retrieval_system.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "retrieval_system.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "53580ea1f7cc4979873074d1d5c3e09b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_d864b633150c40069151c09959a4ef55",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_e4e0504326654d508dedfff1a610b979",
              "IPY_MODEL_617728a41d124c6b83ef836c313c2baf"
            ]
          }
        },
        "d864b633150c40069151c09959a4ef55": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e4e0504326654d508dedfff1a610b979": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_986932b995de484a857eafbc3cbb067a",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "617728a41d124c6b83ef836c313c2baf": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_3ecafc2b37ae4291a3dd7a4b54fca858",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 0.000040</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9ebcc4cdef354a459230dca9fa2b75c5"
          }
        },
        "986932b995de484a857eafbc3cbb067a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3ecafc2b37ae4291a3dd7a4b54fca858": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9ebcc4cdef354a459230dca9fa2b75c5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "68a0893e651849dfaaad44707f14d17b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_3f7bcd23f9cc404ca446ce8e2f02f6e1",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_41abf291b4d74a99b73d5deb345bf85c",
              "IPY_MODEL_868cff09139844dd884950afe6006182"
            ]
          }
        },
        "3f7bcd23f9cc404ca446ce8e2f02f6e1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "41abf291b4d74a99b73d5deb345bf85c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_245e8fee84be402eaa4bcbdd8efd50af",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "868cff09139844dd884950afe6006182": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_e82244c828d64b9c9ec34736383c5ab0",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 0.000040</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_0bb22f4aeff2455ab9faa9adf235c134"
          }
        },
        "245e8fee84be402eaa4bcbdd8efd50af": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e82244c828d64b9c9ec34736383c5ab0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "0bb22f4aeff2455ab9faa9adf235c134": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "4c093bb088664eb4830312bf657dadf3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_32ac3bb1af464ad6adb7ad9c2effaf1a",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_72737f5d79544d4c9bff9fe6e1ded6e2",
              "IPY_MODEL_6f02b6803e0d4489b474f91162a07101"
            ]
          }
        },
        "32ac3bb1af464ad6adb7ad9c2effaf1a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "72737f5d79544d4c9bff9fe6e1ded6e2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_11e18b2a55bd4082abdf861614976930",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6f02b6803e0d4489b474f91162a07101": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_2db7d29ed2d143adad5c9bcfa08c889f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 17.443672</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_049ba4a2477342cc925d10d803605888"
          }
        },
        "11e18b2a55bd4082abdf861614976930": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "2db7d29ed2d143adad5c9bcfa08c889f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "049ba4a2477342cc925d10d803605888": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "0063f95bba7b4fa7adc59634d18ae739": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_cc2e877099384d1482c628cf7323f7a3",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_3b2cece735ff4a4e8b9c12ed3e4bf2e9",
              "IPY_MODEL_26c9c539f0e94603b0d7562d0a7e5012"
            ]
          }
        },
        "cc2e877099384d1482c628cf7323f7a3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3b2cece735ff4a4e8b9c12ed3e4bf2e9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_4c088777936b4c60a41f5b2d08a3b557",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "26c9c539f0e94603b0d7562d0a7e5012": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_120e35c09d07417896af7f8587152ed9",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 17.447634</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_9af78d6304fb413c9fef0de48d6f4a32"
          }
        },
        "4c088777936b4c60a41f5b2d08a3b557": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "120e35c09d07417896af7f8587152ed9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "9af78d6304fb413c9fef0de48d6f4a32": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "01a6b8434d49429fa73a02d33fdc079a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_20b75fc700414aacaf608d4a2e0b3192",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_159974e271e7428bbec208e5fc5ade19",
