Cross_encoder_with_TVs.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOuNZhOXb6jjl8xzlhf8T7K"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "e74d4fe81cd9453a900caa21acd61397": {
          "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_0b5bfa49236345a5a70830ca8cc7ae33",
              "IPY_MODEL_5516c75cb827416d8176535379ff1a69",
              "IPY_MODEL_1cd71cb7e788437a859af2d894204a13"
            ],
            "layout": "IPY_MODEL_90f82880fb964507a6a5fbbf045815e0"
          }
        },
        "0b5bfa49236345a5a70830ca8cc7ae33": {
          "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_74753a2376504afcae3e0005ed4af94b",
            "placeholder": "​",
            "style": "IPY_MODEL_f4064f5516c5426fbc8bb15c08e2db4c",
            "value": "config.json: 100%"
          }
        },
        "5516c75cb827416d8176535379ff1a69": {
          "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_821ee60ad88948dbb180859cb4061c5f",
            "max": 791,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_728f6ea05b9a42f98697a2c94e1efbf5",
            "value": 791
          }
        },
        "1cd71cb7e788437a859af2d894204a13": {
          "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_248de88dfce04df599a9cf2b74f610b6",
            "placeholder": "​",
            "style": "IPY_MODEL_834bb5858d504db9a6c8242fc8b39ac4",
            "value": " 791/791 [00:00&lt;00:00, 41.4kB/s]"
          }
        },
        "90f82880fb964507a6a5fbbf045815e0": {
          "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
          }
        },
        "74753a2376504afcae3e0005ed4af94b": {
          "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
          }
        },
        "f4064f5516c5426fbc8bb15c08e2db4c": {
          "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": ""
          }
        },
        "821ee60ad88948dbb180859cb4061c5f": {
          "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
          }
        },
        "728f6ea05b9a42f98697a2c94e1efbf5": {
          "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": ""
          }
        },
        "248de88dfce04df599a9cf2b74f610b6": {
          "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
          }
        },
        "834bb5858d504db9a6c8242fc8b39ac4": {
          "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": ""
          }
        },
        "6d3072a89d244e9ca35967e6046342ec": {
          "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_70b9a959d62b471fbb222e30e824f4ca",
              "IPY_MODEL_a103c276e8af4caf9a8884ddcb65ae58",
              "IPY_MODEL_08fbd67e9c914594bc5b122576ec1c65"
            ],
            "layout": "IPY_MODEL_6fc0909536024f46ba90327357f4c998"
          }
        },
        "70b9a959d62b471fbb222e30e824f4ca": {
          "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_4dc1fb108f994401ab93a5ef5fcf869d",
            "placeholder": "​",
            "style": "IPY_MODEL_2928bd5893304b3d989f7b78a48eea6b",
            "value": "pytorch_model.bin: 100%"
          }
        },
        "a103c276e8af4caf9a8884ddcb65ae58": {
          "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_962378875dc9424696ff749385667c05",
            "max": 133530889,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_1aed0f40938949e0835bbca1c4469aaf",
            "value": 133530889
          }
        },
        "08fbd67e9c914594bc5b122576ec1c65": {
          "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_08f2211256324abd8a7921144e350a40",
            "placeholder": "​",
            "style": "IPY_MODEL_a40c0ccb8f0e45b9b28a48672e073c47",
            "value": " 134M/134M [00:02&lt;00:00, 54.3MB/s]"
          }
        },
        "6fc0909536024f46ba90327357f4c998": {
          "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
          }
        },
        "4dc1fb108f994401ab93a5ef5fcf869d": {
          "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
          }
        },
        "2928bd5893304b3d989f7b78a48eea6b": {
          "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": ""
          }
        },
        "962378875dc9424696ff749385667c05": {
          "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
          }
        },
        "1aed0f40938949e0835bbca1c4469aaf": {
          "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": ""
          }
        },
        "08f2211256324abd8a7921144e350a40": {
          "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
          }
        },
        "a40c0ccb8f0e45b9b28a48672e073c47": {
          "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": ""
          }
        },
        "c3aa1bdd4ed54e81bf93ace02f603eb6": {
          "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_ab9b95927c89417384cab8781f76dec3",
              "IPY_MODEL_a9f055c0fa6b40cb8f311c321577906c",
              "IPY_MODEL_1b25c666260e4b239de7627761d514cb"
            ],
            "layout": "IPY_MODEL_30572e136ae7482fbb13a09437da3112"
          }
        },
        "ab9b95927c89417384cab8781f76dec3": {
          "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_0e99b378a7c847ffaa3cea53aa849b24",
            "placeholder": "​",
            "style": "IPY_MODEL_fb13589b066841a4b652dbdec3e1043b",
            "value": "tokenizer_config.json: 100%"
          }
        },
        "a9f055c0fa6b40cb8f311c321577906c": {
          "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_dc8cf74c0473492bab6074e448e99169",
            "max": 316,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_2d50eb793469467bb2e6caae4921451f",
            "value": 316
          }
        },
        "1b25c666260e4b239de7627761d514cb": {
          "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_4223e4e86a86468a84b5a4b06ec78763",
            "placeholder": "​",
            "style": "IPY_MODEL_1cc0c31414034188ad5d7308811e3375",
            "value": " 316/316 [00:00&lt;00:00, 8.23kB/s]"
          }
        },
        "30572e136ae7482fbb13a09437da3112": {
          "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
          }
        },
        "0e99b378a7c847ffaa3cea53aa849b24": {
          "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
          }
        },
        "fb13589b066841a4b652dbdec3e1043b": {
          "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": ""
          }
        },
        "dc8cf74c0473492bab6074e448e99169": {
          "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
          }
        },
        "2d50eb793469467bb2e6caae4921451f": {
          "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": ""
          }
        },
        "4223e4e86a86468a84b5a4b06ec78763": {
          "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
          }
        },
        "1cc0c31414034188ad5d7308811e3375": {
          "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": ""
          }
        },
        "75a423272aaa4701a22859b14fc8d8f5": {
          "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_6e36de24eeab4663a06e1ff8caed30a9",
              "IPY_MODEL_865cac334f7642d6a86cac0f6f568dac",
              "IPY_MODEL_ebc367e597e348d9a9fcdb7f8d393a37"
            ],
            "layout": "IPY_MODEL_2ed6dd90069d4e869ff27d75c712e911"
          }
        },
        "6e36de24eeab4663a06e1ff8caed30a9": {
          "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_0f6f1d951871424881ce0af519e82441",
            "placeholder": "​",
            "style": "IPY_MODEL_3c55820c9c7c4d8a87a27e66f8a6ca0b",
            "value": "vocab.txt: 100%"
          }
        },
        "865cac334f7642d6a86cac0f6f568dac": {
          "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_09f23dfe3e3b49638711f49679fb0819",
            "max": 231508,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4eec526cea064e4eb0203bd8621e0e0c",
            "value": 231508
          }
        },
        "ebc367e597e348d9a9fcdb7f8d393a37": {
          "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_5abd4bd39f7144b78fa3b7c3bed0e2ff",
            "placeholder": "​",
            "style": "IPY_MODEL_9fffeb68f2274d62b6a20c8c648b9831",
            "value": " 232k/232k [00:00&lt;00:00, 3.04MB/s]"
          }
        },
        "2ed6dd90069d4e869ff27d75c712e911": {
          "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
          }
        },
        "0f6f1d951871424881ce0af519e82441": {
          "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
          }
        },
        "3c55820c9c7c4d8a87a27e66f8a6ca0b": {
          "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": ""
          }
        },
        "09f23dfe3e3b49638711f49679fb0819": {
          "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
          }
        },
        "4eec526cea064e4eb0203bd8621e0e0c": {
          "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": ""
          }
        },
        "5abd4bd39f7144b78fa3b7c3bed0e2ff": {
          "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
          }
        },
        "9fffeb68f2274d62b6a20c8c648b9831": {
          "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": ""
          }
