streaming.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Streaming\n",
    "This notebook covers functionality related to streaming.\n",
    "\n",
    "For more information, see:\n",
    "\n",
    "- [Streaming with LCEL](https://js.langchain.com/docs/expression_language/interface#stream)\n",
    "- [Streaming for Agents](https://js.langchain.com/docs/modules/agents/how_to/streaming)\n",
    "\n",
    "## Basic Streaming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import { ChatOpenAI } from \"@langchain/openai\";\n",
    "import { ChatPromptTemplate } from \"@langchain/core/prompts\";\n",
    "import { StringOutputParser } from \"@langchain/core/output_parsers\";"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "const prompt = ChatPromptTemplate.fromTemplate(\"Tell me a joke about {topic}\");\n",
    "const model = new ChatOpenAI({\n",
    "  modelName: \"gpt-3.5-turbo\",\n",
    "  temperature: 0,\n",
    "});\n",
    "const parser = new StringOutputParser();\n",
    "const chain = prompt.pipe(model).pipe(parser);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Why\n",
      " don\n",
      "'t\n",
      " bears\n",
      " wear\n",
      " shoes\n",
      "?\n",
      "\n",
      "\n",
      "Because\n",
      " they\n",
      " have\n",
      " bear\n",
      " feet\n",
      "!\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for await (const step of await chain.stream({\n",
    "  topic: \"bears\",\n",
    "})) {\n",
    "  console.log(step);\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Streaming with RunnableParallel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import { RunnableParallel } from \"@langchain/core/runnables\";\n",
    "\n",
    "const prompt = ChatPromptTemplate.fromTemplate(\"Tell me a joke about {topic}\");\n",
    "const model = new ChatOpenAI({\n",
    "  modelName: \"gpt-3.5-turbo\",\n",
    "  temperature: 0,\n",
    "});\n",
    "const parser = new StringOutputParser();\n",
    "const chain1 = prompt.pipe(model).pipe(parser);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "const prompt = ChatPromptTemplate.fromTemplate(\"Write me a poem about {topic}\");\n",
    "const model = new ChatOpenAI({\n",
    "  modelName: \"gpt-3.5-turbo\",\n",
    "  temperature: 0,\n",
    "});\n",
    "const parser = new StringOutputParser();\n",
    "const chain2 = prompt.pipe(model).pipe(parser);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{ poem: \"\" }\n",
      "{ poem: \"In\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" heart\" }\n",
      "{ poem: \" of\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" wild\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" where\" }\n",
      "{ poem: \" nature\" }\n",
      "{ joke: \"\" }\n",
      "{ joke: \"Why\" }\n",
      "{ joke: \" don\" }\n",
      "{ joke: \"'t\" }\n",
      "{ joke: \" bears\" }\n",
      "{ joke: \" wear\" }\n",
      "{ joke: \" shoes\" }\n",
      "{ poem: \" thr\" }\n",
      "{ poem: \"ives\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Ro\" }\n",
      "{ poem: \"ams\" }\n",
      "{ poem: \" a\" }\n",
      "{ joke: \"?\\n\\n\" }\n",
      "{ joke: \"Because\" }\n",
      "{ joke: \" they\" }\n",
      "{ joke: \" have\" }\n",
      "{ joke: \" bear\" }\n",
      "{ joke: \" feet\" }\n",
      "{ joke: \"!\" }\n",
      "{ joke: \"\" }\n",
      "{ poem: \" majestic\" }\n",
      "{ poem: \" creature\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" with\" }\n",
      "{ poem: \" strength\" }\n",
      "{ poem: \" and\" }\n",
      "{ poem: \" drive\" }\n",
      "{ poem: \".\\n\" }\n",
      "{ poem: \"With\" }\n",
      "{ poem: \" fur\" }\n",
      "{ poem: \" of\" }\n",
      "{ poem: \" gold\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" or\" }\n",
      "{ poem: \" black\" }\n",
      "{ poem: \" as\" }\n",
      "{ poem: \" night\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"B\" }\n",
      "{ poem: \"ears\" }\n",
      "{ poem: \" command\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" forest\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" their\" }\n",
