{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "07f255d7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import os\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"C:/git/climate-question-answering\")\n",
    "sys.path.append(\"/mnt/c/git/climate-question-answering\")\n",
    "sys.path.append(\"/home/tim/ai4s/climate_qa/climate-question-answering\")\n",
    "\n",
    "from dotenv import load_dotenv\n",
    "load_dotenv()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c9258cc-3800-4485-bdd8-889b299b9133",
   "metadata": {},
   "source": [
    "# Import objects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6af1a96e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from climateqa.engine.llm import get_llm\n",
    "from climateqa.engine.llm.ollama import get_llm as get_llm_ollama\n",
    "\n",
    "llm = get_llm(provider=\"openai\")\n",
    "# llm = get_llm_ollama(model = \"llama3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a9128bfc-4b24-4b25-b7a7-68423b1124b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/tim/anaconda3/envs/climateqa/lib/python3.11/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading FlashRankRanker model ms-marco-TinyBERT-L-2-v2\n",
      "Loading model FlashRank model ms-marco-TinyBERT-L-2-v2...\n"
     ]
    }
   ],
   "source": [
    "from climateqa.engine.reranker import get_reranker\n",
    "\n",
    "# reranker = get_reranker(\"large\")\n",
    "reranker = get_reranker(\"nano\")\n",
    "# from rerankers import Reranker\n",
    "# # Specific flashrank model.\n",
    "# # reranker = Reranker('ms-marco-TinyBERT-L-2-v2', model_type='flashrank')\n",
    "# # reranker = Reranker('ms-marco-MiniLM-L-12-v2', model_type='flashrank')\n",
    "# # reranker = Reranker('cross-encoder/ms-marco-MiniLM-L-4-v2', model_type='cross-encoder')\n",
    "# # reranker = Reranker(\"mixedbread-ai/mxbai-rerank-xsmall-v1\", model_type='cross-encoder')\n",
    "# # reranker = Reranker(\"mixedbread-ai/mxbai-rerank-xsmall-v1\", model_type='cross-encoder')\n",
    "# reranker = Reranker(\"cohere\", lang='en', api_key = \"XXX\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "942d2705-22dd-46cf-8c31-6daa127e4743",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading embeddings model:  BAAI/bge-base-en-v1.5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sentence_transformers.SentenceTransformer:Load pretrained SentenceTransformer: BAAI/bge-base-en-v1.5\n",
      "INFO:sentence_transformers.SentenceTransformer:Use pytorch device_name: cpu\n",
      "/home/tim/ai4s/climate_qa/climate-question-answering/climateqa/engine/vectorstore.py:32: LangChainDeprecationWarning: The class `Pinecone` was deprecated in LangChain 0.0.18 and will be removed in 0.3.0. An updated version of the class exists in the langchain-pinecone package and should be used instead. To use it run `pip install -U langchain-pinecone` and import as `from langchain_pinecone import Pinecone`.\n",
      "  vectorstore = PineconeVectorstore(\n"
     ]
    }
   ],
   "source": [
    "from climateqa.engine.vectorstore import get_pinecone_vectorstore\n",
    "from climateqa.engine.embeddings import get_embeddings_function\n",
    "from climateqa.knowledge.retriever import ClimateQARetriever\n",
    "\n",
    "embeddings_function = get_embeddings_function()\n",
    "vectorstore = get_pinecone_vectorstore(embeddings_function)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "882811c8-5890-4048-8630-d052c5179d7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "51aed81d-860b-409a-bae0-f0e1eeb0f120",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.cuda.is_available()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16eb91cb-3bfb-4c0c-b29e-753c954c2399",
   "metadata": {},
   "source": [
    "# Semantic Routing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1e769371-1f8c-4f34-89c5-c0f9914d47a0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from climateqa.engine.chains.intent_categorization import make_intent_categorization_chain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "480ad611-33c7-49ea-b02c-94d6ce1f1d1a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "cat_chain = make_intent_categorization_chain(llm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "82cf49d9-d48e-4d5c-8666-bcc95f637371",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# for question in SAMPLE_QUESTIONS:\n",
    "#     output = router_chain.invoke({\"input\":question})\n",
    "#     print(question)\n",
    "#     print(output)\n",
    "#     print(\"-\"*100)\n",
    "#     break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8ef7e0f-ac5f-4323-b02e-753ce2b4afda",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "cat_chain.invoke({\"input\":\"Which industries have the highest GHG emissions?\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a9c89f2d-c597-47b8-ae50-75eda964e609",
   "metadata": {},
   "outputs": [],
   "source": [
    "from climateqa.knowledge.openalex import OpenAlexRetriever\n",
    "from climateqa.engine.chains.keywords_extraction import make_keywords_extraction_chain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0c609d34-5767-47a6-90a4-d5987e9499ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "kec = make_keywords_extraction_chain(llm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d781cd4-228b-462f-bd0e-55c02084a616",
   "metadata": {},
   "outputs": [],
   "source": [
    "output = kec.invoke(\"What is the environmental footprint of artificial intelligence\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "553fd4d4-fe5a-4050-ae31-dffa2c7af7b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "50a57f08-40e5-4419-8568-0739a13af904",
   "metadata": {},
   "outputs": [],
   "source": [
    "ROUTING_INDEX = {\n",
    "    \"Vector\":[\"IPCC\",\"IPBES\",\"IPOS\"],\n",
    "    \"OpenAlex\":[\"OpenAlex\"],\n",
    "}\n",
    "\n",
    "POSSIBLE_SOURCES = [y for values in ROUTING_INDEX.values() for y in values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6b45dd9c-58c3-4204-bf44-7b9eb35dcb9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "questions = [\n",
    "    {\"question\":\"What is climate change ?\",\"sources\":[\"IPCC\",\"IPBES\"]},\n",
    "    {\"question\":\"What is the link between El Nino and climate change ?\",\"sources\":[\"IPCC\",\"OpenAlex\"]},\n",
    "]\n",
    "\n",
    "state = {\"remaining_questions\":questions,\"auto_mode\":False,\"sources_input\":[\"OpenAlex\"]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "90b02a8e-6e67-4592-8bc7-959b544e914b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from climateqa.engine.chains.search import make_search_node\n",
    "from climateqa.engine.graph import search\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "347737d8-c4cb-45a7-9e5d-74d1a2e3f5a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'remaining_questions': [{'question': 'What is climate change ?',\n",
       "   'sources': ['IPCC', 'IPBES']},\n",
       "  {'question': 'What is the link between El Nino and climate change ?',\n",
       "   'sources': ['IPCC', 'OpenAlex']}],\n",
       " 'auto_mode': False,\n",
       " 'sources_input': ['OpenAlex']}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state.update(search(state))\n",
    "state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a27425de-1297-417a-af02-fba270df8e38",
   "metadata": {},
   "outputs": [],
   "source": [
    "from climateqa.engine.chains.retrieve_documents import make_retriever_node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "fde71c99-8bdd-4fd5-b36e-6804ec21bf2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "retrieve = make_retriever_node(vectorstore,reranker,llm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cdad5b2f-2103-43d6-9d7f-e2addc2c2c3f",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_state = await retrieve.ainvoke(state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "751a9a6a-8271-4e89-8754-e2065cd7d737",
   "metadata": {},
   "outputs": [],
   "source": [
    "len(new_state[\"documents\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06db606d-0b04-4e7d-9f55-4f7cefbce654",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_state[\"documents\"][1][\"reranking_score\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a5ed23f9-bbbe-4a0b-b919-429e08837765",
   "metadata": {},
   "outputs": [],
   "source": [
    "set([\"IPCC\",\"OpenAlex\"]).intersection(set([\"IPCC\",\"IPBES\",\"IPOS\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca801dc5-958b-4392-88ac-5cb69e5f6fab",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_questions = []\n",
    "\n",
    "for q in questions:\n",