        },
        "69c7d64507234ec383605a76d329a8a8": {
          "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_07bace9a9e784d3e876da0cd929c5eb7",
              "IPY_MODEL_2bd8d22d795f431d9893acf312843ae4",
              "IPY_MODEL_592eca6a4be142e8851a0c755cd29283"
            ],
            "layout": "IPY_MODEL_4afd0a6737ba48dc8977b2094a8794a1"
          }
        },
        "07bace9a9e784d3e876da0cd929c5eb7": {
          "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_002b4feacdb445bca53cb3339ef6879f",
            "placeholder": "​",
            "style": "IPY_MODEL_bdec490fe52d4d4bbbde4641e5161d52",
            "value": "special_tokens_map.json: 100%"
          }
        },
        "2bd8d22d795f431d9893acf312843ae4": {
          "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_50b2ed1ac2f44898967952d694a70f1e",
            "max": 112,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4329518f47364b20ac62b2eefc797d71",
            "value": 112
          }
        },
        "592eca6a4be142e8851a0c755cd29283": {
          "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_f14ca2ddb6f0451e97fc977f8f707351",
            "placeholder": "​",
            "style": "IPY_MODEL_88d5d68929604567bcb3389e8a117624",
            "value": " 112/112 [00:00&lt;00:00, 5.25kB/s]"
          }
        },
        "4afd0a6737ba48dc8977b2094a8794a1": {
          "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
          }
        },
        "002b4feacdb445bca53cb3339ef6879f": {
          "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
          }
        },
        "bdec490fe52d4d4bbbde4641e5161d52": {
          "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": ""
          }
        },
        "50b2ed1ac2f44898967952d694a70f1e": {
          "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
          }
        },
        "4329518f47364b20ac62b2eefc797d71": {
          "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": ""
          }
        },
        "f14ca2ddb6f0451e97fc977f8f707351": {
          "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
          }
        },
        "88d5d68929604567bcb3389e8a117624": {
          "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",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "tJg5QtuDlkGo",
        "outputId": "2ee60f2a-6be3-4b88-ad24-53b97cb6cd39"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Successfully installed nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.40 nvidia-nvtx-cu12-12.1.105 sentence-transformers-3.0.1\n"
          ]
        }
      ],
      "source": [
        "# !pip install flashrank\n",
        "!pip install transformers\n",
        "!pip install sentence-transformers\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sentence_transformers import CrossEncoder\n",
        "\n",
        "# Load a pre-trained cross-encoder model from Sentence Transformers\n",
        "model_name = \"cross-encoder/ms-marco-MiniLM-L-12-v2\"\n",
        "model = CrossEncoder(model_name)\n",
        "\n",
        "# Define the query\n",
        "query = \"galaxy\"\n",
        "\n",
        "# Define the list of search results\n",
        "search_results = [\n",
        "    \"SM-S928WLBFXAC | Galaxy S24 Ultra (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-12 00:00:00 | Meet the new Galaxy S24 Ultra, the smartphone packed with industry-leading camera, performance and world-changing Galaxy AI. Epic, just like that. | ['Made with titanium. Built to last', 'Industry-leading hardware meets innovative AI', '200MP high-resolution photography & hyper-realistic gameplay']\",\n",
        "    \"SM-S928WZTFXAC | Galaxy S24 Ultra | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 Ultra, the smartphone packed with industry-leading camera, performance and world-changing Galaxy AI. Epic, just like that. | ['Made with titanium. Built to last', 'Industry-leading hardware meets innovative AI', '200MP high-resolution photography & hyper-realistic gameplay']\",\n",
        "    \"SM-S921WLBEXAC | Galaxy S24 (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-12 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\",\n",
        "    \"SM-S926WZVEXAC | Galaxy S24+ | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\",\n",
        "    \"SM-S926WLBEXAC | Galaxy S24+ (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\"\n",
        "]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 457,
          "referenced_widgets": [
            "e74d4fe81cd9453a900caa21acd61397",
            "0b5bfa49236345a5a70830ca8cc7ae33",
            "5516c75cb827416d8176535379ff1a69",
            "1cd71cb7e788437a859af2d894204a13",
            "90f82880fb964507a6a5fbbf045815e0",
            "74753a2376504afcae3e0005ed4af94b",
            "f4064f5516c5426fbc8bb15c08e2db4c",
            "821ee60ad88948dbb180859cb4061c5f",
            "728f6ea05b9a42f98697a2c94e1efbf5",
            "248de88dfce04df599a9cf2b74f610b6",
            "834bb5858d504db9a6c8242fc8b39ac4",
            "6d3072a89d244e9ca35967e6046342ec",
            "70b9a959d62b471fbb222e30e824f4ca",
            "a103c276e8af4caf9a8884ddcb65ae58",
            "08fbd67e9c914594bc5b122576ec1c65",
            "6fc0909536024f46ba90327357f4c998",
            "4dc1fb108f994401ab93a5ef5fcf869d",
            "2928bd5893304b3d989f7b78a48eea6b",
            "962378875dc9424696ff749385667c05",
            "1aed0f40938949e0835bbca1c4469aaf",
            "08f2211256324abd8a7921144e350a40",
            "a40c0ccb8f0e45b9b28a48672e073c47",
            "c3aa1bdd4ed54e81bf93ace02f603eb6",
            "ab9b95927c89417384cab8781f76dec3",
            "a9f055c0fa6b40cb8f311c321577906c",
            "1b25c666260e4b239de7627761d514cb",
            "30572e136ae7482fbb13a09437da3112",
            "0e99b378a7c847ffaa3cea53aa849b24",
            "fb13589b066841a4b652dbdec3e1043b",
            "dc8cf74c0473492bab6074e448e99169",
            "2d50eb793469467bb2e6caae4921451f",
            "4223e4e86a86468a84b5a4b06ec78763",
            "1cc0c31414034188ad5d7308811e3375",
            "75a423272aaa4701a22859b14fc8d8f5",
            "6e36de24eeab4663a06e1ff8caed30a9",
            "865cac334f7642d6a86cac0f6f568dac",
            "ebc367e597e348d9a9fcdb7f8d393a37",
            "2ed6dd90069d4e869ff27d75c712e911",
            "0f6f1d951871424881ce0af519e82441",
            "3c55820c9c7c4d8a87a27e66f8a6ca0b",
            "09f23dfe3e3b49638711f49679fb0819",
            "4eec526cea064e4eb0203bd8621e0e0c",
            "5abd4bd39f7144b78fa3b7c3bed0e2ff",
            "9fffeb68f2274d62b6a20c8c648b9831",
            "69c7d64507234ec383605a76d329a8a8",
            "07bace9a9e784d3e876da0cd929c5eb7",
            "2bd8d22d795f431d9893acf312843ae4",
            "592eca6a4be142e8851a0c755cd29283",
            "4afd0a6737ba48dc8977b2094a8794a1",
            "002b4feacdb445bca53cb3339ef6879f",
            "bdec490fe52d4d4bbbde4641e5161d52",
            "50b2ed1ac2f44898967952d694a70f1e",
            "4329518f47364b20ac62b2eefc797d71",
            "f14ca2ddb6f0451e97fc977f8f707351",
            "88d5d68929604567bcb3389e8a117624"
          ]
        },
        "id": "FyLhL3sEmxJA",
        "outputId": "f25bd533-2c00-4ffe-c30e-868239825ce4"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
            "  from tqdm.autonotebook import tqdm, trange\n",
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
            "  warnings.warn(\n",
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n",
            "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
            "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
            "You will be able to reuse this secret in all of your notebooks.\n",
            "Please note that authentication is recommended but still optional to access public models or datasets.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/791 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e74d4fe81cd9453a900caa21acd61397"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "pytorch_model.bin:   0%|          | 0.00/134M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "6d3072a89d244e9ca35967e6046342ec"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/316 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c3aa1bdd4ed54e81bf93ace02f603eb6"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "75a423272aaa4701a22859b14fc8d8f5"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/112 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "69c7d64507234ec383605a76d329a8a8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: 2.9649 | Search Result: SM-S926WZVEXAC | Galaxy S24+ | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\n",
            "Relevance score: 2.7828 | Search Result: SM-S926WLBEXAC | Galaxy S24+ (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\n",
            "Relevance score: 2.7708 | Search Result: SM-S921WLBEXAC | Galaxy S24 (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-12 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\n",
