rag_bootcamp_module4_using_beyondllm.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "cd902e31be804613a1dc0454ecc9f403": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_d385ee9d2c0942a4bb067ba2423b8687",
              "IPY_MODEL_f1b8314b4ea4476bb2f6b7c6492bede1",
              "IPY_MODEL_d2efb560e80647ef859bfa188bf791ea"
            ],
            "layout": "IPY_MODEL_2e76846048874015a2372be85493f8b1"
          }
        },
        "d385ee9d2c0942a4bb067ba2423b8687": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ef458a61e2bb437694b6b0ee61041c56",
            "placeholder": "​",
            "style": "IPY_MODEL_0aa45652d0884eacac779928ef929d84",
            "value": "modules.json: 100%"
          }
        },
        "f1b8314b4ea4476bb2f6b7c6492bede1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c386c279a3b24a199b975c0a61704d8d",
            "max": 349,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e19d1f39b6b2491f8b0b45be2b46b3d6",
            "value": 349
          }
        },
        "d2efb560e80647ef859bfa188bf791ea": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7876136c439c4d859a93647419c41eae",
            "placeholder": "​",
            "style": "IPY_MODEL_3f8ff8aa41f24eb195d74817f7908da3",
            "value": " 349/349 [00:00&lt;00:00, 15.4kB/s]"
          }
        },
        "2e76846048874015a2372be85493f8b1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ef458a61e2bb437694b6b0ee61041c56": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0aa45652d0884eacac779928ef929d84": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c386c279a3b24a199b975c0a61704d8d": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e19d1f39b6b2491f8b0b45be2b46b3d6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "7876136c439c4d859a93647419c41eae": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3f8ff8aa41f24eb195d74817f7908da3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e9728195d6044aa8bedf2405628e426b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_1fc00c0f580f4916bb22610a69d3c91d",
              "IPY_MODEL_7f80d86f54474ae89a1644df38538e2c",
              "IPY_MODEL_75c9edb2c1894e2b8945acb685024c77"
            ],
            "layout": "IPY_MODEL_ad3e53c34f8947fa97ac00f08bb2cfbf"
          }
        },
        "1fc00c0f580f4916bb22610a69d3c91d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4b7beb18796f49e3a2a07d960ff28859",
            "placeholder": "​",
            "style": "IPY_MODEL_ada8f0c09bc84cd99932018756360182",
            "value": "config_sentence_transformers.json: 100%"
          }
        },
        "7f80d86f54474ae89a1644df38538e2c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4b85e1d921794768a4141a6c2b03540a",
            "max": 124,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e1627a7e626f4b1890348548776459f0",
            "value": 124
          }
        },
        "75c9edb2c1894e2b8945acb685024c77": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_de096cf8522348ae98ef6f1129a287a1",
            "placeholder": "​",
            "style": "IPY_MODEL_2de064fdd8f14d7dbd2ec6838f6f8efb",
            "value": " 124/124 [00:00&lt;00:00, 7.00kB/s]"
          }
        },
        "ad3e53c34f8947fa97ac00f08bb2cfbf": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4b7beb18796f49e3a2a07d960ff28859": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ada8f0c09bc84cd99932018756360182": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4b85e1d921794768a4141a6c2b03540a": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e1627a7e626f4b1890348548776459f0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "de096cf8522348ae98ef6f1129a287a1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2de064fdd8f14d7dbd2ec6838f6f8efb": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "c0bf7110c6a54618b66b66995d476995": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_1e18738b8fad4cb2927e2c760ab6cda0",
              "IPY_MODEL_b0779bb42ca8499cb38b80ab4c5a8766",
              "IPY_MODEL_b066f1426067436d96d3206eafee82e0"
            ],
            "layout": "IPY_MODEL_5aec52549e544f358d8cb98b03e6cdbe"
          }
        },
        "1e18738b8fad4cb2927e2c760ab6cda0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b5b765e64f5746319b219acc7d136def",
            "placeholder": "​",
            "style": "IPY_MODEL_6f3f7e3fa384422a87cd48446882d590",
            "value": "README.md: 100%"
          }
        },
        "b0779bb42ca8499cb38b80ab4c5a8766": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_812d28bbcb294bee8445d230d8bc15c1",
            "max": 94783,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_4b9ceca1f7ab44ab91118b2fc70528a1",
            "value": 94783
          }
        },
        "b066f1426067436d96d3206eafee82e0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_94fbb1b4d9e142d08604ac8b5d4220a9",
            "placeholder": "​",
            "style": "IPY_MODEL_b154b0f6e7ad432f95755e6e6c0a1291",
            "value": " 94.8k/94.8k [00:00&lt;00:00, 2.82MB/s]"
          }
        },
        "5aec52549e544f358d8cb98b03e6cdbe": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b5b765e64f5746319b219acc7d136def": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "6f3f7e3fa384422a87cd48446882d590": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "812d28bbcb294bee8445d230d8bc15c1": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4b9ceca1f7ab44ab91118b2fc70528a1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "94fbb1b4d9e142d08604ac8b5d4220a9": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b154b0f6e7ad432f95755e6e6c0a1291": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "3cef5167f4ef4773805e51ca8fae85ec": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_008e10aa799f460688dfa74c312f5f00",
              "IPY_MODEL_7ec0cdcea8934247951423ec4519f8cc",
              "IPY_MODEL_78a8e72a4e6540f3b32fd2c6061da329"
            ],
            "layout": "IPY_MODEL_e6c2dc7e5aad4bb68e35e5019e9b8458"
          }
        },
        "008e10aa799f460688dfa74c312f5f00": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e8eb6250671844a4bd6fbc163c42c7d8",
            "placeholder": "​",
            "style": "IPY_MODEL_49484f03aad349838b8501b37bb641bc",
            "value": "sentence_bert_config.json: 100%"
          }
        },
        "7ec0cdcea8934247951423ec4519f8cc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9f58d88a1ae84bca81d6dc5f31c19c3c",
            "max": 52,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_339a08d11d4f492b8eb0b8a2fc9d82e1",
            "value": 52
          }
        },
        "78a8e72a4e6540f3b32fd2c6061da329": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e1bb80c77ed14c37a26d932c43433c80",
            "placeholder": "​",
            "style": "IPY_MODEL_aed8d403d2614fbfb1f5bd5f2ac27d15",
            "value": " 52.0/52.0 [00:00&lt;00:00, 1.67kB/s]"
          }
        },
        "e6c2dc7e5aad4bb68e35e5019e9b8458": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e8eb6250671844a4bd6fbc163c42c7d8": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "49484f03aad349838b8501b37bb641bc": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "9f58d88a1ae84bca81d6dc5f31c19c3c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "339a08d11d4f492b8eb0b8a2fc9d82e1": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "e1bb80c77ed14c37a26d932c43433c80": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aed8d403d2614fbfb1f5bd5f2ac27d15": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "0963f82cfac2435a87db6e862ab81b46": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_c73262f8b7a84fe5ba3edb9ba1920b7b",
              "IPY_MODEL_969ad120cffa490b97e62dc67f75d29f",
              "IPY_MODEL_63377acf0e304a788f34ae9166123c49"
            ],
            "layout": "IPY_MODEL_ed5f16c596ff4f5aae18c0976ca7b0c5"
          }
        },
        "c73262f8b7a84fe5ba3edb9ba1920b7b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_530508db048142aab56ecaca1074dc94",
            "placeholder": "​",
            "style": "IPY_MODEL_61e3537ec44c40bbb806461f4f71de2a",
            "value": "config.json: 100%"
          }
        },
        "969ad120cffa490b97e62dc67f75d29f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9b299f4710044cc6b46f05ef53f18719",
            "max": 743,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_da12a4203dad4d97b5701500108c0702",
            "value": 743
          }
        },
        "63377acf0e304a788f34ae9166123c49": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0e815cb6570b4661b2a7c754946d446c",
            "placeholder": "​",
            "style": "IPY_MODEL_86677c04771d49f08092c558e76d51e7",
            "value": " 743/743 [00:00&lt;00:00, 50.2kB/s]"
          }
        },
