raptor multiquery.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval\n",
    "\n",
    "This notebook shows how to use an implementation of RAPTOR with llama-index, leveraging the RAPTOR llama-pack.\n",
    "\n",
    "RAPTOR works by recursively clustering and summarizing clusters in layers for retrieval.\n",
    "\n",
    "There two retrieval modes:\n",
    "- tree_traversal -- traversing the tree of clusters, performing top-k at each level in the tree.\n",
    "- collapsed -- treat the entire tree as a giant pile of nodes, perform simple top-k.\n",
    "\n",
    "See [the paper](https://arxiv.org/abs/2401.18059) for full algorithm details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: exceptiongroup>=1.0.2 in /home/harish/.local/lib/python3.10/site-packages (from anyio<5,>=3.5.0->openai>=1.1.0->llama-index-core<0.11.0,>=0.10.8.post1->llama-index) (1.2.0)\n",
      "Requirement already satisfied: hpack<5,>=4.0 in /home/harish/.local/lib/python3.10/site-packages (from h2<5,>=3->httpx->llama-index-core<0.11.0,>=0.10.8.post1->llama-index) (4.0.0)\n",
      "Requirement already satisfied: hyperframe<7,>=6.0 in /home/harish/.local/lib/python3.10/site-packages (from h2<5,>=3->httpx->llama-index-core<0.11.0,>=0.10.8.post1->llama-index) (6.0.1)\n",
      "Requirement already satisfied: pyasn1<0.6.0,>=0.4.6 in /home/harish/.local/lib/python3.10/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.5.1)\n",
      "Installing collected packages: llama-index-vector-stores-chroma\n",
      "Successfully installed llama-index-vector-stores-chroma-0.1.8\n"
     ]
    }
   ],
   "source": [
    "!pip install llama-index llama-index-packs-raptor llama-index-vector-stores-qdrant chromadb  llama-index-vector-stores-chroma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-28 16:26:06.666639: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
      "2024-05-28 16:26:06.666672: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
      "2024-05-28 16:26:06.667527: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
      "2024-05-28 16:26:06.675749: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
      "To enable the following instructions: AVX2 FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
      "2024-05-28 16:26:07.785393: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT\n"
     ]
    }
   ],
   "source": [
    "from llama_index.packs.raptor import RaptorPack\n",
    "\n",
    "# optionally download the pack to inspect/modify it yourself!\n",
    "# from llama_index.core.llama_pack import download_llama_pack\n",
    "# RaptorPack = download_llama_pack(\"RaptorPack\", \"./raptor_pack\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "# cant push this line as git prevents it \n",
    "#os.environ[\"OPENAI_API_KEY\"] = \"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constructing the Clusters/Hierarchy Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nest_asyncio\n",
    "\n",
    "nest_asyncio.apply()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core import SimpleDirectoryReader\n",
    "\n",
    "documents = SimpleDirectoryReader(input_files=[\"./Form Master Services Agreement (Outsourcing).DOCX\"]).load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating embeddings for level 0.\n",
      "inside line 227\n",
      "inside line 229\n",
      "Performing clustering for level 0.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception ignored on calling ctypes callback function: <function ExecutionEngine._raw_object_cache_notify at 0x71077b9d36d0>\n",
      "Traceback (most recent call last):\n",
      "  File \"/home/pulkit/.local/lib/python3.10/site-packages/llvmlite/binding/executionengine.py\", line 171, in _raw_object_cache_notify\n",
      "    def _raw_object_cache_notify(self, data):\n",
      "KeyboardInterrupt: \n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[6], line 12\u001b[0m\n\u001b[1;32m      8\u001b[0m collection \u001b[38;5;241m=\u001b[39m client\u001b[38;5;241m.\u001b[39mget_or_create_collection(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraptor\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m     10\u001b[0m vector_store \u001b[38;5;241m=\u001b[39m ChromaVectorStore(chroma_collection\u001b[38;5;241m=\u001b[39mcollection)\n\u001b[0;32m---> 12\u001b[0m raptor_pack \u001b[38;5;241m=\u001b[39m \u001b[43mRaptorPack\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     13\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdocuments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m     14\u001b[0m \u001b[43m    \u001b[49m\u001b[43membed_model\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mOpenAIEmbedding\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     15\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mtext-embedding-3-small\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\n\u001b[1;32m     16\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# used for embedding clusters\u001b[39;49;00m\n\u001b[1;32m     17\u001b[0m \u001b[43m    \u001b[49m\u001b[43mllm\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mOpenAI\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mgpt-4\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtemperature\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# used for generating summaries\u001b[39;49;00m\n\u001b[1;32m     18\u001b[0m \u001b[43m    \u001b[49m\u001b[43mvector_store\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvector_store\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# used for storage\u001b[39;49;00m\n\u001b[1;32m     19\u001b[0m \u001b[43m    \u001b[49m\u001b[43msimilarity_top_k\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m4\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# top k for each layer, or overall top-k for collapsed\u001b[39;49;00m\n\u001b[1;32m     20\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcollapsed\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# sets default mode\u001b[39;49;00m\n\u001b[1;32m     21\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtransformations\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m[\u001b[49m\n\u001b[1;32m     22\u001b[0m \u001b[43m        \u001b[49m\u001b[43mSentenceSplitter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mchunk_size\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m400\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mchunk_overlap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m50\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m     23\u001b[0m \u001b[43m    \u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# transformations applied for ingestion\u001b[39;49;00m\n\u001b[1;32m     24\u001b[0m \u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/llama_index/packs/raptor/base.py:348\u001b[0m, in \u001b[0;36mRaptorPack.__init__\u001b[0;34m(self, documents, llm, embed_model, vector_store, similarity_top_k, mode, verbose, **kwargs)\u001b[0m\n\u001b[1;32m    336\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m    337\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m    338\u001b[0m     documents: List[BaseNode],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    345\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs: Any,\n\u001b[1;32m    346\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    347\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Init params.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 348\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mretriever \u001b[38;5;241m=\u001b[39m \u001b[43mRaptorRetriever\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    349\u001b[0m \u001b[43m        \u001b[49m\u001b[43mdocuments\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    350\u001b[0m \u001b[43m        \u001b[49m\u001b[43membed_model\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43membed_model\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    351\u001b[0m \u001b[43m        \u001b[49m\u001b[43mllm\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mllm\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    352\u001b[0m \u001b[43m        \u001b[49m\u001b[43msimilarity_top_k\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msimilarity_top_k\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    353\u001b[0m \u001b[43m        \u001b[49m\u001b[43mvector_store\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvector_store\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    354\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    355\u001b[0m \u001b[43m        \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mverbose\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    356\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    357\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/llama_index/packs/raptor/base.py:139\u001b[0m, in \u001b[0;36mRaptorRetriever.__init__\u001b[0;34m(self, documents, tree_depth, similarity_top_k, llm, embed_model, vector_store, transformations, summary_module, existing_index, mode, **kwargs)\u001b[0m\n\u001b[1;32m    136\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msimilarity_top_k \u001b[38;5;241m=\u001b[39m similarity_top_k\n\u001b[1;32m    138\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(documents) \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 139\u001b[0m     \u001b[43masyncio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43minsert\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdocuments\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/nest_asyncio.py:30\u001b[0m, in \u001b[0;36m_patch_asyncio.<locals>.run\u001b[0;34m(main, debug)\u001b[0m\n\u001b[1;32m     28\u001b[0m task \u001b[38;5;241m=\u001b[39m asyncio\u001b[38;5;241m.\u001b[39mensure_future(main)\n\u001b[1;32m     29\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 30\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mloop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_until_complete\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtask\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     31\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m     32\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m task\u001b[38;5;241m.\u001b[39mdone():\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/nest_asyncio.py:92\u001b[0m, in \u001b[0;36m_patch_loop.<locals>.run_until_complete\u001b[0;34m(self, future)\u001b[0m\n\u001b[1;32m     90\u001b[0m     f\u001b[38;5;241m.\u001b[39m_log_destroy_pending \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m     91\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m f\u001b[38;5;241m.\u001b[39mdone():\n\u001b[0;32m---> 92\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_once\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     93\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_stopping:\n\u001b[1;32m     94\u001b[0m         \u001b[38;5;28;01mbreak\u001b[39;00m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/nest_asyncio.py:133\u001b[0m, in \u001b[0;36m_patch_loop.<locals>._run_once\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    130\u001b[0m curr_task \u001b[38;5;241m=\u001b[39m curr_tasks\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m    132\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 133\u001b[0m     \u001b[43mhandle\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    134\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[1;32m    135\u001b[0m     \u001b[38;5;66;03m# restore the current task\u001b[39;00m\n\u001b[1;32m    136\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m curr_task \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/asyncio/events.py:80\u001b[0m, in \u001b[0;36mHandle._run\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     78\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_run\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m     79\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m---> 80\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_callback\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_args\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     81\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mSystemExit\u001b[39;00m, \u001b[38;5;167;01mKeyboardInterrupt\u001b[39;00m):\n\u001b[1;32m     82\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/asyncio/tasks.py:315\u001b[0m, in \u001b[0;36mTask.__wakeup\u001b[0;34m(self, future)\u001b[0m\n\u001b[1;32m    307\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m__step(exc)\n\u001b[1;32m    308\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    309\u001b[0m     \u001b[38;5;66;03m# Don't pass the value of `future.result()` explicitly,\u001b[39;00m\n\u001b[1;32m    310\u001b[0m     \u001b[38;5;66;03m# as `Future.__iter__` and `Future.__await__` don't need it.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    313\u001b[0m     \u001b[38;5;66;03m# instead of `__next__()`, which is slower for futures\u001b[39;00m\n\u001b[1;32m    314\u001b[0m     \u001b[38;5;66;03m# that return non-generator iterators from their `__iter__`.\u001b[39;00m\n\u001b[0;32m--> 315\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__step\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    316\u001b[0m \u001b[38;5;28mself\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/asyncio/tasks.py:232\u001b[0m, in \u001b[0;36mTask.__step\u001b[0;34m(***failed resolving arguments***)\u001b[0m\n\u001b[1;32m    228\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    229\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m exc \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    230\u001b[0m         \u001b[38;5;66;03m# We use the `send` method directly, because coroutines\u001b[39;00m\n\u001b[1;32m    231\u001b[0m         \u001b[38;5;66;03m# don't have `__iter__` and `__next__` methods.\u001b[39;00m\n\u001b[0;32m--> 232\u001b[0m         result \u001b[38;5;241m=\u001b[39m \u001b[43mcoro\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msend\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    233\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    234\u001b[0m         result \u001b[38;5;241m=\u001b[39m coro\u001b[38;5;241m.\u001b[39mthrow(exc)\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/llama_index/packs/raptor/base.py:189\u001b[0m, in \u001b[0;36mRaptorRetriever.insert\u001b[0;34m(self, documents)\u001b[0m\n\u001b[1;32m    186\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPerforming clustering for level \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlevel\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    188\u001b[0m \u001b[38;5;66;03m# cluster the documents\u001b[39;00m\n\u001b[0;32m--> 189\u001b[0m nodes_per_cluster \u001b[38;5;241m=\u001b[39m \u001b[43mget_clusters\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcur_nodes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mid_to_embedding\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    191\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_verbose:\n\u001b[1;32m    192\u001b[0m     \u001b[38;5;28mprint\u001b[39m(\n\u001b[1;32m    193\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGenerating summaries for level \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlevel\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m with \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(nodes_per_cluster)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m clusters.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    194\u001b[0m     )\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/llama_index/packs/raptor/clustering.py:132\u001b[0m, in \u001b[0;36mget_clusters\u001b[0;34m(nodes, embedding_map, max_length_in_cluster, tokenizer, reduction_dimension, threshold, prev_total_length)\u001b[0m\n\u001b[1;32m    129\u001b[0m embeddings \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([np\u001b[38;5;241m.