            "Relevance score: 2.5244 | Search Result: SM-S928WZTFXAC | Galaxy S24 Ultra | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 Ultra, the smartphone packed with industry-leading camera, performance and world-changing Galaxy AI. Epic, just like that. | ['Made with titanium. Built to last', 'Industry-leading hardware meets innovative AI', '200MP high-resolution photography & hyper-realistic gameplay']\n",
            "Relevance score: 2.3220 | Search Result: SM-S928WLBFXAC | Galaxy S24 Ultra (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-12 00:00:00 | Meet the new Galaxy S24 Ultra, the smartphone packed with industry-leading camera, performance and world-changing Galaxy AI. Epic, just like that. | ['Made with titanium. Built to last', 'Industry-leading hardware meets innovative AI', '200MP high-resolution photography & hyper-realistic gameplay']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "search_results = [\n",
        "    \"SM-S928WLBFXAC | Galaxy S24 Ultra (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-12 00:00:00 | Meet the new Galaxy S24 Ultra, the smartphone packed with industry-leading camera, performance and world-changing Galaxy AI. Epic, just like that. | ['Made with titanium. Built to last', 'Industry-leading hardware meets innovative AI', '200MP high-resolution photography & hyper-realistic gameplay']\",\n",
        "    \"SM-S928WZTFXAC | Galaxy S24 Ultra | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 Ultra, the smartphone packed with industry-leading camera, performance and world-changing Galaxy AI. Epic, just like that. | ['Made with titanium. Built to last', 'Industry-leading hardware meets innovative AI', '200MP high-resolution photography & hyper-realistic gameplay']\",\n",
        "    \"SM-S921WLBEXAC | Galaxy S24 (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-12 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\",\n",
        "    \"SM-S926WZVEXAC | Galaxy S24+ | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\",\n",
        "    \"SM-S926WLBEXAC | Galaxy S24+ (Online Exclusive) | Mobile | Smartphones | Galaxy S | 2023-12-11 00:00:00 | Meet the new Galaxy S24 and S24+, the smartphones that are setting the new standard of mobile, now with Galaxy AI. Epic, just like that. | ['Shrunken bezels & satin-finished aluminum', 'Setting the new standard of mobile, now with Galaxy AI', 'Space Zoom for pixel-rich portraits & power for gameplay']\",\n",
        "    \"EF-US921CTEGCA | Galaxy S24 Anti-Reflecting Screen Protector | Mobile | Accessories | Screen Protector | 2023-12-07 00:00:00 | Keep your Galaxy S24's screen crystal clear with our Anti-Reflecting Screen Protector. Enjoy superb transparency and enhanced screen safety. | ['Extra layer of protection', 'Superb transparency']\",\n",
        "    \"EF-US928CTEGCA | Galaxy S24 Ultra Anti-Reflecting Screen Protector | Mobile | Accessories | Screen Protector | 2023-12-08 00:00:00 | Keep your Galaxy S24 Ultra screen crystal clear with our Anti-Reflecting Screen Protector. Enjoy superb transparency and extra screen protection. | ['Extra layer of protection', 'Superb transparency']\",\n",
        "    \"EF-US926CTEGCA | Galaxy S24+ Anti-Reflecting Screen Protector | Mobile | Accessories | Screen Protector | 2023-12-08 00:00:00 | Keep your Galaxy S24 Plus screen crystal clear with our Anti-Reflecting Screen Protector. Enjoy superb transparency and enhanced screen safety. | ['Extra layer of protection', 'Superb transparency']\",\n",
        "    \"EF-UA356CTEGCA | Galaxy A35 5G Screen Protector | Mobile | Accessories | Screen Protector | 2024-04-18 00:00:00 | Galaxy A35 5G Screen Protector (EF-UA356CTEGCA) - Shop Samsung.com and learn more about price and offers on Accessories at Samsung Canada | ['Quick and easy applicator', 'Transparent protection', 'Added shield of protection']\",\n",
        "    \"EF-US711CTEGCA | Galaxy S23 FE Screen Protector | Mobile | Accessories | Screen Protector | 2023-10-27 00:00:00 | Protect your screen while enjoying the original responsive touch with the S23 FE Screen Protector, featuring an anti-scratch and anti-finger coating. | ['Quick and easy installation', 'Quality defense', 'Added shield of protection']\",\n",
        "    \"WA54CG7550AVA4 | 6.2 cu. ft. 7550 Series Top Load Washer with Auto Dispense System | Home Appliances | Laundry | Washing Machines | 2023-08-15 00:00:00 | 6.2 cu. ft. 7550 Series Top Load Washer with Auto Dispense System (WA54CG7550AVA4) - Explore the features and specifications and learn more about our Laundry at Samsung Canada. | [\\\"Keep your clothes and your pet's bedding clean. Remove 6X time more pet hair* with a new Pet Care Wash Cycle. \\\", 'A built-in water faucet lets you easily pretreat soiled or heavily stained clothes with a press of a button.<br/><br/><a href=\\\"https://www.samsung.com/ca/laundry/washing-machines/wa7550c-top-load-auto-dispense-large-capacity-6-2-cu-ft-black-wa54cg7550ava4/#HowtoMeasure5\\\" style=\\\"color:blue\\\">Click to see product dimensions</a>', 'Conveniently stores and automatically dispenses up to 12 loads of detergent and softener.']\",\n",
        "    \"WA54CG7150ADA4 | 6.2 cu. ft. 7150 Series Top Load Washer with Pet Care Solution | Home Appliances | Laundry | Washing Machines | 2023-08-15 00:00:00 | 6.2 cu. ft. 7150 Series Top Load Washer with Pet Care Solution (WA54CG7150ADA4) - Explore the features and specifications and learn more about our Laundry at Samsung Canada. | ['Wash a full load in 28 minutes', 'Large Capacity (6.2 cu. ft.)', 'Remove 6x times more pet hair* with Pet Care cycle and dual pet hair filters.']\",\n",
        "    \"WA50A5400AV/A4 | 5.8 Cu.Ft. Top Load Washer with SmartThings | Home Appliances | Laundry | Washing Machines | 2021-03-31 00:00:00 | Upgrade your laundry game with the Samsung WA7000R. With SmartThings and a spacious 5.8 cu. ft. capacity, it's the ultimate washing machine for any household. | ['EZ Access Design for effortless loading and unloading', 'Control & monitor remotely through SmartThings app', 'Wash a full load in 36 minutes with SuperSpeed']\",\n",
        "    \"DVE50A5405V/AC | 7.4 Cu.Ft. Electric Dryer with Steam | Home Appliances | Laundry | Dryers | 2021-03-31 00:00:00 | Experience the convenience of smart laundry with the DV7000R dryer. Buy now and enjoy 7.4 cubic feet of capacity and SmartThings compatibility. | ['Steam Sanitize+ helps remove bacteria, pollen, and dust mites.', 'Remotely control & monitor the dryer through SmartThings app', 'Large 7.4 cu. ft. Capacity']\",\n",
        "    \"VCA-SBT90/XAA | Replacement Li-ion Battery for Samsung Jet 90 Stick Vacuum | Home Appliances | Home Appliance Accessories | Vacuum Cleaners Battery | 2021-02-26 00:00:00 | Replacement Li-ion Battery for Samsung Jet 90 Stick Vacuum VCA-SBT90/XAA - Explore the features and specifications and learn more about our Home Appliance Accessories at Samsung Canada. | ['Compatible with Jet 90 Stick Vacuum <a href=\\\"https://www.samsung.com/ca/vacuum-cleaners/stick/vs9000rl-super-powerful-clean-silver-vs20r9046t3-aa/\\\">VS20R9046T3/AA</a>', 'Clean up to 1 hour', 'Removable and longer-lasting Battery']\",\n",
        "    \"VG-FBB3BA/ZA | The Freestyle Battery Base | Television | Projector Accessories | The Freestyle Battery Base | 2022-06-10 00:00:00 | The Freestyle Battery Base (VG-FBB3BA/ZA) - Explore the features and specifications and learn more about our Projector Accessories at Samsung Canada. | ['Design that complements The Freestyle', 'Support for smartphone charging', 'High capacity 32,000mAh battery']\",\n",
        "    \"VCA-SBTA60/XAA | Jet 60 Battery Replacement | Home Appliances | Home Appliance Accessories | Others | 2022-07-05 00:00:00 | Jet 60 Battery Replacement (VCA-SBTA60/XAA) - Explore the features and specifications and learn more about our Home Appliance Accessories at Samsung Canada. | []\",\n",
        "    \"ME21DG6300SRAC | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish | Home Appliances | Microwave Ovens | Over-The-Range | 2024-03-25 00:00:00 | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish (ME21DG6300SRAC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Combined control of both cooktop & hood', 'Automatically simple cooking', 'Do the SmartThings at Home']\",\n",
        "    \"ME21B706B12/AC | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control | Home Appliances | Microwave Ovens | Over-The-Range | 2017-11-21 00:00:00 | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control (ME21B706B12/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['LED cooktop lighting ', 'Precise Glass Touch Control', 'Simple Clean Filter']\",\n",
        "    \"ME17R7021EW/AC | 1.7 cu.ft. Over-the-Range Microwave with 300 CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-04-22 00:00:00 | ME4000R OTR with New Door, Flat Handle (ME17R7021EW/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['No unsightly marks', 'Harmonious design', 'Fresh air in a flash']\",\n",
        "    \"ME11A7510DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM (ME11A7510DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['1000W microwave power for quick and efficient cooking', 'Slim, space saving design ', '400 cu.ft. per minute suction capacity helps keep air fresh']\",\n",