              "IPY_MODEL_b52f1f1275004b5dad29d181c935b709"
            ]
          }
        },
        "20b75fc700414aacaf608d4a2e0b3192": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "159974e271e7428bbec208e5fc5ade19": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_abdbfd511626463d93ce90677a951eb7",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "b52f1f1275004b5dad29d181c935b709": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_5b2f216c2e2f41f09536a5feb1ef6c4c",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 17.447634</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_a4df664ed61b496c944b4fb154e248a8"
          }
        },
        "abdbfd511626463d93ce90677a951eb7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5b2f216c2e2f41f09536a5feb1ef6c4c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "a4df664ed61b496c944b4fb154e248a8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "ed2ff699775b4780b2fe5892c35df820": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_62281aecaf554d0e85a8c4abb52000af",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_5bd9a10016df424f9f61fd29b2269095",
              "IPY_MODEL_6a6872489e9d467aab5900683fe27e87"
            ]
          }
        },
        "62281aecaf554d0e85a8c4abb52000af": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5bd9a10016df424f9f61fd29b2269095": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_c8c0ee3681bf4c08821fa3a5c6a88d9a",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6a6872489e9d467aab5900683fe27e87": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_f3430337938e4c00947b5378eaa158af",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 17.988071</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_22104ccf943f47eeb9634ced4532246b"
          }
        },
        "c8c0ee3681bf4c08821fa3a5c6a88d9a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f3430337938e4c00947b5378eaa158af": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "22104ccf943f47eeb9634ced4532246b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a089387612994988b6b1fd4ee7b45a8f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_5af024cd4a8c46faa55f7c03831ad926",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_f1e33f0cbf5d498b9576dca54e69d773",
              "IPY_MODEL_7f8f80cdd86c43748e82b5d9dcd69357"
            ]
          }
        },
        "5af024cd4a8c46faa55f7c03831ad926": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "f1e33f0cbf5d498b9576dca54e69d773": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_9d492d349d1347a5a2624d2f54715e2c",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "7f8f80cdd86c43748e82b5d9dcd69357": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_1598ee6ce0a144c3b16da06c80438216",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 17.988071</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_6a5f970ee6ad41fc9b00b184f6e7bf4a"
          }
        },
        "9d492d349d1347a5a2624d2f54715e2c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "1598ee6ce0a144c3b16da06c80438216": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "6a5f970ee6ad41fc9b00b184f6e7bf4a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "a0f491c4bf194565aa1bc0f0240f7442": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_b3c71506302741ed87ce1d327ccedde4",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_9c846a2ccf8c43909be14fb2b03bb4ef",
              "IPY_MODEL_41c0ab1d98234225ad1aeaa6b03885bb"
            ]
          }
        },
        "b3c71506302741ed87ce1d327ccedde4": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "9c846a2ccf8c43909be14fb2b03bb4ef": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_5e4292fb0f044df4a2b07d3bbdda0c5b",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "41c0ab1d98234225ad1aeaa6b03885bb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_e4dc6790e5bc4adc88d6f8fc43af727e",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 18.072845</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_ad3d1b6641ea4f398f71801bbb411fea"
          }
        },
        "5e4292fb0f044df4a2b07d3bbdda0c5b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "e4dc6790e5bc4adc88d6f8fc43af727e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "ad3d1b6641ea4f398f71801bbb411fea": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "3cc72539c0cb4450bd01401b52e33779": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_692780dbe26b444686aeecc6c0fc9cbb",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_5228ea18aa2d4b55b399dd42d9d13ffb",
              "IPY_MODEL_c7cd7e3bf15b4c30aa373ae6b5509f45"
            ]
          }
        },
        "692780dbe26b444686aeecc6c0fc9cbb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "5228ea18aa2d4b55b399dd42d9d13ffb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_044ed4c6180a44eb92fc7b7342a9148e",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c7cd7e3bf15b4c30aa373ae6b5509f45": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_6cdb6b6184944b309db4eed8b6bb7d6f",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 18.094221</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c73aab95392c434589339adb692889ff"
