10_Knowledge_Graph_RAG.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5x3LkpUztHNU",
        "outputId": "6e42ac7c-2571-43d4-9bc6-d685e0402f33"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Requirement already satisfied: langchain in /usr/local/lib/python3.10/dist-packages (0.2.7)\n",
            "Requirement already satisfied: langchain-community in /usr/local/lib/python3.10/dist-packages (0.2.7)\n",
            "Collecting langchain-groq\n",
            "  Downloading langchain_groq-0.1.6-py3-none-any.whl (14 kB)\n",
            "Requirement already satisfied: langchain-experimental in /usr/local/lib/python3.10/dist-packages (0.0.62)\n",
            "Requirement already satisfied: neo4j in /usr/local/lib/python3.10/dist-packages (5.22.0)\n",
            "Requirement already satisfied: wikipedia in /usr/local/lib/python3.10/dist-packages (1.4.0)\n",
            "Requirement already satisfied: tiktoken in /usr/local/lib/python3.10/dist-packages (0.7.0)\n",
            "Requirement already satisfied: yfiles_jupyter_graphs in /usr/local/lib/python3.10/dist-packages (1.7.2)\n",
            "Requirement already satisfied: PyYAML>=5.3 in /usr/local/lib/python3.10/dist-packages (from langchain) (6.0.1)\n",
            "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /usr/local/lib/python3.10/dist-packages (from langchain) (2.0.31)\n",
            "Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /usr/local/lib/python3.10/dist-packages (from langchain) (3.9.5)\n",
            "Requirement already satisfied: async-timeout<5.0.0,>=4.0.0 in /usr/local/lib/python3.10/dist-packages (from langchain) (4.0.3)\n",
            "Requirement already satisfied: langchain-core<0.3.0,>=0.2.12 in /usr/local/lib/python3.10/dist-packages (from langchain) (0.2.17)\n",
            "Requirement already satisfied: langchain-text-splitters<0.3.0,>=0.2.0 in /usr/local/lib/python3.10/dist-packages (from langchain) (0.2.2)\n",
            "Requirement already satisfied: langsmith<0.2.0,>=0.1.17 in /usr/local/lib/python3.10/dist-packages (from langchain) (0.1.85)\n",
            "Requirement already satisfied: numpy<2,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain) (1.25.2)\n",
            "Requirement already satisfied: pydantic<3,>=1 in /usr/local/lib/python3.10/dist-packages (from langchain) (2.8.2)\n",
            "Requirement already satisfied: requests<3,>=2 in /usr/local/lib/python3.10/dist-packages (from langchain) (2.31.0)\n",
            "Requirement already satisfied: tenacity!=8.4.0,<9.0.0,>=8.1.0 in /usr/local/lib/python3.10/dist-packages (from langchain) (8.5.0)\n",
            "Requirement already satisfied: dataclasses-json<0.7,>=0.5.7 in /usr/local/lib/python3.10/dist-packages (from langchain-community) (0.6.7)\n",
            "Collecting groq<1,>=0.4.1 (from langchain-groq)\n",
            "  Downloading groq-0.9.0-py3-none-any.whl (103 kB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m103.5/103.5 kB\u001b[0m \u001b[31m2.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: pytz in /usr/local/lib/python3.10/dist-packages (from neo4j) (2023.4)\n",
            "Requirement already satisfied: beautifulsoup4 in /usr/local/lib/python3.10/dist-packages (from wikipedia) (4.12.3)\n",
            "Requirement already satisfied: regex>=2022.1.18 in /usr/local/lib/python3.10/dist-packages (from tiktoken) (2024.5.15)\n",
            "Requirement already satisfied: ipywidgets>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from yfiles_jupyter_graphs) (8.1.3)\n",
            "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.3.1)\n",
            "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (23.2.0)\n",
            "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.4.1)\n",
            "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (6.0.5)\n",
            "Requirement already satisfied: yarl<2.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.9.4)\n",
            "Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /usr/local/lib/python3.10/dist-packages (from dataclasses-json<0.7,>=0.5.7->langchain-community) (3.21.3)\n",
            "Requirement already satisfied: typing-inspect<1,>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from dataclasses-json<0.7,>=0.5.7->langchain-community) (0.9.0)\n",
            "Requirement already satisfied: anyio<5,>=3.5.0 in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq) (3.7.1)\n",
            "Requirement already satisfied: distro<2,>=1.7.0 in /usr/lib/python3/dist-packages (from groq<1,>=0.4.1->langchain-groq) (1.7.0)\n",
            "Requirement already satisfied: httpx<1,>=0.23.0 in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq) (0.27.0)\n",
            "Requirement already satisfied: sniffio in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq) (1.3.1)\n",
            "Requirement already satisfied: typing-extensions<5,>=4.7 in /usr/local/lib/python3.10/dist-packages (from groq<1,>=0.4.1->langchain-groq) (4.12.2)\n",
            "Requirement already satisfied: comm>=0.1.3 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.2.2)\n",
            "Requirement already satisfied: ipython>=6.1.0 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=8.0.0->yfiles_jupyter_graphs) (7.34.0)\n",
            "Requirement already satisfied: traitlets>=4.3.1 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=8.0.0->yfiles_jupyter_graphs) (5.7.1)\n",
            "Requirement already satisfied: widgetsnbextension~=4.0.11 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=8.0.0->yfiles_jupyter_graphs) (4.0.11)\n",
            "Requirement already satisfied: jupyterlab-widgets~=3.0.11 in /usr/local/lib/python3.10/dist-packages (from ipywidgets>=8.0.0->yfiles_jupyter_graphs) (3.0.11)\n",
            "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.3.0,>=0.2.12->langchain) (1.33)\n",
            "Requirement already satisfied: packaging<25,>=23.2 in /usr/local/lib/python3.10/dist-packages (from langchain-core<0.3.0,>=0.2.12->langchain) (24.1)\n",
            "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /usr/local/lib/python3.10/dist-packages (from langsmith<0.2.0,>=0.1.17->langchain) (3.10.6)\n",
            "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain) (0.7.0)\n",
            "Requirement already satisfied: pydantic-core==2.20.1 in /usr/local/lib/python3.10/dist-packages (from pydantic<3,>=1->langchain) (2.20.1)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2->langchain) (2024.7.4)\n",
            "Requirement already satisfied: greenlet!=0.4.17 in /usr/local/lib/python3.10/dist-packages (from SQLAlchemy<3,>=1.4->langchain) (3.0.3)\n",
            "Requirement already satisfied: soupsieve>1.2 in /usr/local/lib/python3.10/dist-packages (from beautifulsoup4->wikipedia) (2.5)\n",
            "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.5.0->groq<1,>=0.4.1->langchain-groq) (1.2.1)\n",
            "Requirement already satisfied: httpcore==1.* in /usr/local/lib/python3.10/dist-packages (from httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain-groq) (1.0.5)\n",
            "Requirement already satisfied: h11<0.15,>=0.13 in /usr/local/lib/python3.10/dist-packages (from httpcore==1.*->httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain-groq) (0.14.0)\n",
            "Requirement already satisfied: setuptools>=18.5 in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (67.7.2)\n",
            "Requirement already satisfied: jedi>=0.16 in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.19.1)\n",
            "Requirement already satisfied: decorator in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (4.4.2)\n",
            "Requirement already satisfied: pickleshare in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.7.5)\n",
            "Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (3.0.47)\n",
            "Requirement already satisfied: pygments in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (2.16.1)\n",
            "Requirement already satisfied: backcall in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.2.0)\n",
            "Requirement already satisfied: matplotlib-inline in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.1.7)\n",
            "Requirement already satisfied: pexpect>4.3 in /usr/local/lib/python3.10/dist-packages (from ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (4.9.0)\n",
            "Requirement already satisfied: jsonpointer>=1.9 in /usr/local/lib/python3.10/dist-packages (from jsonpatch<2.0,>=1.33->langchain-core<0.3.0,>=0.2.12->langchain) (3.0.0)\n",
            "Requirement already satisfied: mypy-extensions>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain-community) (1.0.0)\n",
            "Requirement already satisfied: parso<0.9.0,>=0.8.3 in /usr/local/lib/python3.10/dist-packages (from jedi>=0.16->ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.8.4)\n",
            "Requirement already satisfied: ptyprocess>=0.5 in /usr/local/lib/python3.10/dist-packages (from pexpect>4.3->ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.7.0)\n",
            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.10/dist-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=6.1.0->ipywidgets>=8.0.0->yfiles_jupyter_graphs) (0.2.13)\n",
            "Installing collected packages: groq, langchain-groq\n",
            "Successfully installed groq-0.9.0 langchain-groq-0.1.6\n"
          ]
        }
      ],
      "source": [
        "%pip install --upgrade langchain langchain-community langchain-groq langchain-experimental neo4j wikipedia tiktoken yfiles_jupyter_graphs sentence-transformers"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "jPIRSGz4tHNV"
      },
      "outputs": [],
      "source": [
        "from langchain_core.runnables import (\n",
        "    RunnableBranch,\n",
