " plt.subplot(2, components.shape[1], components.shape[1] + i + 1)\n", + " plt.plot(ts['Time'], components[graph_idx, i, :], label=f'Component {i+1}', color='orange')\n", + " plt.title(f'Component {i+1}')\n", + "\n", + " plt.tight_layout()\n", + " plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "VSe-iTPwDmRc", + "outputId": "67c601fc-32fd-4b03-cbd5-ec7b03126a7b" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "time_series_values.shape" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "RWJG97Ymg6Wo", + "outputId": "cc3c051e-c6da-40e5-e0e5-409cf4ec4d25" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(3, 200)" + ] + }, + "metadata": {}, + "execution_count": 51 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "#MSSA" + ], + "metadata": { + "id": "GKFx6hrAF4vR" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import scipy\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import seaborn as sns\n", + "\n", + "from sklearn.metrics import mean_absolute_percentage_error\n", + "\n", + "from pymssa import MSSA" + ], + "metadata": { + "id": "hyGxsCVrzvdU" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def plot_forecast_complexity(mse, mape):\n", + " fig, axs = plt.subplots(1, 2, figsize=(12, 3)) # Adjust figsize as needed\n", + " axs = axs.flatten()\n", + " values = [mse, mape]\n", + " labels = [\"MSE\", \"MAPE\"]\n", + " for idx, ax in enumerate(axs):\n", + " sum_of_k_best = [1/k*sum(sorted(values[idx])[:k]) for k in range(1, len(values[idx]) + 1)]\n", + "\n", + " ax.plot(range(1, len(values[idx]) + 1), sum_of_k_best, marker='o')\n", + " ax.set_xlabel('k')\n", + " ax.set_ylabel(f'Sum of k Best {labels[idx]}')\n", + " ax.set_title(f'Sum of k Best {labels[idx]} Values for Predicted N Series')\n", + " ax.grid(True)\n", + " ax.invert_xaxis()\n", + "\n", + " plt.tight_layout() # Adjust subplot spacing\n", + " plt.show()" + ], + "metadata": { + "id": "bSaIpbYZEJHl" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def forecast_mssa(ts, tp, window_size, plot):\n", + " ts_tr = ts.iloc[:-tp, :]\n", + " tr_means = np.nanmean(ts_tr, axis=0)\n", + " ts_tr = ts_tr - tr_means\n", + "\n", + " ts_te = ts.iloc[-tp:, :] - tr_means\n", + "\n", + " mssa = MSSA(n_components='parallel_analysis',\n", + " pa_percentile_threshold=95,\n", + " window_size=window_size,\n", + " verbose=True)\n", + " mssa.fit(ts_tr)\n", + "\n", + " time_series_c = ts.iloc[:, :] - tr_means\n", + "\n", + " series_mape = []\n", + " series_mse = []\n", + "\n", + " fig, axs = plot #plt.subplots(3, 2, figsize=(12, 8)) # Adjust figsize as needed\n", + " axs = axs.flatten() # Flatten the 2D array for easy iteration\n", + "\n", + " for ts_index, (col, ax) in enumerate(zip(time_series_c.columns, axs)):\n", + " tr = np.zeros(time_series_c.shape[0])\n", + " tr[:] = np.nan\n", + "\n", + " te = np.copy(tr)\n", + "\n", + " tr[:-tp] = mssa.components_[ts_index, :, :].sum(axis=1)\n", + " fc = mssa.forecast(tp, timeseries_indices=ts_index)\n", + "\n", + " ytrue = ts_te.iloc[:, ts_index].values\n", + " yhat = fc.ravel()[~pd.isnull(ytrue)]\n", + " ytrue = ytrue[~pd.isnull(ytrue)]\n", + "\n", + " mape = mean_absolute_percentage_error(ytrue, yhat)\n", + " mse = mean_squared_error(ytrue, yhat)\n", + "\n", + " series_mape.append(mape)\n", + " series_mse.append(mse)\n", + "\n", + " te[-tp:] = fc\n", + "\n", + " ax.plot(time_series_c.index, time_series_c.iloc[:, ts_index].values + tr_means[ts_index], lw=3, alpha=0.2, c='k', label=time_series_c.columns[ts_index])\n", + " # ax.plot(time_series_c.index, tr + tr_means[ts_index], lw=2, c='steelblue', alpha=0.75, label='Train')\n", + " # ax.plot(time_series_c.index, te + tr_means[ts_index], lw=2, c='darkgoldenrod', label='Forecast')\n", + " ax.plot(time_series_c.index, te + tr_means[ts_index], lw=2, c='darkgoldenrod', label=f'Forecast {time_series_c.columns[ts_index]}')\n", + " # ax.set_xlabel(\"Time, h\")\n", + " # ax.set_ylabel(\"Energy Spot Price, EUR per MWh\")\n", + " ax.set_title('Forecast MAPE: {:.3f}, MSE: {:.3f}'.format(mape, mse))\n", + " ax.legend()\n", + "\n", + " plt.tight_layout() # Adjust subplot spacing\n", + " plt.show()\n", + "\n", + " plot_forecast_complexity(series_mse, series_mape)" + ], + "metadata": { + "id": "uGdT4EJH6M5u" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "#MSSA Forecast of synthetic data" + ], + "metadata": { + "id": "J2-6XayiGNST" + } + }, + { + "cell_type": "code", + "source": [ + "forecast_mssa(ts.iloc[:, [1, 2]], 40, 60, plt.subplots(1, 2, figsize=(16, 3)))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 720, + "referenced_widgets": [ + "f2d918487a2f4afe85d86d81ee384fd9", + "005f7147b2d948f086a528261accc18f", + "3047db2b21fc460d9afaea8664d950ca", + "ddfdd93e4943483cb01d39257819a4fa", + "aee3981042c34cd89aa52c3a90aff951", + "61140fc01c1d40848e94bf9fc38ef988", + "fae19bed69cf4b81b774f41565780024", + "510651f36ca2429ea8982b439ffed2be", + "2505b38952d7479985db7c943230c2f3", + "82add91452be499fa120d384b23a3a45", + "2a3e0fa328c2427ebdba225e0f2a93e9" + ] + }, + "id": "zpwxNXd_6lc8", + "outputId": "3549cbee-c929-4c98-c1c5-14490d7ff932" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Constructing trajectory matrix\n", + "Trajectory matrix shape: (120, 101)\n", + "Decomposing trajectory covariance matrix with SVD\n", + "Performing parallel analysis to determine optimal rank\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/100 [00:00" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "forecast_mssa(ts.iloc[:, [1]], 40, 60, plt.subplots(1, 1, figsize=(16, 3), squeeze=False))" + ], + "metadata": { + "id": "K4pkiEqa3OBJ", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 720, + "referenced_widgets": [ + "117bb25739ce47d1b0e1c9e6b8e073f5", + "97cf3913be6f4da7a6aae5fdd142757a", + "1a2c0dca74fa427188eb9033b43cd2b1", + "dee9340ac07a49d98e5fdb7be9378580", + "319853191800473d846b6ac891b97057", + "82c4e97bcdac4530bd44fcabf6011974", + "08d801e32e6a4d4caec94d97507b236d", + "a0d7b566559f4aef8b2ffa3bfd7a31e3", + "029189249c364d039b10461e0cc547f8", + "66af819f285e45698be17213b06935d8", + "1c1c892b14db40d9850fb72350b91d4c" + ] + }, + "outputId": "1abee021-489d-4e37-8b7b-e1a25a300d8e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Constructing