\u001b[39marray(embedding_map[node\u001b[38;5;241m.\u001b[39mid_]) \u001b[38;5;28;01mfor\u001b[39;00m node \u001b[38;5;129;01min\u001b[39;00m nodes])\n\u001b[1;32m    131\u001b[0m \u001b[38;5;66;03m# Perform the clustering\u001b[39;00m\n\u001b[0;32m--> 132\u001b[0m clusters \u001b[38;5;241m=\u001b[39m \u001b[43mperform_clustering\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    133\u001b[0m \u001b[43m    \u001b[49m\u001b[43membeddings\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdim\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreduction_dimension\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mthreshold\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mthreshold\u001b[49m\n\u001b[1;32m    134\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    136\u001b[0m \u001b[38;5;66;03m# Initialize an empty list to store the clusters of nodes\u001b[39;00m\n\u001b[1;32m    137\u001b[0m node_clusters \u001b[38;5;241m=\u001b[39m []\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/llama_index/packs/raptor/clustering.py:95\u001b[0m, in \u001b[0;36mperform_clustering\u001b[0;34m(embeddings, dim, threshold)\u001b[0m\n\u001b[1;32m     93\u001b[0m     n_local_clusters \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m     94\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 95\u001b[0m     reduced_embeddings_local \u001b[38;5;241m=\u001b[39m \u001b[43mlocal_cluster_embeddings\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     96\u001b[0m \u001b[43m        \u001b[49m\u001b[43mglobal_cluster_embeddings_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdim\u001b[49m\n\u001b[1;32m     97\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     98\u001b[0m     local_clusters, n_local_clusters \u001b[38;5;241m=\u001b[39m GMM_cluster(\n\u001b[1;32m     99\u001b[0m         reduced_embeddings_local, threshold\n\u001b[1;32m    100\u001b[0m     )\n\u001b[1;32m    102\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m j \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(n_local_clusters):\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/llama_index/packs/raptor/clustering.py:40\u001b[0m, in \u001b[0;36mlocal_cluster_embeddings\u001b[0;34m(embeddings, dim, num_neighbors, metric)\u001b[0m\n\u001b[1;32m     35\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mlocal_cluster_embeddings\u001b[39m(\n\u001b[1;32m     36\u001b[0m     embeddings: np\u001b[38;5;241m.\u001b[39mndarray, dim: \u001b[38;5;28mint\u001b[39m, num_neighbors: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m10\u001b[39m, metric: \u001b[38;5;28mstr\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcosine\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m     37\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m np\u001b[38;5;241m.\u001b[39mndarray:\n\u001b[1;32m     38\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mumap\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mUMAP\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m     39\u001b[0m \u001b[43m        \u001b[49m\u001b[43mn_neighbors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnum_neighbors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mn_components\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdim\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmetric\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmetric\u001b[49m\n\u001b[0;32m---> 40\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit_transform\u001b[49m\u001b[43m(\u001b[49m\u001b[43membeddings\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/umap/umap_.py:2891\u001b[0m, in \u001b[0;36mUMAP.fit_transform\u001b[0;34m(self, X, y, force_all_finite)\u001b[0m\n\u001b[1;32m   2855\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfit_transform\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, y\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, force_all_finite\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[1;32m   2856\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Fit X into an embedded space and return that transformed\u001b[39;00m\n\u001b[1;32m   2857\u001b[0m \u001b[38;5;124;03m    output.\u001b[39;00m\n\u001b[1;32m   2858\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   2889\u001b[0m \u001b[38;5;124;03m        Local radii of data points in the embedding (log-transformed).\u001b[39;00m\n\u001b[1;32m   2890\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2891\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mforce_all_finite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2892\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransform_mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124membedding\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m   2893\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moutput_dens:\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/umap/umap_.py:2784\u001b[0m, in \u001b[0;36mUMAP.fit\u001b[0;34m(self, X, y, force_all_finite)\u001b[0m\n\u001b[1;32m   2780\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtransform_mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124membedding\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m   2781\u001b[0m     epochs \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m   2782\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_epochs_list \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_epochs_list \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_epochs\n\u001b[1;32m   2783\u001b[0m     )\n\u001b[0;32m-> 2784\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39membedding_, aux_data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fit_embed_data\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2785\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_raw_data\u001b[49m\u001b[43m[\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2786\u001b[0m \u001b[43m        \u001b[49m\u001b[43mepochs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2787\u001b[0m \u001b[43m        \u001b[49m\u001b[43minit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2788\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrandom_state\u001b[49m\u001b[43m,\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# JH why raw data?\u001b[39;49;00m\n\u001b[1;32m   2789\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   2791\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mn_epochs_list \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m   2792\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124membedding_list\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m aux_data:\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/umap/umap_.py:2830\u001b[0m, in \u001b[0;36mUMAP._fit_embed_data\u001b[0;34m(self, X, n_epochs, init, random_state)\u001b[0m\n\u001b[1;32m   2826\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_fit_embed_data\u001b[39m(\u001b[38;5;28mself\u001b[39m, X, n_epochs, init, random_state):\n\u001b[1;32m   2827\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"A method wrapper for simplicial_set_embedding that can be\u001b[39;00m\n\u001b[1;32m   2828\u001b[0m \u001b[38;5;124;03m    replaced by subclasses.\u001b[39;00m\n\u001b[1;32m   2829\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m-> 2830\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43msimplicial_set_embedding\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   2831\u001b[0m \u001b[43m        \u001b[49m\u001b[43mX\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2832\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgraph_\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2833\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mn_components\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2834\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_initial_alpha\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2835\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_a\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2836\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_b\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2837\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrepulsion_strength\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2838\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnegative_sample_rate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2839\u001b[0m \u001b[43m        \u001b[49m\u001b[43mn_epochs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2840\u001b[0m \u001b[43m        \u001b[49m\u001b[43minit\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2841\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrandom_state\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2842\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_input_distance_func\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2843\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_metric_kwds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2844\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdensmap\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2845\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_densmap_kwds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2846\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput_dens\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2847\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_output_distance_func\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2848\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_output_metric_kwds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2849\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput_metric\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43meuclidean\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43ml2\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2850\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrandom_state\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mis\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   2851\u001b[0m \u001b[43m        \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mverbose\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2852\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtqdm_kwds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtqdm_kwds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   2853\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/umap/umap_.py:1193\u001b[0m, in \u001b[0;36msimplicial_set_embedding\u001b[0;34m(data, graph, n_components, initial_alpha, a, b, gamma, negative_sample_rate, n_epochs, init, random_state, metric, metric_kwds, densmap, densmap_kwds, output_dens, output_metric, output_metric_kwds, euclidean_output, parallel, verbose, tqdm_kwds)\u001b[0m\n\u001b[1;32m   1186\u001b[0m embedding \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m   1187\u001b[0m     \u001b[38;5;241m10.0\u001b[39m\n\u001b[1;32m   1188\u001b[0m     \u001b[38;5;241m*\u001b[39m (embedding \u001b[38;5;241m-\u001b[39m np\u001b[38;5;241m.\u001b[39mmin(embedding, \u001b[38;5;241m0\u001b[39m))\n\u001b[1;32m   1189\u001b[0m     \u001b[38;5;241m/\u001b[39m (np\u001b[38;5;241m.\u001b[39mmax(embedding, \u001b[38;5;241m0\u001b[39m) \u001b[38;5;241m-\u001b[39m np\u001b[38;5;241m.\u001b[39mmin(embedding, \u001b[38;5;241m0\u001b[39m))\n\u001b[1;32m   1190\u001b[0m )\u001b[38;5;241m.\u001b[39mastype(np\u001b[38;5;241m.\u001b[39mfloat32, order\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mC\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   1192\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m euclidean_output:\n\u001b[0;32m-> 1193\u001b[0m     embedding \u001b[38;5;241m=\u001b[39m \u001b[43moptimize_layout_euclidean\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1194\u001b[0m \u001b[43m        \u001b[49m\u001b[43membedding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1195\u001b[0m \u001b[43m        \u001b[49m\u001b[43membedding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1196\u001b[0m \u001b[43m        \u001b[49m\u001b[43mhead\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1197\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtail\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1198\u001b[0m \u001b[43m        \u001b[49m\u001b[43mn_epochs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1199\u001b[0m \u001b[43m        \u001b[49m\u001b[43mn_vertices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1200\u001b[0m \u001b[43m        \u001b[49m\u001b[43mepochs_per_sample\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1201\u001b[0m \u001b[43m        \u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1202\u001b[0m \u001b[43m        \u001b[49m\u001b[43mb\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1203\u001b[0m \u001b[43m        \u001b[49m\u001b[43mrng_state\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1204\u001b[0m \u001b[43m        \u001b[49m\u001b[43mgamma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1205\u001b[0m \u001b[43m        \u001b[49m\u001b[43minitial_alpha\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1206\u001b[0m \u001b[43m        \u001b[49m\u001b[43mnegative_sample_rate\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1207\u001b[0m \u001b[43m        \u001b[49m\u001b[43mparallel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mparallel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1208\u001b[0m \u001b[43m        \u001b[49m\u001b[43mverbose\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mverbose\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1209\u001b[0m \u001b[43m        \u001b[49m\u001b[43mdensmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdensmap\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1210\u001b[0m \u001b[43m        \u001b[49m\u001b[43mdensmap_kwds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdensmap_kwds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1211\u001b[0m \u001b[43m        \u001b[49m\u001b[43mtqdm_kwds\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtqdm_kwds\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1212\u001b[0m \u001b[43m        \u001b[49m\u001b[43mmove_other\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[1;32m   1213\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1214\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1215\u001b[0m     embedding \u001b[38;5;241m=\u001b[39m optimize_layout_generic(\n\u001b[1;32m   1216\u001b[0m         embedding,\n\u001b[1;32m   1217\u001b[0m         embedding,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1233\u001b[0m         move_other\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m   1234\u001b[0m     )\n",