          }
        },
        "044ed4c6180a44eb92fc7b7342a9148e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6cdb6b6184944b309db4eed8b6bb7d6f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c73aab95392c434589339adb692889ff": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "6ba26b8fc0474df5a578dc5c1af3875c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HBoxView",
            "_dom_classes": [],
            "_model_name": "HBoxModel",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "box_style": "",
            "layout": "IPY_MODEL_ca25176596c84ff9adf03f89b37ff775",
            "_model_module": "@jupyter-widgets/controls",
            "children": [
              "IPY_MODEL_26b780f92c3345bda146f1eb523f9535",
              "IPY_MODEL_243237c546fa41d9bab56ed416e887a3"
            ]
          }
        },
        "ca25176596c84ff9adf03f89b37ff775": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "26b780f92c3345bda146f1eb523f9535": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ImageModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "ImageView",
            "_dom_classes": [],
            "_model_name": "ImageModel",
            "format": "jpeg",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "width": "200",
            "_view_module_version": "1.5.0",
            "layout": "IPY_MODEL_6451319bead14e84983ff1b287213804",
            "height": "100",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "243237c546fa41d9bab56ed416e887a3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "HTMLView",
            "style": "IPY_MODEL_cfba621f6e41456c8fde6e4623ca83bb",
            "_dom_classes": [],
            "description": "",
            "_model_name": "HTMLModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "<p><b>score: 18.094221</b></p><p>Tomato</p>",
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_5f30b94e21d648bfa990dab872c3c773"
          }
        },
        "6451319bead14e84983ff1b287213804": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "cfba621f6e41456c8fde6e4623ca83bb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "5f30b94e21d648bfa990dab872c3c773": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/EdoardoMorucci/Plant-Leaves-Search-Engine---MIRCV/blob/main/retrieval_system.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Imports"
      ],
      "metadata": {
        "id": "ExO1PlhgEBlS"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ldyhVm-K3E8M",
        "outputId": "0a948018-b69c-4878-933a-e569eb40fb4a"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%cd \"/content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/jupyter-notebooks\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "96JHGWUdLhso",
        "outputId": "d64e8b73-12fe-41f0-c8f8-7e991f9f12bf"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/jupyter-notebooks\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "%run vpt_index.ipynb"
      ],
      "metadata": {
        "id": "FvdKMJ-T_sSR"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import time\n",
        "from statistics import median\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import random\n",
        "import math\n",
        "import pickle\n",
        "import keras\n",
        "from IPython.display import display\n",
        "from ipywidgets import HBox, Image, HTML\n",
        "from sklearn.preprocessing import normalize\n",
        "from sklearn.metrics.pairwise import cosine_similarity\n",
        "import tensorflow as tf"
      ],
      "metadata": {
        "id": "2HForFbZ4AJq"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%cd \"/content/\""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "w0HhRRSjFc_3",
        "outputId": "7ebf1614-d00b-491a-9da5-58892d3097a7"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Download Dataset"
      ],
      "metadata": {
        "id": "zZq7yMKuHYkD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Dataset download \n",
        "\n",
        "! pip install -q kaggle\n",
        "\n",
        "from google.colab import files\n",
        "_ = files.upload()\n",
        "\n",
        "! mkdir -p ~/.kaggle\n",
        "! cp kaggle.json ~/.kaggle/\n",
        "! chmod 600 ~/.kaggle/kaggle.json\n",
        "\n",
        "! kaggle datasets download -d davidedemarco/healthy-unhealthy-plants-dataset-segmented --unzip\n",
        "\n",
        "# downaload the noise images from https://drive.google.com/file/d/1wsrC7u104hsAU6Wo0cII33TLC3oLpTkm/view?usp=sharing\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 124
        },
        "id": "VTm-IjGbER4O",