trajectory matrix\n", + "Trajectory matrix shape: (60, 101)\n", + "Decomposing trajectory covariance matrix with SVD\n", + "Performing parallel analysis to determine optimal rank\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/100 [00:00" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# MSSA forecast of Electricity spot dataset price hourly for the last years\n" + ], + "metadata": { + "id": "QjzUJGTwRL0q" + } + }, + { + "cell_type": "code", + "source": [ + "# electricity_ts = pd.read_csv(\"/content/Elspotprices.csv\", delimiter=';', decimal=',')[:24*7][::-1]\n", + "# electricity_ts = electricity_ts.reset_index(drop=True)\n", + "# electricity_ts" + ], + "metadata": { + "id": "uG9hOw7_RUdH" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Data preparation, create new columns for each year" + ], + "metadata": { + "id": "-Je3caK9GwEq" + } + }, + { + "cell_type": "code", + "source": [ + "electricity = pd.read_csv(\"/content/Elspotprices.csv\", delimiter=';', decimal=',')[::-1]\n", + "electricity = electricity.reset_index(drop=True)\n", + "\n", + "# Convert to datetime\n", + "electricity['HourDK'] = pd.to_datetime(electricity['HourDK'])\n", + "\n", + "df = pd.DataFrame()\n", + "\n", + "# Create columns in the new DataFrame for each year and fill them with values\n", + "for year in electricity['HourDK'].dt.year.unique():\n", + " year_data = electricity[electricity['HourDK'].dt.year == year]['SpotPriceEUR'].reset_index(drop=True)\n", + " df[str(year)] = year_data\n", + "\n", + "df" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + }, + "id": "gU2NvJUwzjOL", + "outputId": "88f76a44-b6cd-4a1c-e1bc-31481576201e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " 2017 2018 2019 2020 2021 2022\n", + "0 20.959999 26.330000 28.320000 33.419998 50.869999 46.599998\n", + "1 20.900000 26.430000 10.070000 31.770000 48.189999 41.330002\n", + "2 18.129999 26.100000 -4.080000 31.570000 44.680000 42.180000\n", + "3 16.030001 24.700001 -9.910000 31.280001 42.919998 44.369999\n", + "4 16.430000 24.740000 -7.410000 30.850000 40.389999 37.669998\n", + "... ... ... ... ... ... ...\n", + "8755 26.840000 47.509998 33.849998 52.320000 48.009998 NaN\n", + "8756 25.940001 45.820000 33.540001 51.130001 33.959999 NaN\n", + "8757 25.340000 43.029999 33.169998 45.759998 33.080002 NaN\n", + "8758 25.680000 38.540001 33.040001 23.129999 32.340000 NaN\n", + "8759 25.650000 25.700001 30.830000 20.940001 29.760000 NaN\n", + "\n", + "[8760 rows x 6 columns]" + ], + "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", + " \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", + "
201720182019202020212022
020.95999926.33000028.32000033.41999850.86999946.599998
120.90000026.43000010.07000031.77000048.18999941.330002
218.12999926.100000-4.08000031.57000044.68000042.180000
316.03000124.700001-9.91000031.28000142.91999844.369999
416.43000024.740000-7.41000030.85000040.38999937.669998
.....................