      "File \u001b[0;32m~/anaconda3/envs/llama_310/lib/python3.10/site-packages/umap/layouts.py:380\u001b[0m, in \u001b[0;36moptimize_layout_euclidean\u001b[0;34m(head_embedding, tail_embedding, head, tail, n_epochs, n_vertices, epochs_per_sample, a, b, rng_state, gamma, initial_alpha, negative_sample_rate, parallel, verbose, densmap, densmap_kwds, tqdm_kwds, move_other)\u001b[0m\n\u001b[1;32m    377\u001b[0m     dens_re_mean \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m    378\u001b[0m     dens_re_cov \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m--> 380\u001b[0m \u001b[43moptimize_fn\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    381\u001b[0m \u001b[43m    \u001b[49m\u001b[43mhead_embedding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    382\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtail_embedding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    383\u001b[0m \u001b[43m    \u001b[49m\u001b[43mhead\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    384\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtail\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    385\u001b[0m \u001b[43m    \u001b[49m\u001b[43mn_vertices\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    386\u001b[0m \u001b[43m    \u001b[49m\u001b[43mepochs_per_sample\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    387\u001b[0m \u001b[43m    \u001b[49m\u001b[43ma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    388\u001b[0m \u001b[43m    \u001b[49m\u001b[43mb\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    389\u001b[0m \u001b[43m    \u001b[49m\u001b[43mrng_state\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    390\u001b[0m \u001b[43m    \u001b[49m\u001b[43mgamma\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    391\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdim\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    392\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmove_other\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    393\u001b[0m \u001b[43m    \u001b[49m\u001b[43malpha\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    394\u001b[0m \u001b[43m    \u001b[49m\u001b[43mepochs_per_negative_sample\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    395\u001b[0m \u001b[43m    \u001b[49m\u001b[43mepoch_of_next_negative_sample\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    396\u001b[0m \u001b[43m    \u001b[49m\u001b[43mepoch_of_next_sample\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    397\u001b[0m \u001b[43m    \u001b[49m\u001b[43mn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    398\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdensmap_flag\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    399\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_phi_sum\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    400\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_re_sum\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    401\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_re_cov\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    402\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_re_std\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    403\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_re_mean\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    404\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_lambda\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    405\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_R\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    406\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_mu\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    407\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdens_mu_tot\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    408\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    410\u001b[0m alpha \u001b[38;5;241m=\u001b[39m initial_alpha \u001b[38;5;241m*\u001b[39m (\u001b[38;5;241m1.0\u001b[39m \u001b[38;5;241m-\u001b[39m (\u001b[38;5;28mfloat\u001b[39m(n) \u001b[38;5;241m/\u001b[39m \u001b[38;5;28mfloat\u001b[39m(n_epochs)))\n\u001b[1;32m    412\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m verbose \u001b[38;5;129;01mand\u001b[39;00m n \u001b[38;5;241m%\u001b[39m \u001b[38;5;28mint\u001b[39m(n_epochs \u001b[38;5;241m/\u001b[39m \u001b[38;5;241m10\u001b[39m) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/dispatcher.py:420\u001b[0m, in \u001b[0;36m_DispatcherBase._compile_for_args\u001b[0;34m(self, *args, **kws)\u001b[0m\n\u001b[1;32m    418\u001b[0m return_val \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    419\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 420\u001b[0m     return_val \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompile\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mtuple\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43margtypes\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    421\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m errors\u001b[38;5;241m.\u001b[39mForceLiteralArg \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    422\u001b[0m     \u001b[38;5;66;03m# Received request for compiler re-entry with the list of arguments\u001b[39;00m\n\u001b[1;32m    423\u001b[0m     \u001b[38;5;66;03m# indicated by e.requested_args.\u001b[39;00m\n\u001b[1;32m    424\u001b[0m     \u001b[38;5;66;03m# First, check if any of these args are already Literal-ized\u001b[39;00m\n\u001b[1;32m    425\u001b[0m     already_lit_pos \u001b[38;5;241m=\u001b[39m [i \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m e\u001b[38;5;241m.\u001b[39mrequested_args\n\u001b[1;32m    426\u001b[0m                        \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(args[i], types\u001b[38;5;241m.\u001b[39mLiteral)]\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/dispatcher.py:965\u001b[0m, in \u001b[0;36mDispatcher.compile\u001b[0;34m(self, sig)\u001b[0m\n\u001b[1;32m    963\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m ev\u001b[38;5;241m.\u001b[39mtrigger_event(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnumba:compile\u001b[39m\u001b[38;5;124m\"\u001b[39m, data\u001b[38;5;241m=\u001b[39mev_details):\n\u001b[1;32m    964\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 965\u001b[0m         cres \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_compiler\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompile\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_type\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    966\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m errors\u001b[38;5;241m.\u001b[39mForceLiteralArg \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    967\u001b[0m         \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mfolded\u001b[39m(args, kws):\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/dispatcher.py:125\u001b[0m, in \u001b[0;36m_FunctionCompiler.compile\u001b[0;34m(self, args, return_type)\u001b[0m\n\u001b[1;32m    124\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcompile\u001b[39m(\u001b[38;5;28mself\u001b[39m, args, return_type):\n\u001b[0;32m--> 125\u001b[0m     status, retval \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_compile_cached\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_type\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    126\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m status:\n\u001b[1;32m    127\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m retval\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/dispatcher.py:139\u001b[0m, in \u001b[0;36m_FunctionCompiler._compile_cached\u001b[0;34m(self, args, return_type)\u001b[0m\n\u001b[1;32m    136\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m    138\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 139\u001b[0m     retval \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_compile_core\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_type\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    140\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m errors\u001b[38;5;241m.\u001b[39mTypingError \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[1;32m    141\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_failed_cache[key] \u001b[38;5;241m=\u001b[39m e\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/dispatcher.py:152\u001b[0m, in \u001b[0;36m_FunctionCompiler._compile_core\u001b[0;34m(self, args, return_type)\u001b[0m\n\u001b[1;32m    149\u001b[0m flags \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_customize_flags(flags)\n\u001b[1;32m    151\u001b[0m impl \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_implementation(args, {})\n\u001b[0;32m--> 152\u001b[0m cres \u001b[38;5;241m=\u001b[39m \u001b[43mcompiler\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompile_extra\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtargetdescr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtyping_context\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    153\u001b[0m \u001b[43m                              \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtargetdescr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtarget_context\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    154\u001b[0m \u001b[43m                              \u001b[49m\u001b[43mimpl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    155\u001b[0m \u001b[43m                              \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mreturn_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mreturn_type\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    156\u001b[0m \u001b[43m                              \u001b[49m\u001b[43mflags\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mflags\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mlocals\u001b[39;49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlocals\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    157\u001b[0m \u001b[43m                              \u001b[49m\u001b[43mpipeline_class\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpipeline_class\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    158\u001b[0m \u001b[38;5;66;03m# Check typing error if object mode is used\u001b[39;00m\n\u001b[1;32m    159\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m cres\u001b[38;5;241m.\u001b[39mtyping_error \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m flags\u001b[38;5;241m.\u001b[39menable_pyobject:\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler.py:770\u001b[0m, in \u001b[0;36mcompile_extra\u001b[0;34m(typingctx, targetctx, func, args, return_type, flags, locals, library, pipeline_class)\u001b[0m\n\u001b[1;32m    746\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Compiler entry point\u001b[39;00m\n\u001b[1;32m    747\u001b[0m \n\u001b[1;32m    748\u001b[0m \u001b[38;5;124;03mParameter\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    766\u001b[0m \u001b[38;5;124;03m    compiler pipeline\u001b[39;00m\n\u001b[1;32m    767\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    768\u001b[0m pipeline \u001b[38;5;241m=\u001b[39m pipeline_class(typingctx, targetctx, library,\n\u001b[1;32m    769\u001b[0m                           args, return_type, flags, \u001b[38;5;28mlocals\u001b[39m)\n\u001b[0;32m--> 770\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpipeline\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcompile_extra\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler.py:461\u001b[0m, in \u001b[0;36mCompilerBase.compile_extra\u001b[0;34m(self, func)\u001b[0m\n\u001b[1;32m    459\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstate\u001b[38;5;241m.\u001b[39mlifted \u001b[38;5;241m=\u001b[39m ()\n\u001b[1;32m    460\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstate\u001b[38;5;241m.\u001b[39mlifted_from \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 461\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_compile_bytecode\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler.py:529\u001b[0m, in \u001b[0;36mCompilerBase._compile_bytecode\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    525\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    526\u001b[0m \u001b[38;5;124;03mPopulate and run pipeline for bytecode input\u001b[39;00m\n\u001b[1;32m    527\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    528\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstate\u001b[38;5;241m.\u001b[39mfunc_ir \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m--> 529\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_compile_core\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler.py:495\u001b[0m, in \u001b[0;36mCompilerBase._compile_core\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    493\u001b[0m res \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    494\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 495\u001b[0m     \u001b[43mpm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstate\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    496\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstate\u001b[38;5;241m.\u001b[39mcr \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    497\u001b[0m         \u001b[38;5;28;01mbreak\u001b[39;00m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler_machinery.py:356\u001b[0m, in \u001b[0;36mPassManager.run\u001b[0;34m(self, state)\u001b[0m\n\u001b[1;32m    354\u001b[0m pass_inst \u001b[38;5;241m=\u001b[39m _pass_registry\u001b[38;5;241m.\u001b[39mget(pss)\u001b[38;5;241m.\u001b[39mpass_inst\n\u001b[1;32m    355\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(pass_inst, CompilerPass):\n\u001b[0;32m--> 356\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_runPass\u001b[49m\u001b[43m(\u001b[49m\u001b[43midx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpass_inst\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mstate\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    357\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    358\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLegacy pass in use\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler_lock.py:35\u001b[0m, in \u001b[0;36m_CompilerLock.__call__.<locals>._acquire_compile_lock\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     32\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[1;32m     33\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_acquire_compile_lock\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m     34\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m:\n\u001b[0;32m---> 35\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler_machinery.py:311\u001b[0m, in \u001b[0;36mPassManager._runPass\u001b[0;34m(self, index, pss, internal_state)\u001b[0m\n\u001b[1;32m    309\u001b[0m     mutated \u001b[38;5;241m|\u001b[39m\u001b[38;5;241m=\u001b[39m check(pss\u001b[38;5;241m.\u001b[39mrun_initialization, internal_state)\n\u001b[1;32m    310\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m SimpleTimer() \u001b[38;5;28;01mas\u001b[39;00m pass_time:\n\u001b[0;32m--> 311\u001b[0m     mutated \u001b[38;5;241m|\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[43mcheck\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_pass\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minternal_state\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    312\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m SimpleTimer() \u001b[38;5;28;01mas\u001b[39;00m finalize_time:\n\u001b[1;32m    313\u001b[0m     mutated \u001b[38;5;241m|\u001b[39m\u001b[38;5;241m=\u001b[39m check(pss\u001b[38;5;241m.\u001b[39mrun_finalizer, internal_state)\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/compiler_machinery.py:273\u001b[0m, in \u001b[0;36mPassManager._runPass.<locals>.check\u001b[0;34m(func, compiler_state)\u001b[0m\n\u001b[1;32m    272\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcheck\u001b[39m(func, compiler_state):\n\u001b[0;32m--> 273\u001b[0m     mangled \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcompiler_state\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    274\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m mangled \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m (\u001b[38;5;28;01mTrue\u001b[39;00m, \u001b[38;5;28;01mFalse\u001b[39;00m):\n\u001b[1;32m    275\u001b[0m         msg \u001b[38;5;241m=\u001b[39m (\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCompilerPass implementations should return True/False. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    276\u001b[0m                \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCompilerPass with name \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m did not.