        "ed5f16c596ff4f5aae18c0976ca7b0c5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "530508db048142aab56ecaca1074dc94": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "61e3537ec44c40bbb806461f4f71de2a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "9b299f4710044cc6b46f05ef53f18719": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "da12a4203dad4d97b5701500108c0702": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "0e815cb6570b4661b2a7c754946d446c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "86677c04771d49f08092c558e76d51e7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e3f4844c8329401f8a677e85e295a697": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f4afd0214b334bedb57ddbb8e83bd1bd",
              "IPY_MODEL_d5ccb3b6e3484283828923149d83d385",
              "IPY_MODEL_941d030086f443f5abc7a45098e8d87f"
            ],
            "layout": "IPY_MODEL_4c4c5e5db0c14ed1b5d5727f54b407fb"
          }
        },
        "f4afd0214b334bedb57ddbb8e83bd1bd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_9f7971815de143bc9d884973d27eadb6",
            "placeholder": "​",
            "style": "IPY_MODEL_7d23b4525f014adf9e3f1b06f806d753",
            "value": "model.safetensors: 100%"
          }
        },
        "d5ccb3b6e3484283828923149d83d385": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4d3e6d4faf67462cb3f6b3701c83d399",
            "max": 133466304,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9dbcf6cfd9e94214ad56b7d407697a73",
            "value": 133466304
          }
        },
        "941d030086f443f5abc7a45098e8d87f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_2e6c484f20d04aeb9d841f210f1d3f67",
            "placeholder": "​",
            "style": "IPY_MODEL_cf91891749604cf192275c8cb125d92f",
            "value": " 133M/133M [00:01&lt;00:00, 135MB/s]"
          }
        },
        "4c4c5e5db0c14ed1b5d5727f54b407fb": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9f7971815de143bc9d884973d27eadb6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7d23b4525f014adf9e3f1b06f806d753": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4d3e6d4faf67462cb3f6b3701c83d399": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9dbcf6cfd9e94214ad56b7d407697a73": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "2e6c484f20d04aeb9d841f210f1d3f67": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "cf91891749604cf192275c8cb125d92f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "557c7016d92344eeb5441a317ec5c7b8": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_9847146104ba4f6caca126194e7eb6cd",
              "IPY_MODEL_6d35f7e8374d45a1ace58625f8b6cbda",
              "IPY_MODEL_9f6acc2dea924b6c9a223a96729fc2ff"
            ],
            "layout": "IPY_MODEL_03652962e1bc42048aa56a72055e723c"
          }
        },
        "9847146104ba4f6caca126194e7eb6cd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a1238ed00ce54ccc8cb2a9ad65901f68",
            "placeholder": "​",
            "style": "IPY_MODEL_9a9e2108f97c4362838306fa198ba29f",
            "value": "tokenizer_config.json: 100%"
          }
        },
        "6d35f7e8374d45a1ace58625f8b6cbda": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ca6f429ef2ae47c997e1861f7ad4c889",
            "max": 366,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_81439d9785aa41f3b5d6ac48db147eb0",
            "value": 366
          }
        },
        "9f6acc2dea924b6c9a223a96729fc2ff": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fe3043777ae9419aa8e112722654a35f",
            "placeholder": "​",
            "style": "IPY_MODEL_96706d354e104635a38abfe1b00d2dce",
            "value": " 366/366 [00:00&lt;00:00, 19.2kB/s]"
          }
        },
        "03652962e1bc42048aa56a72055e723c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a1238ed00ce54ccc8cb2a9ad65901f68": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9a9e2108f97c4362838306fa198ba29f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ca6f429ef2ae47c997e1861f7ad4c889": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "81439d9785aa41f3b5d6ac48db147eb0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "fe3043777ae9419aa8e112722654a35f": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "96706d354e104635a38abfe1b00d2dce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "441a20d00a0e4bbb8a18e59227c6a9f3": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_2e8f8c83d45e4d50bb7f21291ac6025f",
              "IPY_MODEL_5aec026521094ccb88cf5b6aa0f792d7",
              "IPY_MODEL_016ea2fdc60a4e2db7d984890fe81aee"
            ],
            "layout": "IPY_MODEL_a1a472960614430c8f9a3d6128995b27"
          }
        },
        "2e8f8c83d45e4d50bb7f21291ac6025f": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_72d0d2ff84ee4e05a7529d2ece58d50c",
            "placeholder": "​",
            "style": "IPY_MODEL_b8696880cc824b7e9c22c89453fec194",
            "value": "vocab.txt: 100%"
          }
        },
        "5aec026521094ccb88cf5b6aa0f792d7": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_299e96c3afa94bf6a5e10cb40066dea7",
            "max": 231508,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_a8387de3c18842c0a10a14add52fb244",
            "value": 231508
          }
        },
        "016ea2fdc60a4e2db7d984890fe81aee": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e1ff271b34554c1ebe6e6808f5169a83",
            "placeholder": "​",
            "style": "IPY_MODEL_abb14300265b4bfaa0706066fb163cf2",
            "value": " 232k/232k [00:00&lt;00:00, 10.3MB/s]"
          }
        },
        "a1a472960614430c8f9a3d6128995b27": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "72d0d2ff84ee4e05a7529d2ece58d50c": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b8696880cc824b7e9c22c89453fec194": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "299e96c3afa94bf6a5e10cb40066dea7": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a8387de3c18842c0a10a14add52fb244": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "e1ff271b34554c1ebe6e6808f5169a83": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "abb14300265b4bfaa0706066fb163cf2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d32183f528ef443dbb10d20a6e6f863b": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_65c66fdc3fa74deb93162049865b8ed0",
              "IPY_MODEL_e039167b48c747e4953cf2bfe6d97967",
              "IPY_MODEL_8ea72566a6914194be14a748c637b572"
            ],
            "layout": "IPY_MODEL_69845991a98c4a41aa3d2d5b12f70c66"
          }
        },
        "65c66fdc3fa74deb93162049865b8ed0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a1f0b3af6f2d4f5f857abc7df0431e96",
            "placeholder": "​",
            "style": "IPY_MODEL_00ac58c5e990476d93e0b106e55b9735",
            "value": "tokenizer.json: 100%"
          }
        },
        "e039167b48c747e4953cf2bfe6d97967": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_b1c66c42ba624ab7b6123ee2b53919cc",
            "max": 711396,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_17d49a6398d941c99cf3b132917288af",
            "value": 711396
          }
        },
        "8ea72566a6914194be14a748c637b572": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_3781b4f0fbaf4219a5a6da62acc1ddd6",
            "placeholder": "​",
            "style": "IPY_MODEL_bbd9b4992498456cbb5476a9fea111f6",
            "value": " 711k/711k [00:00&lt;00:00, 7.28MB/s]"
          }
        },
        "69845991a98c4a41aa3d2d5b12f70c66": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "a1f0b3af6f2d4f5f857abc7df0431e96": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "00ac58c5e990476d93e0b106e55b9735": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "b1c66c42ba624ab7b6123ee2b53919cc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "17d49a6398d941c99cf3b132917288af": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "3781b4f0fbaf4219a5a6da62acc1ddd6": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bbd9b4992498456cbb5476a9fea111f6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "b45d5d78b1314566b59dc1bca93d2054": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_ac53cee94a1d4f8192ebd4dc36b98ba9",
              "IPY_MODEL_bfd82b09dc6a4f3facfd6a23550dd428",
              "IPY_MODEL_569e7d2032324d5ca36357bc821433fd"
            ],
            "layout": "IPY_MODEL_e873158ded244bf5b5ba2978cfd78350"
          }
        },
        "ac53cee94a1d4f8192ebd4dc36b98ba9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7470a5a4fd6443f0b732c7c28fd45077",
            "placeholder": "​",
            "style": "IPY_MODEL_9b1771d13468441fac50bd6a86f31fd6",
            "value": "special_tokens_map.json: 100%"
          }
        },
        "bfd82b09dc6a4f3facfd6a23550dd428": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8483f78479a549faad6788a58b876c7b",