    "    question,sources = q[\"question\"],q[\"sources\"]\n",
    "\n",
    "    for index,index_sources in ROUTING_INDEX.items():\n",
    "        selected_sources = list(set(sources).intersection(index_sources))\n",
    "        new_questions.append({\"question\":question,\"sources\":selected_sources,\"index\":index})\n",
    "\n",
    "new_questions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "id": "6091ada7-851c-4ffc-859e-ea33a6fbb310",
   "metadata": {},
   "outputs": [],
   "source": [
    "oa = OpenAlex()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "8c5771bb-9074-45e0-afdb-f9eda2cb5ad4",
   "metadata": {},
   "outputs": [],
   "source": [
    "test = oa.search(\"warming AND impoverished communities\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ef2094a-2e98-4ed9-b0a6-7536ae8057ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0996d61d-905e-4e88-bce3-3f905846dd73",
   "metadata": {},
   "outputs": [],
   "source": [
    "test[[\"title\",\"abstract\"]].isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ee7ab03-2cb5-4c43-b38e-0996951d1649",
   "metadata": {},
   "source": [
    "##### test[\"content\"].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "677b95e3-ad04-41eb-85e6-76d45db81933",
   "metadata": {},
   "outputs": [],
   "source": [
    "oa = OpenAlexRetriever(min_year = 1960)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "c4d15feb-9faa-44bd-af2d-425351747725",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = oa.invoke(\"cloud formations AND Earth's radiative balance\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8eac98e-1efc-4f85-b8f5-41a8c0c03a8e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "docs[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b27c6f48-f4d3-4525-aa1d-8c3c52eb2179",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs[0].metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f50f767-64e9-4f5d-82b4-496530532ad9",
   "metadata": {
    "jp-MarkdownHeadingCollapsed": true
   },
   "source": [
    "# Query Rewriter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3345a24e-e794-4e84-93ae-98be5ca61af3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from climateqa.engine.chains.query_transformation import make_query_rewriter_chain,make_query_decomposition_chain\n",
    "from climateqa.engine.chains.translation import make_translation_chain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "16bd17cd-f9ea-489c-923f-acd851b09cd8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "rewriter_chain = make_query_rewriter_chain(llm)\n",
    "translation_chain = make_translation_chain(llm)\n",
    "decomposition_chain = make_query_decomposition_chain(llm)\n",
    "router_chain = make_intent_router_chain(llm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3a2147fc-8437-44a3-87ae-52fe5b8f8f87",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def transform_query(user_input):\n",
    "    \n",
    "    state = {\"user_input\":user_input}\n",
    "    \n",
    "    # Route\n",
    "    output_router = router_chain.invoke({\"input\":user_input})\n",
    "    if \"language\" not in output_router: output_router[\"language\"] = \"English\"\n",
    "    state.update(output_router)\n",
    "    \n",
    "    # Translation\n",
    "    if output_router[\"language\"].lower() != \"english\":\n",
    "        translation = translation_chain.invoke({\"input\":user_input})\n",
    "        state[\"query\"] = translation[\"translation\"]\n",
    "    else:\n",
    "        state[\"query\"] = user_input\n",
    "        \n",
    "    # Decomposition\n",
    "    decomposition_output = decomposition_chain.invoke({\"input\":state[\"query\"]})\n",
    "    state.update(decomposition_output)\n",
    "    \n",
    "    # Query Analysis\n",
    "    questions = []\n",
    "    for question in state[\"questions\"]:\n",
    "        question_state = {\"question\":question}\n",
    "        analysis_output = rewriter_chain.invoke({\"input\":question})\n",
    "        question_state.update(analysis_output)\n",
    "        questions.append(question_state)\n",
    "    state[\"questions\"] = questions\n",
    "    \n",
    "    return state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4151d2e4-0bfe-4642-a185-2dcb639e6f78",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# question = \"Franchement je sais pas trop de quoi on parle là, qui sont les membres du GIEC en fait ? Et quelles sont leurs dernières publications ?\"\n",
    "question = \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
    "question = \"I need to search the president of the United States, find their age, then find how old they will be in June 2023.\"\n",
    "question = \"What does Morrison argue about IK and LK on internal migration ?\"\n",
    "state = transform_query(question)\n",
    "state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a322f737-191d-407f-b499-2b79476fac8b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "questions = [\n",
    "    \"Super thanks, Which industries have the highest GHG emissions?\",\n",
    "    \"How do you compare the view on biodiversity between the IPCC and IPBES ?\",\n",
    "    \"Est-ce que l'IA a un impact sur l'environnement ?\",\n",
    "    \"Que dit le GIEC sur l'impact de l'IA\",\n",
    "    \"Franchement je sais pas trop de quoi on parle là, qui sont les membres du GIEC en fait ? Et quelles sont leurs dernières publications ?\",\n",
    "    \"Ok that's nice, but I don't really understand. What is the impact of El Nino ?\",\n",
    "    \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
    "    \"Which industries have the highest GHG emissions?\",\n",
    "    \"What are invasive alien species and how do they threaten biodiversity and ecosystems?\",\n",
    "    \"Are human activities causing global warming?\",\n",
    "    \"What is the motivation behind mining the deep seabed?\",\n",
    "    \"Tu peux m'écrire un poème sur le changement climatique ?\",\n",
    "    \"Tu peux m'écrire un poème sur les bonbons ?\",\n",
    "    \"What will be the temperature in 2100 in Strasbourg?\",\n",
    "    \"C'est quoi le lien entre biodiversity and changement climatique ?\",\n",
    "    \"Can you tell me more about ESRS2 ?\"\n",
    "]\n",
    "\n",
    "question = questions[0]\n",
    "question"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fcee82a3-342d-4da1-8c27-a6f6079da4a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "question = \"Very nice thank you, What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
    "output = rewriter_chain.invoke({\"input\":question})\n",
    "output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d13d6a1a-9fa5-4e47-861e-30a79ea97d05",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for question in questions:\n",
    "    print(question)\n",
    "    output = transform_query(question)\n",
    "    print(output)\n",
    "    print(\"-\"*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7a0d82ad-44e7-40a7-a594-48823429d70e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "rewriter_chain.invoke({\"input\":question})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05aeeb92-9408-42b8-9f99-1e907c6a0798",
   "metadata": {},
   "source": [
    "# Langgraph\n",
    "Inspired from https://colab.research.google.com/drive/1WemHvycYcoNTDr33w7p2HL3FF72Nj88i?usp=sharing#scrollTo=YJ77ZCzkiGTL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8664f5f1-0db8-4c3d-8229-e1719224cde5",
   "metadata": {},
   "source": [
    "## Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "2376e1d7-5893-4022-a0af-155bb8c1950f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from climateqa.engine.graph import make_graph_agent,display_graph\n",
    "agent = make_graph_agent(llm,vectorstore,reranker)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1f78d00-e4a0-40f3-a1e9-61dea83fa6cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "display_graph(agent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a07607b-eb02-467f-a255-0c6bcdc6f62c",
   "metadata": {},
   "outputs": [],
   "source": [
    "verbose = False\n",
    "# question = \"What does the IPCC and IPBES think about deforestation ?\"\n",
    "# question = \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
    "# question = \"Are human activities causing global warming?\"\n",
    "# question = \"What are the evidence of climate change?\"\n",
    "# question = \"What specific mechanisms link solar activity, particularly sunspots, to changes in global climate?\"\n",
    "# question = \"In what ways does warming specifically help impoverished communities?\"\n",