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/typed_passes.py:495\u001b[0m, in \u001b[0;36mBaseNativeLowering.run_pass\u001b[0;34m(self, state)\u001b[0m\n\u001b[1;32m    489\u001b[0m     state[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcr\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m _LowerResult(fndesc, call_helper,\n\u001b[1;32m    490\u001b[0m                                cfunc\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, env\u001b[38;5;241m=\u001b[39menv)\n\u001b[1;32m    491\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    492\u001b[0m     \u001b[38;5;66;03m# Prepare for execution\u001b[39;00m\n\u001b[1;32m    493\u001b[0m     \u001b[38;5;66;03m# Insert native function for use by other jitted-functions.\u001b[39;00m\n\u001b[1;32m    494\u001b[0m     \u001b[38;5;66;03m# We also register its library to allow for inlining.\u001b[39;00m\n\u001b[0;32m--> 495\u001b[0m     cfunc \u001b[38;5;241m=\u001b[39m \u001b[43mtargetctx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_executable\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlibrary\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfndesc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43menv\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    496\u001b[0m     targetctx\u001b[38;5;241m.\u001b[39minsert_user_function(cfunc, fndesc, [library])\n\u001b[1;32m    497\u001b[0m     state[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcr\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m _LowerResult(fndesc, call_helper,\n\u001b[1;32m    498\u001b[0m                                cfunc\u001b[38;5;241m=\u001b[39mcfunc, env\u001b[38;5;241m=\u001b[39menv)\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/cpu.py:239\u001b[0m, in \u001b[0;36mCPUContext.get_executable\u001b[0;34m(self, library, fndesc, env)\u001b[0m\n\u001b[1;32m    226\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    227\u001b[0m \u001b[38;5;124;03mReturns\u001b[39;00m\n\u001b[1;32m    228\u001b[0m \u001b[38;5;124;03m-------\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;124;03m    an execution environment (from _dynfunc)\u001b[39;00m\n\u001b[1;32m    237\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    238\u001b[0m \u001b[38;5;66;03m# Code generation\u001b[39;00m\n\u001b[0;32m--> 239\u001b[0m fnptr \u001b[38;5;241m=\u001b[39m \u001b[43mlibrary\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_pointer_to_function\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    240\u001b[0m \u001b[43m    \u001b[49m\u001b[43mfndesc\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mllvm_cpython_wrapper_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    242\u001b[0m \u001b[38;5;66;03m# Note: we avoid reusing the original docstring to avoid encoding\u001b[39;00m\n\u001b[1;32m    243\u001b[0m \u001b[38;5;66;03m# issues on Python 2, see issue #1908\u001b[39;00m\n\u001b[1;32m    244\u001b[0m doc \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcompiled wrapper for \u001b[39m\u001b[38;5;132;01m%r\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m (fndesc\u001b[38;5;241m.\u001b[39mqualname,)\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/codegen.py:989\u001b[0m, in \u001b[0;36mJITCodeLibrary.get_pointer_to_function\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m    975\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_pointer_to_function\u001b[39m(\u001b[38;5;28mself\u001b[39m, name):\n\u001b[1;32m    976\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    977\u001b[0m \u001b[38;5;124;03m    Generate native code for function named *name* and return a pointer\u001b[39;00m\n\u001b[1;32m    978\u001b[0m \u001b[38;5;124;03m    to the start of the function (as an integer).\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    987\u001b[0m \u001b[38;5;124;03m        - non-zero if the symbol is defined.\u001b[39;00m\n\u001b[1;32m    988\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[0;32m--> 989\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_ensure_finalized\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    990\u001b[0m     ee \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_codegen\u001b[38;5;241m.\u001b[39m_engine\n\u001b[1;32m    991\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m ee\u001b[38;5;241m.\u001b[39mis_symbol_defined(name):\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/codegen.py:567\u001b[0m, in \u001b[0;36mCodeLibrary._ensure_finalized\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    565\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_ensure_finalized\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    566\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_finalized:\n\u001b[0;32m--> 567\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfinalize\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/codegen.py:762\u001b[0m, in \u001b[0;36mCPUCodeLibrary.finalize\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    756\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_final_module\u001b[38;5;241m.\u001b[39mlink_in(\n\u001b[1;32m    757\u001b[0m             library\u001b[38;5;241m.\u001b[39m_get_module_for_linking(), preserve\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[1;32m    758\u001b[0m         )\n\u001b[1;32m    760\u001b[0m \u001b[38;5;66;03m# Optimize the module after all dependences are linked in above,\u001b[39;00m\n\u001b[1;32m    761\u001b[0m \u001b[38;5;66;03m# to allow for inlining.\u001b[39;00m\n\u001b[0;32m--> 762\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_optimize_final_module\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    764\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_final_module\u001b[38;5;241m.\u001b[39mverify()\n\u001b[1;32m    765\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_finalize_final_module()\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/numba/core/codegen.py:682\u001b[0m, in \u001b[0;36mCPUCodeLibrary._optimize_final_module\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    679\u001b[0m full_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mModule passes (full optimization)\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    680\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_recorded_timings\u001b[38;5;241m.\u001b[39mrecord(full_name):\n\u001b[1;32m    681\u001b[0m     \u001b[38;5;66;03m# The full optimisation suite is then run on the refop pruned IR\u001b[39;00m\n\u001b[0;32m--> 682\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_codegen\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_mpm_full\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_final_module\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/llvmlite/binding/passmanagers.py:685\u001b[0m, in \u001b[0;36mModulePassManager.run\u001b[0;34m(self, module, remarks_file, remarks_format, remarks_filter)\u001b[0m\n\u001b[1;32m    670\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    671\u001b[0m \u001b[38;5;124;03mRun optimization passes on the given module.\u001b[39;00m\n\u001b[1;32m    672\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    682\u001b[0m \u001b[38;5;124;03m    The filter that should be applied to the remarks output.\u001b[39;00m\n\u001b[1;32m    683\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    684\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m remarks_file \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 685\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mffi\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mLLVMPY_RunPassManager\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodule\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    686\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    687\u001b[0m     r \u001b[38;5;241m=\u001b[39m ffi\u001b[38;5;241m.\u001b[39mlib\u001b[38;5;241m.\u001b[39mLLVMPY_RunPassManagerWithRemarks(\n\u001b[1;32m    688\u001b[0m         \u001b[38;5;28mself\u001b[39m, module, _encode_string(remarks_format),\n\u001b[1;32m    689\u001b[0m         _encode_string(remarks_filter),\n\u001b[1;32m    690\u001b[0m         _encode_string(remarks_file))\n",
      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/llvmlite/binding/ffi.py:190\u001b[0m, in \u001b[0;36m_lib_fn_wrapper.__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    188\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m    189\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_lock:\n\u001b[0;32m--> 190\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_cfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "from llama_index.core.node_parser import SentenceSplitter\n",
    "from llama_index.llms.openai import OpenAI\n",
    "from llama_index.embeddings.openai import OpenAIEmbedding\n",
    "from llama_index.vector_stores.chroma import ChromaVectorStore # type: ignore\n",
    "import chromadb\n",
    "\n",
    "client = chromadb.PersistentClient(path=\"./raptor_paper_db\")\n",
    "collection = client.get_or_create_collection(\"raptor\")\n",
    "\n",
    "vector_store = ChromaVectorStore(chroma_collection=collection)\n",
    "\n",
    "raptor_pack = RaptorPack(\n",
    "    documents,\n",
    "    embed_model=OpenAIEmbedding(\n",
    "        model=\"text-embedding-3-small\"\n",
    "    ),  # used for embedding clusters\n",
    "    llm=OpenAI(model=\"gpt-4\", temperature=0.1),  # used for generating summaries\n",
    "    vector_store=vector_store,  # used for storage\n",
    "    similarity_top_k=4,  # top k for each layer, or overall top-k for collapsed\n",
    "    mode=\"collapsed\",  # sets default mode\n",
    "    transformations=[\n",
    "        SentenceSplitter(chunk_size=400, chunk_overlap=50)\n",
    "    ],  # transformations applied for ingestion\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Retrieval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "The agreement outlines the terms related to changes in charges, intellectual property rights, ownership of work products, disclosure of inventions, and software provisions between the Provider and the Client. It specifies that any changes in charges must be agreed upon and adjusted accordingly. The agreement also addresses the ownership of software, work products, and modifications, with the Client retaining all rights and interests. It further discusses the use of Provider Proprietary Materials and the disclosure of inventions made during the agreement. Additionally, it covers the installation of upgrades and modifications to software, as well as the granting of rights and licenses related to Provider Patents within specific industries.\n"
     ]
    },
    {
     "ename": "NameError",
     "evalue": "name 'raptor_pack' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[7], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m nodes \u001b[38;5;241m=\u001b[39m \u001b[43mraptor_pack\u001b[49m\u001b[38;5;241m.\u001b[39mrun(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mWhat are the intellectual property rights of the vendor?\u001b[39m\u001b[38;5;124m\"\u001b[39m, mode\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcollapsed\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;28mlen\u001b[39m(nodes))\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28mprint\u001b[39m(nodes[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mtext)\n",
      "\u001b[0;31mNameError\u001b[0m: name 'raptor_pack' is not defined"
     ]
    }
   ],
   "source": [
    "nodes = raptor_pack.run(\"What are the intellectual property rights of the vendor?\", mode=\"collapsed\")\n",
    "print(len(nodes))\n",
    "print(nodes[0].text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Retrieved parent IDs from level 2: ['0f0c386b-12f5-460c-9fb2-5d65b0024c7c']\n",
      "Retrieved 2 from parents at level 2.\n",
      "Retrieved parent IDs from level 1: ['750e2166-637d-4a6a-8b6c-86b69ba6ad97', 'd6ead990-a89c-420d-b1bb-8108516f4b8f']\n",
      "Retrieved 4 from parents at level 1.\n",
      "Retrieved parent IDs from level 0: ['a9cc1f53-70ae-4e05-bfb5-e409ccd914f6', '637bef95-1443-4125-8ae0-4a7793896c0a']\n",
      "Retrieved 4 from parents at level 0.\n",
      "4\n",
      "The territorial extent of the rights in the Work Product assigned to [XXXXXXXX] by Provider and/or the Provider Personnel under this Agreement shall extend to all the countries in the world.  The assignment of the Intellectual Property Rights in the Work Product by Provider and/or the Provider Personnel to [XXXXXXXX] shall be royalty-free absolute, irrevocable and perpetual.  \n",
      "\n",
      "With respect to any Services performed in India, the Parties agree that, without limitation of any other [XXXXXXXX] rights or remedies under the Agreement, the following provisions shall apply: (i) Provider acknowledges that notwithstanding the provisions of Section 19(4) of the Indian Copyright Act, 1957, any assignment to [XXXXXXXX] of all Intellectual Property Rights to Work Product in connection with this Agreement, any SOW and/or Work Order shall not lapse nor the right transferred therein revert to Provider and/or the Provider Personnel even if [XXXXXXXX] and the successors and permitted assigns of [XXXXXXXX] do not exercise the rights under assignment within a period of one (1) year from the date of such assignment.  Provider shall not, and shall ensure that its Affiliates and the Provider Personnel do not, take any steps against [XXXXXXXX] and the successors and permitted assigns of [XXXXXXXX] under Section 19A of the Copyright Act, 1957.  For the avoidance of doubt, the Parties agree that in the event of the commencement of any winding up proceeding by or against Provider under the Indian Companies Act, 1956, [XXXXXXXX] shall be entitled to retain all of its rights under this Agreement, any SOW and/or Work Order. \n",
      "\n",
      "Provider Software.\n"
     ]
    }
   ],
   "source": [
    "nodes = raptor_pack.run(\n",
    "    \"What are the intellectual property rights of the vendor?\", mode=\"tree_traversal\"\n",
    ")\n",
    "print(len(nodes))\n",
    "print(nodes[0].text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiquery\n",
    "\n",
    "Since we saved to a vector store, we can also use it again! (For local vector stores, there is a `persist` and `from_persist_dir` method on the retriever)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.packs.raptor import RaptorRetriever\n",
    "from llama_index.core import QueryBundle\n",
    "from llama_index.llms.openai import OpenAI\n",
    "from llama_index.core import PromptTemplate\n",
    "from llama_index.core.llms.utils import LLMType\n",
    "from llama_index.core.schema import NodeWithScore\n",
    "from llama_index.core.indices.base import BaseIndex\n",
    "from llama_index.core.retrievers import BaseRetriever\n",
    "from llama_index.core.embeddings.utils import EmbedType\n",
    "from llama_index.core.node_parser import SentenceSplitter\n",
    "from llama_index.core.query_engine import RetrieverQueryEngine\n",
    "from llama_index.legacy.vector_stores import ChromaVectorStore\n",
    "from llama_index.core.base.llms.types import CompletionResponse\n",
    "from llama_index.core.node_parser import SentenceWindowNodeParser\n",
    "\n",
    "from llama_index.core.retrievers import BaseRetriever\n",
    "from llama_index.core import get_response_synthesizer\n",
    "from llama_index.legacy.core.response.schema import RESPONSE_TYPE\n",
    "from llama_index.core.response_synthesizers import BaseSynthesizer\n",
    "from llama_index.core.query_engine import CustomQueryEngine, BaseQueryEngine\n",
    "from typing import Any, List\n",
    "from tqdm.asyncio import tqdm\n",