        "    \"ME11A7710DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM (ME11A7710DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Space you want, power you need', 'Powerful suction capacity', 'Space-saving design']\"\n",
        "]"
      ],
      "metadata": {
        "id": "GzDAYzPZeZZl"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "create a csv with different samsung \"product names\", \"product description\"\n",
        "there should be atleast 5 products in mobiles, laptops, washing machine, refrigerators, ac, watches, speakers/audio devices, monitors"
      ],
      "metadata": {
        "id": "2Qv9lkOYkNOJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "search_results = [\n",
        "   \"Product Name Samsung Galaxy S21  Product Description Flagship mobile phone with a 6.2-inch display and triple camera system  Category Mobiles\" ,\n",
        "   \"Product Name Samsung Galaxy Note 20  Product Description High-performance mobile phone with S-Pen and large 6.7-inch screen  Category Mobiles\" ,\n",
        "   \"Product Name Samsung Galaxy A52  Product Description Mid-range smartphone with 64MP quad camera and 4500mAh battery  Category Mobiles\" ,\n",
        "   \"Product Name Samsung Galaxy Z Fold 3  Product Description Innovative foldable phone with a 7.6-inch main display and S-Pen support  Category Mobiles\" ,\n",
        "   \"Product Name Samsung Galaxy M31  Product Description Affordable smartphone with a 6000mAh battery and 64MP camera  Category Mobiles\" ,\n",
        "   \"Product Name Samsung Galaxy Book Pro 360  Product Description Convertible laptop with a 13.3-inch AMOLED touchscreen and S-Pen support  Category Laptops\" ,\n",
        "   \"Product Name Samsung Galaxy Book Flex  Product Description High-end laptop with QLED display and Intel Core i7 processor  Category Laptops\" ,\n",
        "   \"Product Name Samsung Galaxy Book Ion  Product Description Ultra-slim laptop with QLED display and long battery life  Category Laptops\" ,\n",
        "   \"Product Name Samsung Notebook 9 Pro  Product Description Stylish 2-in-1 laptop with fast performance and pen input  Category Laptops\" ,\n",
        "   \"Product Name Samsung Chromebook 4+  Product Description Affordable Chromebook with 15.6-inch display and long-lasting battery  Category Laptops\" ,\n",
        "   \"Product Name Samsung Front Load Washer  Product Description High-efficiency washing machine with smart control and steam wash  Category Washing Machines\" ,\n",
        "   \"Product Name Samsung Top Load Washer  Product Description Large capacity washing machine with powerful cleaning and gentle care  Category Washing Machines\" ,\n",
        "   \"Product Name Samsung AddWash Washer  Product Description Front load washer with AddWash door to add items during the wash cycle  Category Washing Machines\" ,\n",
        "   \"Product Name Samsung FlexWash Washer  Product Description Dual washing machine with two separate compartments for simultaneous washing  Category Washing Machines\" ,\n",
        "   \"Product Name Samsung EcoBubble Washer  Product Description Energy-efficient washer with EcoBubble technology for effective cleaning  Category Washing Machines\" ,\n",
        "   \"Product Name Samsung French Door Refrigerator  Product Description Spacious refrigerator with French doors and Twin Cooling Plus  Category Refrigerators\" ,\n",
        "   \"Product Name Samsung Side-by-Side Refrigerator  Product Description Modern refrigerator with sleek design and All-Around Cooling  Category Refrigerators\" ,\n",
        "   \"Product Name Samsung Family Hub Refrigerator  Product Description Smart refrigerator with touch screen and Family Hub features  Category Refrigerators\" ,\n",
        "   \"Product Name Samsung Top Freezer Refrigerator  Product Description Classic refrigerator with top freezer and large capacity  Category Refrigerators\" ,\n",
        "   \"Product Name Samsung Bottom Freezer Refrigerator  Product Description Convenient refrigerator with bottom freezer and digital inverter  Category Refrigerators\" ,\n",
        "   \"Product Name Samsung Wind-Free AC  Product Description Energy-efficient air conditioner with Wind-Free cooling technology  Category AC\" ,\n",
        "   \"Product Name Samsung Inverter AC  Product Description Powerful air conditioner with digital inverter and fast cooling  Category AC\" ,\n",
        "   \"Product Name Samsung Split AC  Product Description Stylish split air conditioner with efficient cooling and low noise  Category AC\" ,\n",
        "   \"Product Name Samsung Window AC  Product Description Compact window air conditioner with easy installation and high performance  Category AC\" ,\n",
        "   \"Product Name Samsung Portable AC  Product Description Versatile portable air conditioner with easy mobility and effective cooling  Category AC\" ,\n",
        "   \"Product Name Samsung Galaxy Watch 4  Product Description Advanced smartwatch with health tracking and customizable watch faces  Category Watches\" ,\n",
        "   \"Product Name Samsung Galaxy Watch Active 2  Product Description Fitness-focused smartwatch with heart rate monitoring and GPS  Category Watches\" ,\n",
        "   \"Product Name Samsung Galaxy Watch 3  Product Description Premium smartwatch with rotating bezel and comprehensive health tracking  Category Watches\" ,\n",
        "   \"Product Name Samsung Galaxy Fit 2  Product Description Slim fitness tracker with long battery life and water resistance  Category Watches\" ,\n",
        "   \"Product Name Samsung Gear S3  Product Description Classic smartwatch with robust features and long battery life  Category Watches\" ,\n",
        "   \"Product Name Samsung Soundbar Q950A  Product Description High-end soundbar with Dolby Atmos and DTS:X for immersive audio  Category Speakers/Audio Devices\" ,\n",
        "   \"Product Name Samsung Galaxy Buds Pro  Product Description Wireless earbuds with active noise cancellation and superior sound quality  Category Speakers/Audio Devices\" ,\n",
        "   \"Product Name Samsung Wireless Speaker  Product Description Portable Bluetooth speaker with powerful sound and long battery life  Category Speakers/Audio Devices\" ,\n",
        "   \"Product Name Samsung Sound Tower  Product Description Party speaker with dynamic bass and LED lights for vibrant sound  Category Speakers/Audio Devices\" ,\n",
        "   \"Product Name Samsung Home Theater System  Product Description Complete home theater system with surround sound and smart features  Category Speakers/Audio Devices\" ,\n",
        "   \"Product Name Samsung Odyssey G9 Monitor  Product Description Ultra-wide curved gaming monitor with 240Hz refresh rate and QLED display  Category Monitors\" ,\n",
        "   \"Product Name Samsung UHD Monitor 4K  Product Description High-resolution 4K monitor with vibrant colors and detailed images  Category Monitors\" ,\n",
        "   \"Product Name Samsung Curved Monitor 27\\\"  Product Description Stylish curved monitor with immersive viewing experience and sleek design  Category Monitors\" ,\n",
        "   \"Product Name Samsung Smart Monitor  Product Description Versatile smart monitor with built-in apps and wireless connectivity  Category Monitors\" ,\n",
        "   \"Product Name Samsung Business Monitor 24\\\"  Product Description Professional monitor with eye comfort features and ergonomic design  Category Monitors\"\n",
        "]\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "nVIwsuGMjNaS"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "##Search Results with TVs with changed order\n",
        "\n",
        "search_results = [\n",
        "     \"UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \",\n",
        "     \"UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \",\n",
        "     \"UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \",\n",
        "     \"UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \",\n",
        "     \"UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \",\n",
        "     \"QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \",\n",
        "     \"UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \",\n",
        "     \"UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \",\n",
        "     \"QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \",\n",
        "     \"UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \",\n",
        "     \"UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \",\n",
        "     \"UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \",\n",
        "     \"UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \",\n",
        "     \"UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \",\n",
        "     \"UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \",\n",
        "     \"UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \",\n",
        "     \"QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \",\n",
        "     \"QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \",\n",
        "     \"QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \",\n",
        "     \"HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \"\n",
        "]"