            "max": 125,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_efddc55e15c5493b9046c04fd2de922d",
            "value": 125
          }
        },
        "569e7d2032324d5ca36357bc821433fd": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_fd6f0ff8321b43099bd16858c7e4db1b",
            "placeholder": "​",
            "style": "IPY_MODEL_3e5842134d7a4f58a80d068779598d95",
            "value": " 125/125 [00:00&lt;00:00, 6.03kB/s]"
          }
        },
        "e873158ded244bf5b5ba2978cfd78350": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7470a5a4fd6443f0b732c7c28fd45077": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9b1771d13468441fac50bd6a86f31fd6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "8483f78479a549faad6788a58b876c7b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "efddc55e15c5493b9046c04fd2de922d": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "fd6f0ff8321b43099bd16858c7e4db1b": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3e5842134d7a4f58a80d068779598d95": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "7eb40a38560e41bb9a92c14387eecdce": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HBoxModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f06e2e8c4d40427cbfdbeff1500ad4f5",
              "IPY_MODEL_85b27792a8af490cab229997d74c1c4c",
              "IPY_MODEL_e47037fb2b1b4c8e8d9efdbe97bacb7e"
            ],
            "layout": "IPY_MODEL_c08d0e77018e45bdbb64a419d6f18137"
          }
        },
        "f06e2e8c4d40427cbfdbeff1500ad4f5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7a42174aa3384a13a5655388d21dafc3",
            "placeholder": "​",
            "style": "IPY_MODEL_f3c708d3279441d084ad73fea2fcde53",
            "value": "1_Pooling/config.json: 100%"
          }
        },
        "85b27792a8af490cab229997d74c1c4c": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "FloatProgressModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_ec023414647745dc8383d8fb02d469fc",
            "max": 190,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_c94f833c172746be94fe354d9888d6ca",
            "value": 190
          }
        },
        "e47037fb2b1b4c8e8d9efdbe97bacb7e": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "HTMLModel",
          "model_module_version": "1.5.0",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_a7e2a09d0505419391ee4d9ea1f5e0b5",
            "placeholder": "​",
            "style": "IPY_MODEL_8ad79e61406041c992a0d1f60db1fbe9",
            "value": " 190/190 [00:00&lt;00:00, 10.5kB/s]"
          }
        },
        "c08d0e77018e45bdbb64a419d6f18137": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7a42174aa3384a13a5655388d21dafc3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f3c708d3279441d084ad73fea2fcde53": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "ec023414647745dc8383d8fb02d469fc": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c94f833c172746be94fe354d9888d6ca": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "a7e2a09d0505419391ee4d9ea1f5e0b5": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "model_module_version": "1.2.0",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8ad79e61406041c992a0d1f60db1fbe9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "model_module_version": "1.5.0",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "Install Required Libraries"
      ],
      "metadata": {
        "id": "QNvDzgpoWTwS"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_9DySW9sFkwK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "8acbb104-6a60-4b86-bf6f-07bf307d6c8f",
        "collapsed": true
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting beyondllm\n",
            "  Downloading beyondllm-0.2.0-py3-none-any.whl (46 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m46.5/46.5 kB\u001b[0m \u001b[31m563.9 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting youtube_transcript_api\n",
            "  Downloading youtube_transcript_api-0.6.2-py3-none-any.whl (24 kB)\n",
            "Collecting llama-index-readers-youtube-transcript\n",
            "  Downloading llama_index_readers_youtube_transcript-0.1.4-py3-none-any.whl (3.7 kB)\n",
            "Collecting llama_index.embeddings.huggingface\n",
            "  Downloading llama_index_embeddings_huggingface-0.2.0-py3-none-any.whl (7.1 kB)\n",
            "Collecting llama-index==0.10.27 (from beyondllm)\n",
            "  Downloading llama_index-0.10.27-py3-none-any.whl (6.9 kB)\n",
            "Collecting llama-index-embeddings-gemini==0.1.6 (from beyondllm)\n",
            "  Downloading llama_index_embeddings_gemini-0.1.6-py3-none-any.whl (2.9 kB)\n",
            "Requirement already satisfied: nltk==3.8.1 in /usr/local/lib/python3.10/dist-packages (from beyondllm) (3.8.1)\n",
            "Collecting numpy==1.26.4 (from beyondllm)\n",
            "  Downloading numpy-1.26.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (18.2 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m18.2/18.2 MB\u001b[0m \u001b[31m30.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting openai==1.20.0 (from beyondllm)\n",
            "  Downloading openai-1.20.0-py3-none-any.whl (292 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m292.8/292.8 kB\u001b[0m \u001b[31m6.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pandas==2.0.3 in /usr/local/lib/python3.10/dist-packages (from beyondllm) (2.0.3)\n",
            "Collecting pydantic<2,>=1.10.5 (from beyondllm)\n",
            "  Downloading pydantic-1.10.15-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.1/3.1 MB\u001b[0m \u001b[31m18.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting pypdf==4.2.0 (from beyondllm)\n",
            "  Downloading pypdf-4.2.0-py3-none-any.whl (290 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m290.4/290.4 kB\u001b[0m \u001b[31m15.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting pysbd==0.3.4 (from beyondllm)\n",
            "  Downloading pysbd-0.3.4-py3-none-any.whl (71 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m71.1/71.1 kB\u001b[0m \u001b[31m4.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pyyaml==6.0.1 in /usr/local/lib/python3.10/dist-packages (from beyondllm) (6.0.1)\n",
            "Collecting regex==2024.4.16 (from beyondllm)\n",
            "  Downloading regex-2024.4.16-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (773 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m774.0/774.0 kB\u001b[0m \u001b[31m6.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting sqlalchemy==2.0.29 (from beyondllm)\n",
            "  Downloading SQLAlchemy-2.0.29-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.1 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.1/3.1 MB\u001b[0m \u001b[31m38.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting tiktoken==0.6.0 (from beyondllm)\n",
            "  Downloading tiktoken-0.6.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.8 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.8/1.8 MB\u001b[0m \u001b[31m45.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting llama-index-agent-openai<0.3.0,>=0.1.4 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_agent_openai-0.2.5-py3-none-any.whl (13 kB)\n",
            "Collecting llama-index-cli<0.2.0,>=0.1.2 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_cli-0.1.12-py3-none-any.whl (26 kB)\n",
            "Collecting llama-index-core<0.11.0,>=0.10.27 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_core-0.10.38.post1-py3-none-any.whl (15.4 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.4/15.4 MB\u001b[0m \u001b[31m45.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting llama-index-embeddings-openai<0.2.0,>=0.1.5 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_embeddings_openai-0.1.10-py3-none-any.whl (6.2 kB)\n",
            "Collecting llama-index-indices-managed-llama-cloud<0.2.0,>=0.1.2 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_indices_managed_llama_cloud-0.1.6-py3-none-any.whl (6.7 kB)\n",
            "Collecting llama-index-legacy<0.10.0,>=0.9.48 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_legacy-0.9.48-py3-none-any.whl (2.0 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.0/2.0 MB\u001b[0m \u001b[31m46.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting llama-index-llms-openai<0.2.0,>=0.1.13 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_llms_openai-0.1.20-py3-none-any.whl (11 kB)\n",
            "Collecting llama-index-multi-modal-llms-openai<0.2.0,>=0.1.3 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_multi_modal_llms_openai-0.1.6-py3-none-any.whl (5.8 kB)\n",
            "Collecting llama-index-program-openai<0.2.0,>=0.1.3 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_program_openai-0.1.6-py3-none-any.whl (5.2 kB)\n",