        "    RunnableLambda,\n",
        "    RunnableParallel,\n",
        "    RunnablePassthrough,\n",
        ")\n",
        "from langchain_core.prompts import ChatPromptTemplate\n",
        "from langchain_core.prompts.prompt import PromptTemplate\n",
        "from langchain_core.pydantic_v1 import BaseModel, Field\n",
        "from typing import Tuple, List, Optional\n",
        "from langchain_core.messages import AIMessage, HumanMessage\n",
        "from langchain_core.output_parsers import StrOutputParser\n",
        "import os\n",
        "from langchain_community.graphs import Neo4jGraph\n",
        "from langchain.document_loaders import WikipediaLoader\n",
        "from langchain.text_splitter import TokenTextSplitter\n",
        "from langchain_groq import ChatGroq\n",
        "from langchain_experimental.graph_transformers import LLMGraphTransformer\n",
        "from neo4j import GraphDatabase\n",
        "from yfiles_jupyter_graphs import GraphWidget\n",
        "from langchain_community.vectorstores import Neo4jVector\n",
        "from langchain_community.embeddings import HuggingFaceEmbeddings\n",
        "from langchain_community.vectorstores.neo4j_vector import remove_lucene_chars\n",
        "from langchain_core.runnables import ConfigurableField, RunnableParallel, RunnablePassthrough\n",
        "\n",
        "try:\n",
        "  import google.colab\n",
        "  from google.colab import output\n",
        "  output.enable_custom_widget_manager()\n",
        "except:\n",
        "  pass"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "4j_S2tmtB6NW"
      },
      "outputs": [],
      "source": [
        "from google.colab import userdata\n",
        "groq_api_key = userdata.get(\"groq\")\n",
        "neo4j_api_key = userdata.get(\"neo4j\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "L0nXP1aYtHNW"
      },
      "outputs": [],
      "source": [
        "os.environ[\"GROQ_API_KEY\"] = groq_api_key\n",
        "os.environ[\"NEO4J_URI\"] = \"neo4j+s://a2c13fa5.databases.neo4j.io\"\n",
        "os.environ[\"NEO4J_USERNAME\"] = \"neo4j\"\n",
        "os.environ[\"NEO4J_PASSWORD\"] = neo4j_api_key\n",
        "graph = Neo4jGraph()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "sGhtLTAStHNW"
      },
      "outputs": [],
      "source": [
        "# Read the wikipedia article\n",
        "raw_documents = WikipediaLoader(query=\"KL Rahul\").load()\n",
        "# Define chunking strategy\n",
        "text_splitter = TokenTextSplitter(chunk_size=512, chunk_overlap=24)\n",
        "documents = text_splitter.split_documents(raw_documents[:3])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "pXf7OTGHtHNW"
      },
      "outputs": [],
      "source": [
        "llm=ChatGroq(temperature=0, model_name=\"llama3-8b-8192\")\n",
        "llm_transformer = LLMGraphTransformer(llm=llm)\n",
        "\n",
        "graph_documents = llm_transformer.convert_to_graph_documents(documents)\n",
        "graph.add_graph_documents(\n",
        "    graph_documents,\n",
        "    baseEntityLabel=True,\n",
        "    include_source=True\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 797,
          "referenced_widgets": [
            "81b97d524b4e48af8c0cca7991e35976",
            "00c7cf5420e64c0ca0c6a0e6f20cccbc"
          ]
        },
        "id": "RMZlhtDmtHNW",
        "outputId": "e6d62d54-86b4-4341-d263-e21de0d49adc"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "81b97d524b4e48af8c0cca7991e35976",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "GraphWidget(layout=Layout(height='780px', width='100%'))"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "# directly show the graph resulting from the given Cypher query\n",
        "default_cypher = \"MATCH (s)-[r:!MENTIONS]->(t) RETURN s,r,t LIMIT 50\"\n",
        "\n",
        "def showGraph(cypher: str = default_cypher):\n",
        "    # create a neo4j session to run queries\n",
        "    driver = GraphDatabase.driver(\n",
        "        uri = os.environ[\"NEO4J_URI\"],\n",
        "        auth = (os.environ[\"NEO4J_USERNAME\"],\n",
        "                os.environ[\"NEO4J_PASSWORD\"]))\n",
        "    session = driver.session()\n",
        "    widget = GraphWidget(graph = session.run(cypher).graph())\n",
        "    widget.node_label_mapping = 'id'\n",
        "    #display(widget)\n",
        "    return widget\n",
        "\n",
        "showGraph()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1guHjU4uyEZK"
      },
      "source": [
        "## Hybrid Retrieval for RAG\n",
        "After the graph generation, we will use a hybrid retrieval approach that combines vector and keyword indexes with graph retrieval for RAG applications.\n",
        "\n",
        "![retrieval](https://raw.githubusercontent.com/tomasonjo/blogs/master/graphhybrid.png)\n",
        "\n",
        "The diagram illustrates a retrieval process beginning with a user posing a question, which is then directed to an RAG retriever. This retriever employs keyword and vector searches to search through unstructured text data and combines it with the information it collects from the knowledge graph. Since Neo4j features both keyword and vector indexes, you can implement all three retrieval options with a single database system. The collected data from these sources is fed into an LLM to generate and deliver the final answer.\n",
        "## Unstructured data retriever\n",
        "You can use the Neo4jVector.from_existing_graph method to add both keyword and vector retrieval to documents. This method configures keyword and vector search indexes for a hybrid search approach, targeting nodes labeled Document. Additionally, it calculates text embedding values if they are missing.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 109,
          "referenced_widgets": [
            "f483a9715e2d4a03902a83cd7c9c282d",
            "e4abc5b2ad174ada82154f1899720b8c",
            "46d607de40084ba687fb924fc67bd9de",
            "14c75c99c2da4359ac1d2815e28f4f52",
            "832e7f80734245cf9b9003cd357cf7be",
            "2e309f32bd8f40e7a6e2e992ab7cad57",
            "7c83bb76cb254a1f9a3de6ca699eae4a",
            "aec7bbe7b8bd460989203d82d415e9af",
            "f3d8b523072a489299ae51a41c5318f3",
            "1ac54c33dc9947a5ad969cbfaac89797",
            "87a0d67945e547f2bd779a30cbef07ca",
            "53453c34b00c43f582a5e0ad855e3f3c",
            "6a7ba798d76b41079c0e41e7fee86b87",
            "f5bab3660d3e4dda996af9ded8f36445",
            "cafa6461aeba4bb5a151a60f7ba05f81",
            "0a3eced67cf940d7a951d94c68e6677d",
            "47080ceb6f4640cc9dd62f3d326ac083",
            "ce27f853098e4b0d8ed5b5574565f0e6",
            "f0e441c4d17e430e98c0828977475b9b",
            "8644730d34dd4362823e55794952f426",
            "1c3677dbb01b4cd1a0c45f556b7942c6",
            "e1419af811bc41eca266724f6b097530",
            "6ef1598aa7f342549a8c6adce024cb58",
            "63c3571d1f90483eb762e61835effb80",
            "96e6b498db2a45bbac7355a0865e6b5f",
            "289dcd0178ce487aad3db1df22a97bc4",
            "c0963647968b4d43a17ec3447fc74010",
            "0f35c786e071476099a50b490ae4c956",
            "2fd4da97758f4f9f9640841f35b626eb",
            "5c7482942553421eb8a0a9245f87160f",
            "9be49c72f7494ff58e3dae545f8af3ff",
            "31ea342b52e941a5982a0290a0180200",
            "f4eee0a3e251405ca682248d17b74a10",
            "c8ce9a52ab374a26af5d39fb8b5cfccb",
            "1f55a5dad8df4036944f682900b29f85",
            "d8e4ff3070d647e3b73714f0a37e3548",
            "69db26cedf8e41d1b749303ae584b9ce",
            "98c501011d444aec8a6ecd01ee5b9611",
            "b393c4ce90b9434683f7f6b0d7104f2e",
            "b1d6935c6aaa4f87bb9d5362ec440549",
            "2fa4e72be75048b7bacf05e9dc10f177",
            "93d71a577c5e4ed99760f64bc1d716e8",
            "9137c63b48fa4da793c77e0b7d233f23",
            "3c39a096a1204b37b0c194a3b10c54c5",
            "2c0dd8c4b670467ba6b1d50f6b2e2319",
            "ebe335dbadc94ace92df5eb7c28ce612",
            "8c9e3f967d5944ffa3dfd7bb174b59a7",
            "49fae0eb8d7a435d89bf98469e3e5c67",
            "eb182d80d92041808fc8e948f2c47809",
            "10156d2a22894981ab02b2230c999eb7",
            "3c5b7ab256824228a8e74683280109dd",
            "e431ebee449c4388be8033c58ae59b90",
            "8875dbcc2aa4406bb97fa586c04f4640",
            "b9ff6ab1d339454490a2deedbbb00612",
            "91ddb44b8bc9429e83c63ce7f0534fdc",
            "3ad1068bdd954b2484848b1b9a6b25f0",
            "00a210da30e042eb9a1ff9ab1a777145",
            "17af4e8b020d4d41bad755e8950e7b7d",
            "eccf688531f6473f9c7580b478ed9999",
            "262d0d76f0a440df91ff5e2ef7f5ab38",
            "b5e78a12382b481d8345c395f78e591e",
            "68d8f62207754b1399c3f45ac0a9651b",
            "5fea4651952c4e278b4e08b33d5b8fac",
            "665c8ebf426a494db9e8a7d3bce1e581",
            "e77bb48efaf24083b3f561c4179cffc3",
            "887166a1122a426584ec5182f69769f2",
            "821ba4509a66433a8656cbdd1d699321",
            "86283af79e684e20a41c7ed91835f942",
            "ed93e155bf6544d4bb87c732f9449d50",
            "eeafd4009a3845729894c9db941440cf",
            "23be70578e5c449d9d9d4338bdad6e08",
            "b7e5c4a7501249d3ae0866b0638bed38",
            "3d7fb9bdc0bd45c7b685d4876e7661e2",
            "cb0717a32ffb4bddb811a46d39f0f80e",
            "dba38c2fb8fd43209f2229a1ffe31d26",
            "e975dcff08fd4e7eb0b623c37762e04c",
            "5d2c1733664f40e197d6490c6c8962d7",
            "b1a73281722742ae944e81cb7868689d",
            "f5dfe51469834a799604e2f214aafb87",
            "4842dc2fa6ef41c28d68aec51c389660",
            "5128b1af78434e6596ffc580d2ef8c73",
            "1e3d9648eb7b47da84b7af4baed270ad",
            "efc054ae952d46f193bacfdf24546694",
            "5371d1bdcfa64785a5c6c1827e127641",
            "fb00345b850549d2ad33eabd1e1f43d0",