      ],
      "metadata": {
        "id": "sevFgNKpE1ez"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"4k TV\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Oc_lS3P-khdY",
        "outputId": "def2bef5-e89a-480c-e235-d6ab68ed5150"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: 6.7986 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: 6.7520 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.7238 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: 6.6818 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: 6.6699 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.6629 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.6628 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: 6.5855 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: 6.5342 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: 6.4780 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: 6.4236 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: 6.4043 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: 6.3265 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: 6.2461 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 5.5671 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: 4.8285 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: 4.7243 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -7.7667 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -7.8621 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.1017 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"the frame\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sZgXtxtykhnR",
        "outputId": "c8ba5b4d-2bf5-45f6-e11f-62fa1c1f4796"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: 0.3652 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -0.0773 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -10.3635 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.3829 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.3887 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.5406 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.5563 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.5891 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.6250 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.6282 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.6657 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -10.7007 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -10.7132 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -10.7356 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -10.7967 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -10.9155 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -11.0459 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -11.0630 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -11.0639 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -11.0687 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"qled TV\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "019Mp6Dvkhuq",
        "outputId": "dd5bae0c-c639-4095-e9b7-a7e74140b67b"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: 6.7973 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: 6.6594 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: 6.5791 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: 5.8704 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: 5.6642 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -8.1888 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -8.2312 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -8.2485 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.2796 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -8.3058 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -8.3384 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.4171 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -8.4344 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -8.4489 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -8.4676 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -8.5377 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -8.5662 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -8.5951 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -8.6106 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -8.7214 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"43 inch TV\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "c3CXsSbHkh85",
        "outputId": "33221232-b50d-4299-add9-59b622d018d4"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -4.7988 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -5.4120 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -5.8214 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -5.9060 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -6.2056 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -6.2422 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -6.2565 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -6.3977 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -6.5864 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -6.6856 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -6.6966 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -6.8121 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -6.8451 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -6.8664 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -6.8830 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -7.0562 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -7.4787 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -7.7227 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.6725 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -8.8764 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"oled tv\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kMbWOlXBkzHv",
        "outputId": "0fdd9e9c-28e3-4690-fbb6-f7b6f13f3b69"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -2.5902 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -2.9221 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -3.0254 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -3.1667 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -3.2026 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -3.3627 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -3.4871 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -3.5888 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -3.6263 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -3.6670 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -3.7180 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -3.7216 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -7.5494 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -7.8964 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.0633 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.6192 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -8.6606 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -8.7465 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -8.8859 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -9.1510 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"UHD TV\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mD628OgFkS-U",
        "outputId": "169dfb12-3cd0-4a78-a5c9-dd1afaf78203"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: 6.4711 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: 6.4698 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.4510 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: 6.4399 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.4158 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: 6.3770 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: 6.3715 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.3036 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: 6.0965 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: 6.0605 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: 5.9568 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: 5.8561 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -5.7734 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -5.9736 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -5.9896 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -7.1412 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -7.5198 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -7.5517 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -8.3744 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -8.6889 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"blck TV\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "498W3Waqk8Kb",