            "Collecting llama-index-question-gen-openai<0.2.0,>=0.1.2 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_question_gen_openai-0.1.3-py3-none-any.whl (2.9 kB)\n",
            "Collecting llama-index-readers-file<0.2.0,>=0.1.4 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_readers_file-0.1.22-py3-none-any.whl (36 kB)\n",
            "Collecting llama-index-readers-llama-parse<0.2.0,>=0.1.2 (from llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_index_readers_llama_parse-0.1.4-py3-none-any.whl (2.5 kB)\n",
            "Collecting google-generativeai<0.5.0,>=0.4.1 (from llama-index-embeddings-gemini==0.1.6->beyondllm)\n",
            "  Downloading google_generativeai-0.4.1-py3-none-any.whl (137 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m137.4/137.4 kB\u001b[0m \u001b[31m12.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: click in /usr/local/lib/python3.10/dist-packages (from nltk==3.8.1->beyondllm) (8.1.7)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.10/dist-packages (from nltk==3.8.1->beyondllm) (1.4.2)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from nltk==3.8.1->beyondllm) (4.66.4)\n",
            "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from openai==1.20.0->beyondllm) (3.7.1)\n",
            "Requirement already satisfied: distro<2,>=1.7.0 in /usr/lib/python3/dist-packages (from openai==1.20.0->beyondllm) (1.7.0)\n",
            "Collecting httpx<1,>=0.23.0 (from openai==1.20.0->beyondllm)\n",
            "  Downloading httpx-0.27.0-py3-none-any.whl (75 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m75.6/75.6 kB\u001b[0m \u001b[31m6.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from openai==1.20.0->beyondllm) (1.3.1)\n",
            "Requirement already satisfied: typing-extensions<5,>=4.7 in /usr/local/lib/python3.10/dist-packages (from openai==1.20.0->beyondllm) (4.11.0)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas==2.0.3->beyondllm) (2.8.2)\n",
            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas==2.0.3->beyondllm) (2023.4)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas==2.0.3->beyondllm) (2024.1)\n",
            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from sqlalchemy==2.0.29->beyondllm) (3.0.3)\n",
            "Requirement already satisfied: requests>=2.26.0 in /usr/local/lib/python3.10/dist-packages (from tiktoken==0.6.0->beyondllm) (2.31.0)\n",
            "Requirement already satisfied: huggingface-hub[inference]>=0.19.0 in /usr/local/lib/python3.10/dist-packages (from llama_index.embeddings.huggingface) (0.23.0)\n",
            "Collecting sentence-transformers<3.0.0,>=2.6.1 (from llama_index.embeddings.huggingface)\n",
            "  Downloading sentence_transformers-2.7.0-py3-none-any.whl (171 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m171.5/171.5 kB\u001b[0m \u001b[31m14.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (3.14.0)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (2023.6.0)\n",
            "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (24.0)\n",
            "Requirement already satisfied: aiohttp in /usr/local/lib/python3.10/dist-packages (from huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (3.9.5)\n",
            "Collecting minijinja>=1.0 (from huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface)\n",
            "  Downloading minijinja-2.0.1-cp38-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (853 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m853.2/853.2 kB\u001b[0m \u001b[31m52.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: SQLAlchemy[asyncio]>=1.4.49 in /usr/local/lib/python3.10/dist-packages (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (2.0.30)\n",
            "Collecting dataclasses-json (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading dataclasses_json-0.6.6-py3-none-any.whl (28 kB)\n",
            "Collecting deprecated>=1.2.9.3 (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading Deprecated-1.2.14-py2.py3-none-any.whl (9.6 kB)\n",
            "Collecting dirtyjson<2.0.0,>=1.0.8 (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading dirtyjson-1.0.8-py3-none-any.whl (25 kB)\n",
            "Collecting jsonpath-ng (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading jsonpath_ng-1.6.1-py3-none-any.whl (29 kB)\n",
            "Collecting llamaindex-py-client<0.2.0,>=0.1.18 (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading llamaindex_py_client-0.1.19-py3-none-any.whl (141 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m141.9/141.9 kB\u001b[0m \u001b[31m13.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: nest-asyncio<2.0.0,>=1.5.8 in /usr/local/lib/python3.10/dist-packages (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (1.6.0)\n",
            "Requirement already satisfied: networkx>=3.0 in /usr/local/lib/python3.10/dist-packages (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (3.3)\n",
            "Requirement already satisfied: pillow>=9.0.0 in /usr/local/lib/python3.10/dist-packages (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (9.4.0)\n",
            "Requirement already satisfied: spacy in /usr/local/lib/python3.10/dist-packages (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (3.7.4)\n",
            "Requirement already satisfied: tenacity<9.0.0,>=8.2.0 in /usr/local/lib/python3.10/dist-packages (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (8.3.0)\n",
            "Collecting typing-inspect>=0.8.0 (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading typing_inspect-0.9.0-py3-none-any.whl (8.8 kB)\n",
            "Requirement already satisfied: wrapt in /usr/local/lib/python3.10/dist-packages (from llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (1.14.1)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken==0.6.0->beyondllm) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken==0.6.0->beyondllm) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken==0.6.0->beyondllm) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.26.0->tiktoken==0.6.0->beyondllm) (2024.2.2)\n",
            "Requirement already satisfied: transformers<5.0.0,>=4.34.0 in /usr/local/lib/python3.10/dist-packages (from sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (4.41.0)\n",
            "Requirement already satisfied: torch>=1.11.0 in /usr/local/lib/python3.10/dist-packages (from sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (2.3.0+cu121)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (1.2.2)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (1.11.4)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp->huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (1.3.1)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (23.2.0)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp->huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (1.4.1)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp->huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (6.0.5)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (1.9.4)\n",
            "Requirement already satisfied: async-timeout<5.0,>=4.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp->huggingface-hub[inference]>=0.19.0->llama_index.embeddings.huggingface) (4.0.3)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->openai==1.20.0->beyondllm) (1.2.1)\n",
            "Collecting google-ai-generativelanguage==0.4.0 (from google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm)\n",
            "  Downloading google_ai_generativelanguage-0.4.0-py3-none-any.whl (598 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m598.7/598.7 kB\u001b[0m \u001b[31m19.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: google-auth>=2.15.0 in /usr/local/lib/python3.10/dist-packages (from google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (2.27.0)\n",
            "Requirement already satisfied: google-api-core in /usr/local/lib/python3.10/dist-packages (from google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (2.11.1)\n",
            "Requirement already satisfied: protobuf in /usr/local/lib/python3.10/dist-packages (from google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (3.20.3)\n",
            "Requirement already satisfied: proto-plus<2.0.0dev,>=1.22.3 in /usr/local/lib/python3.10/dist-packages (from google-ai-generativelanguage==0.4.0->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (1.23.0)\n",
            "Collecting httpcore==1.* (from httpx<1,>=0.23.0->openai==1.20.0->beyondllm)\n",
            "  Downloading httpcore-1.0.5-py3-none-any.whl (77 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.9/77.9 kB\u001b[0m \u001b[31m6.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting h11<0.15,>=0.13 (from httpcore==1.*->httpx<1,>=0.23.0->openai==1.20.0->beyondllm)\n",