        "outputId": "9162e0e5-a611-450f-dbeb-8617ce50e1b4"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-0609cfed-a3ae-4598-bb87-8484de4469f7\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-0609cfed-a3ae-4598-bb87-8484de4469f7\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving kaggle.json to kaggle (1).json\n",
            "Downloading healthy-unhealthy-plants-dataset-segmented.zip to /content\n",
            " 98% 632M/642M [00:03<00:00, 189MB/s]\n",
            "100% 642M/642M [00:03<00:00, 179MB/s]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "! mv /content/Healthy\\ \\&\\ Unhealthy\\ Plants\\ Dataset\\ Segmented /content/Healthy-Unhealthy-Plants-Dataset-Segmented"
      ],
      "metadata": {
        "id": "x7mwyCAsLWyd"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "! gdown --id 1wsrC7u104hsAU6Wo0cII33TLC3oLpTkm -O noise.zip\n",
        "\n",
        "! unzip /content/noise.zip"
      ],
      "metadata": {
        "id": "Ni4LUselG4o6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a97f70fb-c16a-453f-85c6-c1154b142f3d"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1wsrC7u104hsAU6Wo0cII33TLC3oLpTkm\n",
            "To: /content/noise.zip\n",
            "100% 3.08G/3.08G [00:52<00:00, 58.4MB/s]\n",
            "Archive:  /content/noise.zip\n",
            "replace mirflickr25k/mirflickr/doc/common_tags.txt? [y]es, [n]o, [A]ll, [N]one, [r]ename: N\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataframe = pd.read_csv(\"/content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/dataframe1.csv\")\n",
        "dataframe = dataframe.drop('Unnamed: 0', 1)\n",
        "dataframe"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "iSYTz_X5914J",
        "outputId": "132a840a-1f13-4a50-b080-50165248f742"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-0712da6e-1e97-46fc-ba83-31b5185a6812\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Image</th>\n",
              "      <th>Plant</th>\n",
              "      <th>Path</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>ca66c694-e8cb-47df-84af-b4c46de1fd3e___RS_HL 7...</td>\n",
              "      <td>Apple</td>\n",
              "      <td>/content/Healthy-Unhealthy-Plants-Dataset-Segm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>00365.jpg</td>\n",
              "      <td>Apple</td>\n",
              "      <td>/content/Healthy-Unhealthy-Plants-Dataset-Segm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>22570.jpg</td>\n",
              "      <td>Apple</td>\n",
              "      <td>/content/Healthy-Unhealthy-Plants-Dataset-Segm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0576bbc4-37b3-413c-8a35-4138c2da69a7___RS_HL 8...</td>\n",
              "      <td>Apple</td>\n",
              "      <td>/content/Healthy-Unhealthy-Plants-Dataset-Segm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0b37761a-de32-47ee-a3a4-e138b97ef542___JR_FrgE...</td>\n",
              "      <td>Apple</td>\n",
              "      <td>/content/Healthy-Unhealthy-Plants-Dataset-Segm...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97029</th>\n",
              "      <td>im22820.jpg</td>\n",
              "      <td>noise</td>\n",
              "      <td>/content/mirflickr25k/mirflickr/im22820.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97030</th>\n",
              "      <td>im6500.jpg</td>\n",
              "      <td>noise</td>\n",
              "      <td>/content/mirflickr25k/mirflickr/im6500.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97031</th>\n",
              "      <td>im10060.jpg</td>\n",
              "      <td>noise</td>\n",
              "      <td>/content/mirflickr25k/mirflickr/im10060.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97032</th>\n",
              "      <td>im5074.jpg</td>\n",
              "      <td>noise</td>\n",
              "      <td>/content/mirflickr25k/mirflickr/im5074.jpg</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>97033</th>\n",
              "      <td>im744.jpg</td>\n",
              "      <td>noise</td>\n",
              "      <td>/content/mirflickr25k/mirflickr/im744.jpg</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>97034 rows × 3 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0712da6e-1e97-46fc-ba83-31b5185a6812')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-0712da6e-1e97-46fc-ba83-31b5185a6812 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-0712da6e-1e97-46fc-ba83-31b5185a6812');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                   Image  ...                                               Path\n",
              "0      ca66c694-e8cb-47df-84af-b4c46de1fd3e___RS_HL 7...  ...  /content/Healthy-Unhealthy-Plants-Dataset-Segm...\n",
              "1                                              00365.jpg  ...  /content/Healthy-Unhealthy-Plants-Dataset-Segm...\n",
              "2                                              22570.jpg  ...  /content/Healthy-Unhealthy-Plants-Dataset-Segm...\n",