    "question = \"What's the impact of PFAS on babies ?\"\n",
    "\n",
    "steps_display = {\n",
    "    \"categorize_intent\":(\"... Analyzing user message\",True),\n",
    "    \"transform_query\":(\"... Thinking step by step to answer the question\",True),\n",
    "    # \"retrieve_documents\":(\"... Searching in the knowledge base\",False),\n",
    "}\n",
    "\n",
    "def display_steps(event):\n",
    "\n",
    "    for event_name,(event_description,display_output) in steps_display.items():\n",
    "        if event[\"name\"] == event_name:\n",
    "            if event[\"event\"] == \"on_chain_start\":\n",
    "                print(event_description)\n",
    "            elif event[\"event\"] == \"on_chain_end\":\n",
    "                if display_output:\n",
    "                    print(event[\"data\"][\"output\"])\n",
    "    if event[\"name\"] == \"log_retriever\" and event[\"event\"] == \"on_chain_start\":\n",
    "        question = event[\"data\"][\"input\"][\"question\"]\n",
    "        sources = event[\"data\"][\"input\"][\"sources\"]\n",
    "        print(f\"\"\"... Searching for \"{question}\" in {\", \".join(sources)}\"\"\")\n",
    "\n",
    "async for event in agent.astream_events({\"user_input\":question,\"sources_input\":[\"IPCC\"],\"sources_auto\":False,\"audience\":\"experts\"},version = \"v1\"):\n",
    "# async for event in agent.astream_log({\"user_input\":question,\"sources_input\":[\"auto\"],\"audience\":\"experts\"}):\n",
    "\n",
    "    if verbose:\n",
    "        print(str(event)[:1000])\n",
    "        print(\"-\"*50)\n",
    "    else:\n",
    "    \n",
    "        if event[\"event\"] == \"on_chat_model_stream\":\n",
    "            print(event[\"data\"][\"chunk\"].content,end = \"\")\n",
    "\n",
    "        if event[\"name\"] == \"retrieve_documents\" and event[\"event\"] == \"on_chain_end\":\n",
    "            docs = event[\"data\"][\"output\"][\"documents\"]\n",
    "            \n",
    "        display_steps(event)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a09f58e5-368b-486b-a458-7cfe56445c08",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "docs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9b41f377-b3a9-41eb-acef-fb3ea131c374",
   "metadata": {},
   "outputs": [],
   "source": [
    "output = await agent.ainvoke({\"user_input\":\"C'est quoi l'empreinte carbone de l'IA\"})\n",
    "output"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d89f36b-fc04-4d0c-b9c4-990b489b7fc3",
   "metadata": {},
   "source": [
    "## Test simple route chains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1d884bb7-7230-47cb-a778-36cffed1fcde",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from climateqa.engine.chains.answer_chitchat import make_chitchat_chain\n",
    "from climateqa.engine.chains.answer_ai_impact import make_ai_impact_chain\n",
    "\n",
    "chitchat_chain = make_chitchat_chain(llm)\n",
    "ai_impact_chain = make_ai_impact_chain(llm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "586a4ead-6064-42e8-9f3c-8973b8d754c6",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "async for event in ai_impact_chain.astream_events({\"question\":\"Mais c'est quoi l'empreinte carbone de cet outil, ça doit consommer pas mal ...\"},version = \"v1\"):\n",
    "    if event[\"event\"] == \"on_chain_stream\":\n",
    "        print(event[\"data\"][\"chunk\"],end = \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6f3a1c52-f92a-442b-9442-22415087da8b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "async for event in chitchat_chain.astream_events({\"question\":\"Vas y blbablablala\"},version = \"v1\"):\n",
    "    if event[\"event\"] == \"on_chain_stream\":\n",
    "        print(event[\"data\"][\"chunk\"],end = \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "0e380744-e03d-408d-9282-3fcb6925413b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from langchain.schema import Document\n",
    "from langgraph.graph import END, StateGraph"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1788fbb7-90df-41e5-88c4-83c5e59fe23c",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Retriever & Reranker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cbe2f9f0-0c0b-46f8-929c-51a94eab5f22",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "query = \"Is global warming caused by humans?\"\n",
    "\n",
    "retriever = ClimateQARetriever(\n",
    "    vectorstore=vectorstore,\n",
    "    sources = [\"IPCC\"],\n",
    "    # reports = ias_reports,\n",
    "   min_size = 200,\n",
    "   k_summary = 5,k_total = 100,\n",
    "   threshold = 0.5,\n",
    ")\n",
    "\n",
    "docs_question = retriever.get_relevant_documents(query)\n",
    "len(docs_question)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6e6892d2-a5bd-456a-8284-6e844d02af0e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "from scipy.special import expit, logit\n",
    "\n",
    "def rerank_docs(reranker,docs,query):\n",
    "    \n",
    "    # Get a list of texts from langchain docs\n",
    "    input_docs = [x.page_content for x in docs]\n",
    "    \n",
    "    # Rerank using rerankers library\n",
    "    results = reranker.rank(query=query, docs=input_docs)\n",
    "\n",
    "    # Prepare langchain list of docs\n",
    "    docs_reranked = []\n",
    "    for result in results.results:\n",
    "        doc_id = result.document.doc_id\n",
    "        doc = docs[doc_id]\n",
    "        doc.metadata[\"rerank_score\"] = result.score\n",
    "        doc.metadata[\"query_used_for_retrieval\"] = query\n",
    "        docs_reranked.append(doc)\n",
    "    return docs_reranked\n",
    "\n",
    "docs_reranked = rerank_docs(reranker,docs_question,query)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "430209db-5ffb-4017-8ebd-12fee30df327",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "docs_reranked[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5ed0b677-bcc4-48b0-bc99-2f515f2e7293",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def divide_into_parts(target, parts):\n",
    "    # Base value for each part\n",
    "    base = target // parts\n",
    "    # Remainder to distribute\n",
    "    remainder = target % parts\n",
    "    # List to hold the result\n",
    "    result = []\n",
    "    \n",
    "    for i in range(parts):\n",
    "        if i < remainder:\n",
    "            # These parts get base value + 1\n",
    "            result.append(base + 1)\n",
    "        else:\n",
    "            # The rest get the base value\n",
    "            result.append(base)\n",
    "    \n",
    "    return result\n",
    "\n",
    "divide_into_parts(15,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1886fe98-4a29-4419-b436-adcbdbda35ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "questions = "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "4fca0c26-cc42-4f40-996a-c915b7c03a85",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "state = {'query': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
    " 'questions': [{'question': \"What role do cloud formations play in modulating the Earth's radiative balance?\",\n",
    "   'sources': ['IPCC']},\n",
    "  {'question': 'How are cloud formations represented in current climate models?',\n",
    "   'sources': ['IPCC']}]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "28307adf-42bb-4067-a95d-c5c4867d2657",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "state = {'query': \"What does Morrison argue about the role of IK and LK ?\",\n",
    " 'questions': [{'question': \"How is the manga One Piece cited in the IPCC\",\n",
    "   'sources': ['IPCC']}]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "9daa8285-919b-4eab-b071-70ea866d473e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "from contextlib import contextmanager\n",
    "\n",
    "@contextmanager\n",
    "def suppress_output():\n",
    "    # Open a null device\n",
    "    with open(os.devnull, 'w') as devnull:\n",
    "        # Store the original stdout and stderr\n",
    "        old_stdout = sys.stdout\n",
    "        old_stderr = sys.stderr\n",
    "        # Redirect stdout and stderr to the null device\n",
    "        sys.stdout = devnull\n",
    "        sys.stderr = devnull\n",
    "        try:\n",
    "            yield\n",
    "        finally:\n",
    "            # Restore stdout and stderr\n",
    "            sys.stdout = old_stdout\n",
    "            sys.stderr = old_stderr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "4fc2efe2-783d-44ba-a246-2472ce6fd19b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def retrieve_documents(state):\n",
    "    \n",