            "c54c30e62c974c24bd5f104aca4156a6",
            "2de4f95ae1e94070b183a8cddd706f81",
            "f3f76c67ac324e509025c6d3fd4c7516",
            "ab5ce171430e458f98076562e5f6139a",
            "7c96c9a86b4b4217ac35485e04e00a23",
            "f0dd420b8f1246feaac3abf6df83e90c",
            "cadc6582b09f40c597f96010f7b78c91",
            "59d429be236f43d59f1d05a4af8ca1ac",
            "65a1854d46584bbeaf7959bd0162bcd0",
            "eb407ec9d72f4cf0935cf8d31ea04fb4",
            "bf164ec6350947b4a86a1bfd482adb22",
            "194bcecb121f46498c5272606cff2060",
            "ec0f37ab8cf34946b190e921ea7b069e",
            "35b22c67b3924fee843053979d43c94d",
            "1c2a6427e7a2478f9a44805aecaf6b31",
            "b8eff9de38334ec4bd5019d926f1f4ba",
            "bf46ad49ec54434e972b8853a7b84027",
            "996d7ab2e8264ad798dacd8fc6d360ca",
            "e35590a3e35846d0ae90fd4e0e940773",
            "b382beaedbf347b1a7156d2bd123848a",
            "009c55e8407b4e6eb75fc7722f02abf6",
            "e422f96d3e034340abf6c6d964012dff",
            "89635541f0454cf789ffc701f2dc0925",
            "b5a71b8130ed4156a96828cef5c415a5",
            "cf87b53bf11641c59ef31dfaf59c05a2",
            "e317a5b8c61b4b1d897e984f122dfda2",
            "e0bf520dfee34540a45a0a853f789663",
            "ff38d5a508654c37902779b7257bbfac",
            "5c8e7f84a0c54b1c9f5225a645a5e067",
            "ef7d0214e60c4e37a2a2c92543ba845f",
            "b0d5f6d3069343ae845465264c2716c1",
            "594314fe99d34a17bb60881eecafdf07",
            "b3eddd90c91841b389a7152c3660b235",
            "cc60d3d8cb634bdca9c1465162338334",
            "644fffb8609d4a95ad0a3ee6ffcec59e",
            "8c1e5fcc2c854fca8cc91237c4d050e8"
          ]
        },
        "id": "r6Qavf3LESbV",
        "outputId": "190ae716-1452-4632-d42f-6ba6f57ebb87"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sentence_transformers/cross_encoder/CrossEncoder.py:11: TqdmExperimentalWarning: Using `tqdm.autonotebook.tqdm` in notebook mode. Use `tqdm.tqdm` instead to force console mode (e.g. in jupyter console)\n",
            "  from tqdm.autonotebook import tqdm, trange\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f483a9715e2d4a03902a83cd7c9c282d",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "modules.json:   0%|          | 0.00/349 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "e1419af811bc41eca266724f6b097530",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config_sentence_transformers.json:   0%|          | 0.00/116 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f4eee0a3e251405ca682248d17b74a10",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "README.md:   0%|          | 0.00/10.7k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "3c39a096a1204b37b0c194a3b10c54c5",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "sentence_bert_config.json:   0%|          | 0.00/53.0 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
            "  warnings.warn(\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "91ddb44b8bc9429e83c63ce7f0534fdc",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "config.json:   0%|          | 0.00/612 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "887166a1122a426584ec5182f69769f2",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "model.safetensors:   0%|          | 0.00/90.9M [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "5d2c1733664f40e197d6490c6c8962d7",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "tokenizer_config.json:   0%|          | 0.00/350 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f3f76c67ac324e509025c6d3fd4c7516",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "vocab.txt:   0%|          | 0.00/232k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "35b22c67b3924fee843053979d43c94d",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "tokenizer.json:   0%|          | 0.00/466k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "cf87b53bf11641c59ef31dfaf59c05a2",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "special_tokens_map.json:   0%|          | 0.00/112 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {
            "application/vnd.jupyter.widget-view+json": {
              "colab": {
                "custom_widget_manager": {
                  "url": "https://ssl.gstatic.com/colaboratory-static/widgets/colab-cdn-widget-manager/2b70e893a8ba7c0f/manager.min.js"
                }
              }
            }
          },
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "8c1e5fcc2c854fca8cc91237c4d050e8",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "1_Pooling/config.json:   0%|          | 0.00/190 [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "model_name = \"sentence-transformers/all-MiniLM-L6-v2\"\n",
        "model_kwargs = {'device': 'cpu'}\n",
        "encode_kwargs = {'normalize_embeddings': False}\n",
        "hf = HuggingFaceEmbeddings(\n",
        "    model_name=model_name,\n",
        "    model_kwargs=model_kwargs,\n",
        "    encode_kwargs=encode_kwargs\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GHbJPMfDtHNW",
        "outputId": "c10c9219-78c3-4987-b6c5-d11d18b074b2"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "WARNING:neo4j.notifications:Received notification from DBMS server: {severity: WARNING} {code: Neo.ClientNotification.Statement.FeatureDeprecationWarning} {category: DEPRECATION} {title: This feature is deprecated and will be removed in future versions.} {description: The query used a deprecated procedure. ('db.create.setVectorProperty' has been replaced by 'db.create.setNodeVectorProperty')} {position: line: 1, column: 70, offset: 69} for query: \"UNWIND $data AS row MATCH (n:`Document`) WHERE elementId(n) = row.id CALL db.create.setVectorProperty(n, 'embedding', row.embedding) YIELD node RETURN count(*)\"\n"
          ]
        }
      ],
      "source": [
        "vector_index = Neo4jVector.from_existing_graph(\n",
        "    hf,\n",
        "    search_type=\"hybrid\",\n",
        "    node_label=\"Document\",\n",
        "    text_node_properties=[\"text\"],\n",
        "    embedding_node_property=\"embedding\"\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2nzfPwvvy0Yz"
      },
      "source": [
        "The vector index can then be called with the similarity_search method.\n",
        "## Graph retriever\n",
        "On the other hand, configuring a graph retrieval is more involved but offers more freedom. In this example, we will use a full-text index to identify relevant nodes and then return their direct neighborhood.\n",
        "\n",
        "![graph](https://raw.githubusercontent.com/tomasonjo/blogs/master/neighbor.png)\n",
        "\n",
        "The graph retriever starts by identifying relevant entities in the input. For simplicity, we instruct the LLM to identify people, organizations, and locations. To achieve this, we will use LCEL with the newly added `with_structured_output` method to achieve this."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "6yCMz_sRtHNW"
      },
      "outputs": [],
      "source": [
        "# Retriever\n",
        "\n",
        "graph.query(\"CREATE FULLTEXT INDEX entity IF NOT EXISTS FOR (e:__Entity__) ON EACH [e.id]\")\n",
        "\n",
        "# Extract entities from text\n",
        "class Entities(BaseModel):\n",
        "    \"\"\"Identifying information about entities.\"\"\"\n",
        "\n",
        "    names: List[str] = Field(\n",
        "        ...,\n",
        "        description=\"All the person, organization, or business entities that \"\n",
        "        \"appear in the text\",\n",
        "    )\n",
        "\n",
        "prompt = ChatPromptTemplate.from_messages(\n",
        "    [\n",
        "        (\n",
        "            \"system\",\n",
        "            \"You are extracting organization and person entities from the text.\",\n",
        "        ),\n",
        "        (\n",
        "            \"human\",\n",
        "            \"Use the given format to extract information from the following \"\n",
        "            \"input: {question}\",\n",
        "        ),\n",
        "    ]\n",
        ")\n",
        "\n",
        "entity_chain = prompt | llm.with_structured_output(Entities)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n-Cs7RFAzdT3"
      },
      "source": [
        "Let's test it out:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "54H15KNAtHNX",
        "outputId": "8a781bbe-c8e8-4c76-f736-d7d3e911bdc1"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "['KL Rahul']"
            ]
          },
          "execution_count": 16,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "entity_chain.invoke({\"question\": \"Where was KL Rahul born?\"}).names"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "dY8huoM8tHNX"
      },
      "outputs": [],
      "source": [
        "def generate_full_text_query(input: str) -> str:\n",
        "    \"\"\"\n",
        "    Generate a full-text search query for a given input string.\n",
        "\n",
        "    This function constructs a query string suitable for a full-text search.\n",
        "    It processes the input string by splitting it into words and appending a\n",
        "    similarity threshold (~2 changed characters) to each word, then combines\n",
        "    them using the AND operator. Useful for mapping entities from user questions\n",
        "    to database values, and allows for some misspelings.\n",
        "    \"\"\"\n",
        "    full_text_query = \"\"\n",
        "    words = [el for el in remove_lucene_chars(input).split() if el]\n",
        "    for word in words[:-1]:\n",
        "        full_text_query += f\" {word}~2 AND\"\n",
        "    full_text_query += f\" {words[-1]}~2\"\n",
        "    print(full_text_query.strip())\n",
        "    return full_text_query.strip()\n",