              "3      0576bbc4-37b3-413c-8a35-4138c2da69a7___RS_HL 8...  ...  /content/Healthy-Unhealthy-Plants-Dataset-Segm...\n",
              "4      0b37761a-de32-47ee-a3a4-e138b97ef542___JR_FrgE...  ...  /content/Healthy-Unhealthy-Plants-Dataset-Segm...\n",
              "...                                                  ...  ...                                                ...\n",
              "97029                                        im22820.jpg  ...        /content/mirflickr25k/mirflickr/im22820.jpg\n",
              "97030                                         im6500.jpg  ...         /content/mirflickr25k/mirflickr/im6500.jpg\n",
              "97031                                        im10060.jpg  ...        /content/mirflickr25k/mirflickr/im10060.jpg\n",
              "97032                                         im5074.jpg  ...         /content/mirflickr25k/mirflickr/im5074.jpg\n",
              "97033                                          im744.jpg  ...          /content/mirflickr25k/mirflickr/im744.jpg\n",
              "\n",
              "[97034 rows x 3 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Useful Paths\n",
        "\n"
      ],
      "metadata": {
        "id": "u72eAJACH42s"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "FEATURES_PATH = \"/content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/total_features.npy\"\n",
        "FEATURES_FINETUNED_PATH = \"/content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/finetuned_features_t.npy\"\n",
        "DATAFRAME_PATH = \"/content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/dataframe1.csv\""
      ],
      "metadata": {
        "id": "eY_sUB9KIIat"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# VPT Index Creation"
      ],
      "metadata": {
        "id": "-_1E7jBM0c8k"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## VPT with unfinetuned model"
      ],
      "metadata": {
        "id": "ByrKWr_KY5F9"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Create the VPT index using the features extracted with pretrainet network *DenseNet121* \n"
      ],
      "metadata": {
        "id": "WkHjYavzKJg6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "features = np.load(FEATURES_PATH)\n",
        "\n",
        "vp_tree_index = VantagePointTree(features, distance_measure=\"euclidian\", size=len(features))"
      ],
      "metadata": {
        "id": "_2mD2gZ70g3y",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "76b9b709-4fcc-4947-c979-8a83768875c5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Building time: 32.34 sec\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can save the index created to avoid the computation each time."
      ],
      "metadata": {
        "id": "wzxjpeMj5C2y"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "vp_tree_index.save_on_disk(\"saved_tree.pkl\")"
      ],
      "metadata": {
        "id": "V0YMXinIZWiw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "! mv saved_tree.pkl /content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/"
      ],
      "metadata": {
        "id": "-iieXSAuuoKr"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "If the index is stored in gdrive we can load "
      ],
      "metadata": {
        "id": "Ekl28tuk4axe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "with open('saved_tree.pkl', 'rb') as f:\n",
        "    loaded_dict = pickle.load(f)\n",
        "\n",
        "new_root = Node.from_dict(loaded_dict)\n",
        "vp_tree_index = VantagePointTree(root=new_root, size = len(features),from_disk=True, distance_measure=\"euclidian\")"
      ],
      "metadata": {
        "id": "3SvcoAva5yXS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "de81187e-01bc-44ed-e2f0-2ef3b84d8bfc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Building time: 0.00 sec\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## VPT with finetuned model"
      ],
      "metadata": {
        "id": "bLuTFY3kZcNV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Create the VPT index using the features extracted with pretrainet network *DenseNet121* \n"
      ],
      "metadata": {
        "id": "doVTxP3vZmq6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "features_ft = np.load(FEATURES_FINETUNED_PATH)\n",
        "\n",
        "vp_tree_index_ft = VantagePointTree(features_ft, distance_measure=\"euclidian\", size=len(features_ft))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9c632a2c-81b9-454a-e1b1-0465ea535891",
        "id": "KtO0zgi5Zmq8"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Distance measure: euclidian\n",
            "Pivot choice: Random\n",
            "Vantage Point Tree index in construction...\n",
            "Building time: 32.07 sec\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "We can save the index created to avoid the computation each time."