    "\n",
    "class MultiQueriesRetriever(BaseRetriever):\n",
    "    def __init__(self, base_retriever: BaseRetriever, model:OpenAI):\n",
    "        self.template = PromptTemplate(\"\"\"You are an AI language model assistant. Your task is to generate Five\n",
    "    different versions of the given user question to retrieve relevant documents from a vector\n",
    "    database. By generating multiple perspectives on the user question, your goal is to help\n",
    "    the user overcome some of the limitations of the distance-based similarity search.\n",
    "    Provide these alternative questions seperated by newlines.\n",
    "    Original question: {question}\"\"\")\n",
    "        self._retrievers = [base_retriever]\n",
    "        self.base_retriever = base_retriever\n",
    "        self.model = model\n",
    "    \n",
    "    def gen_queries(self, query) -> List[str]:\n",
    "        gen_queries_model = OpenAI(model=\"gpt-3-turbo\", temperature=1.5)\n",
    "        prompt = self.template.format(question=query)\n",
    "        res = self.model.complete(prompt)\n",
    "        return res.text.split(\"\\n\")\n",
    "\n",
    "    async def run_gen_queries(self,generated_queries: List[str]) -> List[NodeWithScore]:\n",
    "        tasks = list(map(lambda q: self.base_retriever.aretrieve(q), generated_queries)) \n",
    "        res = await tqdm.gather(*tasks)\n",
    "        return res[0]\n",
    "\n",
    "    def _retrieve(self, query_bundle: QueryBundle) -> List[NodeWithScore]:\n",
    "        return list()\n",
    "\n",
    "    async def _aretrieve(self, query_bundle: QueryBundle) -> List[NodeWithScore]:\n",
    "        query = query_bundle.query_str\n",
    "        generated_queries = self.gen_queries(query)\n",
    "        query_res = await self.run_gen_queries(generated_queries)\n",
    "        return query_res\n",
    "\n",
    "retriever = RaptorRetriever(\n",
    "    [],\n",
    "    embed_model=OpenAIEmbedding(\n",
    "        model=\"text-embedding-3-small\"\n",
    "    ),  # used for embedding clusters\n",
    "    llm=OpenAI(model=\"gpt-4\", temperature=0.1),  # used for generating summaries\n",
    "    vector_store=vector_store,  # used for storage\n",
    "    similarity_top_k=8,  # top k for each layer, or overall top-k for collapsed\n",
    "    mode=\"collapsed\",  # sets default mode\n",
    ")\n",
    "mr = MultiQueriesRetriever(retriever, OpenAI(model=\"gpt-4\", temperature=0.1))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# if using a default vector store\n",
    "# retriever.persist(\"./persist\")\n",
    "# retriever = RaptorRetriever.from_persist_dir(\"./persist\", ...)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Query Engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ls\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #008000; text-decoration-color: #008000\">'What are the duties of a vendor in ensuring compliance?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #008000; text-decoration-color: #008000\">'Can you describe the obligations of a vendor in relation to compliance?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #008000; text-decoration-color: #008000\">'What are the compliance-related tasks a vendor is responsible for?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #008000; text-decoration-color: #008000\">'In what ways is a vendor responsible for maintaining compliance?'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #008000; text-decoration-color: #008000\">'What compliance duties are expected from a vendor?'</span>\n",
       "<span style=\"font-weight: bold\">]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m[\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[32m'What are the duties of a vendor in ensuring compliance?'\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[32m'Can you describe the obligations of a vendor in relation to compliance?'\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[32m'What are the compliance-related tasks a vendor is responsible for?'\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[32m'In what ways is a vendor responsible for maintaining compliance?'\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[32m'What compliance duties are expected from a vendor?'\u001b[0m\n",
       "\u001b[1m]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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     "text": [
      "rls\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'0918adcc-a074-474d-b584-fb947be95965'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'6de3996c-79e3-49c5-b776-d8ac67d55d9d'</span><span style=\"font-weight: bold\">}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"font-weight: bold\">]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"font-weight: bold\">]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'The provider is obligated to deliver services and products that do not infringe on any Intellectual Property Rights. They must have all necessary permits to perform the services and are required to maintain these permits throughout the term of the agreement. The provider must ensure that none of their personnel have been convicted of a felony or a misdemeanor involving violence, sexual misconduct, or dishonesty. They are also required to perform criminal background checks on all personnel. \\n\\nThe provider must maintain necessary certifications and documentation, including Employment Eligibility Verification form I9s, and insurance for its employees. They are solely responsible for employment taxes, benefits, and Workers’ Compensation Insurance. \\n\\nThe provider\\'s information systems must be Date Compliant and Currency Compliant. If non-compliance is detected, the provider must immediately notify the client and promptly correct the issue. \\n\\nThe provider must comply with all applicable laws, including federal \"anti-kickback\" acts and the U.S. Foreign Corrupt Practices Act. If noncompliance is charged, the provider must immediately notify the client and remedy the noncompliance at their own cost. They are responsible for any fines or penalties incurred due to noncompliance. \\n\\nThe provider must not accept any fee, compensation, remuneration, or reimbursement that would constitute a breach of the agreement. They must also ensure they do not violate any of the client\\'s policies regarding inducements, gifts, or gratuities. The provider must disclose any relations with third parties that could jeopardize their ability to provide services. They are not allowed to accept any rebate, commission, or other consideration related to the services from any third party without passing along the full benefit to the client.'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.41456054597893705</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'c1aaf34e-c534-4e78-bc56-da528dd7a6b5'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'d1aea239-2928-4ea0-800e-a5998d4e8218'</span><span style=\"font-weight: bold\">}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"font-weight: bold\">]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"font-weight: bold\">]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'The text outlines the terms of a Master Services Agreement for outsourcing services. The provider is required to comply with all laws related to the delivery of services, the client\\'s receipt or use of services, and the client\\'s operations. The provider must also adhere to any compliance directives given by the client. The provider is expected to assist the client in complying with all laws, including export and import laws, HIPAA regulations, and privacy laws.\\n\\nThe provider must also follow the client\\'s policies and procedures, which include notifying the client when a provider personnel terminates their relationship with the provider, complying with regulations regarding security, parking, equipment usage, and safety, adhering to the client\\'s Information Security Policy and Code of Ethics, and complying with the client\\'s minority participation plans.\\n\\nThe provider is required to maintain confidentiality and ensure that all provider personnel are bound by a confidentiality agreement. The provider must also respect the client\\'s data ownership and ensure that their services do not infringe on any intellectual property rights. The provider is expected to have all necessary permits to perform the services and must conduct criminal background checks on all personnel.\\n\\nThe provider is responsible for maintaining necessary certifications and documentation for its employees, including employment eligibility verification forms and insurance. The provider\\'s information systems must be date and currency compliant. The provider personnel should not have any criminal convictions or be named on the U.S. Office of Foreign Assets Control’s Specially Designated Nationals list.\\n\\nThe provider must comply with all applicable laws, including federal \"anti-kickback\" acts and the U.S. Foreign Corrupt Practices Act. The provider is responsible for any fines or penalties incurred due to noncompliance with laws. The provider is also expected to maintain all necessary controls, operations, and systems to enable the client to comply with its obligations.'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.40089199975067197</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'baf2ddd8-23fa-4cef-9271-406543a7a16d'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span>=<span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span>: <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'c1aaf34e-c534-4e78-bc56-da528dd7a6b5'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span>=<span style=\"font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_accessed_date'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span>=<span style=\"font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_accessed_date'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">]</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span>=<span style=\"font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"font-weight: bold\">&lt;</span><span style=\"color: #ff00ff; text-decoration-color: #ff00ff; font-weight: bold\">NodeRelationship.SOURCE:</span><span style=\"color: #000000; text-decoration-color: #000000\"> </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'bc010c56-cdec-41dc-bfba-4d4cf722123c'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.DOCUMENT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'4'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'27ded1807e5fa4c548072b2b28c5d14c4b69a4dae0c44304f6b65fb58655aba7'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.PREVIOUS: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'acee8cac-ca25-4341-a1df-1646ad650832'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.TEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'a11d8f296c2882430e44e08e916148f0416ac0c3c134e22563197854e945a7d3'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.NEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'3'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'5d74b35c-142c-4d99-b682-39b02d7a3457'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.TEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'da16970cff70046634e101a2ea5c8ba4a42cda25c1c027fea38f0b661861bc72'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Office of Foreign Assets Control’s Specially Designated Nationals list.\\xa0 \\n\\nNo Provider Personnel who has physical contact with [XXXXXXXX]’s or [XXXXXXXX] Affiliates’ respective employees, customers, clients, or vendors has been convicted of any misdemeanor involving violence or sexual misconduct. \\n\\nProvider shall comply with, and shall ensure that all Services, Software and Deliverables comply with, all applicable Laws in accordance with Provider’s obligations under ARTICLE 5, including, but not limited to, federal “anti-kickback” acts, and the U.S. Foreign Corrupt Practices Act.  Without limitation of the foregoing, Provider represents and warrants that (i) the Services, Software and Deliverables comply with all Laws applicable to their use and operation and that [XXXXXXXX]’s use and operation of such Services, Software and Deliverables will not violate any Laws or the Policies and Procedures, and (ii) that Provider shall take all necessary actions to ensure that Provider and [XXXXXXXX] are, at all times, in compliance with such Laws.  If a charge of noncompliance with any Law occurs, Provider will immediately notify [XXXXXXXX] of such charge in writing and, at its own cost, promptly remedy such noncompliance.  Provider will be responsible for any fines or penalties incurred by [XXXXXXXX] arising from Provider’s noncompliance with Laws or [XXXXXXXX]’s noncompliance with Laws due to use by [XXXXXXXX] of any Services, Software or Deliverables.  At all times during the SOA Compliance Period, Provider shall, and shall cause each of its Affiliates and subcontractors to: \\n\\n\\t(i) maintain in effect all controls, operations and systems necessary and appropriate to enable [XXXXXXXX] and [XXXXXXXX] Affiliates to comply with its obligations under SOA with respect to the Services;'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">146823</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">148622</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.38303937222695994</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'e1b2324b-8b09-4952-aa7f-8cf3df3e9394'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'0918adcc-a074-474d-b584-fb947be95965'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_accessed_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_accessed_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.SOURCE: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'af3c481f-f8cb-490d-a881-03a1554d0cd3'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.DOCUMENT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'4'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'27ded1807e5fa4c548072b2b28c5d14c4b69a4dae0c44304f6b65fb58655aba7'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.PREVIOUS: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'0e4c006c-b359-48cb-9100-e88678bb16de'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.TEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'a11d8f296c2882430e44e08e916148f0416ac0c3c134e22563197854e945a7d3'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.NEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'3'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'4d043922-2cf7-42ff-94c0-5b438d9dbc92'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.TEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'da16970cff70046634e101a2ea5c8ba4a42cda25c1c027fea38f0b661861bc72'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'Office of Foreign Assets Control’s Specially Designated Nationals list.\\xa0 \\n\\nNo Provider Personnel who has physical contact with [XXXXXXXX]’s or [XXXXXXXX] Affiliates’ respective employees, customers, clients, or vendors has been convicted of any misdemeanor involving violence or sexual misconduct. \\n\\nProvider shall comply with, and shall ensure that all Services, Software and Deliverables comply with, all applicable Laws in accordance with Provider’s obligations under ARTICLE 5, including, but not limited to, federal “anti-kickback” acts, and the U.S. Foreign Corrupt Practices Act.  Without limitation of the foregoing, Provider represents and warrants that (i) the Services, Software and Deliverables comply with all Laws applicable to their use and operation and that [XXXXXXXX]’s use and operation of such Services, Software and Deliverables will not violate any Laws or the Policies and Procedures, and (ii) that Provider shall take all necessary actions to ensure that Provider and [XXXXXXXX] are, at all times, in compliance with such Laws.  