        "\n",
        "# Fulltext index query\n",
        "def structured_retriever(question: str) -> str:\n",
        "    \"\"\"\n",
        "    Collects the neighborhood of entities mentioned\n",
        "    in the question\n",
        "    \"\"\"\n",
        "    result = \"\"\n",
        "    entities = entity_chain.invoke({\"question\": question})\n",
        "    for entity in entities.names:\n",
        "        response = graph.query(\n",
        "            \"\"\"CALL db.index.fulltext.queryNodes('entity', $query, {limit:2})\n",
        "            YIELD node,score\n",
        "            CALL {\n",
        "              WITH node\n",
        "              MATCH (node)-[r:!MENTIONS]->(neighbor)\n",
        "              RETURN node.id + ' - ' + type(r) + ' -> ' + neighbor.id AS output\n",
        "              UNION ALL\n",
        "              WITH node\n",
        "              MATCH (node)<-[r:!MENTIONS]-(neighbor)\n",
        "              RETURN neighbor.id + ' - ' + type(r) + ' -> ' +  node.id AS output\n",
        "            }\n",
        "            RETURN output LIMIT 50\n",
        "            \"\"\",\n",
        "            {\"query\": generate_full_text_query(entity)},\n",
        "        )\n",
        "        result += \"\\n\".join([el['output'] for el in response])\n",
        "    return result"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g-F9BjghzjdH"
      },
      "source": [
        "The `structured_retriever` function starts by detecting entities in the user question. Next, it iterates over the detected entities and uses a Cypher template to retrieve the neighborhood of relevant nodes. Let's test it out!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_6fOJRPntHNX",
        "outputId": "ede57801-8bbb-4274-d37b-9b9300894af8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "KL~2 AND Rahul~2\n",
            "Kl Rahul - REPLACED -> Rohit Sharma\n",
            "Kl Rahul - REPLACED -> Murali Vijay\n",
            "Kl Rahul - REPLACED -> Gautam Gambhir\n",
            "Kl Rahul - PRESENTED -> Ms Dhoni\n",
            "Kl Rahul - KEPT_WICKET -> Wriddhiman Saha\n"
          ]
        }
      ],
      "source": [
        "print(structured_retriever(\"Where was KL Rahul born\"))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xN9c_dEozyaO"
      },
      "source": [
        "## Final retriever\n",
        "As we mentioned at the start, we'll combine the unstructured and graph retriever to create the final context that will be passed to an LLM."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "iCTMp3prtHNX"
      },
      "outputs": [],
      "source": [
        "def retriever(question: str):\n",
        "    print(f\"Search query: {question}\")\n",
        "    structured_data = structured_retriever(question)\n",
        "    unstructured_data = [el.page_content for el in vector_index.similarity_search(question)]\n",
        "    final_data = f\"\"\"Structured data:\n",
        "{structured_data}\n",
        "Unstructured data:\n",
        "{\"#Document \". join(unstructured_data)}\n",
        "    \"\"\"\n",
        "    return final_data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NZG9Q8Ohz3Hn"
      },
      "source": [
        "As we are dealing with Python, we can simply concatenate the outputs using the f-string.\n",
        "## Defining the RAG chain\n",
        "We have successfully implemented the retrieval component of the RAG. First, we will introduce the query rewriting part that allows conversational follow up questions.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "id": "vu68Z79ttHNX"
      },
      "outputs": [],
      "source": [
        "# Condense a chat history and follow-up question into a standalone question\n",
        "_template = \"\"\"Given the following conversation and a follow up question, rephrase the follow up question to be a standalone question,\n",
        "in its original language.\n",
        "Chat History:\n",
        "{chat_history}\n",
        "Follow Up Input: {question}\n",
        "Standalone question:\"\"\"  # noqa: E501\n",
        "CONDENSE_QUESTION_PROMPT = PromptTemplate.from_template(_template)\n",
        "\n",
        "def _format_chat_history(chat_history: List[Tuple[str, str]]) -> List:\n",
        "    buffer = []\n",
        "    for human, ai in chat_history:\n",
        "        buffer.append(HumanMessage(content=human))\n",
        "        buffer.append(AIMessage(content=ai))\n",
        "    return buffer\n",
        "\n",
        "_search_query = RunnableBranch(\n",
        "    # If input includes chat_history, we condense it with the follow-up question\n",
        "    (\n",
        "        RunnableLambda(lambda x: bool(x.get(\"chat_history\"))).with_config(\n",
        "            run_name=\"HasChatHistoryCheck\"\n",
        "        ),  # Condense follow-up question and chat into a standalone_question\n",
        "        RunnablePassthrough.assign(\n",
        "            chat_history=lambda x: _format_chat_history(x[\"chat_history\"])\n",
        "        )\n",
        "        | CONDENSE_QUESTION_PROMPT\n",
        "        | ChatGroq(temperature=0)\n",
        "        | StrOutputParser(),\n",
        "    ),\n",
        "    # Else, we have no chat history, so just pass through the question\n",
        "    RunnableLambda(lambda x : x[\"question\"]),\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CsH90hbvz_aF"
      },
      "source": [
        "Next, we introduce a prompt that leverages the context provided by the integrated hybrid retriever to produce the response, completing the implementation of the RAG chain."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "id": "Dzb2jcittHNY"
      },
      "outputs": [],
      "source": [
        "template = \"\"\"Answer the question based only on the following context:\n",
        "{context}\n",
        "\n",
        "Question: {question}\n",
        "Use natural language and be concise.\n",
        "Answer:\"\"\"\n",
        "prompt = ChatPromptTemplate.from_template(template)\n",
        "\n",
        "chain = (\n",
        "    RunnableParallel(\n",
        "        {\n",
        "            \"context\": _search_query | retriever,\n",
        "            \"question\": RunnablePassthrough(),\n",
        "        }\n",
        "    )\n",
        "    | prompt\n",
        "    | llm\n",
        "    | StrOutputParser()\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w3SeRw0L0Gy3"
      },
      "source": [
        "Finally, we can go ahead and test our hybrid RAG implementation."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "dtU0iMNgtHNY",
        "outputId": "d38b8a84-be2d-44a3-e471-6fdfe64d7a3c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Search query: Who is KL Rahul inspiration?\n",
            "KL~2 AND Rahul~2\n",
            "Who~2 AND is~2 AND KL~2 AND Rahul~2 AND inspiration~2\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "\"KL Rahul's inspiration is Sunil Gavaskar, as his father, K. N. Lokesh, was a fan of Gavaskar and wanted to name his son after Gavaskar's son, Rohan, but mistook the name.\""
            ]
          },
          "execution_count": 23,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "chain.invoke({\"question\": \"Who is KL Rahul inspiration?\"})"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aLjhppwj0Jz_"
      },
      "source": [
        "Let's test a follow up question!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 90
        },
        "id": "ln_Hz2obtHNY",
        "outputId": "4555eae7-97fe-42ae-9adb-843bf77d5253"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Search query: When was KL Rahul born?\n",
            "KL~2 AND Rahul~2\n",
            "When~2 AND was~2 AND KL~2 AND Rahul~2 AND born~2\n"
          ]
        },
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'KL Rahul was born on 18 April 1992.'"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "chain.invoke(\n",
        "    {\n",
        "        \"question\": \"When was he born born?\",\n",
        "        \"chat_history\": [(\"Who is KL Rahul inspiration?\", \"KL Rahul's inspiration is Sunil Gavaskar, as his father, K. N. Lokesh, was a fan of Gavaskar and wanted to name his son after Gavaskar's son, Rohan, but mistook the name.\")],\n",
        "    }\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "CvaTiHtNtHNY"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.13"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "009c55e8407b4e6eb75fc7722f02abf6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_bf46ad49ec54434e972b8853a7b84027",
            "placeholder": "​",
            "style": "IPY_MODEL_996d7ab2e8264ad798dacd8fc6d360ca",
            "tabbable": null,
            "tooltip": null,
            "value": "special_tokens_map.json: 100%"
          }
        },
        "00a210da30e042eb9a1ff9ab1a777145": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "00c7cf5420e64c0ca0c6a0e6f20cccbc": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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": "780px",
            "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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "100%"
          }
        },
        "0a3eced67cf940d7a951d94c68e6677d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0f35c786e071476099a50b490ae4c956": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "10156d2a22894981ab02b2230c999eb7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "14c75c99c2da4359ac1d2815e28f4f52": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_1ac54c33dc9947a5ad969cbfaac89797",
            "placeholder": "​",
            "style": "IPY_MODEL_87a0d67945e547f2bd779a30cbef07ca",
            "tabbable": null,
            "tooltip": null,
            "value": " 349/349 [00:00&lt;00:00, 17.0kB/s]"