875526.84000047.50999833.84999852.32000048.009998NaN
875625.94000145.82000033.54000151.13000133.959999NaN
875725.34000043.02999933.16999845.75999833.080002NaN
875825.68000038.54000133.04000123.12999932.340000NaN
875925.65000025.70000130.83000020.94000129.760000NaN
\n", + "

8760 rows × 6 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "df", + "summary": "{\n \"name\": \"df\",\n \"rows\": 8760,\n \"fields\": [\n {\n \"column\": \"2017\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 10.98284630985747,\n \"min\": -50.040001,\n \"max\": 120.010002,\n \"num_unique_values\": 3228,\n \"samples\": [\n 74.419998,\n 26.4,\n 29.02\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"2018\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 16.72021442644977,\n \"min\": -15.0,\n \"max\": 255.020004,\n \"num_unique_values\": 4242,\n \"samples\": [\n 75.349998,\n 68.57,\n 19.26\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"2019\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12.659193827045218,\n \"min\": -48.290001,\n \"max\": 109.449997,\n \"num_unique_values\": 3657,\n \"samples\": [\n 40.639999,\n 42.009998,\n 42.029999\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"2020\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 19.72146465731449,\n \"min\": -42.66,\n \"max\": 254.440002,\n \"num_unique_values\": 4607,\n \"samples\": [\n 4.75,\n 47.41,\n 31.17\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"2021\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 67.76314947763659,\n \"min\": -26.200001,\n \"max\": 626.059998,\n \"num_unique_values\": 6325,\n \"samples\": [\n 55.91,\n 54.470001,\n 99.760002\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"2022\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 153.18895170640502,\n \"min\": -0.1,\n \"max\": 871.0,\n \"num_unique_values\": 6183,\n \"samples\": [\n 290.570007,\n 196.210007,\n 309.079987\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 58 + } + ] + }, + { + "cell_type": "code", + "source": [ + "fig, ax = plt.subplots(figsize=(12,9))\n", + "sns.heatmap(df.corr(), cmap='coolwarm', ax=ax)\n", + "ax.set_title(f'Корреляция')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 793 + }, + "id": "OkvMWatq_jpI", + "outputId": "d7dd0ab4-9250-485a-ac45-2e89e53bf7bb" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Корреляция')" + ] + }, + "metadata": {}, + "execution_count": 68 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "forecast_mssa(df.iloc[:24*20, :], tp=24*2, window_size=24*7, plot=plt.subplots(3, 2, figsize=(16, 8)))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000, + "referenced_widgets": [ + "a62d94e20c4e4f9abe4cd9481795f845", + "353825fbb8cd4bb1b3985f3d0414e999", + "ac3014b51f39445287fa00573a53c7e2", + "d481a8ce308140d698f423a1df9cf511", + "60dc826cf88f434a8d7523f00dd57819", + "b317ddb6de2043859817536726a3ed5b", + "154de68d85f541109f944b030a6eec30", + "b3d2148238234cf1836aacc219b89d56", + "b1aeac8266a645dbba2273ca6e74615f", + "4f7e3ce7693b45e593af9277cf057c0c", + "f0433ed275954c70be2619d832187730" + ] + }, + "id": "16FMULNhTVT-", + "outputId": "39505086-3a2b-44d6-d066-598546d8326f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Constructing trajectory matrix\n", + "Trajectory matrix shape: (1008, 265)\n", + "Decomposing trajectory covariance matrix with SVD\n", + "Performing parallel analysis to determine optimal rank\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/100 [00:00" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# LSTM" + ], + "metadata": { + "id": "cxIVNy0LKOh-" + } + }, + { + "cell_type": "code", + "source": [ + "def prepare_data(series, window_size):\n", + " series = series.values\n", + " X, y = [], []\n", + " zeroes_array = np.zeros((window_size - 1, series.shape[1]))\n", + " series = np.vstack((zeroes_array, series))\n", + "\n", + " for id in range(series.shape[1]):\n", + " for i in range(series.shape[0]):\n", + " end_ix = i + window_size\n", + " if end_ix > len(series)-1:\n", + " break\n", + " seq_x, seq_y = series[i:end_ix, id], series[end_ix, id]\n", + " X.append(seq_x)\n", + " y.append(seq_y)\n", + " return np.array(X), np.array(y)\n", + "\n", + "def forecast(tp, model, x_input):\n", + " fc = []\n", + " for _ in range(tp): # Predict next tp steps\n", + " y_pred = model.predict(x_input.reshape((1, -1)), verbose=0)\n", + " fc.append(y_pred[0])\n", + " x_input = np.append(x_input[1:], y_pred[0])\n", + " return np.array(fc)\n", + "\n", + "def forecast_LSTM(ts, tp, window_size, plot):\n", + " ts_tr = ts.iloc[:-tp, :]\n", + " tr_means = np.nanmean(ts_tr, axis=0)\n", + " ts_tr = ts_tr - tr_means\n", + "\n", + " ts_te = ts.iloc[-tp:, :] - tr_means\n", + "\n", + " # Build the LSTM Model\n", + " model = Sequential([\n", + " LSTM(100, activation='relu', return_sequences=True, input_shape=(window_size, 1)),\n", + " LSTM(100, activation='relu'),\n", + " Dense(1)\n", + " ])\n", + "\n", + " # Compile the Model\n", + " model.compile(optimizer='adam', loss='mse')\n", + "\n", + " print(model.summary())\n", + "\n", + " # Prepare the data\n", + " X, y = prepare_data(ts_tr, window_size)\n", + "\n", + " # Train the Model\n", + " model.fit(X, y, epochs=200, verbose=0)\n", + "\n", + " time_series_c = ts.iloc[:, :] - tr_means\n", + "\n", + " fig, axs = plot #plt.subplots(3, 2, figsize=(12, 8)) # Adjust figsize as needed\n", + " axs = axs.flatten() # Flatten the 2D array for easy iteration\n", + "\n", + " series_mape = []\n", + " series_mse = []\n", + "\n", + " for ts_index, (col, ax) in enumerate(zip(time_series_c.columns, axs)):\n", + " tr = np.zeros(time_series_c.shape[0])\n", + " tr[:] = np.nan\n", + "\n", + " te = np.copy(tr)\n", + "\n", + " X_idx, y_idx = prepare_data(ts_tr.iloc[:, [ts_index]], window_size)\n", + "\n", + " tr[1:-tp] = model.predict(X_idx, verbose=1).reshape((-1))\n", + "\n", + " fc = forecast(tp, model, ts_tr.iloc[-window_size:, ts_index].values)\n", + "\n", + " ytrue = ts_te.iloc[:, ts_index].values\n", + " yhat = fc.ravel()[~pd.isnull(ytrue)]\n", + " ytrue = ytrue[~pd.isnull(ytrue)]\n", + "\n", + " mape = mean_absolute_percentage_error(ytrue, yhat)\n", + " mse = mean_squared_error(ytrue, yhat)\n", + "\n", + " series_mape.append(mape)\n", + " series_mse.append(mse)\n", + "\n", + " te[-tp:] = fc.reshape(-1)\n", + "\n", + " ax.plot(time_series_c.index, time_series_c.iloc[:, ts_index].values + tr_means[ts_index], lw=3, alpha=0.2, c='k', label=time_series_c.columns[ts_index])\n", + " # ax.plot(time_series_c.index, tr + tr_means[ts_index], lw=2, c='steelblue', alpha=0.75, label='Train')\n", + " ax.plot(time_series_c.index, te + tr_means[ts_index], lw=2, c='darkgoldenrod', label='Forecast')\n", + " # ax.set_xlabel(\"Time, h\")\n", + " # ax.set_ylabel(\"Energy Spot Price, EUR per MWh\")\n", + " ax.set_title('Forecast MAPE: {:.3f}, MSE: {:.3f}'.format(mape, mse))\n", + " ax.legend()\n", + "\n", + " plt.tight_layout() # Adjust subplot