        "outputId": "d1778f86-95d4-4ae7-b443-3305fd073765"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -4.8653 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -4.9508 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -5.0271 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -5.0618 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -5.1440 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -5.1898 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -5.2248 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -5.2512 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -5.5023 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -5.6082 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -5.6211 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -5.7587 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -5.7687 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -6.6745 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -7.6283 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -7.7332 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -8.3276 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.3715 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -8.3936 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.4914 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"4K TV\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "\n",
        "\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lrF8woWAneC9",
        "outputId": "acec4e2b-866b-4036-aa97-afe89ccb1cc2"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: 6.7986 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: 6.7520 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.7238 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: 6.6818 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: 6.6699 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.6629 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 6.6628 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: 6.5855 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: 6.5342 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: 6.4780 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: 6.4236 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: 6.4043 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: 6.3265 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: 6.2461 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: 5.5671 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: 4.8285 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: 4.7243 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -7.7667 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -7.8621 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.1017 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"screen\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "#     \"EF-US921CTEGCA | Galaxy S24 Anti-Reflecting Screen Protector | Mobile | Accessories | Screen Protector | 2023-12-07 00:00:00 | Keep your Galaxy S24's screen crystal clear with our Anti-Reflecting Screen Protector. Enjoy superb transparency and enhanced screen safety. | ['Extra layer of protection', 'Superb transparency']\",\n",
        "#     \"EF-US928CTEGCA | Galaxy S24 Ultra Anti-Reflecting Screen Protector | Mobile | Accessories | Screen Protector | 2023-12-08 00:00:00 | Keep your Galaxy S24 Ultra screen crystal clear with our Anti-Reflecting Screen Protector. Enjoy superb transparency and extra screen protection. | ['Extra layer of protection', 'Superb transparency']\",\n",
        "#     \"EF-US926CTEGCA | Galaxy S24+ Anti-Reflecting Screen Protector | Mobile | Accessories | Screen Protector | 2023-12-08 00:00:00 | Keep your Galaxy S24 Plus screen crystal clear with our Anti-Reflecting Screen Protector. Enjoy superb transparency and enhanced screen safety. | ['Extra layer of protection', 'Superb transparency']\",\n",
        "#     \"EF-UA356CTEGCA | Galaxy A35 5G Screen Protector | Mobile | Accessories | Screen Protector | 2024-04-18 00:00:00 | Galaxy A35 5G Screen Protector (EF-UA356CTEGCA) - Shop Samsung.com and learn more about price and offers on Accessories at Samsung Canada | ['Quick and easy applicator', 'Transparent protection', 'Added shield of protection']\",\n",
        "#     \"EF-US711CTEGCA | Galaxy S23 FE Screen Protector | Mobile | Accessories | Screen Protector | 2023-10-27 00:00:00 | Protect your screen while enjoying the original responsive touch with the S23 FE Screen Protector, featuring an anti-scratch and anti-finger coating. | ['Quick and easy installation', 'Quality defense', 'Added shield of protection']\"\n",
        "# ]\n",
        "\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ji3tu-I2orYy",
        "outputId": "c1519fe4-3631-4612-993e-9d859d2c3b88"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -6.5521 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -7.2965 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -7.3422 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -7.3980 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -7.5284 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -7.6468 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -7.6723 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -7.6948 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -7.7840 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -7.9991 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -8.0214 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -8.0257 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -8.1083 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -8.1811 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -8.2398 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -8.2506 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -8.4486 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -8.5600 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -8.6159 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -8.7166 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"battery\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "#     \"WA54CG7550AVA4 | 6.2 cu. ft. 7550 Series Top Load Washer with Auto Dispense System | Home Appliances | Laundry | Washing Machines | 2023-08-15 00:00:00 | 6.2 cu. ft. 7550 Series Top Load Washer with Auto Dispense System (WA54CG7550AVA4) - Explore the features and specifications and learn more about our Laundry at Samsung Canada. | [\\\"Keep your clothes and your pet's bedding clean. Remove 6X time more pet hair* with a new Pet Care Wash Cycle. \\\", 'A built-in water faucet lets you easily pretreat soiled or heavily stained clothes with a press of a button.<br/><br/><a href=\\\"https://www.samsung.com/ca/laundry/washing-machines/wa7550c-top-load-auto-dispense-large-capacity-6-2-cu-ft-black-wa54cg7550ava4/#HowtoMeasure5\\\" style=\\\"color:blue\\\">Click to see product dimensions</a>', 'Conveniently stores and automatically dispenses up to 12 loads of detergent and softener.']\",\n",
        "#     \"WA54CG7150ADA4 | 6.2 cu. ft. 7150 Series Top Load Washer with Pet Care Solution | Home Appliances | Laundry | Washing Machines | 2023-08-15 00:00:00 | 6.2 cu. ft. 7150 Series Top Load Washer with Pet Care Solution (WA54CG7150ADA4) - Explore the features and specifications and learn more about our Laundry at Samsung Canada. | ['Wash a full load in 28 minutes', 'Large Capacity (6.2 cu. ft.)', 'Remove 6x times more pet hair* with Pet Care cycle and dual pet hair filters.']\",\n",
        "#     \"WA50A5400AV/A4 | 5.8 Cu.Ft. Top Load Washer with SmartThings | Home Appliances | Laundry | Washing Machines | 2021-03-31 00:00:00 | Upgrade your laundry game with the Samsung WA7000R. With SmartThings and a spacious 5.8 cu. ft. capacity, it's the ultimate washing machine for any household. | ['EZ Access Design for effortless loading and unloading', 'Control & monitor remotely through SmartThings app', 'Wash a full load in 36 minutes with SuperSpeed']\",\n",
        "#     \"DVE50A5405V/AC | 7.4 Cu.Ft. Electric Dryer with Steam | Home Appliances | Laundry | Dryers | 2021-03-31 00:00:00 | Experience the convenience of smart laundry with the DV7000R dryer. Buy now and enjoy 7.4 cubic feet of capacity and SmartThings compatibility. | ['Steam Sanitize+ helps remove bacteria, pollen, and dust mites.', 'Remotely control & monitor the dryer through SmartThings app', 'Large 7.4 cu. ft. Capacity']\",\n",
        "#     \"VCA-SBT90/XAA | Replacement Li-ion Battery for Samsung Jet 90 Stick Vacuum | Home Appliances | Home Appliance Accessories | Vacuum Cleaners Battery | 2021-02-26 00:00:00 | Replacement Li-ion Battery for Samsung Jet 90 Stick Vacuum VCA-SBT90/XAA - Explore the features and specifications and learn more about our Home Appliance Accessories at Samsung Canada. | ['Compatible with Jet 90 Stick Vacuum <a href=\\\"https://www.samsung.com/ca/vacuum-cleaners/stick/vs9000rl-super-powerful-clean-silver-vs20r9046t3-aa/\\\">VS20R9046T3/AA</a>', 'Clean up to 1 hour', 'Removable and longer-lasting Battery']\",\n",
        "#     \"VG-FBB3BA/ZA | The Freestyle Battery Base | Television | Projector Accessories | The Freestyle Battery Base | 2022-06-10 00:00:00 | The Freestyle Battery Base (VG-FBB3BA/ZA) - Explore the features and specifications and learn more about our Projector Accessories at Samsung Canada. | ['Design that complements The Freestyle', 'Support for smartphone charging', 'High capacity 32,000mAh battery']\",\n",
        "#     \"VCA-SBTA60/XAA | Jet 60 Battery Replacement | Home Appliances | Home Appliance Accessories | Others | 2022-07-05 00:00:00 | Jet 60 Battery Replacement (VCA-SBTA60/XAA) - Explore the features and specifications and learn more about our Home Appliance Accessories at Samsung Canada. | []\"\n",