    "    POSSIBLE_SOURCES = [\"IPCC\",\"IPBES\",\"IPOS\",\"OpenAlex\"]\n",
    "    questions = state[\"questions\"]\n",
    "    \n",
    "    # Use sources from the user input or from the LLM detection\n",
    "    sources_input = state[\"sources_input\"] if \"sources_input\" in state else [\"auto\"]\n",
    "    auto_mode = \"auto\" in sources_input\n",
    "    \n",
    "    # Constants\n",
    "    k_final = 15\n",
    "    k_before_reranking = 100\n",
    "    k_summary = 5\n",
    "    rerank_by_question = True\n",
    "    \n",
    "    # There are several options to get the final top k\n",
    "    # Option 1 - Get 100 documents by question and rerank by question\n",
    "    # Option 2 - Get 100/n documents by question and rerank the total\n",
    "    if rerank_by_question:\n",
    "        k_by_question = divide_into_parts(k_final,len(questions))\n",
    "    \n",
    "    docs = []\n",
    "    \n",
    "    for i,q in enumerate(questions):\n",
    "        \n",
    "        sources = q[\"sources\"]\n",
    "        question = q[\"question\"]\n",
    "        \n",
    "        # If auto mode, we use the sources detected by the LLM\n",
    "        if auto_mode:\n",
    "            sources = [x for x in sources if x in POSSIBLE_SOURCES]\n",
    "            \n",
    "        # Otherwise, we use the config\n",
    "        else:\n",
    "            sources = sources_input\n",
    "            \n",
    "        # Search the document store using the retriever\n",
    "        # Configure high top k for further reranking step\n",
    "        retriever = ClimateQARetriever(\n",
    "            vectorstore=vectorstore,\n",
    "            sources = sources,\n",
    "            # reports = ias_reports,\n",
    "           min_size = 200,\n",
    "           k_summary = k_summary,k_total = k_before_reranking,\n",
    "           threshold = 0.5,\n",
    "        )\n",
    "        docs_question = retriever.get_relevant_documents(question)\n",
    "        \n",
    "        # Rerank\n",
    "        with suppress_output():\n",
    "            docs_question = rerank_docs(reranker,docs_question,question)\n",
    "        \n",
    "        # If rerank by question we select the top documents for each question\n",
    "        if rerank_by_question:\n",
    "            docs_question = docs_question[:k_by_question[i]]\n",
    "            \n",
    "        # Add sources used in the metadata\n",
    "        for doc in docs_question:\n",
    "            doc.metadata[\"sources_used\"] = sources\n",
    "        \n",
    "        # Add to the list of docs\n",
    "        docs.extend(docs_question)\n",
    "        \n",
    "    # Sorting the list in descending order by rerank_score\n",
    "    # Then select the top k\n",
    "    docs = sorted(docs, key=lambda x: x.metadata[\"rerank_score\"], reverse=True)\n",
    "    docs = docs[:k_final]\n",
    "    \n",
    "    new_state = {\"documents\":docs}\n",
    "    return new_state\n",
    "\n",
    "def search(state):\n",
    "    return {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "299cdae3-2e97-4e47-bad3-98643dfaf4ea",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "output = retrieve_documents(state)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "638be0ea-bd41-45d7-ac7c-57ed789da3c5",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "rerank_scores = np.array([doc.metadata[\"rerank_score\"] for doc in output[\"documents\"]])\n",
    "print(rerank_scores)\n",
    "print(np.mean(rerank_scores))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "69ba19d3-97fb-4a23-99ee-c5827e0664e6",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for doc in output[\"documents\"]:\n",
    "    print(doc)\n",
    "    print(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ef9b1be-d913-4dbd-ad67-b87c4e948d11",
   "metadata": {},
   "source": [
    "## Create the RAG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b4638a7a-08c4-4259-a2de-77d1eb45a47c",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# async def answer_ai_impact(state,config):\n",
    "#     answer = await ai_impact_chain.ainvoke({\"question\":state[\"user_input\"]},config)\n",
    "#     return {\"answer\":answer}\n",
    "            \n",
    "async def answer_rag(state):\n",
    "    \n",
    "    # Get the docs\n",
    "    docs = state[\"documents\"]\n",
    "    \n",
    "    # Compute the trust average score\n",
    "    rerank_scores = np.array([doc.metadata[\"rerank_score\"] for doc in docs])\n",
    "    trust_score = np.mean(rerank_scores)\n",
    "    \n",
    "    # \n",
    "    answer = \"\\n\".join([x[\"question\"] for x in state[\"questions\"]])\n",
    "    return {\"answer\":answer}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "827873ee-f74d-4ed6-a4f8-fc8a3ef6aea8",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Test the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b91f4f58",
   "metadata": {},
   "outputs": [],
   "source": [
    "from climateqa.engine.graph import make_graph_agent,display_graph\n",
    "\n",
    "app = make_graph_agent(llm,vectorstore,reranker)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c3c70cdb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_graph(app)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c387c53",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "05ead97d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
      "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
      "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
      "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
      "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n",
      "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n",
      "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID 305ebcef-8b5d-422d-9a70-6b158eb9550c.')\n",
      "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 305ebcef-8b5d-422d-9a70-6b158eb9550c.')\n",
      "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n",
      "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n",
      "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID 64055226-08ae-4fc8-ae78-fac298a25820.')\n",
      "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID 64055226-08ae-4fc8-ae78-fac298a25820.')\n",
      "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n",
      "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_start callback: ValidationError(model='Run', errors=[{'loc': ('__root__',), 'msg': \"argument of type 'NoneType' is not iterable\", 'type': 'type_error'}])\n",
      "WARNING:langchain_core.callbacks.manager:Error in LogStreamCallbackHandler.on_chain_end callback: TracerException('No indexed run ID d16e859e-f15b-49fb-8e3b-4f8bcde9a629.')\n",
      "WARNING:langchain_core.callbacks.manager:Error in LangChainTracer.on_chain_end callback: TracerException('No indexed run ID d16e859e-f15b-49fb-8e3b-4f8bcde9a629.')\n",
      "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloud formations play a crucial role in modulating the Earth's radiative balance. They can either reflect incoming solar radiation back to space, cooling the Earth, or trap outgoing infrared radiation, contributing to warming. The representation of clouds in climate models is essential for accurately simulating the Earth's energy balance and predicting future climate changes.\n",
      "\n",
      "In current climate models, the Effective Climate Sensitivity (ECS) is a key metric that includes the net result of the model's effective radiative forcing from a doubling of CO2 and the sum of individual feedbacks, including cloud feedbacks. The ECS is influenced by the response of low-level clouds, which are small-scale and shallow formations. The representation of these clouds in climate models relies on sub-grid-scale parametrizations, which determine how these clouds interact with radiation and affect the Earth's energy balance.\n",
      "\n",
      "Despite efforts to improve parametrizations and model resolution, there has been no systematic convergence in model estimates of ECS. The inter-model spread in ECS for CMIP6 is even larger than for CMIP5, indicating ongoing challenges in accurately representing cloud formations and their impact on the Earth's radiative balance in climate models [Doc 7]. \n",
      "\n",
      "Overall, while current climate models have made advancements in representing physical, chemical, and biological processes, including cloud formations, there are still uncertainties and challenges in accurately capturing the complexities of cloud feedbacks and their role in modulating the Earth's radiative balance."