spacing\n", + " plt.show()" + ], + "metadata": { + "id": "hqzVp3vFMPy7" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# LSTM forecast of synthetic data" + ], + "metadata": { + "id": "ahqg4I2xm79a" + } + }, + { + "cell_type": "code", + "source": [ + "forecast_LSTM(ts.iloc[:, [1]], tp=40, window_size=60, plot=plt.subplots(1, 1, figsize=(16, 3), squeeze=False))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 572 + }, + "id": "sK1eQZFiLgrD", + "outputId": "1de177fe-e697-4522-d503-dc0932af6ea5" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential_4\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " lstm_8 (LSTM) (None, 60, 100) 40800 \n", + " \n", + " lstm_9 (LSTM) (None, 100) 80400 \n", + " \n", + " dense_4 (Dense) (None, 1) 101 \n", + " \n", + "=================================================================\n", + "Total params: 121301 (473.83 KB)\n", + "Trainable params: 121301 (473.83 KB)\n", + "Non-trainable params: 0 (0.00 Byte)\n", + "_________________________________________________________________\n", + "None\n", + "5/5 [==============================] - 1s 56ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "forecast_LSTM(ts.iloc[:, [2]])" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 905 + }, + "id": "pnejEfRlm4Ym", + "outputId": "1e9b67de-c27f-46d4-d22a-a64f04534d2f" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " lstm_2 (LSTM) (None, 60, 100) 40800 \n", + " \n", + " lstm_3 (LSTM) (None, 100) 80400 \n", + " \n", + " dense_1 (Dense) (None, 1) 101 \n", + " \n", + "=================================================================\n", + "Total params: 121301 (473.83 KB)\n", + "Trainable params: 121301 (473.83 KB)\n", + "Non-trainable params: 0 (0.00 Byte)\n", + "_________________________________________________________________\n", + "None\n", + "5/5 [==============================] - 0s 28ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "# LSTM & MSSA forecast of synthetic data with high noise" + ], + "metadata": { + "id": "xUxHgPyuwdyU" + } + }, + { + "cell_type": "code", + "source": [ + "# generate synthetic time series\n", + "ts1 = make_sine_ts(200, 1, ampl=40)\n", + "ts2 = make_sine_ts(200, 1, n_periods=2, ampl=40)\n", + "ts3 = make_sine_ts(200, 1, n_periods=1, ampl=40)\n", + "ts_high_ampl = ts1\n", + "ts_high_ampl['Sine_2'] = ts2.iloc[:, 1]\n", + "ts_high_ampl['Sine_3'] = ts3.iloc[:, 1]\n", + "ts_high_ampl" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + }, + "id": "HQQhnoS_FlFw", + "outputId": "abbd4375-ab27-41a0-d1da-336135c3f8cd" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Time Sine_1 Sine_2 Sine_3\n", + "0 1.0 37.915520 33.911961 37.506576\n", + "1 2.0 41.284971 37.026851 34.641569\n", + "2 3.0 39.022336 35.151011 33.484848\n", + "3 4.0 34.711085 35.285998 31.569499\n", + "4 5.0 39.162511 36.166419 34.156853\n", + ".. ... ... ... ...\n", + "195 196.0 18.339694 30.327600 36.528004\n", + "196 197.0 26.013285 29.268195 29.267919\n", + "197 198.0 30.805180 28.552678 28.190738\n", + "198 199.0 28.570140 28.096436 38.583278\n", + "199 200.0 41.474918 29.502742 34.649846\n", + "\n", + "[200 rows x 4 columns]" + ], + "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", + " \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", + "
TimeSine_1Sine_2Sine_3
01.037.91552033.91196137.506576
12.041.28497137.02685134.641569
23.039.02233635.15101133.484848
34.034.71108535.28599831.569499
45.039.16251136.16641934.156853
...............