If a charge of noncompliance with any Law occurs, Provider will immediately notify [XXXXXXXX] of such charge in writing and, at its own cost, promptly remedy such noncompliance.  Provider will be responsible for any fines or penalties incurred by [XXXXXXXX] arising from Provider’s noncompliance with Laws or [XXXXXXXX]’s noncompliance with Laws due to use by [XXXXXXXX] of any Services, Software or Deliverables.  At all times during the SOA Compliance Period, Provider shall, and shall cause each of its Affiliates and subcontractors to: \\n\\n\\t(i) maintain in effect all controls, operations and systems necessary and appropriate to enable [XXXXXXXX] and [XXXXXXXX] Affiliates to comply with its obligations under SOA with respect to the Services;'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">146823</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">148622</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.38295785354565426</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'d1aea239-2928-4ea0-800e-a5998d4e8218'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'20aea449-5b61-41eb-9e51-a4bbc7614fad'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"The Master Services Agreement (Outsourcing) outlines the responsibilities of the service provider and the client. The provider is responsible for all taxes, except sales tax, related to the services provided, and for remitting all collected or withheld taxes. The provider is also responsible for pass-through expenses unless otherwise agreed. In terms of invoicing and payment, the provider must deliver a consolidated invoice monthly, and the client is obliged to pay correct invoices within 45 days of receipt.\\n\\nThe agreement includes a 30-day User Acceptance Testing Period for review and compliance testing of deliverables or services. If a deliverable or service fails to meet the specifications, the provider must correct it within 30 days. If the provider is unable to correct and redeliver the deliverable or re-perform the service within the correction period, they must provide a written notice with an estimate of the required time for correction.\\n\\nThe provider is required to comply with all laws related to the delivery of services, the client's receipt or use of services, and the client's operations. The provider must also adhere to any compliance directives given by the client. The provider is expected to assist the client in complying with all laws, including export and import laws, HIPAA regulations, and privacy laws.\\n\\nThe provider's security policies should include continual risk assessment and re-assessment of the security of data and systems, identification of internal and external threats that could lead to a security breach, and the implementation of appropriate protection against such risks. In the event of a security breach, the provider must notify the client, perform a root cause analysis, investigate the breach, provide a remediation plan, remediate the effects of the breach, and cooperate with the client and any law enforcement or regulatory official investigating the breach.\\n\\nThe provider is required to maintain complete and accurate records of all financial and non-financial transactions under all work orders for a period of ten years. The provider must allow the other party access to these records for audit purposes during normal business hours and for a period of ten years. The provider must also perform a security audit of its systems and facilities to ensure the security of data, including yearly penetration tests.\\n\\nFinally, the provider is required to comply with all applicable laws, including employment laws and U.S. immigration laws. They must provide proof of compliance within 30 days of request. The provider is also obligated to notify the client of any changes in laws that affect the delivery of services and to provide solutions for implementing these changes.\"</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.3712952083333836</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'69b4c1c6-ac07-48fa-96b8-636da7193941'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'d1aea239-2928-4ea0-800e-a5998d4e8218'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"The text outlines the terms of a Master Services Agreement for outsourcing. The provider is required to comply with all applicable laws, including employment laws and U.S. immigration laws. They must provide proof of compliance within 30 days of request. The provider is also obligated to notify the client of any changes in laws that affect the delivery of services and to provide solutions for implementing these changes. \\n\\nIf a change in law prevents or delays the provider from fulfilling its obligations, a workaround will be developed and implemented. The provider must also adhere to the client's policies and procedures, including security procedures, immigration/visa policies, procurement policies, code of conduct, and privacy policies. \\n\\nThe provider is responsible for correcting any issues caused by a Trap Door or a Virus at no additional cost. They must also ensure that their employees and subcontractors comply with U.S. immigration laws and related laws. \\n\\nThe provider is required to submit unaudited consolidated interim financial statements 45 days after the end of each fiscal quarter and audited consolidated interim financial statements 90 days after the end of each fiscal year. \\n\\nFinally, the provider must promptly notify the client in writing if the senior unsecured debt rating for the provider or the provider's parent company falls below certain levels or is withdrawn by Moody’s Investor Services, Inc. or Standard &amp; Poor’s Rating Services.\"</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.37034715924272754</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'94c65de7-509b-48e6-baad-0f60ba27322f'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'6de3996c-79e3-49c5-b776-d8ac67d55d9d'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'level'</span><span style=\"color: #000000; text-decoration-color: #000000\">, </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">\"The text outlines the terms of a Master Services Agreement for outsourcing. The provider is not allowed to make changes to the client's equipment, software, or related resources without prior written approval. If the provider or its subcontractor causes any errors or inaccuracies, they are responsible for correcting them at no charge and covering any losses or penalties incurred. The provider is also not allowed to delegate or subcontract any of its obligations without the client's prior written consent.\\n\\nThe provider must comply with all laws related to the delivery of the services and the client's use of the services. This includes compliance with export and import laws, HIPAA regulations, and other laws regarding the privacy of information. The provider must also provide proof of compliance with all employer-related laws, such as tax withholding and insurance payments.\\n\\nThe provider must notify the client of any changes in laws that affect the delivery of services and work with the client to determine how to adapt. If a change in law prevents or delays the provider from fulfilling its obligations, a workaround will be developed. The provider must also comply with the client's policies and procedures.\\n\\nThe provider is responsible for correcting any issues caused by a Trap Door or a Virus at no additional cost. They must also comply with U.S. immigration laws for their employees and ensure that any subcontractors do the same.\\n\\nFinally, the provider is required to deliver unaudited consolidated interim financial statements for each fiscal quarter, accompanied by a certificate from the chief financial officer confirming their accuracy.\"</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.3684797706673253</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">NodeWithScore</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">TextNode</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">id_</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'8ad61f9e-be0e-44d3-9f67-a6bdbeb5f577'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">embedding</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #800080; text-decoration-color: #800080; font-style: italic\">None</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'c1aaf34e-c534-4e78-bc56-da528dd7a6b5'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_embed_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_accessed_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">excluded_llm_metadata_keys</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">[</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_accessed_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'parent_id'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">]</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">relationships</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.SOURCE: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'bc010c56-cdec-41dc-bfba-4d4cf722123c'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.DOCUMENT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'4'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'27ded1807e5fa4c548072b2b28c5d14c4b69a4dae0c44304f6b65fb58655aba7'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.PREVIOUS: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'688a067f-bb4b-487a-aa63-7bd85261bed0'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.TEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">{</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_name'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_path'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'Form Master Services Agreement (Outsourcing).DOCX'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_type'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'application/vnd.openxmlformats-officedocument.wordprocessingml.document'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'file_size'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">195063</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'creation_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   │   </span><span style=\"color: #008000; text-decoration-color: #008000\">'last_modified_date'</span><span style=\"color: #000000; text-decoration-color: #000000\">: </span><span style=\"color: #008000; text-decoration-color: #008000\">'2024-05-22'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">}</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'12901748e05255f09ce9eafa2c1cd036d48978db7d682a97d9fad635f3bff884'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">)</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"color: #000000; text-decoration-color: #000000\">&lt;NodeRelationship.NEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'3'</span><span style=\"color: #000000; text-decoration-color: #000000\">&gt;: </span><span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">RelatedNodeInfo</span><span style=\"color: #000000; text-decoration-color: #000000; font-weight: bold\">(</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_id</span><span style=\"color: #000000; text-decoration-color: #000000\">=</span><span style=\"color: #008000; text-decoration-color: #008000\">'acee8cac-ca25-4341-a1df-1646ad650832'</span><span style=\"color: #000000; text-decoration-color: #000000\">,</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">node_type</span><span style=\"color: #000000; text-decoration-color: #000000\">=&lt;ObjectType.TEXT: </span><span style=\"color: #008000; text-decoration-color: #008000\">'1'</span><span style=\"font-weight: bold\">&gt;</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">hash</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'87e792f249ec50017fa6a2c7077edd53ffad279f1a3c3a6503b46c5755bdb0ae'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   │   </span><span style=\"font-weight: bold\">)</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"font-weight: bold\">}</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Provider shall provide its Services (including any Deliverables) under this Agreement and all Work Orders in a manner that does not infringe, or constitute an infringement or misappropriation of, any Intellectual Property Right.  Provider represents and warrants that the Services (including any Deliverables), Work Product and Software and use thereof by [XXXXXXXX] do not, and will not, infringe any Intellectual Property Right owned or controlled by any other person. \\n\\nProvider has obtained all requisite Permits necessary to perform the Services and to provide all related materials and services required under this Agreement and will take all lawful steps necessary to maintain the Permits during the Term.\\n\\nIn accordance with [XXXXXXXX]’s Policies and Procedures and the Federal Violent Crime Control and Law Enforcement Act of 1994 (“VCCLEA”), no Provider Personnel has ever been convicted of (i) a felony or (ii)\\xa0a misdemeanor involving violence, sexual misconduct or dishonesty.  Provider warrants that it has performed and that each of Provider’s subcontractors has performed a criminal background check on each Provider Personnel prior to their assignment to perform any Services under this Agreement.  Such criminal background checks shall be performed in accordance with the standards set forth in Exhibit\\xa08.  Provider further warrants that Provider will  perform and ensure that each of Provider’s subcontractors will perform such criminal background checks on all new or replacement Provider Personnel (as applicable) prior to their assignment to perform any Services under this Agreement.  [XXXXXXXX] shall be entitled to audit compliance with this Section\\xa014.2(f) pursuant to Section\\xa011.1(b).'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">start_char_idx</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">143350</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">end_char_idx</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">145060</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">text_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{metadata_str}\\n\\n{content}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_template</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'{key}: {value}'</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">metadata_seperator</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'\\n'</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"font-weight: bold\">)</span>,\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">score</span>=<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">0.35429696647259695</span>\n",
       "<span style=\"color: #7fbf7f; text-decoration-color: #7fbf7f\">│   </span><span style=\"font-weight: bold\">)</span>\n",