            "  Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m4.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: beautifulsoup4<5.0.0,>=4.12.3 in /usr/local/lib/python3.10/dist-packages (from llama-index-readers-file<0.2.0,>=0.1.4->llama-index==0.10.27->beyondllm) (4.12.3)\n",
            "Collecting striprtf<0.0.27,>=0.0.26 (from llama-index-readers-file<0.2.0,>=0.1.4->llama-index==0.10.27->beyondllm)\n",
            "  Downloading striprtf-0.0.26-py3-none-any.whl (6.9 kB)\n",
            "Collecting llama-parse<0.5.0,>=0.4.0 (from llama-index-readers-llama-parse<0.2.0,>=0.1.2->llama-index==0.10.27->beyondllm)\n",
            "  Downloading llama_parse-0.4.3-py3-none-any.whl (7.7 kB)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas==2.0.3->beyondllm) (1.16.0)\n",
            "INFO: pip is looking at multiple versions of sqlalchemy[asyncio] to determine which version is compatible with other requirements. This could take a while.\n",
            "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (1.12)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (3.1.4)\n",
            "Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n",
            "Collecting nvidia-cuda-runtime-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (823 kB)\n",
            "Collecting nvidia-cuda-cupti-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (14.1 MB)\n",
            "Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)\n",
            "Collecting nvidia-cublas-cu12==12.1.3.1 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl (410.6 MB)\n",
            "Collecting nvidia-cufft-cu12==11.0.2.54 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl (121.6 MB)\n",
            "Collecting nvidia-curand-cu12==10.3.2.106 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl (56.5 MB)\n",
            "Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl (124.2 MB)\n",
            "Collecting nvidia-cusparse-cu12==12.1.0.106 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl (196.0 MB)\n",
            "Collecting nvidia-nccl-cu12==2.20.5 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_nccl_cu12-2.20.5-py3-none-manylinux2014_x86_64.whl (176.2 MB)\n",
            "Collecting nvidia-nvtx-cu12==12.1.105 (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (99 kB)\n",
            "Requirement already satisfied: triton==2.3.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (2.3.0)\n",
            "Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface)\n",
            "  Downloading nvidia_nvjitlink_cu12-12.5.40-py3-none-manylinux2014_x86_64.whl (21.3 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m21.3/21.3 MB\u001b[0m \u001b[31m46.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: tokenizers<0.20,>=0.19 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (0.19.1)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers<5.0.0,>=4.34.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (0.4.3)\n",
            "Collecting mypy-extensions>=0.3.0 (from typing-inspect>=0.8.0->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading mypy_extensions-1.0.0-py3-none-any.whl (4.7 kB)\n",
            "Collecting marshmallow<4.0.0,>=3.18.0 (from dataclasses-json->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading marshmallow-3.21.2-py3-none-any.whl (49 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.3/49.3 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hCollecting ply (from jsonpath-ng->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm)\n",
            "  Downloading ply-3.11-py2.py3-none-any.whl (49 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.6/49.6 kB\u001b[0m \u001b[31m5.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (3.5.0)\n",
            "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (3.0.12)\n",
            "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (1.0.5)\n",
            "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (1.0.10)\n",
            "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (2.0.8)\n",
            "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (3.0.9)\n",
            "Requirement already satisfied: thinc<8.3.0,>=8.2.2 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (8.2.3)\n",
            "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (1.1.2)\n",
            "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (2.4.8)\n",
            "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (2.0.10)\n",
            "Requirement already satisfied: weasel<0.4.0,>=0.1.0 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (0.3.4)\n",
            "Requirement already satisfied: typer<0.10.0,>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (0.9.4)\n",
            "Requirement already satisfied: smart-open<7.0.0,>=5.2.1 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (6.4.0)\n",
            "Requirement already satisfied: setuptools in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (67.7.2)\n",
            "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (3.4.0)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4<5.0.0,>=4.12.3->llama-index-readers-file<0.2.0,>=0.1.4->llama-index==0.10.27->beyondllm) (2.5)\n",
            "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from google-auth>=2.15.0->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (5.3.3)\n",
            "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.10/dist-packages (from google-auth>=2.15.0->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (0.4.0)\n",
            "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.10/dist-packages (from google-auth>=2.15.0->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (4.9)\n",
            "Requirement already satisfied: language-data>=1.2 in /usr/local/lib/python3.10/dist-packages (from langcodes<4.0.0,>=3.2.0->spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (1.2.0)\n",
            "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.3.0,>=8.2.2->spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (0.7.11)\n",
            "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.3.0,>=8.2.2->spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (0.1.4)\n",
            "Requirement already satisfied: cloudpathlib<0.17.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from weasel<0.4.0,>=0.1.0->spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (0.16.0)\n",
            "Requirement already satisfied: googleapis-common-protos<2.0.dev0,>=1.56.2 in /usr/local/lib/python3.10/dist-packages (from google-api-core->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (1.63.0)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (2.1.5)\n",
            "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.11.0->sentence-transformers<3.0.0,>=2.6.1->llama_index.embeddings.huggingface) (1.3.0)\n",
            "Requirement already satisfied: grpcio<2.0dev,>=1.33.2 in /usr/local/lib/python3.10/dist-packages (from google-api-core->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (1.63.0)\n",
            "Requirement already satisfied: grpcio-status<2.0.dev0,>=1.33.2 in /usr/local/lib/python3.10/dist-packages (from google-api-core->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (1.48.2)\n",
            "Requirement already satisfied: marisa-trie>=0.7.7 in /usr/local/lib/python3.10/dist-packages (from language-data>=1.2->langcodes<4.0.0,>=3.2.0->spacy->llama-index-core<0.11.0,>=0.10.27->llama-index==0.10.27->beyondllm) (1.1.1)\n",
            "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /usr/local/lib/python3.10/dist-packages (from pyasn1-modules>=0.2.1->google-auth>=2.15.0->google-generativeai<0.5.0,>=0.4.1->llama-index-embeddings-gemini==0.1.6->beyondllm) (0.6.0)\n",
            "Installing collected packages: striprtf, ply, dirtyjson, sqlalchemy, regex, pysbd, pypdf, pydantic, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, numpy, mypy-extensions, minijinja, marshmallow, jsonpath-ng, h11, deprecated, youtube_transcript_api, typing-inspect, tiktoken, nvidia-cusparse-cu12, nvidia-cudnn-cu12, httpcore, nvidia-cusolver-cu12, httpx, dataclasses-json, openai, llamaindex-py-client, sentence-transformers, llama-index-legacy, llama-index-core, google-ai-generativelanguage, llama-parse, llama-index-readers-youtube-transcript, llama-index-readers-file, llama-index-llms-openai, llama-index-indices-managed-llama-cloud, llama-index-embeddings-openai, llama_index.embeddings.huggingface, google-generativeai, llama-index-readers-llama-parse, llama-index-multi-modal-llms-openai, llama-index-embeddings-gemini, llama-index-cli, llama-index-agent-openai, llama-index-program-openai, llama-index-question-gen-openai, llama-index, beyondllm\n",