          }
        },
        "17af4e8b020d4d41bad755e8950e7b7d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "194bcecb121f46498c5272606cff2060": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_59d429be236f43d59f1d05a4af8ca1ac",
            "placeholder": "​",
            "style": "IPY_MODEL_65a1854d46584bbeaf7959bd0162bcd0",
            "tabbable": null,
            "tooltip": null,
            "value": " 466k/466k [00:00&lt;00:00, 7.86MB/s]"
          }
        },
        "1ac54c33dc9947a5ad969cbfaac89797": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1c2a6427e7a2478f9a44805aecaf6b31": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1c3677dbb01b4cd1a0c45f556b7942c6": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1e3d9648eb7b47da84b7af4baed270ad": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "1f55a5dad8df4036944f682900b29f85": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "23be70578e5c449d9d9d4338bdad6e08": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "262d0d76f0a440df91ff5e2ef7f5ab38": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "289dcd0178ce487aad3db1df22a97bc4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "2c0dd8c4b670467ba6b1d50f6b2e2319": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2de4f95ae1e94070b183a8cddd706f81": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2e309f32bd8f40e7a6e2e992ab7cad57": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "2fa4e72be75048b7bacf05e9dc10f177": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_c8ce9a52ab374a26af5d39fb8b5cfccb",
            "max": 53,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_1f55a5dad8df4036944f682900b29f85",
            "tabbable": null,
            "tooltip": null,
            "value": 53
          }
        },
        "2fd4da97758f4f9f9640841f35b626eb": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_96e6b498db2a45bbac7355a0865e6b5f",
            "placeholder": "​",
            "style": "IPY_MODEL_289dcd0178ce487aad3db1df22a97bc4",
            "tabbable": null,
            "tooltip": null,
            "value": "README.md: 100%"
          }
        },
        "31ea342b52e941a5982a0290a0180200": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "35b22c67b3924fee843053979d43c94d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_eb407ec9d72f4cf0935cf8d31ea04fb4",
              "IPY_MODEL_bf164ec6350947b4a86a1bfd482adb22",
              "IPY_MODEL_194bcecb121f46498c5272606cff2060"
            ],
            "layout": "IPY_MODEL_ec0f37ab8cf34946b190e921ea7b069e",
            "tabbable": null,
            "tooltip": null
          }
        },
        "3ad1068bdd954b2484848b1b9a6b25f0": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "3c39a096a1204b37b0c194a3b10c54c5": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_b1d6935c6aaa4f87bb9d5362ec440549",
              "IPY_MODEL_2fa4e72be75048b7bacf05e9dc10f177",
              "IPY_MODEL_93d71a577c5e4ed99760f64bc1d716e8"
            ],
            "layout": "IPY_MODEL_9137c63b48fa4da793c77e0b7d233f23",
            "tabbable": null,
            "tooltip": null
          }
        },
        "3c5b7ab256824228a8e74683280109dd": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_8c9e3f967d5944ffa3dfd7bb174b59a7",
            "placeholder": "​",
            "style": "IPY_MODEL_49fae0eb8d7a435d89bf98469e3e5c67",
            "tabbable": null,
            "tooltip": null,
            "value": "config.json: 100%"
          }
        },
        "3d7fb9bdc0bd45c7b685d4876e7661e2": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_ed93e155bf6544d4bb87c732f9449d50",
            "placeholder": "​",
            "style": "IPY_MODEL_eeafd4009a3845729894c9db941440cf",
            "tabbable": null,
            "tooltip": null,
            "value": "tokenizer_config.json: 100%"
          }
        },
        "46d607de40084ba687fb924fc67bd9de": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_aec7bbe7b8bd460989203d82d415e9af",
            "max": 349,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f3d8b523072a489299ae51a41c5318f3",
            "tabbable": null,
            "tooltip": null,
            "value": 349
          }
        },
        "47080ceb6f4640cc9dd62f3d326ac083": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "4842dc2fa6ef41c28d68aec51c389660": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "49fae0eb8d7a435d89bf98469e3e5c67": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "5128b1af78434e6596ffc580d2ef8c73": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "53453c34b00c43f582a5e0ad855e3f3c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5371d1bdcfa64785a5c6c1827e127641": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_4842dc2fa6ef41c28d68aec51c389660",
            "placeholder": "​",
            "style": "IPY_MODEL_5128b1af78434e6596ffc580d2ef8c73",
            "tabbable": null,
            "tooltip": null,
            "value": "vocab.txt: 100%"
          }
        },
        "594314fe99d34a17bb60881eecafdf07": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_ff38d5a508654c37902779b7257bbfac",
            "placeholder": "​",
            "style": "IPY_MODEL_5c8e7f84a0c54b1c9f5225a645a5e067",
            "tabbable": null,
            "tooltip": null,
            "value": "1_Pooling/config.json: 100%"
          }
        },
        "59d429be236f43d59f1d05a4af8ca1ac": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "5c7482942553421eb8a0a9245f87160f": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_6ef1598aa7f342549a8c6adce024cb58",
            "max": 10659,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_63c3571d1f90483eb762e61835effb80",
            "tabbable": null,
            "tooltip": null,
            "value": 10659
          }
        },
        "5c8e7f84a0c54b1c9f5225a645a5e067": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "5d2c1733664f40e197d6490c6c8962d7": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3d7fb9bdc0bd45c7b685d4876e7661e2",
              "IPY_MODEL_cb0717a32ffb4bddb811a46d39f0f80e",
              "IPY_MODEL_dba38c2fb8fd43209f2229a1ffe31d26"
            ],
            "layout": "IPY_MODEL_e975dcff08fd4e7eb0b623c37762e04c",
            "tabbable": null,
            "tooltip": null
          }
        },
        "5fea4651952c4e278b4e08b33d5b8fac": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_3ad1068bdd954b2484848b1b9a6b25f0",
            "max": 90868376,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_00a210da30e042eb9a1ff9ab1a777145",
            "tabbable": null,
            "tooltip": null,
            "value": 90868376
          }
        },
        "63c3571d1f90483eb762e61835effb80": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "644fffb8609d4a95ad0a3ee6ffcec59e": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "65a1854d46584bbeaf7959bd0162bcd0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "665c8ebf426a494db9e8a7d3bce1e581": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_262d0d76f0a440df91ff5e2ef7f5ab38",
            "placeholder": "​",
            "style": "IPY_MODEL_b5e78a12382b481d8345c395f78e591e",
            "tabbable": null,
            "tooltip": null,
            "value": " 90.9M/90.9M [00:01&lt;00:00, 116MB/s]"
          }
        },
        "68d8f62207754b1399c3f45ac0a9651b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_17af4e8b020d4d41bad755e8950e7b7d",
            "placeholder": "​",
            "style": "IPY_MODEL_eccf688531f6473f9c7580b478ed9999",
            "tabbable": null,
            "tooltip": null,
            "value": "model.safetensors: 100%"
          }
        },
        "69db26cedf8e41d1b749303ae584b9ce": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "6a7ba798d76b41079c0e41e7fee86b87": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "6ef1598aa7f342549a8c6adce024cb58": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7c83bb76cb254a1f9a3de6ca699eae4a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "7c96c9a86b4b4217ac35485e04e00a23": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "81b97d524b4e48af8c0cca7991e35976": {
          "model_module": "yfiles-jupyter-graphs",
          "model_module_version": "^1.7.2",
          "model_name": "GraphModel",
          "state": {
            "_context_pane_mapping": [
              {
                "id": "Neighborhood",
                "title": "Neighborhood"
              },
              {
                "id": "Data",
                "title": "Data"
              },
              {
                "id": "Search",
                "title": "Search"
              },
              {
                "id": "About",
                "title": "About"
              }
            ],
            "_data_importer": "neo4j",
            "_directed": true,
            "_dom_classes": [],
            "_edges": [
              {
                "color": "#607D8B",
                "directed": true,
                "end": 2,
                "id": 1152922604118474800,
                "label": "CHILD",
                "properties": {
                  "label": "CHILD"
                },
                "start": 1,
                "thickness_factor": 1
              },
              {
                "color": "#607D8B",
                "directed": true,
                "end": 3,
                "id": 1155174403932160000,
                "label": "CHILD",
                "properties": {
                  "label": "CHILD"
                },
                "start": 1,
                "thickness_factor": 1
              },
              {
                "color": "#673AB7",
                "directed": true,
                "end": 4,
                "id": 1152923703630102500,
                "label": "INSPIRATION",
                "properties": {
                  "label": "INSPIRATION"
                },