       "<span style=\"font-weight: bold\">]</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m[\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m=\u001b[1;35mTextNode\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'0918adcc-a074-474d-b584-fb947be95965'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'level'\u001b[0m: \u001b[1;36m0\u001b[0m, \u001b[32m'parent_id'\u001b[0m: \u001b[32m'6de3996c-79e3-49c5-b776-d8ac67d55d9d'\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'level'\u001b[0m, \u001b[32m'parent_id'\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'level'\u001b[0m, \u001b[32m'parent_id'\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'The provider is obligated to deliver services and products that do not infringe on any Intellectual Property Rights. They must have all necessary permits to perform the services and are required to maintain these permits throughout the term of the agreement. The provider must ensure that none of their personnel have been convicted of a felony or a misdemeanor involving violence, sexual misconduct, or dishonesty. They are also required to perform criminal background checks on all personnel. \\n\\nThe provider must maintain necessary certifications and documentation, including Employment Eligibility Verification form I9s, and insurance for its employees. They are solely responsible for employment taxes, benefits, and Workers’ Compensation Insurance. \\n\\nThe provider\\'s information systems must be Date Compliant and Currency Compliant. If non-compliance is detected, the provider must immediately notify the client and promptly correct the issue. \\n\\nThe provider must comply with all applicable laws, including federal \"anti-kickback\" acts and the U.S. Foreign Corrupt Practices Act. If noncompliance is charged, the provider must immediately notify the client and remedy the noncompliance at their own cost. They are responsible for any fines or penalties incurred due to noncompliance. \\n\\nThe provider must not accept any fee, compensation, remuneration, or reimbursement that would constitute a breach of the agreement. They must also ensure they do not violate any of the client\\'s policies regarding inducements, gifts, or gratuities. The provider must disclose any relations with third parties that could jeopardize their ability to provide services. They are not allowed to accept any rebate, commission, or other consideration related to the services from any third party without passing along the full benefit to the client.'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.41456054597893705\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m=\u001b[1;35mTextNode\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'c1aaf34e-c534-4e78-bc56-da528dd7a6b5'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'level'\u001b[0m: \u001b[1;36m0\u001b[0m, \u001b[32m'parent_id'\u001b[0m: \u001b[32m'd1aea239-2928-4ea0-800e-a5998d4e8218'\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'level'\u001b[0m, \u001b[32m'parent_id'\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\u001b[32m'level'\u001b[0m, \u001b[32m'parent_id'\u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'The text outlines the terms of a Master Services Agreement for outsourcing services. The provider is required to comply with all laws related to the delivery of services, the client\\'s receipt or use of services, and the client\\'s operations. The provider must also adhere to any compliance directives given by the client. The provider is expected to assist the client in complying with all laws, including export and import laws, HIPAA regulations, and privacy laws.\\n\\nThe provider must also follow the client\\'s policies and procedures, which include notifying the client when a provider personnel terminates their relationship with the provider, complying with regulations regarding security, parking, equipment usage, and safety, adhering to the client\\'s Information Security Policy and Code of Ethics, and complying with the client\\'s minority participation plans.\\n\\nThe provider is required to maintain confidentiality and ensure that all provider personnel are bound by a confidentiality agreement. The provider must also respect the client\\'s data ownership and ensure that their services do not infringe on any intellectual property rights. The provider is expected to have all necessary permits to perform the services and must conduct criminal background checks on all personnel.\\n\\nThe provider is responsible for maintaining necessary certifications and documentation for its employees, including employment eligibility verification forms and insurance. The provider\\'s information systems must be date and currency compliant. The provider personnel should not have any criminal convictions or be named on the U.S. Office of Foreign Assets Control’s Specially Designated Nationals list.\\n\\nThe provider must comply with all applicable laws, including federal \"anti-kickback\" acts and the U.S. Foreign Corrupt Practices Act. The provider is responsible for any fines or penalties incurred due to noncompliance with laws. The provider is also expected to maintain all necessary controls, operations, and systems to enable the client to comply with its obligations.'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.40089199975067197\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m=\u001b[1;35mTextNode\u001b[0m\u001b[1m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m=\u001b[32m'baf2ddd8-23fa-4cef-9271-406543a7a16d'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m=\u001b[3;35mNone\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m: \u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m: \u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m: \u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m: \u001b[1;36m195063\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m: \u001b[32m'2024-05-22'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m: \u001b[32m'2024-05-22'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m: \u001b[32m'c1aaf34e-c534-4e78-bc56-da528dd7a6b5'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_accessed_date'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m=\u001b[1m[\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_accessed_date'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m]\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m=\u001b[1m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m<\u001b[0m\u001b[1;95mNodeRelationship.SOURCE:\u001b[0m\u001b[39m \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'bc010c56-cdec-41dc-bfba-4d4cf722123c'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.DOCUMENT: \u001b[0m\u001b[32m'4'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'27ded1807e5fa4c548072b2b28c5d14c4b69a4dae0c44304f6b65fb58655aba7'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.PREVIOUS: \u001b[0m\u001b[32m'2'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'acee8cac-ca25-4341-a1df-1646ad650832'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.TEXT: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'a11d8f296c2882430e44e08e916148f0416ac0c3c134e22563197854e945a7d3'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.NEXT: \u001b[0m\u001b[32m'3'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'5d74b35c-142c-4d99-b682-39b02d7a3457'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.TEXT: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'da16970cff70046634e101a2ea5c8ba4a42cda25c1c027fea38f0b661861bc72'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Office of Foreign Assets Control’s Specially Designated Nationals list.\\xa0 \\n\\nNo Provider Personnel who has physical contact with \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m’s or \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m Affiliates’ respective employees, customers, clients, or vendors has been convicted of any misdemeanor involving violence or sexual misconduct. \\n\\nProvider shall comply with, and shall ensure that all Services, Software and Deliverables comply with, all applicable Laws in accordance with Provider’s obligations under ARTICLE 5, including, but not limited to, federal “anti-kickback” acts, and the U.S. Foreign Corrupt Practices Act.  Without limitation of the foregoing, Provider represents and warrants that \u001b[0m\u001b[32m(\u001b[0m\u001b[32mi\u001b[0m\u001b[32m)\u001b[0m\u001b[32m the Services, Software and Deliverables comply with all Laws applicable to their use and operation and that \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m’s use and operation of such Services, Software and Deliverables will not violate any Laws or the Policies and Procedures, and \u001b[0m\u001b[32m(\u001b[0m\u001b[32mii\u001b[0m\u001b[32m)\u001b[0m\u001b[32m that Provider shall take all necessary actions to ensure that Provider and \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m are, at all times, in compliance with such Laws.  If a charge of noncompliance with any Law occurs, Provider will immediately notify \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m of such charge in writing and, at its own cost, promptly remedy such noncompliance.  Provider will be responsible for any fines or penalties incurred by \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m arising from Provider’s noncompliance with Laws or \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m’s noncompliance with Laws due to use by \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m of any Services, Software or Deliverables.  At all times during the SOA Compliance Period, Provider shall, and shall cause each of its Affiliates and subcontractors to: \\n\\n\\t\u001b[0m\u001b[32m(\u001b[0m\u001b[32mi\u001b[0m\u001b[32m)\u001b[0m\u001b[32m maintain in effect all controls, operations and systems necessary and appropriate to enable \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m and \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m Affiliates to comply with its obligations under SOA with respect to the Services;'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m146823\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m148622\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.38303937222695994\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mTextNode\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'e1b2324b-8b09-4952-aa7f-8cf3df3e9394'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'0918adcc-a074-474d-b584-fb947be95965'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_accessed_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_accessed_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.SOURCE: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'af3c481f-f8cb-490d-a881-03a1554d0cd3'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.DOCUMENT: \u001b[0m\u001b[32m'4'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'27ded1807e5fa4c548072b2b28c5d14c4b69a4dae0c44304f6b65fb58655aba7'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.PREVIOUS: \u001b[0m\u001b[32m'2'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'0e4c006c-b359-48cb-9100-e88678bb16de'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.TEXT: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'a11d8f296c2882430e44e08e916148f0416ac0c3c134e22563197854e945a7d3'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.NEXT: \u001b[0m\u001b[32m'3'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'4d043922-2cf7-42ff-94c0-5b438d9dbc92'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.TEXT: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'da16970cff70046634e101a2ea5c8ba4a42cda25c1c027fea38f0b661861bc72'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'Office of Foreign Assets Control’s Specially Designated Nationals list.\\xa0 \\n\\nNo Provider Personnel who has physical contact with \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m’s or \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m Affiliates’ respective employees, customers, clients, or vendors has been convicted of any misdemeanor involving violence or sexual misconduct. \\n\\nProvider shall comply with, and shall ensure that all Services, Software and Deliverables comply with, all applicable Laws in accordance with Provider’s obligations under ARTICLE 5, including, but not limited to, federal “anti-kickback” acts, and the U.S. Foreign Corrupt Practices Act.  Without limitation of the foregoing, Provider represents and warrants that \u001b[0m\u001b[32m(\u001b[0m\u001b[32mi\u001b[0m\u001b[32m)\u001b[0m\u001b[32m the Services, Software and Deliverables comply with all Laws applicable to their use and operation and that \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m’s use and operation of such Services, Software and Deliverables will not violate any Laws or the Policies and Procedures, and \u001b[0m\u001b[32m(\u001b[0m\u001b[32mii\u001b[0m\u001b[32m)\u001b[0m\u001b[32m that Provider shall take all necessary actions to ensure that Provider and \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m are, at all times, in compliance with such Laws.  If a charge of noncompliance with any Law occurs, Provider will immediately notify \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m of such charge in writing and, at its own cost, promptly remedy such noncompliance.  Provider will be responsible for any fines or penalties incurred by \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m arising from Provider’s noncompliance with Laws or \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m’s noncompliance with Laws due to use by \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m of any Services, Software or Deliverables.  At all times during the SOA Compliance Period, Provider shall, and shall cause each of its Affiliates and subcontractors to: \\n\\n\\t\u001b[0m\u001b[32m(\u001b[0m\u001b[32mi\u001b[0m\u001b[32m)\u001b[0m\u001b[32m maintain in effect all controls, operations and systems necessary and appropriate to enable \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m and \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m Affiliates to comply with its obligations under SOA with respect to the Services;'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m146823\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m148622\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.38295785354565426\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mTextNode\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'd1aea239-2928-4ea0-800e-a5998d4e8218'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m1\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'20aea449-5b61-41eb-9e51-a4bbc7614fad'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"The\u001b[0m\u001b[32m Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m outlines the responsibilities of the service provider and the client. The provider is responsible for all taxes, except sales tax, related to the services provided, and for remitting all collected or withheld taxes. The provider is also responsible for pass-through expenses unless otherwise agreed. In terms of invoicing and payment, the provider must deliver a consolidated invoice monthly, and the client is obliged to pay correct invoices within 45 days of receipt.\\n\\nThe agreement includes a 30-day User Acceptance Testing Period for review and compliance testing of deliverables or services. If a deliverable or service fails to meet the specifications, the provider must correct it within 30 days. If the provider is unable to correct and redeliver the deliverable or re-perform the service within the correction period, they must provide a written notice with an estimate of the required time for correction.\\n\\nThe provider is required to comply with all laws related to the delivery of services, the client's receipt or use of services, and the client's operations. The provider must also adhere to any compliance directives given by the client. The provider is expected to assist the client in complying with all laws, including export and import laws, HIPAA regulations, and privacy laws.