            "  Attempting uninstall: sqlalchemy\n",
            "    Found existing installation: SQLAlchemy 2.0.30\n",
            "    Uninstalling SQLAlchemy-2.0.30:\n",
            "      Successfully uninstalled SQLAlchemy-2.0.30\n",
            "  Attempting uninstall: regex\n",
            "    Found existing installation: regex 2023.12.25\n",
            "    Uninstalling regex-2023.12.25:\n",
            "      Successfully uninstalled regex-2023.12.25\n",
            "  Attempting uninstall: pydantic\n",
            "    Found existing installation: pydantic 2.7.1\n",
            "    Uninstalling pydantic-2.7.1:\n",
            "      Successfully uninstalled pydantic-2.7.1\n",
            "  Attempting uninstall: numpy\n",
            "    Found existing installation: numpy 1.25.2\n",
            "    Uninstalling numpy-1.25.2:\n",
            "      Successfully uninstalled numpy-1.25.2\n",
            "  Attempting uninstall: google-ai-generativelanguage\n",
            "    Found existing installation: google-ai-generativelanguage 0.6.4\n",
            "    Uninstalling google-ai-generativelanguage-0.6.4:\n",
            "      Successfully uninstalled google-ai-generativelanguage-0.6.4\n",
            "  Attempting uninstall: google-generativeai\n",
            "    Found existing installation: google-generativeai 0.5.4\n",
            "    Uninstalling google-generativeai-0.5.4:\n",
            "      Successfully uninstalled google-generativeai-0.5.4\n",
            "Successfully installed beyondllm-0.2.0 dataclasses-json-0.6.6 deprecated-1.2.14 dirtyjson-1.0.8 google-ai-generativelanguage-0.4.0 google-generativeai-0.4.1 h11-0.14.0 httpcore-1.0.5 httpx-0.27.0 jsonpath-ng-1.6.1 llama-index-0.10.27 llama-index-agent-openai-0.2.5 llama-index-cli-0.1.12 llama-index-core-0.10.38.post1 llama-index-embeddings-gemini-0.1.6 llama-index-embeddings-openai-0.1.10 llama-index-indices-managed-llama-cloud-0.1.6 llama-index-legacy-0.9.48 llama-index-llms-openai-0.1.20 llama-index-multi-modal-llms-openai-0.1.6 llama-index-program-openai-0.1.6 llama-index-question-gen-openai-0.1.3 llama-index-readers-file-0.1.22 llama-index-readers-llama-parse-0.1.4 llama-index-readers-youtube-transcript-0.1.4 llama-parse-0.4.3 llama_index.embeddings.huggingface-0.2.0 llamaindex-py-client-0.1.19 marshmallow-3.21.2 minijinja-2.0.1 mypy-extensions-1.0.0 numpy-1.26.4 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.20.5 nvidia-nvjitlink-cu12-12.5.40 nvidia-nvtx-cu12-12.1.105 openai-1.20.0 ply-3.11 pydantic-1.10.15 pypdf-4.2.0 pysbd-0.3.4 regex-2024.4.16 sentence-transformers-2.7.0 sqlalchemy-2.0.29 striprtf-0.0.26 tiktoken-0.6.0 typing-inspect-0.9.0 youtube_transcript_api-0.6.2\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.colab-display-data+json": {
              "pip_warning": {
                "packages": [
                  "google"
                ]
              },
              "id": "0c0963be601849cc8b7c93a566f76ee5"
            }
          },
          "metadata": {}
        }
      ],
      "source": [
        "!pip install beyondllm youtube_transcript_api llama-index-readers-youtube-transcript llama_index.embeddings.huggingface"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Set Environment Variables"
      ],
      "metadata": {
        "id": "MjyijQh_WYGD"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from getpass import getpass\n",
        "import os\n",
        "\n",
        "hf_token = getpass('Enter Your HuggingfaceHub Token')\n",
        "google_api_key = getpass('Enter Your Google API Key')\n",
        "\n",
        "os.environ['HF_TOKEN'] = hf_token\n",
        "os.environ['GOOGLE_API_KEY'] = google_api_key"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_VJnpwVlQrM-",
        "outputId": "a9f0a208-9d91-48f2-9152-88b34f692e90"
      },
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Enter Your HuggingfaceHub Token··········\n",
            "Enter Your Google API Key··········\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from beyondllm import source,retrieve,embeddings,llms,generator"
      ],
      "metadata": {
        "id": "1KQD3DpMRHTD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Load Data from YouTube Video"
      ],
      "metadata": {
        "id": "kQy7ihN-Wb_j"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data = source.fit(\n",
        "    path=\"https://www.youtube.com/watch?v=ZM1bdh2mDJQ\",\n",
        "    dtype=\"youtube\",\n",
        "    chunk_size=1024,\n",
        "    chunk_overlap=0)"
      ],
      "metadata": {
        "id": "hBNYKsRCRCF1"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(data)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "yjOgpOPBRY4y",
        "outputId": "13a2a920-df64-4cfb-eb35-bef1c659492f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[TextNode(id_='d8c9bfbf-7ff3-451c-814f-be0e2a41a7e4', embedding=None, metadata={'video_id': 'ZM1bdh2mDJQ'}, excluded_embed_metadata_keys=[], excluded_llm_metadata_keys=[], relationships={<NodeRelationship.SOURCE: '1'>: RelatedNodeInfo(node_id='250c8287-9f69-43a3-98be-0e83bf052f96', node_type=<ObjectType.TEXT: '1'>, metadata={'video_id': 'ZM1bdh2mDJQ'}, hash='615e7d33180855d5371f6b37c8848fe6cb5ae545e1ba29af48aae860c75a6437')}, text=\"hi everyone welcome to the part seven\\nvideo of building llm applications using\\ngen stack in this video we are going to\\nbuild a CSV agent using this tack so the\\nCSV file will be the data source for the\\nentire R pipeline so if you do not know\\nwhat rag is then in short it's retrieval\\naugmented generation it streamlines the\\nprocess of retrieving data from a data\\nsource then pre-processing it and\\nstoring it in a certain way in a vector\\nstore and then retri it when a query is\\npassed and then presenting it with the\\nhelp of a llm which we're going to\\nprovide and the llm will generate\\nresponse based on the query which is\\nbeing\\nasked so let's start building the rack\\npipeline first of all we need a loader\\nwhich in this case will be a CSV loader\\nsince we are using a CSV file so let's\\ndrag and drop uh now I'll be using a\\nTitanic data set which I have downloaded\\nfrom kaggle so yeah I'll be using that\\ndata ass it as the reference data source\\nof this\\npipeline so I've uploaded the data now\\nwe need to split the text into smaller\\nchunks so that it could fit into the llm\\nthat we're going to use in the future so\\nyeah let's do that right now uh here\\nI'll be using the recursive character\\ntext splitter and I'll be joining both\\nof the components so now since we have\\nour smaller chunks of text we can uh\\nconvert it to uh numerical embeddings\\nwith the help of an embedding model so\\nuh let's do that uh we need a hugging\\nface inference API embeddings and I'll\\nput my API key and also the model name\\nso I've added the API key and the model\\nname here I'll be using this model\\nmentioned in the model name now since we\\nhave our embedding model defined we also\\nneed to convert those text information\\ninto embeddings and then we have to\\nstore it in a separate Vector store here\\nI'm going to use the chroma Vector store\\nand I'll be connecting\\nthis both\\ncomponents like this so as you can see\\nuh these all are the retriever\\ncomponents so whenever we ask a query to\\nthe rack pipeline the vector store\\nfetches the most relevant information\\nand passes it to the generator component\\nwhich generates a proper answer and\\ngives to us so let's start building the\\ngenerator component for that we need an\\nllm here I'll be using the Azure chat\\nopeni so you have to put the Azure chat\\nopeni API base the API key\\nthe type and the deployment name along\\nwith the model name so I'll fill all the\\nfields and unfortunately I cannot expose\\nthem in the video now since we have\\ndefined our llm we need to connect the\\ngenerator component with the Ral\\ncomponent which you can see on your\\nscreen so for that we need chains first\\nof all I will drag and drop the combine\\ndocs chain and after that uh I need to\\nhave the retrieval qm I will connect\\nboth of the components and I will\\nconnect the chroma to the Reet component\\nso this is how we have our generator\\ncomponent ready but before that we have\\nto connect the llm to the combine do\\nstream so I'll do that right now after\\nconnecting all the components we can\\nbuild the entire rack pipeline by\\nclicking on this buildt stack\\nbutton once the stack is built you can\\nchat with your application by clicking\\non the chat with stack button which is\\npresent just below the build stack\\nbutton it will notify you once the stack\\nis ready for\\ntesting so as you can see our stack is\\nready for testing and we are going to\\nchat with our application so let's ask\\nwhat are some of the values of the field\\nP class the field P class is present in\\nthe CSV file which I have uploaded for\\nreference so it answers in the G given\\ncontext the values of class are 1 and\\nthree so it automatically recognizes\\nthat the value class refers to P class\\nso yeah as you can see building this\\nentire application took me just a few\\nminutes so you can also build your\\napplication by using a separate CSV file\\nlet's say or we also have supports for\\nPDF and other types of data so you can\\nalso experiment with the embedding model\\nand the llm so yeah you can also try\\nbuilding your own stack I hope this\\nvideo was helpful if you like this video\\nplease let us know by hitting on the\\nlike button and subscribing to the\\nchannel we will release more videos in\\nthis series to solve new use cases till\\nthen stay tuned thank you\", start_char_idx=0, end_char_idx=4190, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n')]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Set Embedding Model"