                "start": 1,
                "thickness_factor": 1
              },
              {
                "color": "#CDDC39",
                "directed": true,
                "end": 5,
                "id": 1152924803141730300,
                "label": "NAMESAKE",
                "properties": {
                  "label": "NAMESAKE"
                },
                "start": 1,
                "thickness_factor": 1
              },
              {
                "color": "#9E9E9E",
                "directed": true,
                "end": 6,
                "id": 1152925902653358000,
                "label": "SPOUSE",
                "properties": {
                  "label": "SPOUSE"
                },
                "start": 1,
                "thickness_factor": 1
              },
              {
                "color": "#9E9E9E",
                "directed": true,
                "end": 7,
                "id": 1155177702467043300,
                "label": "SPOUSE",
                "properties": {
                  "label": "SPOUSE"
                },
                "start": 1,
                "thickness_factor": 1
              },
              {
                "color": "#9C27B0",
                "directed": true,
                "end": 10,
                "id": 1152927002164985900,
                "label": "REPLACED",
                "properties": {
                  "label": "REPLACED"
                },
                "start": 9,
                "thickness_factor": 1
              },
              {
                "color": "#9C27B0",
                "directed": true,
                "end": 12,
                "id": 1155178801978671000,
                "label": "REPLACED",
                "properties": {
                  "label": "REPLACED"
                },
                "start": 9,
                "thickness_factor": 1
              },
              {
                "color": "#9C27B0",
                "directed": true,
                "end": 14,
                "id": 1157430601792356400,
                "label": "REPLACED",
                "properties": {
                  "label": "REPLACED"
                },
                "start": 9,
                "thickness_factor": 1
              },
              {
                "color": "#2196F3",
                "directed": true,
                "end": 11,
                "id": 1152928101676613600,
                "label": "PRESENTED",
                "properties": {
                  "label": "PRESENTED"
                },
                "start": 9,
                "thickness_factor": 1
              },
              {
                "color": "#4CAF50",
                "directed": true,
                "end": 13,
                "id": 1152929201188241400,
                "label": "KEPT_WICKET",
                "properties": {
                  "label": "KEPT_WICKET"
                },
                "start": 9,
                "thickness_factor": 1
              },
              {
                "color": "#F44336",
                "directed": true,
                "end": 17,
                "id": 1152930300699869200,
                "label": "PARENT",
                "properties": {
                  "label": "PARENT"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#607D8B",
                "directed": true,
                "end": 18,
                "id": 1152931400211497000,
                "label": "COACH",
                "properties": {
                  "label": "COACH"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#607D8B",
                "directed": true,
                "end": 19,
                "id": 1155183200025182200,
                "label": "COACH",
                "properties": {
                  "label": "COACH"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#673AB7",
                "directed": true,
                "end": 20,
                "id": 6917540022757360000,
                "label": "PLAYER",
                "properties": {
                  "label": "PLAYER"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#673AB7",
                "directed": true,
                "end": 21,
                "id": 6917540022757360000,
                "label": "PLAYER",
                "properties": {
                  "label": "PLAYER"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#CDDC39",
                "directed": true,
                "end": 20,
                "id": 1152933599234752500,
                "label": "PLAYED_FOR",
                "properties": {
                  "label": "PLAYED_FOR"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#CDDC39",
                "directed": true,
                "end": 25,
                "id": 1155185399048437800,
                "label": "PLAYED_FOR",
                "properties": {
                  "label": "PLAYED_FOR"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#9E9E9E",
                "directed": true,
                "end": 23,
                "id": 1152934698746380300,
                "label": "LED_AFTER",
                "properties": {
                  "label": "LED_AFTER"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#9C27B0",
                "directed": true,
                "end": 26,
                "id": 1152935798258008000,
                "label": "PLAYED_AGAINST",
                "properties": {
                  "label": "PLAYED_AGAINST"
                },
                "start": 16,
                "thickness_factor": 1
              },
              {
                "color": "#9C27B0",
                "directed": true,
                "end": 24,
                "id": 1152935798258008000,
                "label": "PLAYED_AGAINST",
                "properties": {
                  "label": "PLAYED_AGAINST"
                },
                "start": 20,
                "thickness_factor": 1
              },
              {
                "color": "#2196F3",
                "directed": true,
                "end": 29,
                "id": 1152936897769635800,
                "label": "PROFESSOR",
                "properties": {
                  "label": "PROFESSOR"
                },
                "start": 28,
                "thickness_factor": 1
              },
              {
                "color": "#2196F3",
                "directed": true,
                "end": 28,
                "id": 6919796220617556000,
                "label": "PROFESSOR",
                "properties": {
                  "label": "PROFESSOR"
                },
                "start": 29,
                "thickness_factor": 1
              },
              {
                "color": "#2196F3",
                "directed": true,
                "end": 29,
                "id": 1152936897769635800,
                "label": "PROFESSOR",
                "properties": {
                  "label": "PROFESSOR"
                },
                "start": 30,
                "thickness_factor": 1
              },
              {
                "color": "#2196F3",
                "directed": true,
                "end": 29,
                "id": 1152936897769635800,
                "label": "PROFESSOR",
                "properties": {
                  "label": "PROFESSOR"
                },
                "start": 31,
                "thickness_factor": 1
              },
              {
                "color": "#2196F3",
                "directed": true,
                "end": 29,
                "id": 1152936897769635800,
                "label": "PROFESSOR",
                "properties": {
                  "label": "PROFESSOR"
                },
                "start": 32,
                "thickness_factor": 1
              }
            ],
            "_graph_layout": {},
            "_highlight": [],
            "_license": {},
            "_model_module": "yfiles-jupyter-graphs",
            "_model_module_version": "^1.7.2",
            "_model_name": "GraphModel",
            "_neighborhood": {},
            "_nodes": [
              {
                "color": "#2196F3",
                "id": 1,
                "label": "Kannur Lokesh Rahul",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Kannur Lokesh Rahul",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 2,
                "label": "K. N. Lokesh",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "K. N. Lokesh",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 3,
                "label": "Rajeshwari",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Rajeshwari",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 4,
                "label": "Sunil Gavaskar",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Sunil Gavaskar",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 5,
                "label": "Rohan Gavaskar",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Rohan Gavaskar",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 6,
                "label": "Athiya Shetty",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Athiya Shetty",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 7,
                "label": "Suniel Shetty",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Suniel Shetty",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 9,
                "label": "Kl Rahul",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Kl Rahul",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 10,
                "label": "Rohit Sharma",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Rohit Sharma",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 12,
                "label": "Murali Vijay",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Murali Vijay",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 14,
                "label": "Gautam Gambhir",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Gautam Gambhir",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 11,