      ],
      "metadata": {
        "id": "Syj78w69Zmq-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "vp_tree_index_ft.save_on_disk(\"saved_tree.pkl\")"
      ],
      "metadata": {
        "id": "neaRQklGZmq-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "! mv saved_tree.pkl /content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine"
      ],
      "metadata": {
        "id": "c_ewFCe5LQ93"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "If the index is stored in gdrive we can load "
      ],
      "metadata": {
        "id": "25enxz0tZmq-"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "with open('saved_tree.pkl', 'rb') as f:\n",
        "    loaded_dict = pickle.load(f)\n",
        "\n",
        "new_root = Node.from_dict(loaded_dict)\n",
        "vp_tree_index_ft = VantagePointTree(root=new_root, size = len(features_ft),from_disk=True, distance_measure=\"euclidian\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e9e00ad9-bb83-4c7c-e587-67c1491bec72",
        "id": "hvyfEx8HZmq_"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Distance measure: euclidian\n",
            "Pivot choice: Random\n",
            "Tree retrieved from disk\n",
            "Building time: 0.00 sec\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Loading Model"
      ],
      "metadata": {
        "id": "hmK5W7Y3agEB"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Unfinetuned Model"
      ],
      "metadata": {
        "id": "ZzL_Erhva1Bb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model = tf.keras.applications.densenet.DenseNet121(\n",
        "    weights='imagenet', input_tensor=None, input_shape=(224,224,3), \n",
        "    pooling='avg', include_top=False\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TPldCNWFa6-s",
        "outputId": "4711f60f-351f-4e45-c3f5-4c69f9501ffd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "29089792/29084464 [==============================] - 0s 0us/step\n",
            "29097984/29084464 [==============================] - 0s 0us/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Finetuned Model"
      ],
      "metadata": {
        "id": "ak_SKH6Oaube"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model_ft = keras.models.load_model('/content/gdrive/Shareddrives/MIRCV-PlantLeavesSearchEngine/model_fine_tuned_vecchio')\n",
        "finetuned_model = keras.models.Model(inputs=model_ft.input, outputs=model_ft.get_layer('gap').output)"
      ],
      "metadata": {
        "id": "FW9VNPs5bgky"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Query Feature Extraction"
      ],
      "metadata": {
        "id": "0W3hBbcbZ4gs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "query_index = 63340\n",
        "QUERY_PATH = dataframe.Path.iloc[query_index]\n",
        "print(QUERY_PATH)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nJpAf1YxM6yK",
        "outputId": "4d8ad3a8-0a6f-4b28-a432-fe647316c74b"
      },
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/Healthy-Unhealthy-Plants-Dataset-Segmented/Tomato/40985.jpg\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def extract_features(query_path, model):\n",
        "  image_width = 224\n",
        "  image_height = 224\n",
        "  image_size = (image_height, image_width)\n",
        "  query_image_pil = tf.keras.utils.load_img(query_path, target_size=image_size, interpolation='bilinear')\n",
        "  query_image_np = tf.keras.preprocessing.image.img_to_array(query_image_pil)\n",
        "  query_image_np = np.expand_dims(query_image_np, axis=0)  # add batch dimension\n",
        "  query_features = model(query_image_np)\n",
        "  return query_features"
      ],
      "metadata": {
        "id": "aJBke-_8XfDL"
      },
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "query_features = extract_features(QUERY_PATH, finetuned_model)\n",
        "print(query_features)\n",
        "\n",
        "query_image_pil = tf.keras.utils.load_img(QUERY_PATH, target_size=(224,224), interpolation='bilinear')\n",