      ],
      "metadata": {
        "id": "XiIZflwhWfsA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model_name='BAAI/bge-small-en-v1.5'\n",
        "\n",
        "embed_model = embeddings.HuggingFaceEmbeddings(\n",
        "    model_name=model_name\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 369,
          "referenced_widgets": [
            "cd902e31be804613a1dc0454ecc9f403",
            "d385ee9d2c0942a4bb067ba2423b8687",
            "f1b8314b4ea4476bb2f6b7c6492bede1",
            "d2efb560e80647ef859bfa188bf791ea",
            "2e76846048874015a2372be85493f8b1",
            "ef458a61e2bb437694b6b0ee61041c56",
            "0aa45652d0884eacac779928ef929d84",
            "c386c279a3b24a199b975c0a61704d8d",
            "e19d1f39b6b2491f8b0b45be2b46b3d6",
            "7876136c439c4d859a93647419c41eae",
            "3f8ff8aa41f24eb195d74817f7908da3",
            "e9728195d6044aa8bedf2405628e426b",
            "1fc00c0f580f4916bb22610a69d3c91d",
            "7f80d86f54474ae89a1644df38538e2c",
            "75c9edb2c1894e2b8945acb685024c77",
            "ad3e53c34f8947fa97ac00f08bb2cfbf",
            "4b7beb18796f49e3a2a07d960ff28859",
            "ada8f0c09bc84cd99932018756360182",
            "4b85e1d921794768a4141a6c2b03540a",
            "e1627a7e626f4b1890348548776459f0",
            "de096cf8522348ae98ef6f1129a287a1",
            "2de064fdd8f14d7dbd2ec6838f6f8efb",
            "c0bf7110c6a54618b66b66995d476995",
            "1e18738b8fad4cb2927e2c760ab6cda0",
            "b0779bb42ca8499cb38b80ab4c5a8766",
            "b066f1426067436d96d3206eafee82e0",
            "5aec52549e544f358d8cb98b03e6cdbe",
            "b5b765e64f5746319b219acc7d136def",
            "6f3f7e3fa384422a87cd48446882d590",
            "812d28bbcb294bee8445d230d8bc15c1",
            "4b9ceca1f7ab44ab91118b2fc70528a1",
            "94fbb1b4d9e142d08604ac8b5d4220a9",
            "b154b0f6e7ad432f95755e6e6c0a1291",
            "3cef5167f4ef4773805e51ca8fae85ec",
            "008e10aa799f460688dfa74c312f5f00",
            "7ec0cdcea8934247951423ec4519f8cc",
            "78a8e72a4e6540f3b32fd2c6061da329",
            "e6c2dc7e5aad4bb68e35e5019e9b8458",
            "e8eb6250671844a4bd6fbc163c42c7d8",
            "49484f03aad349838b8501b37bb641bc",
            "9f58d88a1ae84bca81d6dc5f31c19c3c",
            "339a08d11d4f492b8eb0b8a2fc9d82e1",
            "e1bb80c77ed14c37a26d932c43433c80",
            "aed8d403d2614fbfb1f5bd5f2ac27d15",
            "0963f82cfac2435a87db6e862ab81b46",
            "c73262f8b7a84fe5ba3edb9ba1920b7b",
            "969ad120cffa490b97e62dc67f75d29f",
            "63377acf0e304a788f34ae9166123c49",
            "ed5f16c596ff4f5aae18c0976ca7b0c5",
            "530508db048142aab56ecaca1074dc94",
            "61e3537ec44c40bbb806461f4f71de2a",
            "9b299f4710044cc6b46f05ef53f18719",
            "da12a4203dad4d97b5701500108c0702",
            "0e815cb6570b4661b2a7c754946d446c",
            "86677c04771d49f08092c558e76d51e7",
            "e3f4844c8329401f8a677e85e295a697",
            "f4afd0214b334bedb57ddbb8e83bd1bd",
            "d5ccb3b6e3484283828923149d83d385",
            "941d030086f443f5abc7a45098e8d87f",
            "4c4c5e5db0c14ed1b5d5727f54b407fb",
            "9f7971815de143bc9d884973d27eadb6",
            "7d23b4525f014adf9e3f1b06f806d753",
            "4d3e6d4faf67462cb3f6b3701c83d399",
            "9dbcf6cfd9e94214ad56b7d407697a73",
            "2e6c484f20d04aeb9d841f210f1d3f67",
            "cf91891749604cf192275c8cb125d92f",
            "557c7016d92344eeb5441a317ec5c7b8",
            "9847146104ba4f6caca126194e7eb6cd",
            "6d35f7e8374d45a1ace58625f8b6cbda",
            "9f6acc2dea924b6c9a223a96729fc2ff",
            "03652962e1bc42048aa56a72055e723c",
            "a1238ed00ce54ccc8cb2a9ad65901f68",
            "9a9e2108f97c4362838306fa198ba29f",
            "ca6f429ef2ae47c997e1861f7ad4c889",
            "81439d9785aa41f3b5d6ac48db147eb0",
            "fe3043777ae9419aa8e112722654a35f",
            "96706d354e104635a38abfe1b00d2dce",
            "441a20d00a0e4bbb8a18e59227c6a9f3",
            "2e8f8c83d45e4d50bb7f21291ac6025f",
            "5aec026521094ccb88cf5b6aa0f792d7",
            "016ea2fdc60a4e2db7d984890fe81aee",
            "a1a472960614430c8f9a3d6128995b27",
            "72d0d2ff84ee4e05a7529d2ece58d50c",
            "b8696880cc824b7e9c22c89453fec194",
            "299e96c3afa94bf6a5e10cb40066dea7",
            "a8387de3c18842c0a10a14add52fb244",
            "e1ff271b34554c1ebe6e6808f5169a83",
            "abb14300265b4bfaa0706066fb163cf2",
            "d32183f528ef443dbb10d20a6e6f863b",
            "65c66fdc3fa74deb93162049865b8ed0",
            "e039167b48c747e4953cf2bfe6d97967",
            "8ea72566a6914194be14a748c637b572",
            "69845991a98c4a41aa3d2d5b12f70c66",
            "a1f0b3af6f2d4f5f857abc7df0431e96",
            "00ac58c5e990476d93e0b106e55b9735",
            "b1c66c42ba624ab7b6123ee2b53919cc",
            "17d49a6398d941c99cf3b132917288af",
            "3781b4f0fbaf4219a5a6da62acc1ddd6",
            "bbd9b4992498456cbb5476a9fea111f6",
            "b45d5d78b1314566b59dc1bca93d2054",
            "ac53cee94a1d4f8192ebd4dc36b98ba9",
            "bfd82b09dc6a4f3facfd6a23550dd428",
            "569e7d2032324d5ca36357bc821433fd",
            "e873158ded244bf5b5ba2978cfd78350",
            "7470a5a4fd6443f0b732c7c28fd45077",
            "9b1771d13468441fac50bd6a86f31fd6",
            "8483f78479a549faad6788a58b876c7b",
            "efddc55e15c5493b9046c04fd2de922d",
            "fd6f0ff8321b43099bd16858c7e4db1b",
            "3e5842134d7a4f58a80d068779598d95",
            "7eb40a38560e41bb9a92c14387eecdce",
            "f06e2e8c4d40427cbfdbeff1500ad4f5",
            "85b27792a8af490cab229997d74c1c4c",
            "e47037fb2b1b4c8e8d9efdbe97bacb7e",
            "c08d0e77018e45bdbb64a419d6f18137",
            "7a42174aa3384a13a5655388d21dafc3",
            "f3c708d3279441d084ad73fea2fcde53",
            "ec023414647745dc8383d8fb02d469fc",
            "c94f833c172746be94fe354d9888d6ca",
            "a7e2a09d0505419391ee4d9ea1f5e0b5",
            "8ad79e61406041c992a0d1f60db1fbe9"
          ]
        },
        "id": "mVluuEDVRvVF",
        "outputId": "768650e2-3929-46d7-c67a-c46954fada53"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "modules.json:   0%|          | 0.00/349 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "cd902e31be804613a1dc0454ecc9f403"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config_sentence_transformers.json:   0%|          | 0.00/124 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e9728195d6044aa8bedf2405628e426b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "README.md:   0%|          | 0.00/94.8k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "c0bf7110c6a54618b66b66995d476995"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "sentence_bert_config.json:   0%|          | 0.00/52.0 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "3cef5167f4ef4773805e51ca8fae85ec"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "config.json:   0%|          | 0.00/743 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "0963f82cfac2435a87db6e862ab81b46"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "model.safetensors:   0%|          | 0.00/133M [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "e3f4844c8329401f8a677e85e295a697"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/366 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "557c7016d92344eeb5441a317ec5c7b8"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "441a20d00a0e4bbb8a18e59227c6a9f3"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "tokenizer.json:   0%|          | 0.00/711k [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d32183f528ef443dbb10d20a6e6f863b"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/125 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "b45d5d78b1314566b59dc1bca93d2054"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7eb40a38560e41bb9a92c14387eecdce"