                "label": "Ms Dhoni",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Ms Dhoni",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 13,
                "label": "Wriddhiman Saha",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Wriddhiman Saha",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 16,
                "label": "Hardik Pandya",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Hardik Pandya",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 17,
                "label": "Himanshu Pandya",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Himanshu Pandya",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 18,
                "label": "Kiran More",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Kiran More",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 19,
                "label": "Sanath Kumar",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Sanath Kumar",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#4CAF50",
                "id": 20,
                "label": "Mumbai Indians",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Mumbai Indians",
                  "label": "Team:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#4CAF50"
              },
              {
                "color": "#F44336",
                "id": 21,
                "label": "Baroda",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Baroda",
                  "label": "__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#F44336"
              },
              {
                "color": "#4CAF50",
                "id": 25,
                "label": "Gujarat Titans",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Gujarat Titans",
                  "label": "Team:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#4CAF50"
              },
              {
                "color": "#2196F3",
                "id": 23,
                "label": "Shane Warne",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Shane Warne",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#4CAF50",
                "id": 26,
                "label": "Chennai Super Kings",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Chennai Super Kings",
                  "label": "Team:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#4CAF50"
              },
              {
                "color": "#4CAF50",
                "id": 24,
                "label": "Kolkata Knight Riders",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Kolkata Knight Riders",
                  "label": "Team:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#4CAF50"
              },
              {
                "color": "#2196F3",
                "id": 28,
                "label": "India",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "India",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 29,
                "label": "Zimbabwe",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Zimbabwe",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 30,
                "label": "Hamilton Masakadza",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Hamilton Masakadza",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 31,
                "label": "Graeme Cremer",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Graeme Cremer",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              },
              {
                "color": "#2196F3",
                "id": 32,
                "label": "Makhaya Ntini",
                "position": [
                  0,
                  0
                ],
                "properties": {
                  "id": "Makhaya Ntini",
                  "label": "Person:__Entity__"
                },
                "scale_factor": 1,
                "size": [
                  55,
                  55
                ],
                "styles": {},
                "type": "#2196F3"
              }
            ],
            "_overview": {
              "enabled": null,
              "overview_set": false
            },
            "_selected_graph": [
              [
                {
                  "id": 4,
                  "properties": {
                    "id": "Sunil Gavaskar",
                    "label": "Person:__Entity__"
                  }
                }
              ],
              []
            ],
            "_sidebar": {
              "enabled": true,
              "start_with": ""
            },
            "_view_count": null,
            "_view_module": "yfiles-jupyter-graphs",
            "_view_module_version": "^1.7.2",
            "_view_name": "GraphView",
            "layout": "IPY_MODEL_00c7cf5420e64c0ca0c6a0e6f20cccbc",
            "tabbable": null,
            "tooltip": null
          }
        },
        "821ba4509a66433a8656cbdd1d699321": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "832e7f80734245cf9b9003cd357cf7be": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "86283af79e684e20a41c7ed91835f942": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "8644730d34dd4362823e55794952f426": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_0a3eced67cf940d7a951d94c68e6677d",
            "placeholder": "​",
            "style": "IPY_MODEL_47080ceb6f4640cc9dd62f3d326ac083",
            "tabbable": null,
            "tooltip": null,
            "value": " 116/116 [00:00&lt;00:00, 5.17kB/s]"
          }
        },
        "87a0d67945e547f2bd779a30cbef07ca": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "887166a1122a426584ec5182f69769f2": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_68d8f62207754b1399c3f45ac0a9651b",
              "IPY_MODEL_5fea4651952c4e278b4e08b33d5b8fac",
              "IPY_MODEL_665c8ebf426a494db9e8a7d3bce1e581"
            ],
            "layout": "IPY_MODEL_e77bb48efaf24083b3f561c4179cffc3",
            "tabbable": null,
            "tooltip": null
          }
        },
        "8875dbcc2aa4406bb97fa586c04f4640": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_eb182d80d92041808fc8e948f2c47809",
            "placeholder": "​",
            "style": "IPY_MODEL_10156d2a22894981ab02b2230c999eb7",
            "tabbable": null,
            "tooltip": null,
            "value": " 612/612 [00:00&lt;00:00, 16.7kB/s]"
          }
        },
        "89635541f0454cf789ffc701f2dc0925": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_e35590a3e35846d0ae90fd4e0e940773",
            "placeholder": "​",
            "style": "IPY_MODEL_b382beaedbf347b1a7156d2bd123848a",
            "tabbable": null,
            "tooltip": null,
            "value": " 112/112 [00:00&lt;00:00, 2.67kB/s]"
          }
        },
        "8c1e5fcc2c854fca8cc91237c4d050e8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_594314fe99d34a17bb60881eecafdf07",
              "IPY_MODEL_b3eddd90c91841b389a7152c3660b235",
              "IPY_MODEL_cc60d3d8cb634bdca9c1465162338334"
            ],
            "layout": "IPY_MODEL_644fffb8609d4a95ad0a3ee6ffcec59e",
            "tabbable": null,
            "tooltip": null
          }
        },
        "8c9e3f967d5944ffa3dfd7bb174b59a7": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "9137c63b48fa4da793c77e0b7d233f23": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "91ddb44b8bc9429e83c63ce7f0534fdc": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_3c5b7ab256824228a8e74683280109dd",
              "IPY_MODEL_e431ebee449c4388be8033c58ae59b90",
              "IPY_MODEL_8875dbcc2aa4406bb97fa586c04f4640"
            ],
            "layout": "IPY_MODEL_b9ff6ab1d339454490a2deedbbb00612",
            "tabbable": null,
            "tooltip": null
          }
        },
        "93d71a577c5e4ed99760f64bc1d716e8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_98c501011d444aec8a6ecd01ee5b9611",
            "placeholder": "​",
            "style": "IPY_MODEL_b393c4ce90b9434683f7f6b0d7104f2e",
            "tabbable": null,
            "tooltip": null,
            "value": " 53.0/53.0 [00:00&lt;00:00, 2.38kB/s]"
          }
        },
        "96e6b498db2a45bbac7355a0865e6b5f": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "98c501011d444aec8a6ecd01ee5b9611": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "996d7ab2e8264ad798dacd8fc6d360ca": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "9be49c72f7494ff58e3dae545f8af3ff": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_c0963647968b4d43a17ec3447fc74010",
            "placeholder": "​",
            "style": "IPY_MODEL_0f35c786e071476099a50b490ae4c956",
            "tabbable": null,
            "tooltip": null,
            "value": " 10.7k/10.7k [00:00&lt;00:00, 522kB/s]"
          }
        },
        "ab5ce171430e458f98076562e5f6139a": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "aec7bbe7b8bd460989203d82d415e9af": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b0d5f6d3069343ae845465264c2716c1": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "b1a73281722742ae944e81cb7868689d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b1d6935c6aaa4f87bb9d5362ec440549": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_d8e4ff3070d647e3b73714f0a37e3548",
            "placeholder": "​",
            "style": "IPY_MODEL_69db26cedf8e41d1b749303ae584b9ce",
            "tabbable": null,
            "tooltip": null,
            "value": "sentence_bert_config.json: 100%"
          }
        },
        "b382beaedbf347b1a7156d2bd123848a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "b393c4ce90b9434683f7f6b0d7104f2e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "b3eddd90c91841b389a7152c3660b235": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_e317a5b8c61b4b1d897e984f122dfda2",
            "max": 190,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e0bf520dfee34540a45a0a853f789663",
            "tabbable": null,