     ]
    }
   ],
   "source": [
    "# question = \"Tu penses quoi de Shakespeare ?\"\n",
    "question = \"C'est quoi la recette de la tarte aux pommes ?\"\n",
    "question = \"C'est quoi l'impact de ChatGPT ?\"\n",
    "question = \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"\n",
    "events_list = []\n",
    "async for event in app.astream_events({\"user_input\": question,\"sources\":[\"auto\"], \"audience\" : 'expert'}, version=\"v1\"):\n",
    "    events_list.append(event)\n",
    "\n",
    "    if event[\"event\"] == \"on_chat_model_stream\":\n",
    "        token = event[\"data\"][\"chunk\"].content\n",
    "        print(token,end = \"\")\n",
    "    # else :\n",
    "        # events_list.append(event)\n",
    "        # print(event)\n",
    "        # print(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ad6b4819",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "on_chain_start name LangGraph\n",
      "node :  __start__ event on_chain_start name __start__\n",
      "on_chain_start name __start__\n",
      "node :  __start__ event on_chain_end name __start__\n",
      "on_chain_end name __start__\n",
      "node :  categorize_intent event on_chain_start name categorize_intent\n",
      "on_chain_start name categorize_intent\n",
      "node :  categorize_intent event on_chain_start name RunnableSequence\n",
      "on_chain_start name RunnableSequence\n",
      "node :  categorize_intent event on_prompt_start name ChatPromptTemplate\n",
      "on_prompt_start name ChatPromptTemplate\n",
      "node :  categorize_intent event on_prompt_end name ChatPromptTemplate\n",
      "on_prompt_end name ChatPromptTemplate\n",
      "node :  categorize_intent event on_chat_model_start name ChatOpenAI\n",
      "on_chat_model_start name ChatOpenAI\n",
      "node :  categorize_intent event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '', 'name': 'IntentCategorizer'}}, id='run-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n",
      "node :  categorize_intent event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '{\"', 'name': ''}}, id='run-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n",
      "node :  categorize_intent event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'intent', 'name': ''}}, id='run-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n",
      "node :  categorize_intent event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\":\"', 'name': ''}}, id='run-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n",
      "node :  categorize_intent event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'search', 'name': ''}}, id='run-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n",
      "node :  categorize_intent event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\"}', 'name': ''}}, id='run-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n",
      "node :  categorize_intent event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '225a870f-5358-4a54-a144-cb9fd5c5187a', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 1, 'langgraph_node': 'categorize_intent', 'langgraph_triggers': ['start:categorize_intent'], 'langgraph_path': ('__pregel_pull', 'categorize_intent'), 'langgraph_checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'checkpoint_ns': 'categorize_intent:fb6b96f9-6a55-bf5d-f756-3d32d8647762', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', response_metadata={'finish_reason': 'stop'}, id='run-225a870f-5358-4a54-a144-cb9fd5c5187a')}, 'parent_ids': []}\n",
      "node :  categorize_intent event on_chat_model_end name ChatOpenAI\n",
      "on_chat_model_end name ChatOpenAI\n",
      "node :  categorize_intent event on_parser_start name JsonOutputFunctionsParser\n",
      "on_parser_start name JsonOutputFunctionsParser\n",
      "node :  categorize_intent event on_parser_end name JsonOutputFunctionsParser\n",
      "on_parser_end name JsonOutputFunctionsParser\n",
      "node :  categorize_intent event on_chain_end name RunnableSequence\n",
      "on_chain_end name RunnableSequence\n",
      "node :  categorize_intent event on_chain_start name _write\n",
      "on_chain_start name _write\n",
      "node :  categorize_intent event on_chain_end name _write\n",
      "on_chain_end name _write\n",
      "node :  categorize_intent event on_chain_start name route_intent\n",
      "on_chain_start name route_intent\n",
      "node :  categorize_intent event on_chain_end name route_intent\n",
      "on_chain_end name route_intent\n",
      "node :  categorize_intent event on_chain_stream name categorize_intent\n",
      "on_chain_stream name categorize_intent\n",
      "node :  categorize_intent event on_chain_end name categorize_intent\n",
      "on_chain_end name categorize_intent\n",
      "on_chain_stream name LangGraph\n",
      "node :  search event on_chain_start name search\n",
      "on_chain_start name search\n",
      "node :  search event on_chain_start name _write\n",
      "on_chain_start name _write\n",
      "node :  search event on_chain_end name _write\n",
      "on_chain_end name _write\n",
      "node :  search event on_chain_start name route_translation\n",
      "on_chain_start name route_translation\n",
      "node :  search event on_chain_end name route_translation\n",
      "on_chain_end name route_translation\n",
      "node :  search event on_chain_stream name search\n",
      "on_chain_stream name search\n",
      "node :  search event on_chain_end name search\n",
      "on_chain_end name search\n",
      "on_chain_stream name LangGraph\n",
      "node :  transform_query event on_chain_start name transform_query\n",
      "on_chain_start name transform_query\n",
      "node :  transform_query event on_chain_start name RunnableSequence\n",
      "on_chain_start name RunnableSequence\n",
      "node :  transform_query event on_prompt_start name ChatPromptTemplate\n",
      "on_prompt_start name ChatPromptTemplate\n",
      "node :  transform_query event on_prompt_end name ChatPromptTemplate\n",
      "on_prompt_end name ChatPromptTemplate\n",
      "node :  transform_query event on_chat_model_start name ChatOpenAI\n",
      "on_chat_model_start name ChatOpenAI\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '', 'name': 'QueryDecomposition'}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '{\"', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'questions', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\":[\"', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'What', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' role', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' do', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' cloud', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' formations', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' play', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' in', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' mod', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'ulating', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' the', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' Earth', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': \"'s\", 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' radi', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'ative', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' balance', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '?', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\",\"', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'How', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' are', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' cloud', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' formations', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' represented', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' in', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' current', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' climate', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': ' models', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '?', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\"]}', 'name': ''}}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'aa16d01e-5e8f-4932-9495-30bbba839f2c', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', response_metadata={'finish_reason': 'stop'}, id='run-aa16d01e-5e8f-4932-9495-30bbba839f2c')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_end name ChatOpenAI\n",
      "on_chat_model_end name ChatOpenAI\n",
      "node :  transform_query event on_parser_start name JsonOutputFunctionsParser\n",
      "on_parser_start name JsonOutputFunctionsParser\n",
      "node :  transform_query event on_parser_end name JsonOutputFunctionsParser\n",
      "on_parser_end name JsonOutputFunctionsParser\n",
      "node :  transform_query event on_chain_end name RunnableSequence\n",
      "on_chain_end name RunnableSequence\n",
      "node :  transform_query event on_chain_start name RunnableSequence\n",
      "on_chain_start name RunnableSequence\n",
      "node :  transform_query event on_prompt_start name ChatPromptTemplate\n",
      "on_prompt_start name ChatPromptTemplate\n",
      "node :  transform_query event on_prompt_end name ChatPromptTemplate\n",
      "on_prompt_end name ChatPromptTemplate\n",
      "node :  transform_query event on_chat_model_start name ChatOpenAI\n",
      "on_chat_model_start name ChatOpenAI\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '', 'name': 'QueryAnalysis'}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '{\"', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'sources', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\":[\"', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'IP', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'CC', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\"]}', 'name': ''}}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '04c7f0c8-43b2-4040-9871-3217b9c68b80', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', response_metadata={'finish_reason': 'stop'}, id='run-04c7f0c8-43b2-4040-9871-3217b9c68b80')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_end name ChatOpenAI\n",
      "on_chat_model_end name ChatOpenAI\n",
      "node :  transform_query event on_parser_start name JsonOutputFunctionsParser\n",
      "on_parser_start name JsonOutputFunctionsParser\n",
      "node :  transform_query event on_parser_end name JsonOutputFunctionsParser\n",
      "on_parser_end name JsonOutputFunctionsParser\n",
      "node :  transform_query event on_chain_end name RunnableSequence\n",
      "on_chain_end name RunnableSequence\n",
      "node :  transform_query event on_chain_start name RunnableSequence\n",
      "on_chain_start name RunnableSequence\n",
      "node :  transform_query event on_prompt_start name ChatPromptTemplate\n",
      "on_prompt_start name ChatPromptTemplate\n",
      "node :  transform_query event on_prompt_end name ChatPromptTemplate\n",
      "on_prompt_end name ChatPromptTemplate\n",
      "node :  transform_query event on_chat_model_start name ChatOpenAI\n",