195196.018.33969430.32760036.528004
196197.026.01328529.26819529.267919
197198.030.80518028.55267828.190738
198199.028.57014028.09643638.583278
199200.041.47491829.50274234.649846
\n", + "

200 rows × 4 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "dataframe", + "variable_name": "ts1", + "summary": "{\n \"name\": \"ts1\",\n \"rows\": 200,\n \"fields\": [\n {\n \"column\": \"Time\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 57.879184513951124,\n \"min\": 1.0,\n \"max\": 200.0,\n \"num_unique_values\": 200,\n \"samples\": [\n 96.0,\n 16.0,\n 31.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sine_1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 28.797118477654738,\n \"min\": -45.52100780556315,\n \"max\": 44.43482766448243,\n \"num_unique_values\": 200,\n \"samples\": [\n 20.17201471397546,\n 0.3714574383933664,\n -41.10653689765121\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sine_2\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 28.279327574020392,\n \"min\": -48.59584160140807,\n \"max\": 45.01525648664736,\n \"num_unique_values\": 200,\n \"samples\": [\n 28.989211179668416,\n 34.23198431514932,\n 11.104650471275164\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Sine_3\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 28.496881153834902,\n \"min\": -44.62088336473774,\n \"max\": 48.42415790674856,\n \"num_unique_values\": 200,\n \"samples\": [\n -30.528177190315557,\n 42.143201249008406,\n 41.92202264780896\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" + } + }, + "metadata": {}, + "execution_count": 64 + } + ] + }, + { + "cell_type": "code", + "source": [ + "forecast_LSTM(ts_high_ampl.iloc[:, [1]], tp=40, window_size=60, plot=plt.subplots(1, 1, figsize=(16, 3), squeeze=False))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 622 + }, + "id": "_UmxexcrF4M7", + "outputId": "1a549ae9-e569-459b-d3e5-6c4ca65b7027" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"sequential_16\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " lstm_32 (LSTM) (None, 60, 100) 40800 \n", + " \n", + " lstm_33 (LSTM) (None, 100) 80400 \n", + " \n", + " dense_16 (Dense) (None, 1) 101 \n", + " \n", + "=================================================================\n", + "Total params: 121301 (473.83 KB)\n", + "Trainable params: 121301 (473.83 KB)\n", + "Non-trainable params: 0 (0.00 Byte)\n", + "_________________________________________________________________\n", + "None\n", + "5/5 [==============================] - 0s 25ms/step\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "forecast_mssa(ts.iloc[:, [1, 2]], 40, 60, plt.subplots(1, 2, figsize=(16, 3)))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 720, + "referenced_widgets": [ + "49e9d74045d14aee8152642f7c0f0e55", + "1817df52ffd14957b6ae2227e9d940cd", + "3779e1e1f1044537aa999f771ee97d7e", + "98a24d12d3d34a4ea54115dd47befe10", + "e50c4a1c5cb64c4f8fb045a1536fc254", + "cf1c804c5bbb47529922a78b5bc4a571", + "3769052771744be49dbcc75fe2aff8cd", + "8352d52a86e04a828ff68e7067326d6b", + "cfecbb21da7c4ff9b4569bd188eebfb4", + "b795128603cf4ae39a4f600be7fd10be", + "a885c5c4729f47ae80c91afb4e033a0e" + ] + }, + "id": "baV1oQ1KT306", + "outputId": "56bebc39-3444-426f-9b09-08f09c0cfb9a" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Constructing trajectory matrix\n", + "Trajectory matrix shape: (120, 101)\n", + "Decomposing trajectory covariance matrix with SVD\n", + "Performing parallel analysis to determine optimal rank\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " 0%| | 0/100 [00:00" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "# Assuming 'data' is a DataFrame containing your time series\n", + "fig, axs = plt.subplots(3, 2, figsize=(12, 8)) # Adjust figsize as needed\n", + "axs = axs.flatten() # Flatten the 2D array for easy iteration\n", + "\n", + "for i, (col, ax) in enumerate(zip(df.columns, axs)):\n", + " ax.plot(df.index, df[col], label=col, color=f'C{i}')\n", + " ax.set_title(col)\n", + " ax.legend()\n", + "\n", + "plt.tight_layout() # Adjust subplot