            "tooltip": null,
            "value": 190
          }
        },
        "b5a71b8130ed4156a96828cef5c415a5": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "b5e78a12382b481d8345c395f78e591e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "b7e5c4a7501249d3ae0866b0638bed38": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "b8eff9de38334ec4bd5019d926f1f4ba": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "b9ff6ab1d339454490a2deedbbb00612": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "bf164ec6350947b4a86a1bfd482adb22": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_ab5ce171430e458f98076562e5f6139a",
            "max": 466247,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_7c96c9a86b4b4217ac35485e04e00a23",
            "tabbable": null,
            "tooltip": null,
            "value": 466247
          }
        },
        "bf46ad49ec54434e972b8853a7b84027": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c0963647968b4d43a17ec3447fc74010": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c54c30e62c974c24bd5f104aca4156a6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_1e3d9648eb7b47da84b7af4baed270ad",
            "placeholder": "​",
            "style": "IPY_MODEL_efc054ae952d46f193bacfdf24546694",
            "tabbable": null,
            "tooltip": null,
            "value": " 232k/232k [00:00&lt;00:00, 3.13MB/s]"
          }
        },
        "c8ce9a52ab374a26af5d39fb8b5cfccb": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "cadc6582b09f40c597f96010f7b78c91": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "cafa6461aeba4bb5a151a60f7ba05f81": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "cb0717a32ffb4bddb811a46d39f0f80e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_821ba4509a66433a8656cbdd1d699321",
            "max": 350,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_86283af79e684e20a41c7ed91835f942",
            "tabbable": null,
            "tooltip": null,
            "value": 350
          }
        },
        "cc60d3d8cb634bdca9c1465162338334": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_ef7d0214e60c4e37a2a2c92543ba845f",
            "placeholder": "​",
            "style": "IPY_MODEL_b0d5f6d3069343ae845465264c2716c1",
            "tabbable": null,
            "tooltip": null,
            "value": " 190/190 [00:00&lt;00:00, 6.20kB/s]"
          }
        },
        "ce27f853098e4b0d8ed5b5574565f0e6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_f5bab3660d3e4dda996af9ded8f36445",
            "placeholder": "​",
            "style": "IPY_MODEL_cafa6461aeba4bb5a151a60f7ba05f81",
            "tabbable": null,
            "tooltip": null,
            "value": "config_sentence_transformers.json: 100%"
          }
        },
        "cf87b53bf11641c59ef31dfaf59c05a2": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_009c55e8407b4e6eb75fc7722f02abf6",
              "IPY_MODEL_e422f96d3e034340abf6c6d964012dff",
              "IPY_MODEL_89635541f0454cf789ffc701f2dc0925"
            ],
            "layout": "IPY_MODEL_b5a71b8130ed4156a96828cef5c415a5",
            "tabbable": null,
            "tooltip": null
          }
        },
        "d8e4ff3070d647e3b73714f0a37e3548": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "dba38c2fb8fd43209f2229a1ffe31d26": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_23be70578e5c449d9d9d4338bdad6e08",
            "placeholder": "​",
            "style": "IPY_MODEL_b7e5c4a7501249d3ae0866b0638bed38",
            "tabbable": null,
            "tooltip": null,
            "value": " 350/350 [00:00&lt;00:00, 9.84kB/s]"
          }
        },
        "e0bf520dfee34540a45a0a853f789663": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "e1419af811bc41eca266724f6b097530": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_ce27f853098e4b0d8ed5b5574565f0e6",
              "IPY_MODEL_f0e441c4d17e430e98c0828977475b9b",
              "IPY_MODEL_8644730d34dd4362823e55794952f426"
            ],
            "layout": "IPY_MODEL_1c3677dbb01b4cd1a0c45f556b7942c6",
            "tabbable": null,
            "tooltip": null
          }
        },
        "e317a5b8c61b4b1d897e984f122dfda2": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e35590a3e35846d0ae90fd4e0e940773": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e422f96d3e034340abf6c6d964012dff": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_1c2a6427e7a2478f9a44805aecaf6b31",
            "max": 112,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_b8eff9de38334ec4bd5019d926f1f4ba",
            "tabbable": null,
            "tooltip": null,
            "value": 112
          }
        },
        "e431ebee449c4388be8033c58ae59b90": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_2c0dd8c4b670467ba6b1d50f6b2e2319",
            "max": 612,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ebe335dbadc94ace92df5eb7c28ce612",
            "tabbable": null,
            "tooltip": null,
            "value": 612
          }
        },
        "e4abc5b2ad174ada82154f1899720b8c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_2e309f32bd8f40e7a6e2e992ab7cad57",
            "placeholder": "​",
            "style": "IPY_MODEL_7c83bb76cb254a1f9a3de6ca699eae4a",
            "tabbable": null,
            "tooltip": null,
            "value": "modules.json: 100%"
          }
        },
        "e77bb48efaf24083b3f561c4179cffc3": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "e975dcff08fd4e7eb0b623c37762e04c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eb182d80d92041808fc8e948f2c47809": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eb407ec9d72f4cf0935cf8d31ea04fb4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_f0dd420b8f1246feaac3abf6df83e90c",
            "placeholder": "​",
            "style": "IPY_MODEL_cadc6582b09f40c597f96010f7b78c91",
            "tabbable": null,
            "tooltip": null,
            "value": "tokenizer.json: 100%"
          }
        },
        "ebe335dbadc94ace92df5eb7c28ce612": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "ec0f37ab8cf34946b190e921ea7b069e": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eccf688531f6473f9c7580b478ed9999": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "ed93e155bf6544d4bb87c732f9449d50": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eeafd4009a3845729894c9db941440cf": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "ef7d0214e60c4e37a2a2c92543ba845f": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "efc054ae952d46f193bacfdf24546694": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HTMLStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HTMLStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "background": null,
            "description_width": "",
            "font_size": null,
            "text_color": null
          }
        },
        "f0dd420b8f1246feaac3abf6df83e90c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f0e441c4d17e430e98c0828977475b9b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_53453c34b00c43f582a5e0ad855e3f3c",
            "max": 116,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_6a7ba798d76b41079c0e41e7fee86b87",
            "tabbable": null,
            "tooltip": null,
            "value": 116
          }
        },
        "f3d8b523072a489299ae51a41c5318f3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "f3f76c67ac324e509025c6d3fd4c7516": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_5371d1bdcfa64785a5c6c1827e127641",
              "IPY_MODEL_fb00345b850549d2ad33eabd1e1f43d0",
              "IPY_MODEL_c54c30e62c974c24bd5f104aca4156a6"
            ],
            "layout": "IPY_MODEL_2de4f95ae1e94070b183a8cddd706f81",
            "tabbable": null,
            "tooltip": null
          }
        },
        "f483a9715e2d4a03902a83cd7c9c282d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_e4abc5b2ad174ada82154f1899720b8c",
              "IPY_MODEL_46d607de40084ba687fb924fc67bd9de",
              "IPY_MODEL_14c75c99c2da4359ac1d2815e28f4f52"
            ],
            "layout": "IPY_MODEL_832e7f80734245cf9b9003cd357cf7be",
            "tabbable": null,
            "tooltip": null
          }
        },
        "f4eee0a3e251405ca682248d17b74a10": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_2fd4da97758f4f9f9640841f35b626eb",
              "IPY_MODEL_5c7482942553421eb8a0a9245f87160f",
              "IPY_MODEL_9be49c72f7494ff58e3dae545f8af3ff"
            ],
            "layout": "IPY_MODEL_31ea342b52e941a5982a0290a0180200",
            "tabbable": null,
            "tooltip": null
          }
        },
        "f5bab3660d3e4dda996af9ded8f36445": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f5dfe51469834a799604e2f214aafb87": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "fb00345b850549d2ad33eabd1e1f43d0": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "2.0.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "2.0.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "2.0.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_allow_html": false,
            "layout": "IPY_MODEL_b1a73281722742ae944e81cb7868689d",
            "max": 231508,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_f5dfe51469834a799604e2f214aafb87",
            "tabbable": null,
            "tooltip": null,
            "value": 231508
          }
        },
        "ff38d5a508654c37902779b7257bbfac": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "2.0.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "2.0.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "2.0.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border_bottom": null,
            "border_left": null,
            "border_right": null,
            "border_top": 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,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}