        "# ]\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rMmSrbiPou4q",
        "outputId": "117058c8-d93a-48e3-a3b4-4e8a25cb0378"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -10.1774 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -10.3494 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -10.7515 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -10.7594 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -10.7811 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -10.8628 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.8895 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.9153 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.9263 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.9329 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.9334 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -10.9483 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -10.9710 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.9717 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -10.9823 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.0097 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -11.0140 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.0332 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -11.1220 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -11.1348 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"printer\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "#     \"ME21DG6300SRAC | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish | Home Appliances | Microwave Ovens | Over-The-Range | 2024-03-25 00:00:00 | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish (ME21DG6300SRAC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Combined control of both cooktop & hood', 'Automatically simple cooking', 'Do the SmartThings at Home']\",\n",
        "#     \"ME21B706B12/AC | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control | Home Appliances | Microwave Ovens | Over-The-Range | 2017-11-21 00:00:00 | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control (ME21B706B12/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['LED cooktop lighting ', 'Precise Glass Touch Control', 'Simple Clean Filter']\",\n",
        "#     \"ME17R7021EW/AC | 1.7 cu.ft. Over-the-Range Microwave with 300 CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-04-22 00:00:00 | ME4000R OTR with New Door, Flat Handle (ME17R7021EW/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['No unsightly marks', 'Harmonious design', 'Fresh air in a flash']\",\n",
        "#     \"ME11A7510DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM (ME11A7510DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['1000W microwave power for quick and efficient cooking', 'Slim, space saving design ', '400 cu.ft. per minute suction capacity helps keep air fresh']\",\n",
        "#     \"ME11A7710DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM (ME11A7710DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Space you want, power you need', 'Powerful suction capacity', 'Space-saving design']\"\n",
        "# ]\n",
        "\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DGM7Bj_you2M",
        "outputId": "806e0de0-76dd-4aa1-920d-653d533d0b5f"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -9.9939 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -10.2313 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -10.5011 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -10.7181 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -10.8269 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -10.8308 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -10.9353 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.9464 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -10.9624 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.9840 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.9890 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.9915 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.0017 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.0031 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -11.0095 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.0151 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -11.0318 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.0372 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -11.1591 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -11.1644 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"oven\"\n",
        "\n",
        "# Define the list of search results\n",
        "# search_results = [\n",
        "#     \"ME21DG6300SRAC | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish | Home Appliances | Microwave Ovens | Over-The-Range | 2024-03-25 00:00:00 | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish (ME21DG6300SRAC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Combined control of both cooktop & hood', 'Automatically simple cooking', 'Do the SmartThings at Home']\",\n",
        "#     \"ME21B706B12/AC | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control | Home Appliances | Microwave Ovens | Over-The-Range | 2017-11-21 00:00:00 | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control (ME21B706B12/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['LED cooktop lighting ', 'Precise Glass Touch Control', 'Simple Clean Filter']\",\n",
        "#     \"ME17R7021EW/AC | 1.7 cu.ft. Over-the-Range Microwave with 300 CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-04-22 00:00:00 | ME4000R OTR with New Door, Flat Handle (ME17R7021EW/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['No unsightly marks', 'Harmonious design', 'Fresh air in a flash']\",\n",
        "#     \"ME11A7510DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM (ME11A7510DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['1000W microwave power for quick and efficient cooking', 'Slim, space saving design ', '400 cu.ft. per minute suction capacity helps keep air fresh']\",\n",
        "#     \"ME11A7710DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM (ME11A7710DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Space you want, power you need', 'Powerful suction capacity', 'Space-saving design']\"\n",
        "# ]\n",
        "\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a9ty32PEouzf",
        "outputId": "615fb9f0-7275-44c8-b52b-c1a76cb96786"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -11.0755 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -11.1076 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -11.1102 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -11.1113 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -11.1117 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -11.1167 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.1171 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.1241 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -11.1272 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -11.1356 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -11.1432 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -11.1436 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.1464 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -11.1506 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -11.1506 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -11.1629 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -11.1841 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -11.2135 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -11.2151 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -11.2209 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"microwave\"\n",
        "\n",
        "## Define the list of search results\n",
        "# search_results = [\n",
        "#     \"ME21DG6300SRAC | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish | Home Appliances | Microwave Ovens | Over-The-Range | 2024-03-25 00:00:00 | 2.1 cu.ft Over the Range Microwave with Finger Print Resistant Finish (ME21DG6300SRAC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Combined control of both cooktop & hood', 'Automatically simple cooking', 'Do the SmartThings at Home']\",\n",
        "#     \"ME21B706B12/AC | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control | Home Appliances | Microwave Ovens | Over-The-Range | 2017-11-21 00:00:00 | 2.1 cu.ft. Over-the-Range Microwave with 400 CFM and Glass Touch Control (ME21B706B12/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['LED cooktop lighting ', 'Precise Glass Touch Control', 'Simple Clean Filter']\",\n",
        "#     \"ME17R7021EW/AC | 1.7 cu.ft. Over-the-Range Microwave with 300 CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-04-22 00:00:00 | ME4000R OTR with New Door, Flat Handle (ME17R7021EW/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['No unsightly marks', 'Harmonious design', 'Fresh air in a flash']\",\n",
        "#     \"ME11A7510DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 400CFM (ME11A7510DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['1000W microwave power for quick and efficient cooking', 'Slim, space saving design ', '400 cu.ft. per minute suction capacity helps keep air fresh']\",\n",