        "query_image_pil"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 292
        },
        "id": "BFTFltjdbfPV",
        "outputId": "4ae8a9ba-fc85-4db4-f157-f6ff61b4ff28"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "tf.Tensor(\n",
            "[[8.6888242e-05 3.5264008e-04 4.4120052e-03 ... 0.0000000e+00\n",
            "  0.0000000e+00 0.0000000e+00]], shape=(1, 1024), dtype=float32)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=224x224 at 0x7F5C545AE9D0>"
            ]
          },
          "metadata": {},
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "k = 10\n",
        "\n",
        "query_object = Object(query_features.numpy(), query_index)\n",
        "kNN, dNN, distance_computations, time_kNN = vp_tree_index_ft.search_kNN(query_object,k)\n",
        "\n",
        "print(f\"Ho computato {distance_computations} su {vp_tree_index_ft.size} oggetti nell'indice in {time_kNN:.2f} sec.\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wVr6ZFE8fTyy",
        "outputId": "7ed05b17-daa5-4fa7-a1b0-ff480e776670"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Ho computato 43085 su 97034 oggetti nell'indice in 0.87 sec.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "paths = dataframe['Path'].to_numpy()\n",
        "labels = dataframe['Plant']\n",
        "\n",
        "kNN_paths = [paths[int(obj.id)] for obj in kNN]\n",
        "kNN_labels = [labels[int(obj.id)] for obj in kNN]\n",
        "\n",
        "show_results(kNN_paths, dNN, kNN_labels)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "53580ea1f7cc4979873074d1d5c3e09b",
            "d864b633150c40069151c09959a4ef55",
            "e4e0504326654d508dedfff1a610b979",
            "617728a41d124c6b83ef836c313c2baf",
            "986932b995de484a857eafbc3cbb067a",
            "3ecafc2b37ae4291a3dd7a4b54fca858",
            "9ebcc4cdef354a459230dca9fa2b75c5",
            "68a0893e651849dfaaad44707f14d17b",
            "3f7bcd23f9cc404ca446ce8e2f02f6e1",
            "41abf291b4d74a99b73d5deb345bf85c",
            "868cff09139844dd884950afe6006182",
            "245e8fee84be402eaa4bcbdd8efd50af",
            "e82244c828d64b9c9ec34736383c5ab0",
            "0bb22f4aeff2455ab9faa9adf235c134",
            "4c093bb088664eb4830312bf657dadf3",
            "32ac3bb1af464ad6adb7ad9c2effaf1a",
            "72737f5d79544d4c9bff9fe6e1ded6e2",
            "6f02b6803e0d4489b474f91162a07101",
            "11e18b2a55bd4082abdf861614976930",
            "2db7d29ed2d143adad5c9bcfa08c889f",
            "049ba4a2477342cc925d10d803605888",
            "0063f95bba7b4fa7adc59634d18ae739",
            "cc2e877099384d1482c628cf7323f7a3",
            "3b2cece735ff4a4e8b9c12ed3e4bf2e9",
            "26c9c539f0e94603b0d7562d0a7e5012",
            "4c088777936b4c60a41f5b2d08a3b557",
            "120e35c09d07417896af7f8587152ed9",
            "9af78d6304fb413c9fef0de48d6f4a32",
            "01a6b8434d49429fa73a02d33fdc079a",
            "20b75fc700414aacaf608d4a2e0b3192",
            "159974e271e7428bbec208e5fc5ade19",
            "b52f1f1275004b5dad29d181c935b709",
            "abdbfd511626463d93ce90677a951eb7",
            "5b2f216c2e2f41f09536a5feb1ef6c4c",
            "a4df664ed61b496c944b4fb154e248a8",
            "ed2ff699775b4780b2fe5892c35df820",
            "62281aecaf554d0e85a8c4abb52000af",
            "5bd9a10016df424f9f61fd29b2269095",
            "6a6872489e9d467aab5900683fe27e87",
            "c8c0ee3681bf4c08821fa3a5c6a88d9a",
            "f3430337938e4c00947b5378eaa158af",
            "22104ccf943f47eeb9634ced4532246b",
            "a089387612994988b6b1fd4ee7b45a8f",
            "5af024cd4a8c46faa55f7c03831ad926",
            "f1e33f0cbf5d498b9576dca54e69d773",
            "7f8f80cdd86c43748e82b5d9dcd69357",
            "9d492d349d1347a5a2624d2f54715e2c",
            "1598ee6ce0a144c3b16da06c80438216",
            "6a5f970ee6ad41fc9b00b184f6e7bf4a",
            "a0f491c4bf194565aa1bc0f0240f7442",
            "b3c71506302741ed87ce1d327ccedde4",
            "9c846a2ccf8c43909be14fb2b03bb4ef",
            "41c0ab1d98234225ad1aeaa6b03885bb",