      "on_chat_model_start name ChatOpenAI\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '', 'name': 'QueryAnalysis'}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '{\"', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'sources', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\":[\"', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'IP', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': 'CC', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', additional_kwargs={'function_call': {'arguments': '\"]}', 'name': ''}}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': 'fffa5643-8674-4b56-b8ab-9287765093e1', 'tags': ['seq:step:2'], 'metadata': {'langgraph_step': 3, 'langgraph_node': 'transform_query', 'langgraph_triggers': ['branch:search:route_translation:transform_query'], 'langgraph_path': ('__pregel_pull', 'transform_query'), 'langgraph_checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'checkpoint_ns': 'transform_query:f3009563-ddd8-fc5f-d43f-3f2c31a92e9b', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', response_metadata={'finish_reason': 'stop'}, id='run-fffa5643-8674-4b56-b8ab-9287765093e1')}, 'parent_ids': []}\n",
      "node :  transform_query event on_chat_model_end name ChatOpenAI\n",
      "on_chat_model_end name ChatOpenAI\n",
      "node :  transform_query event on_parser_start name JsonOutputFunctionsParser\n",
      "on_parser_start name JsonOutputFunctionsParser\n",
      "node :  transform_query event on_parser_end name JsonOutputFunctionsParser\n",
      "on_parser_end name JsonOutputFunctionsParser\n",
      "node :  transform_query event on_chain_end name RunnableSequence\n",
      "on_chain_end name RunnableSequence\n",
      "node :  transform_query event on_chain_start name _write\n",
      "on_chain_start name _write\n",
      "node :  transform_query event on_chain_end name _write\n",
      "on_chain_end name _write\n",
      "node :  transform_query event on_chain_stream name transform_query\n",
      "on_chain_stream name transform_query\n",
      "node :  transform_query event on_chain_end name transform_query\n",
      "on_chain_end name transform_query\n",
      "on_chain_stream name LangGraph\n",
      "node :  retrieve_documents event on_chain_start name retrieve_documents\n",
      "on_chain_start name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_start name retrieve_documents\n",
      "on_chain_start name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_start name log_retriever\n",
      "on_chain_start name log_retriever\n",
      "node :  retrieve_documents event on_chain_end name log_retriever\n",
      "on_chain_end name log_retriever\n",
      "node :  retrieve_documents event on_retriever_start name ClimateQARetriever\n",
      "on_retriever_start name ClimateQARetriever\n",
      "node :  retrieve_documents event on_retriever_end name ClimateQARetriever\n",
      "on_retriever_end name ClimateQARetriever\n",
      "node :  retrieve_documents event on_chain_stream name retrieve_documents\n",
      "on_chain_stream name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_end name retrieve_documents\n",
      "on_chain_end name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_start name _write\n",
      "on_chain_start name _write\n",
      "node :  retrieve_documents event on_chain_end name _write\n",
      "on_chain_end name _write\n",
      "node :  retrieve_documents event on_chain_stream name retrieve_documents\n",
      "on_chain_stream name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_end name retrieve_documents\n",
      "on_chain_end name retrieve_documents\n",
      "on_chain_stream name LangGraph\n",
      "node :  retrieve_documents event on_chain_start name retrieve_documents\n",
      "on_chain_start name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_start name retrieve_documents\n",
      "on_chain_start name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_start name log_retriever\n",
      "on_chain_start name log_retriever\n",
      "node :  retrieve_documents event on_chain_end name log_retriever\n",
      "on_chain_end name log_retriever\n",
      "node :  retrieve_documents event on_retriever_start name ClimateQARetriever\n",
      "on_retriever_start name ClimateQARetriever\n",
      "node :  retrieve_documents event on_retriever_end name ClimateQARetriever\n",
      "on_retriever_end name ClimateQARetriever\n",
      "node :  retrieve_documents event on_chain_stream name retrieve_documents\n",
      "on_chain_stream name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_end name retrieve_documents\n",
      "on_chain_end name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_start name _write\n",
      "on_chain_start name _write\n",
      "node :  retrieve_documents event on_chain_end name _write\n",
      "on_chain_end name _write\n",
      "node :  retrieve_documents event on_chain_stream name retrieve_documents\n",
      "on_chain_stream name retrieve_documents\n",
      "node :  retrieve_documents event on_chain_end name retrieve_documents\n",
      "on_chain_end name retrieve_documents\n",
      "on_chain_stream name LangGraph\n",
      "node :  answer_search event on_chain_start name answer_search\n",
      "on_chain_start name answer_search\n",
      "node :  answer_search event on_chain_start name _write\n",
      "on_chain_start name _write\n",
      "node :  answer_search event on_chain_end name _write\n",
      "on_chain_end name _write\n",
      "node :  answer_search event on_chain_stream name answer_search\n",
      "on_chain_stream name answer_search\n",
      "node :  answer_search event on_chain_end name answer_search\n",
      "on_chain_end name answer_search\n",
      "on_chain_stream name LangGraph\n",
      "node :  answer_rag event on_chain_start name answer_rag\n",
      "on_chain_start name answer_rag\n",
      "node :  answer_rag event on_chain_start name RunnableSequence\n",
      "on_chain_start name RunnableSequence\n",
      "node :  answer_rag event on_chain_start name RunnableParallel<context,query,language,audience>\n",
      "on_chain_start name RunnableParallel<context,query,language,audience>\n",
      "node :  answer_rag event on_chain_start name RunnableLambda\n",
      "on_chain_start name RunnableLambda\n",
      "node :  answer_rag event on_chain_start name RunnableLambda\n",
      "on_chain_start name RunnableLambda\n",
      "node :  answer_rag event on_chain_start name RunnableLambda\n",
      "on_chain_start name RunnableLambda\n",
      "node :  answer_rag event on_chain_start name RunnableLambda\n",
      "on_chain_start name RunnableLambda\n",
      "node :  answer_rag event on_chain_end name RunnableLambda\n",
      "on_chain_end name RunnableLambda\n",
      "node :  answer_rag event on_chain_end name RunnableLambda\n",
      "on_chain_end name RunnableLambda\n",
      "node :  answer_rag event on_chain_end name RunnableLambda\n",
      "on_chain_end name RunnableLambda\n",
      "node :  answer_rag event on_chain_end name RunnableLambda\n",
      "on_chain_end name RunnableLambda\n",
      "node :  answer_rag event on_chain_end name RunnableParallel<context,query,language,audience>\n",
      "on_chain_end name RunnableParallel<context,query,language,audience>\n",
      "node :  answer_rag event on_prompt_start name ChatPromptTemplate\n",
      "on_prompt_start name ChatPromptTemplate\n",
      "node :  answer_rag event on_prompt_end name ChatPromptTemplate\n",
      "on_prompt_end name ChatPromptTemplate\n",
      "node :  answer_rag event on_chat_model_start name ChatOpenAI\n",
      "on_chat_model_start name ChatOpenAI\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='Cloud', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' formations', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' play', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' a', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' crucial', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' role', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' mod', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='ulating', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Earth', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=\"'s\", id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' radi', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='ative', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' balance', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' They', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' can', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' either', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' reflect', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' incoming', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' solar', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' radiation', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' back', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' to', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' space', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' cooling', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Earth', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' or', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' trap', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' outgoing', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' infrared', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' radiation', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' contributing', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' to', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' warming', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' The', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' representation', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' clouds', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' climate', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' models', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' is', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' essential', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' for', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' accurately', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' sim', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='ulating', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Earth', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=\"'s\", id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' energy', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' balance', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' predicting', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' future', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' climate', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' changes', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.