spacing\n", + "plt.show()" + ], + "metadata": { + "id": "FjkqMuhldIwv" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# LSTM forecast of Electricity spot dataset price hourly for the last years" + ], + "metadata": { + "id": "ExtslGgItUCE" + } + }, + { + "cell_type": "code", + "source": [ + "# forecast_LSTM(df.iloc[:24*20, [0]], tp=24*2, window_size=24*7)" + ], + "metadata": { + "id": "zpaOwKZqtcFk" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "# Forecast with new method (TODO: recovery to original space)" + ], + "metadata": { + "id": "68jZbwWpYWub" + } + }, + { + "cell_type": "code", + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.manifold import MDS\n", + "from sklearn.metrics import mean_squared_error\n", + "from scipy.linalg import hankel\n", + "from sklearn.covariance import LedoitWolf" + ], + "metadata": { + "id": "zSrJWMwb5963" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "time_series_data = ts.iloc[:, 1:]\n", + "time_series_data" + ], + "metadata": { + "id": "vM3_Tvq9_ODk" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "time_series_data.shape" + ], + "metadata": { + "id": "5oL91A1MMD1i" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "window_size" + ], + "metadata": { + "id": "Lw8VtWANCKRp" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def create_hankel_matrix(time_series, window_size):\n", + " hankel_matrix = hankel(time_series[:-window_size+1], time_series[-window_size:])\n", + " return hankel_matrix" + ], + "metadata": { + "id": "IX0QaWv1_U0e" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def calculate_distance_matrix(matrices):\n", + " # Check if the matrices have the same number of vectors\n", + "\n", + " distances_matrix = np.zeros((matrices.shape[1], matrices.shape[0], matrices.shape[0]))\n", + "\n", + " # Iterate through the vectors in the matrices\n", + " for i in range(matrices.shape[0]):\n", + " for j in range(matrices.shape[0]):\n", + " for t in range(matrices.shape[1]):\n", + " distance = np.linalg.norm(matrices[i, t, :].T @ matrices[j, t, :])\n", + " distances_matrix[t, i, j] = distance\n", + " return distances_matrix" + ], + "metadata": { + "id": "E1A5wfDRCnlh" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def reshape_to_2d(matrix):\n", + " return matrix.reshape(matrix.shape[0], -1)\n", + "\n", + "def reshape_to_3d(matrix, num):\n", + " return matrix.reshape(matrix.shape[0], num, -1)" + ], + "metadata": { + "id": "Nfs2Jg3uKEKI" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def get_distance_matrix(time_series, window_size=6):\n", + " matrices = np.stack([create_hankel_matrix(time_series.iloc[:, i], window_size) for i in range(time_series.shape[1])])\n", + " distances = calculate_distance_matrix(matrices)\n", + " return distances" + ], + "metadata": { + "id": "pf1HrIN9LtZ2" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "distances = get_distance_matrix(time_series_data)\n", + "\n", + "# Split the data into train and test sets\n", + "X_train, X_test, y_train, y_test = train_test_split(reshape_to_2d(distances[:-1]), reshape_to_2d(distances[1:]), test_size=0.2, random_state=42)\n", + "\n", + "# Train a simple linear regression model\n", + "model = LinearRegression()\n", + "model.fit(X_train, y_train)\n", + "\n", + "# Make predictions on the test set\n", + "y_pred = model.predict(X_test)\n", + "\n", + "# Calculate Mean Squared Error (MSE)\n", + "mse = mean_squared_error(y_test, y_pred)\n", + "print(f'Mean Squared Error: {mse}')\n", + "\n", + "X_test.shape" + ], + "metadata": { + "id": "XUxlNMvXHdg9" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def predict(time_series, model):\n", + " distances = get_distance_matrix(time_series)\n", + "\n", + " X_dist = reshape_to_2d(distances)\n", + "\n", + " y_dist = reshape_to_3d(model.predict(X_dist), distances.shape[1])\n", + "\n", + " y_pred = decoder(y_dist)\n", + "\n", + " return y_pred" + ], + "metadata": { + "id": "Fo6w5Ri2I1o1" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "qI84tfOzzQbB" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file