            "5e4292fb0f044df4a2b07d3bbdda0c5b",
            "e4dc6790e5bc4adc88d6f8fc43af727e",
            "ad3d1b6641ea4f398f71801bbb411fea",
            "3cc72539c0cb4450bd01401b52e33779",
            "692780dbe26b444686aeecc6c0fc9cbb",
            "5228ea18aa2d4b55b399dd42d9d13ffb",
            "c7cd7e3bf15b4c30aa373ae6b5509f45",
            "044ed4c6180a44eb92fc7b7342a9148e",
            "6cdb6b6184944b309db4eed8b6bb7d6f",
            "c73aab95392c434589339adb692889ff",
            "6ba26b8fc0474df5a578dc5c1af3875c",
            "ca25176596c84ff9adf03f89b37ff775",
            "26b780f92c3345bda146f1eb523f9535",
            "243237c546fa41d9bab56ed416e887a3",
            "6451319bead14e84983ff1b287213804",
            "cfba621f6e41456c8fde6e4623ca83bb",
            "5f30b94e21d648bfa990dab872c3c773"
          ]
        },
        "id": "Sqk_P9JP_Pdc",
        "outputId": "037148e6-190c-47b9-aa8a-6abac6c0c241"
      },
      "execution_count": 68,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "53580ea1f7cc4979873074d1d5c3e09b",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "68a0893e651849dfaaad44707f14d17b",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4c093bb088664eb4830312bf657dadf3",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "0063f95bba7b4fa7adc59634d18ae739",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "01a6b8434d49429fa73a02d33fdc079a",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ed2ff699775b4780b2fe5892c35df820",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a089387612994988b6b1fd4ee7b45a8f",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "a0f491c4bf194565aa1bc0f0240f7442",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3cc72539c0cb4450bd01401b52e33779",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "6ba26b8fc0474df5a578dc5c1af3875c",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(Image(value=b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C…"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def show_results(image_paths, scores, captions=None):\n",
        "  \"\"\"\n",
        "  Shows results of a similarity search. Lists of image paths, scores, and\n",
        "  (optionally) captions must be of the same length and follow the same order.\n",
        "  \n",
        "  Args:\n",
        "    image_paths (ndarray or list): ordererd paths of images to be shown.\n",
        "    scores (ndarray or list): ordered scores values to be shown next to images.\n",
        "    captions (ndarray or list): ordered strings of captions to be shown; if\n",
        "                                None, no caption is shown. Defaults to None.\n",
        "  \n",
        "  \"\"\"\n",
        "  if captions is None:\n",
        "    captions = [''] * len(scores)  # just all empty strings\n",
        "\n",
        "  for image_path, score, caption in zip(image_paths, scores, captions):\n",
        "    title = 'score: {:.6f}'.format(score)\n",
        "    display_image(image_path, title, caption)"
      ],
      "metadata": {
        "id": "MrQHOW-08Q0B"
      },
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def display_image(image_path, title='', txt=''):\n",
        "  \"\"\" Displays an image with optional title and text next to it using iPython\n",
        "  widgets (works in Jupyter/Colab environments).\n",
        "      \n",
        "  Args:\n",
        "    image_path (string): path to the image to show.\n",
        "    title (string): header text to show next to the image.\n",
        "    txt (string): text to show under the title header.\n",
        "  \"\"\"\n",
        "  image_widget = Image.from_file(image_path, width=200, height=100)\n",
        "  txt = txt.replace('\\n', '<br>')\n",
        "  text_widget = HTML('<p><b>{}</b></p><p>{}</p>'.format(title, txt))\n",
        "  widget = HBox([image_widget, text_widget])\n",
        "  display(widget)"
      ],
      "metadata": {
        "id": "qffnKVon9w6f"
      },
      "execution_count": 63,
      "outputs": []
    }
  ]
}