\\n\\n', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='In', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' current', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' climate', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' models', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Effective', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Climate', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Sens', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='itivity', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' (', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='E', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='CS', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=')', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' is', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' a', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' key', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' metric', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' that', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' includes', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' net', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' result', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' model', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=\"'s\", id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' effective', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' radi', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='ative', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' forcing', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' from', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' a', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' doubling', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' CO', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='2', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' sum', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' individual', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' feedback', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='s', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' including', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' cloud', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' feedback', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='s', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' The', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' ECS', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' is', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' influenced', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' by', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' response', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' low', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='-level', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' clouds', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' which', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' are', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' small', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='-scale', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' shallow', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' formations', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' The', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' representation', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' these', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' clouds', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' climate', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' models', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' relies', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' on', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' sub', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='-grid', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='-scale', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' param', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='etr', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='izations', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' which', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' determine', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' how', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' these', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' clouds', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' interact', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' with', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' radiation', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' affect', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Earth', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=\"'s\", id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' energy', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' balance', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.\\n\\n', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='Despite', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' efforts', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' to', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' improve', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' param', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='etr', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='izations', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' model', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' resolution', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' there', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' has', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' been', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' no', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' systematic', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' convergence', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' model', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' estimates', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' ECS', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' The', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' inter', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='-model', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' spread', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' ECS', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' for', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' CM', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='IP', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='6', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' is', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' even', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' larger', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' than', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' for', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' CM', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='IP', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='5', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' indicating', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' ongoing', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' challenges', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' accurately', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' representing', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' cloud', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' formations', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' their', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' impact', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' on', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Earth', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=\"'s\", id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' radi', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='ative', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' balance', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' climate', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' models', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' [', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='Doc', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' ', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='7', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='].', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' \\n\\n', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='Overall', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' while', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' current', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' climate', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' models', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' have', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' made', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' advancements', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' representing', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' physical', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' chemical', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' biological', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' processes', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' including', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' cloud', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' formations', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=',', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' there', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' are', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' still', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' uncertainties', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' challenges', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' accurately', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' capturing', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' complexities', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' of', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' cloud', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' feedback', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='s', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' and', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' their', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' role', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' in', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' mod', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='ulating', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' the', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' Earth', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=\"'s\", id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' radi', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='ative', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content=' balance', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='.', id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_stream name ChatOpenAI\n",
      "on_chat_model_stream name ChatOpenAI\n",
      "{'event': 'on_chat_model_stream', 'name': 'ChatOpenAI', 'run_id': '20c9172d-d75c-4b3e-aefb-2c0bc10705af', 'tags': ['seq:step:3'], 'metadata': {'langgraph_step': 7, 'langgraph_node': 'answer_rag', 'langgraph_triggers': ['branch:answer_search:condition:answer_rag'], 'langgraph_path': ('__pregel_pull', 'answer_rag'), 'langgraph_checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'checkpoint_ns': 'answer_rag:1505754e-cf86-1d9a-1926-fed06891cfd4', 'ls_provider': 'openai', 'ls_model_type': 'chat', 'ls_model_name': 'gpt-3.5-turbo-0125', 'ls_temperature': 0.0, 'ls_max_tokens': 1024}, 'data': {'chunk': AIMessageChunk(content='', response_metadata={'finish_reason': 'stop'}, id='run-20c9172d-d75c-4b3e-aefb-2c0bc10705af')}, 'parent_ids': []}\n",