\\n\\nThe provider's security policies should include continual risk assessment and re-assessment of the security of data and systems, identification of internal and external threats that could lead to a security breach, and the implementation of appropriate protection against such risks. In the event of a security breach, the provider must notify the client, perform a root cause analysis, investigate the breach, provide a remediation plan, remediate the effects of the breach, and cooperate with the client and any law enforcement or regulatory official investigating the breach.\\n\\nThe provider is required to maintain complete and accurate records of all financial and non-financial transactions under all work orders for a period of ten years. The provider must allow the other party access to these records for audit purposes during normal business hours and for a period of ten years. The provider must also perform a security audit of its systems and facilities to ensure the security of data, including yearly penetration tests.\\n\\nFinally, the provider is required to comply with all applicable laws, including employment laws and U.S. immigration laws. They must provide proof of compliance within 30 days of request. The provider is also obligated to notify the client of any changes in laws that affect the delivery of services and to provide solutions for implementing these changes.\"\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.3712952083333836\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mTextNode\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'69b4c1c6-ac07-48fa-96b8-636da7193941'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'd1aea239-2928-4ea0-800e-a5998d4e8218'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"The\u001b[0m\u001b[32m text outlines the terms of a Master Services Agreement for outsourcing. The provider is required to comply with all applicable laws, including employment laws and U.S. immigration laws. They must provide proof of compliance within 30 days of request. The provider is also obligated to notify the client of any changes in laws that affect the delivery of services and to provide solutions for implementing these changes. \\n\\nIf a change in law prevents or delays the provider from fulfilling its obligations, a workaround will be developed and implemented. The provider must also adhere to the client's policies and procedures, including security procedures, immigration/visa policies, procurement policies, code of conduct, and privacy policies. \\n\\nThe provider is responsible for correcting any issues caused by a Trap Door or a Virus at no additional cost. They must also ensure that their employees and subcontractors comply with U.S. immigration laws and related laws. \\n\\nThe provider is required to submit unaudited consolidated interim financial statements 45 days after the end of each fiscal quarter and audited consolidated interim financial statements 90 days after the end of each fiscal year. \\n\\nFinally, the provider must promptly notify the client in writing if the senior unsecured debt rating for the provider or the provider's parent company falls below certain levels or is withdrawn by Moody’s Investor Services, Inc. or Standard & Poor’s Rating Services.\"\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.37034715924272754\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mTextNode\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'94c65de7-509b-48e6-baad-0f60ba27322f'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m0\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'6de3996c-79e3-49c5-b776-d8ac67d55d9d'\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\u001b[32m'level'\u001b[0m\u001b[39m, \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m\u001b[39m=\u001b[0m\u001b[32m\"The\u001b[0m\u001b[32m text outlines the terms of a Master Services Agreement for outsourcing. The provider is not allowed to make changes to the client's equipment, software, or related resources without prior written approval. If the provider or its subcontractor causes any errors or inaccuracies, they are responsible for correcting them at no charge and covering any losses or penalties incurred. The provider is also not allowed to delegate or subcontract any of its obligations without the client's prior written consent.\\n\\nThe provider must comply with all laws related to the delivery of the services and the client's use of the services. This includes compliance with export and import laws, HIPAA regulations, and other laws regarding the privacy of information. The provider must also provide proof of compliance with all employer-related laws, such as tax withholding and insurance payments.\\n\\nThe provider must notify the client of any changes in laws that affect the delivery of services and work with the client to determine how to adapt. If a change in law prevents or delays the provider from fulfilling its obligations, a workaround will be developed. The provider must also comply with the client's policies and procedures.\\n\\nThe provider is responsible for correcting any issues caused by a Trap Door or a Virus at no additional cost. They must also comply with U.S. immigration laws for their employees and ensure that any subcontractors do the same.\\n\\nFinally, the provider is required to deliver unaudited consolidated interim financial statements for each fiscal quarter, accompanied by a certificate from the chief financial officer confirming their accuracy.\"\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m\u001b[39m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;36m.3684797706673253\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1;35mNodeWithScore\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mnode\u001b[0m\u001b[39m=\u001b[0m\u001b[1;35mTextNode\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mid_\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'8ad61f9e-be0e-44d3-9f67-a6bdbeb5f577'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33membedding\u001b[0m\u001b[39m=\u001b[0m\u001b[3;35mNone\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'c1aaf34e-c534-4e78-bc56-da528dd7a6b5'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_embed_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_accessed_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mexcluded_llm_metadata_keys\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m[\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'last_accessed_date'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[32m'parent_id'\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1;39m]\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mrelationships\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.SOURCE: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'bc010c56-cdec-41dc-bfba-4d4cf722123c'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.DOCUMENT: \u001b[0m\u001b[32m'4'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'27ded1807e5fa4c548072b2b28c5d14c4b69a4dae0c44304f6b65fb58655aba7'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.PREVIOUS: \u001b[0m\u001b[32m'2'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'688a067f-bb4b-487a-aa63-7bd85261bed0'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.TEXT: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[39m>,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m\u001b[39m=\u001b[0m\u001b[1;39m{\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_name'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_path'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'Form Master Services Agreement \u001b[0m\u001b[32m(\u001b[0m\u001b[32mOutsourcing\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.DOCX'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_type'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'application/vnd.openxmlformats-officedocument.wordprocessingml.document'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'file_size'\u001b[0m\u001b[39m: \u001b[0m\u001b[1;36m195063\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'creation_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   │   \u001b[0m\u001b[32m'last_modified_date'\u001b[0m\u001b[39m: \u001b[0m\u001b[32m'2024-05-22'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[1;39m}\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'12901748e05255f09ce9eafa2c1cd036d48978db7d682a97d9fad635f3bff884'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1;39m)\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[39m<NodeRelationship.NEXT: \u001b[0m\u001b[32m'3'\u001b[0m\u001b[39m>: \u001b[0m\u001b[1;35mRelatedNodeInfo\u001b[0m\u001b[1;39m(\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_id\u001b[0m\u001b[39m=\u001b[0m\u001b[32m'acee8cac-ca25-4341-a1df-1646ad650832'\u001b[0m\u001b[39m,\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mnode_type\u001b[0m\u001b[39m=<ObjectType.TEXT: \u001b[0m\u001b[32m'1'\u001b[0m\u001b[1m>\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   │   │   │   \u001b[0m\u001b[33mhash\u001b[0m=\u001b[32m'87e792f249ec50017fa6a2c7077edd53ffad279f1a3c3a6503b46c5755bdb0ae'\u001b[0m\n",
       "\u001b[2;32m│   │   │   │   \u001b[0m\u001b[1m)\u001b[0m\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[1m}\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext\u001b[0m=\u001b[32m'Provider shall provide its Services \u001b[0m\u001b[32m(\u001b[0m\u001b[32mincluding any Deliverables\u001b[0m\u001b[32m)\u001b[0m\u001b[32m under this Agreement and all Work Orders in a manner that does not infringe, or constitute an infringement or misappropriation of, any Intellectual Property Right.  Provider represents and warrants that the Services \u001b[0m\u001b[32m(\u001b[0m\u001b[32mincluding any Deliverables\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, Work Product and Software and use thereof by \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m do not, and will not, infringe any Intellectual Property Right owned or controlled by any other person. \\n\\nProvider has obtained all requisite Permits necessary to perform the Services and to provide all related materials and services required under this Agreement and will take all lawful steps necessary to maintain the Permits during the Term.\\n\\nIn accordance with \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m’s Policies and Procedures and the Federal Violent Crime Control and Law Enforcement Act of 1994 \u001b[0m\u001b[32m(\u001b[0m\u001b[32m“VCCLEA”\u001b[0m\u001b[32m)\u001b[0m\u001b[32m, no Provider Personnel has ever been convicted of \u001b[0m\u001b[32m(\u001b[0m\u001b[32mi\u001b[0m\u001b[32m)\u001b[0m\u001b[32m a felony or \u001b[0m\u001b[32m(\u001b[0m\u001b[32mii\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\xa0a misdemeanor involving violence, sexual misconduct or dishonesty.  Provider warrants that it has performed and that each of Provider’s subcontractors has performed a criminal background check on each Provider Personnel prior to their assignment to perform any Services under this Agreement.  Such criminal background checks shall be performed in accordance with the standards set forth in Exhibit\\xa08.  Provider further warrants that Provider will  perform and ensure that each of Provider’s subcontractors will perform such criminal background checks on all new or replacement Provider Personnel \u001b[0m\u001b[32m(\u001b[0m\u001b[32mas applicable\u001b[0m\u001b[32m)\u001b[0m\u001b[32m prior to their assignment to perform any Services under this Agreement.  \u001b[0m\u001b[32m[\u001b[0m\u001b[32mXXXXXXXX\u001b[0m\u001b[32m]\u001b[0m\u001b[32m shall be entitled to audit compliance with this Section\\xa014.2\u001b[0m\u001b[32m(\u001b[0m\u001b[32mf\u001b[0m\u001b[32m)\u001b[0m\u001b[32m pursuant to Section\\xa011.1\u001b[0m\u001b[32m(\u001b[0m\u001b[32mb\u001b[0m\u001b[32m)\u001b[0m\u001b[32m.'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mstart_char_idx\u001b[0m=\u001b[1;36m143350\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mend_char_idx\u001b[0m=\u001b[1;36m145060\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mtext_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mmetadata_str\u001b[0m\u001b[32m}\u001b[0m\u001b[32m\\n\\n\u001b[0m\u001b[32m{\u001b[0m\u001b[32mcontent\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_template\u001b[0m=\u001b[32m'\u001b[0m\u001b[32m{\u001b[0m\u001b[32mkey\u001b[0m\u001b[32m}\u001b[0m\u001b[32m: \u001b[0m\u001b[32m{\u001b[0m\u001b[32mvalue\u001b[0m\u001b[32m}\u001b[0m\u001b[32m'\u001b[0m,\n",
       "\u001b[2;32m│   │   │   \u001b[0m\u001b[33mmetadata_seperator\u001b[0m=\u001b[32m'\\n'\u001b[0m\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[1m)\u001b[0m,\n",
       "\u001b[2;32m│   │   \u001b[0m\u001b[33mscore\u001b[0m=\u001b[1;36m0\u001b[0m\u001b[1;36m.35429696647259695\u001b[0m\n",
       "\u001b[2;32m│   \u001b[0m\u001b[1m)\u001b[0m\n",
       "\u001b[1m]\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from rich.pretty import pprint\n",
    "\n",
    "def pretty_print(title: str=None, content: Any=None):\n",
    "    if title is None:\n",
    "        print(content)\n",
    "        return\n",
    "    print(title)\n",
    "    pprint(content)\n",
    "\n",
    "ls = mr.gen_queries(\"Explain the responsibilities of the vendor for compliance .\")\n",
    "\n",
    "\n",
    "pretty_print(\"ls\", ls)\n",
    "rls = await mr.run_gen_queries(ls)\n",
    "pretty_print(\"rls\", rls)\n",
    "     \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.core.query_engine import RetrieverQueryEngine\n",
    "\n",
    "# query_engine = RetrieverQueryEngine.from_args(\n",
    "#     mr, llm=OpenAI(model=\"gpt-4\", temperature=0.1)\n",
    "# )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/5 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 5/5 [00:00<00:00,  7.84it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n",
      "inside line 227\n",
      "inside line 229\n"
     ]
    }
   ],
   "source": [
    "query_text = \"\"\"4. Explain the responsibilities of the vendor for compliance .\"\"\"\n",
    "final_res = await RetrieverQueryEngine(mr).aquery(query_text)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The vendor is responsible for ensuring compliance with all applicable laws, including federal \"anti-kickback\" acts and the U.S. Foreign Corrupt Practices Act. They must promptly notify the client of any charges of noncompliance and remedy the situation at their own cost. The vendor is also accountable for any fines or penalties resulting from noncompliance. Additionally, the vendor must maintain all necessary controls, operations, and systems to enable the client to comply with its obligations.'"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_res.response"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "inside line 47 <llama_index.core.query_engine.retriever_query_engine.RetrieverQueryEngine object at 0x7107199ae290>\n",
      "inside line 227\n",
      "inside line 229\n",
      "line 51\n",
      "line 53\n",
      "line 55\n",
      "line 189\n",
      "line 144\n",
      "inside line 227\n",
      "inside line 229\n",
      "line 228\n",
      "line 235\n",
      "line 240\n",
      "line 246\n",
      "line 252\n",
      "line 259\n",
      "line 146\n",
      "line 191\n",
      "inside line 227\n",
      "inside line 229\n",
      "line 196\n",
      "line 198 response Empty Response\n",
      "line 199\n",
      "line 58\n",
      "line 60\n"
     ]
    }
   ],
   "source": [
    "# response = query_engine.query(\"what are intellectual property rights of vendor?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty Response\n"
     ]
    }
   ],
   "source": [
    "# print(str(response))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "llama-index-4aB9_5sa-py3.10",
   "language": "python",
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  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
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