        "#     \"ME11A7710DG/AC | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM | Home Appliances | Microwave Ovens | Over-The-Range | 2021-08-11 00:00:00 | 1.1 cu.ft. Slim Over the Range Microwave with 550CFM (ME11A7710DG/AC) - Explore the features and specifications and learn more about our Microwave Ovens at Samsung Canada. | ['Space you want, power you need', 'Powerful suction capacity', 'Space-saving design']\"\n",
        "# ]\n",
        "\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ikEPZdFspvzr",
        "outputId": "b7c1a1ea-57f6-4d08-f87a-cd6215ee60e8"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -10.5524 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -10.6984 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.7020 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n",
            "Relevance score: -10.7084 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -10.7325 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.7362 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -10.7604 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.7935 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.8103 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -10.8337 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.8425 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.8659 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.8798 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -10.8881 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.8893 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -10.9486 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -10.9526 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -11.0397 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -11.0604 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -11.0674 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Define the query\n",
        "query = \"galaxy a54 5g\"\n",
        "\n",
        "## Define the list of search results\n",
        "# search_results = [\n",
        "#     \"WA54CG7550AVA4 | 6.2 cu. ft. 7550 Series Top Load Washer with Auto Dispense System | Home Appliances | Laundry | Washing Machines | 2023-08-15 00:00:00 | 6.2 cu. ft. 7550 Series Top Load Washer with Auto Dispense System (WA54CG7550AVA4) - Explore the features and specifications and learn more about our Laundry at Samsung Canada. | [\\\"Keep your clothes and your pet's bedding clean. Remove 6X time more pet hair* with a new Pet Care Wash Cycle. \\\", 'A built-in water faucet lets you easily pretreat soiled or heavily stained clothes with a press of a button.<br/><br/><a href=\\\"https://www.samsung.com/ca/laundry/washing-machines/wa7550c-top-load-auto-dispense-large-capacity-6-2-cu-ft-black-wa54cg7550ava4/#HowtoMeasure5\\\" style=\\\"color:blue\\\">Click to see product dimensions</a>', 'Conveniently stores and automatically dispenses up to 12 loads of detergent and softener.']\",\n",
        "#     \"WA54CG7150ADA4 | 6.2 cu. ft. 7150 Series Top Load Washer with Pet Care Solution | Home Appliances | Laundry | Washing Machines | 2023-08-15 00:00:00 | 6.2 cu. ft. 7150 Series Top Load Washer with Pet Care Solution (WA54CG7150ADA4) - Explore the features and specifications and learn more about our Laundry at Samsung Canada. | ['Wash a full load in 28 minutes', 'Large Capacity (6.2 cu. ft.)', 'Remove 6x times more pet hair* with Pet Care cycle and dual pet hair filters.']\",\n",
        "#     \"WA50A5400AV/A4 | 5.8 Cu.Ft. Top Load Washer with SmartThings | Home Appliances | Laundry | Washing Machines | 2021-03-31 00:00:00 | Upgrade your laundry game with the Samsung WA7000R. With SmartThings and a spacious 5.8 cu. ft. capacity, it's the ultimate washing machine for any household. | ['EZ Access Design for effortless loading and unloading', 'Control & monitor remotely through SmartThings app', 'Wash a full load in 36 minutes with SuperSpeed']\",\n",
        "#     \"DVE50A5405V/AC | 7.4 Cu.Ft. Electric Dryer with Steam | Home Appliances | Laundry | Dryers | 2021-03-31 00:00:00 | Experience the convenience of smart laundry with the DV7000R dryer. Buy now and enjoy 7.4 cubic feet of capacity and SmartThings compatibility. | ['Steam Sanitize+ helps remove bacteria, pollen, and dust mites.', 'Remotely control & monitor the dryer through SmartThings app', 'Large 7.4 cu. ft. Capacity']\"\n",
        "# ]\n",
        "\n",
        "\n",
        "# Create pairs of query and search results\n",
        "pairs = [(query, result) for result in search_results]\n",
        "\n",
        "# Compute the relevance scores using the cross-encoder model\n",
        "scores = model.predict(pairs)\n",
        "\n",
        "# Combine results with their scores\n",
        "results_with_scores = list(zip(search_results, scores))\n",
        "\n",
        "# Sort the results by their scores in descending order\n",
        "sorted_results = sorted(results_with_scores, key=lambda x: x[1], reverse=True)\n",
        "\n",
        "# Output the sorted results with their scores\n",
        "for result, score in sorted_results:\n",
        "    print(f\"Relevance score: {score:.4f} | Search Result: {result}\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fBt_HUNdouw_",
        "outputId": "7f448c94-f615-4fa1-96e7-2036127b1f91"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Relevance score: -8.9014 | Search Result: UA43T5410AKXXL 1.08 m T5410 Smart FHD TV Full HD TV UA43T5410AKXXL 1.08 m T5410 Smart FHD TV r-perspective Black \n",
            "Relevance score: -9.1341 | Search Result: UA43T5450AKXXL 1.08 m T5450 Smart FHD TV Full HD TV UA43T5450AKXXL 1.08 m T5450 Smart FHD TV r-perspective Black \n",
            "Relevance score: -10.4461 | Search Result: HG43BU800AKLXL 1.08 m HBU800 Hospitality TV Hotel TV HG43BU800AKLXL 1.08 m HBU800 Hospitality TV HG43BU800AKLXL \n",
            "Relevance score: -10.7453 | Search Result: QA55LS01BAKLXL 1.38 m LS01B QLED 4K The Serif The Serif TV QA43LS01BAKLXL 1.38 m LS01B QLED 4K The Serif front Cloud White \n",
            "Relevance score: -10.7666 | Search Result: UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV UHD 4K TV UA43AU7600KXXL 1.08 m AU7600 Crystal 4K UHD Smart TV r-pers Black \n",
            "Relevance score: -10.7739 | Search Result: UA50CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43CU7700KLXL 1.25 m CU7700 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.7877 | Search Result: UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7660KLXL 1.08 m DU7660 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.8190 | Search Result: UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE70BKLXL 1.08 m DUE70 Crystal 4K UHD Smart TV UA43DUE70BKLXL \n",
            "Relevance score: -10.8356 | Search Result: UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7700KLXL 1.08 m DU7700 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.8414 | Search Result: QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV The Frame TV QA43LS03BAKLXL 1.08 m LS03B The Frame QLED 4K TV front Black \n",
            "Relevance score: -10.8527 | Search Result: UA65CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV UHD 4K TV UA43CUE60AKLXL 1.63 m CUE60 Crystal 4K UHD Smart TV front Black \n",
            "Relevance score: -10.8541 | Search Result: UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8570ULXL 1.08 m CU8570 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.8619 | Search Result: UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV UHD 4K TV UA43DU7000KLXL 1.08 m DU7000 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.8831 | Search Result: UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV UHD 4K TV UA43DU8300ULXL 1.08 m DU8300 Crystal 4K UHD Smart TV l-perspective Gray \n",
            "Relevance score: -10.8872 | Search Result: QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV The Frame TV QA43LS03DAULXL 1.08 m LS03D The Frame QLED 4K Smart TV front2 Black \n",
            "Relevance score: -10.9176 | Search Result: QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif The Serif TV QA43LS01TAKXXL 1.08 m LS01T QLED 4K The Serif QA43LS01TAKXXL \n",
            "Relevance score: -10.9356 | Search Result: UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE76AKLXL 1.08 m DUE76 Crystal 4K UHD Smart TV r-perspective Black \n",
            "Relevance score: -10.9369 | Search Result: UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV UHD 4K TV UA43CU8000KLXL 1.08 m CU8000 Crystal 4K UHD Smart TV r-perspective Titanium Gray \n",
            "Relevance score: -10.9390 | Search Result: QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV QLED TV QA43Q60DAULXL 1.08 m Q60D QLED 4K Smart TV r-perspective1 Black \n",
            "Relevance score: -10.9523 | Search Result: UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV UHD 4K TV UA43DUE77AKLXL 1.08 m DUE77 Crystal 4K UHD Smart TV detail Black \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "PuDiQ26GgLrq"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "lYkL0FlOjJ6n"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}