            }
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Create Retriever"
      ],
      "metadata": {
        "id": "dYmY-7vGWh-k"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "retriever = retrieve.auto_retriever(\n",
        "    data=data,\n",
        "    embed_model=embed_model,\n",
        "    type=\"hybrid\",\n",
        "    mode=\"OR\",\n",
        "    top_k=2)"
      ],
      "metadata": {
        "id": "i3CpYJAoSz3e"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "retrieved_nodes = retriever.retrieve(\"which tool is mentioned in the video?\")\n",
        "print(retrieved_nodes)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TBPy89TQVFw6",
        "outputId": "170f53f5-a8ae-4375-a5d6-72f6e0a5ccc9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "LLM is explicitly disabled. Using MockLLM.\n",
            "Embeddings have been explicitly disabled. Using MockEmbedding.\n",
            "[NodeWithScore(node=TextNode(id_='d8c9bfbf-7ff3-451c-814f-be0e2a41a7e4', embedding=None, metadata={'video_id': 'ZM1bdh2mDJQ'}, excluded_embed_metadata_keys=[], excluded_llm_metadata_keys=[], relationships={<NodeRelationship.SOURCE: '1'>: RelatedNodeInfo(node_id='250c8287-9f69-43a3-98be-0e83bf052f96', node_type=<ObjectType.TEXT: '1'>, metadata={'video_id': 'ZM1bdh2mDJQ'}, hash='615e7d33180855d5371f6b37c8848fe6cb5ae545e1ba29af48aae860c75a6437')}, text=\"hi everyone welcome to the part seven\\nvideo of building llm applications using\\ngen stack in this video we are going to\\nbuild a CSV agent using this tack so the\\nCSV file will be the data source for the\\nentire R pipeline so if you do not know\\nwhat rag is then in short it's retrieval\\naugmented generation it streamlines the\\nprocess of retrieving data from a data\\nsource then pre-processing it and\\nstoring it in a certain way in a vector\\nstore and then retri it when a query is\\npassed and then presenting it with the\\nhelp of a llm which we're going to\\nprovide and the llm will generate\\nresponse based on the query which is\\nbeing\\nasked so let's start building the rack\\npipeline first of all we need a loader\\nwhich in this case will be a CSV loader\\nsince we are using a CSV file so let's\\ndrag and drop uh now I'll be using a\\nTitanic data set which I have downloaded\\nfrom kaggle so yeah I'll be using that\\ndata ass it as the reference data source\\nof this\\npipeline so I've uploaded the data now\\nwe need to split the text into smaller\\nchunks so that it could fit into the llm\\nthat we're going to use in the future so\\nyeah let's do that right now uh here\\nI'll be using the recursive character\\ntext splitter and I'll be joining both\\nof the components so now since we have\\nour smaller chunks of text we can uh\\nconvert it to uh numerical embeddings\\nwith the help of an embedding model so\\nuh let's do that uh we need a hugging\\nface inference API embeddings and I'll\\nput my API key and also the model name\\nso I've added the API key and the model\\nname here I'll be using this model\\nmentioned in the model name now since we\\nhave our embedding model defined we also\\nneed to convert those text information\\ninto embeddings and then we have to\\nstore it in a separate Vector store here\\nI'm going to use the chroma Vector store\\nand I'll be connecting\\nthis both\\ncomponents like this so as you can see\\nuh these all are the retriever\\ncomponents so whenever we ask a query to\\nthe rack pipeline the vector store\\nfetches the most relevant information\\nand passes it to the generator component\\nwhich generates a proper answer and\\ngives to us so let's start building the\\ngenerator component for that we need an\\nllm here I'll be using the Azure chat\\nopeni so you have to put the Azure chat\\nopeni API base the API key\\nthe type and the deployment name along\\nwith the model name so I'll fill all the\\nfields and unfortunately I cannot expose\\nthem in the video now since we have\\ndefined our llm we need to connect the\\ngenerator component with the Ral\\ncomponent which you can see on your\\nscreen so for that we need chains first\\nof all I will drag and drop the combine\\ndocs chain and after that uh I need to\\nhave the retrieval qm I will connect\\nboth of the components and I will\\nconnect the chroma to the Reet component\\nso this is how we have our generator\\ncomponent ready but before that we have\\nto connect the llm to the combine do\\nstream so I'll do that right now after\\nconnecting all the components we can\\nbuild the entire rack pipeline by\\nclicking on this buildt stack\\nbutton once the stack is built you can\\nchat with your application by clicking\\non the chat with stack button which is\\npresent just below the build stack\\nbutton it will notify you once the stack\\nis ready for\\ntesting so as you can see our stack is\\nready for testing and we are going to\\nchat with our application so let's ask\\nwhat are some of the values of the field\\nP class the field P class is present in\\nthe CSV file which I have uploaded for\\nreference so it answers in the G given\\ncontext the values of class are 1 and\\nthree so it automatically recognizes\\nthat the value class refers to P class\\nso yeah as you can see building this\\nentire application took me just a few\\nminutes so you can also build your\\napplication by using a separate CSV file\\nlet's say or we also have supports for\\nPDF and other types of data so you can\\nalso experiment with the embedding model\\nand the llm so yeah you can also try\\nbuilding your own stack I hope this\\nvideo was helpful if you like this video\\nplease let us know by hitting on the\\nlike button and subscribing to the\\nchannel we will release more videos in\\nthis series to solve new use cases till\\nthen stay tuned thank you\", start_char_idx=0, end_char_idx=4190, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'), score=0.7287942560396022)]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Set Language Model"
      ],
      "metadata": {
        "id": "3eA675CgWldE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "llm = llms.GeminiModel(\n",
        "    model_name=\"gemini-pro\",\n",
        "    google_api_key=google_api_key)"
      ],
      "metadata": {
        "id": "xCFYs26kW9M4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Generate Answer"
      ],
      "metadata": {
        "id": "SG5rJ8NZWoGR"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "question = \"what tool is the video mentioning about?\""
      ],
      "metadata": {
        "id": "PV_EbNNmXYtC"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "pipeline = generator.Generate(\n",
        "    question=question,\n",
        "    retriever=retriever,\n",
        "    llm=llm)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "id": "SoNDH0DyXTjc",
        "outputId": "b24d2851-4872-4ec0-f082-0b23f8d89e8b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "LLM is explicitly disabled. Using MockLLM.\n",
            "Embeddings have been explicitly disabled. Using MockEmbedding.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(pipeline.call())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wiPvzG6EZo_e",
        "outputId": "7ce90054-3b18-44ad-d293-bdf1f9a9d773"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The video mentions the following tools:\n",
            "- Gen Stack\n",
            "- CSV loader\n",
            "- Recursive character text splitter\n",
            "- Hugging Face inference API embeddings\n",
            "- Chroma Vector store\n",
            "- Azure chat openi\n",
            "- Combine docs chain\n",
            "- Retrieval qm\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(pipeline.get_rag_triad_evals())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 142
        },
        "id": "Y8nFSyemdCmC",
        "outputId": "bd4b69ab-9292-4dec-ccb1-94e323469f9c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Executing RAG Triad Evaluations...\n",
            "Context relevancy Score: 1.0\n",
            "This response does not meet the evaluation threshold. Consider refining the structure and content for better clarity and effectiveness.\n",
            "Answer relevancy Score: 8.0\n",
            "This response meets the evaluation threshold. It demonstrates strong comprehension and coherence.\n",
            "Groundness score: 7.3\n",
            "This response does not meet the evaluation threshold. Consider refining the structure and content for better clarity and effectiveness.\n"
          ]
        }
      ]
    }
  ]
}