      "node :  answer_rag event on_chat_model_end name ChatOpenAI\n",
      "on_chat_model_end name ChatOpenAI\n",
      "node :  answer_rag event on_parser_start name StrOutputParser\n",
      "on_parser_start name StrOutputParser\n",
      "node :  answer_rag event on_parser_end name StrOutputParser\n",
      "on_parser_end name StrOutputParser\n",
      "node :  answer_rag event on_chain_end name RunnableSequence\n",
      "on_chain_end name RunnableSequence\n",
      "node :  answer_rag event on_chain_start name _write\n",
      "on_chain_start name _write\n",
      "node :  answer_rag event on_chain_end name _write\n",
      "on_chain_end name _write\n",
      "node :  answer_rag event on_chain_stream name answer_rag\n",
      "on_chain_stream name answer_rag\n",
      "node :  answer_rag event on_chain_end name answer_rag\n",
      "on_chain_end name answer_rag\n",
      "on_chain_stream name LangGraph\n",
      "on_chain_end name LangGraph\n"
     ]
    }
   ],
   "source": [
    "nodes =[]\n",
    "for event in events_list:\n",
    "    # print(\"event\",event[\"event\"],\"name\",event[\"name\"], \"metadata\", event[\"metadata\"])\n",
    "    if \"langgraph_node\" in event[\"metadata\"]:\n",
    "        nodes.append(event[\"metadata\"][\"langgraph_node\"])\n",
    "        \n",
    "        print(\"node : \", event[\"metadata\"][\"langgraph_node\"], \"event\",event[\"event\"],\"name\",event[\"name\"])\n",
    "    print(event[\"event\"],\"name\",event[\"name\"])\n",
    "    if event[\"event\"] == \"on_chat_model_stream\":\n",
    "        print(event)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ff0aac1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['__start__', 'answer_rag', 'answer_search', 'categorize_intent',\n",
       "       'retrieve_documents', 'search', 'transform_query'], dtype='<U18')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1ba9fad4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'event': 'on_chain_start',\n",
       "  'run_id': 'f405c636-8152-4d9f-ad15-f292600e7ae8',\n",
       "  'name': 'LangGraph',\n",
       "  'tags': [],\n",
       "  'metadata': {},\n",
       "  'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
       "    'sources': ['auto'],\n",
       "    'audience': 'expert'}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_chain_start',\n",
       "  'name': '__start__',\n",
       "  'run_id': '3a1114ca-865e-48e5-bb41-74f2eeceacdf',\n",
       "  'tags': ['graph:step:0', 'langsmith:hidden', 'langsmith:hidden'],\n",
       "  'metadata': {'langgraph_step': 0,\n",
       "   'langgraph_node': '__start__',\n",
       "   'langgraph_triggers': ['__start__'],\n",
       "   'langgraph_path': ('__pregel_pull', '__start__'),\n",
       "   'langgraph_checkpoint_ns': '__start__:d7171ff5-c9e3-ff42-6716-523efb4f8ac0'},\n",
       "  'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
       "    'sources': ['auto'],\n",
       "    'audience': 'expert'}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_chain_end',\n",
       "  'name': '__start__',\n",
       "  'run_id': '3a1114ca-865e-48e5-bb41-74f2eeceacdf',\n",
       "  'tags': ['graph:step:0', 'langsmith:hidden', 'langsmith:hidden'],\n",
       "  'metadata': {'langgraph_step': 0,\n",
       "   'langgraph_node': '__start__',\n",
       "   'langgraph_triggers': ['__start__'],\n",
       "   'langgraph_path': ('__pregel_pull', '__start__'),\n",
       "   'langgraph_checkpoint_ns': '__start__:d7171ff5-c9e3-ff42-6716-523efb4f8ac0'},\n",
       "  'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
       "    'sources': ['auto'],\n",
       "    'audience': 'expert'},\n",
       "   'output': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
       "    'sources': ['auto'],\n",
       "    'audience': 'expert'}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_chain_start',\n",
       "  'name': 'categorize_intent',\n",
       "  'run_id': 'c1dbc947-7723-44b6-819b-6df4aeb7fd1a',\n",
       "  'tags': ['graph:step:1'],\n",
       "  'metadata': {'langgraph_step': 1,\n",
       "   'langgraph_node': 'categorize_intent',\n",
       "   'langgraph_triggers': ['start:categorize_intent'],\n",
       "   'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
       "   'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
       "  'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
       "    'audience': 'expert'}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_chain_start',\n",
       "  'name': 'RunnableSequence',\n",
       "  'run_id': '930d6ee8-107a-49e2-a19f-2f848ecda0a9',\n",
       "  'tags': ['seq:step:1'],\n",
       "  'metadata': {'langgraph_step': 1,\n",
       "   'langgraph_node': 'categorize_intent',\n",
       "   'langgraph_triggers': ['start:categorize_intent'],\n",
       "   'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
       "   'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
       "  'data': {'input': {'input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_prompt_start',\n",
       "  'name': 'ChatPromptTemplate',\n",
       "  'run_id': '5df8b6c2-9b25-4dec-9d56-17cd221ec6aa',\n",
       "  'tags': ['seq:step:1'],\n",
       "  'metadata': {'langgraph_step': 1,\n",
       "   'langgraph_node': 'categorize_intent',\n",
       "   'langgraph_triggers': ['start:categorize_intent'],\n",
       "   'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
       "   'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
       "  'data': {'input': {'input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_prompt_end',\n",
       "  'name': 'ChatPromptTemplate',\n",
       "  'run_id': '5df8b6c2-9b25-4dec-9d56-17cd221ec6aa',\n",
       "  'tags': ['seq:step:1'],\n",
       "  'metadata': {'langgraph_step': 1,\n",
       "   'langgraph_node': 'categorize_intent',\n",
       "   'langgraph_triggers': ['start:categorize_intent'],\n",
       "   'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
       "   'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
       "  'data': {'input': {'input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\"},\n",
       "   'output': ChatPromptValue(messages=[SystemMessage(content='You are a helpful assistant, you will analyze, translate and reformulate the user input message using the function provided'), HumanMessage(content=\"input: I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\")])},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_chat_model_start',\n",
       "  'name': 'ChatOpenAI',\n",
       "  'run_id': '90f65514-af42-4c64-b793-43bff670810a',\n",
       "  'tags': ['seq:step:2'],\n",
       "  'metadata': {'langgraph_step': 1,\n",
       "   'langgraph_node': 'categorize_intent',\n",
       "   'langgraph_triggers': ['start:categorize_intent'],\n",
       "   'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
       "   'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'ls_provider': 'openai',\n",
       "   'ls_model_type': 'chat',\n",
       "   'ls_model_name': 'gpt-3.5-turbo-0125',\n",
       "   'ls_temperature': 0.0,\n",
       "   'ls_max_tokens': 1024},\n",
       "  'data': {'input': {'messages': [[SystemMessage(content='You are a helpful assistant, you will analyze, translate and reformulate the user input message using the function provided'),\n",
       "      HumanMessage(content=\"input: I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\")]]}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_chat_model_end',\n",
       "  'name': 'ChatOpenAI',\n",
       "  'run_id': '90f65514-af42-4c64-b793-43bff670810a',\n",
       "  'tags': ['seq:step:2'],\n",
       "  'metadata': {'langgraph_step': 1,\n",
       "   'langgraph_node': 'categorize_intent',\n",
       "   'langgraph_triggers': ['start:categorize_intent'],\n",
       "   'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
       "   'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'ls_provider': 'openai',\n",
       "   'ls_model_type': 'chat',\n",
       "   'ls_model_name': 'gpt-3.5-turbo-0125',\n",
       "   'ls_temperature': 0.0,\n",
       "   'ls_max_tokens': 1024},\n",
       "  'data': {'input': {'messages': [[SystemMessage(content='You are a helpful assistant, you will analyze, translate and reformulate the user input message using the function provided'),\n",
       "      HumanMessage(content=\"input: I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\")]]},\n",
       "   'output': {'generations': [[{'text': '',\n",
       "       'generation_info': {'finish_reason': 'stop'},\n",
       "       'type': 'ChatGeneration',\n",
       "       'message': AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\"intent\":\"search\"}', 'name': 'IntentCategorizer'}}, response_metadata={'finish_reason': 'stop'}, id='run-90f65514-af42-4c64-b793-43bff670810a')}]],\n",
       "    'llm_output': None,\n",
       "    'run': None}},\n",
       "  'parent_ids': []},\n",
       " {'event': 'on_parser_start',\n",
       "  'name': 'JsonOutputFunctionsParser',\n",
       "  'run_id': 'b411b4d6-df67-48a5-8645-f18bb1295fc0',\n",
       "  'tags': ['seq:step:3'],\n",
       "  'metadata': {'langgraph_step': 1,\n",
       "   'langgraph_node': 'categorize_intent',\n",
       "   'langgraph_triggers': ['start:categorize_intent'],\n",
       "   'langgraph_path': ('__pregel_pull', 'categorize_intent'),\n",
       "   'langgraph_checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864',\n",
       "   'checkpoint_ns': 'categorize_intent:e59da5fd-192c-44d7-ed6e-40297a9a1864'},\n",
       "  'data': {'input': AIMessage(content='', additional_kwargs={'function_call': {'arguments': '{\"intent\":\"search\"}', 'name': 'IntentCategorizer'}}, response_metadata={'finish_reason': 'stop'}, id='run-90f65514-af42-4c64-b793-43bff670810a')},\n",
       "  'parent_ids': []}]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events_list[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "33f1d95b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'event': 'on_chain_start',\n",
       " 'run_id': 'f405c636-8152-4d9f-ad15-f292600e7ae8',\n",
       " 'name': 'LangGraph',\n",
       " 'tags': [],\n",
       " 'metadata': {},\n",
       " 'data': {'input': {'user_input': \"I am not really sure what you mean. What role do cloud formations play in modulating the Earth's radiative balance, and how are they represented in current climate models?\",\n",
       "   'sources': ['auto'],\n",
       "   'audience': 'expert'}},\n",
       " 'parent_ids': []}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "events_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "339ee1cb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'on_chain_end',\n",
       " 'on_chain_start',\n",
       " 'on_chain_stream',\n",
       " 'on_chat_model_end',\n",
       " 'on_chat_model_start',\n",
       " 'on_parser_end',\n",
       " 'on_parser_start',\n",
       " 'on_prompt_end',\n",
       " 'on_prompt_start',\n",
       " 'on_retriever_end',\n",
       " 'on_retriever_start'}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set([event[\"event\"] for event in events_list])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "743649a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "events_list"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "climateqa",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}