      "{ poem: \" realm\" }\n",
      "{ poem: \" of\" }\n",
      "{ poem: \" might\" }\n",
      "{ poem: \".\\n\\n\" }\n",
      "{ poem: \"In\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" depths\" }\n",
      "{ poem: \" of\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" woods\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" where\" }\n",
      "{ poem: \" secrets\" }\n",
      "{ poem: \" hide\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"A\" }\n",
      "{ poem: \" bear\" }\n",
      "{ poem: \"'s\" }\n",
      "{ poem: \" presence\" }\n",
      "{ poem: \" is\" }\n",
      "{ poem: \" felt\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" a\" }\n",
      "{ poem: \" force\" }\n",
      "{ poem: \" to\" }\n",
      "{ poem: \" abide\" }\n",
      "{ poem: \".\\n\" }\n",
      "{ poem: \"With\" }\n",
      "{ poem: \" p\" }\n",
      "{ poem: \"aws\" }\n",
      "{ poem: \" like\" }\n",
      "{ poem: \" thunder\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" they\" }\n",
      "{ poem: \" tread\" }\n",
      "{ poem: \" with\" }\n",
      "{ poem: \" grace\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Navig\" }\n",
      "{ poem: \"ating\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" wilderness\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" leaving\" }\n",
      "{ poem: \" no\" }\n",
      "{ poem: \" trace\" }\n",
      "{ poem: \".\\n\\n\" }\n",
      "{ poem: \"Their\" }\n",
      "{ poem: \" eyes\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" like\" }\n",
      "{ poem: \" amber\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" hold\" }\n",
      "{ poem: \" ancient\" }\n",
      "{ poem: \" tales\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Of\" }\n",
      "{ poem: \" wisdom\" }\n",
      "{ poem: \" and\" }\n",
      "{ poem: \" courage\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" as\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" wind\" }\n",
      "{ poem: \" w\" }\n",
      "{ poem: \"ails\" }\n",
      "{ poem: \".\\n\" }\n",
      "{ poem: \"They\" }\n",
      "{ poem: \" roam\" }\n",
      "{ poem: \" through\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" seasons\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" in\" }\n",
      "{ poem: \" search\" }\n",
      "{ poem: \" of\" }\n",
      "{ poem: \" prey\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Yet\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" gentle\" }\n",
      "{ poem: \" they\" }\n",
      "{ poem: \" are\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" in\" }\n",
      "{ poem: \" their\" }\n",
      "{ poem: \" own\" }\n",
      "{ poem: \" special\" }\n",
      "{ poem: \" way\" }\n",
      "{ poem: \".\\n\\n\" }\n",
      "{ poem: \"In\" }\n",
      "{ poem: \" winter\" }\n",
      "{ poem: \"'s\" }\n",
      "{ poem: \" embrace\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" they\" }\n",
      "{ poem: \" find\" }\n",
      "{ poem: \" their\" }\n",
      "{ poem: \" den\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"A\" }\n",
      "{ poem: \" sanctuary\" }\n",
      "{ poem: \" of\" }\n",
      "{ poem: \" warmth\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" where\" }\n",
      "{ poem: \" dreams\" }\n",
      "{ poem: \" begin\" }\n",
      "{ poem: \".\\n\" }\n",
      "{ poem: \"H\" }\n",
      "{ poem: \"ibern\" }\n",
      "{ poem: \"ating\" }\n",
      "{ poem: \" peacefully\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" in\" }\n",
      "{ poem: \" sl\" }\n",
      "{ poem: \"umber\" }\n",
      "{ poem: \"'s\" }\n",
      "{ poem: \" embrace\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Await\" }\n",
      "{ poem: \"ing\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" dawn\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" with\" }\n",
      "{ poem: \" a\" }\n",
      "{ poem: \" patient\" }\n",
      "{ poem: \" grace\" }\n",
      "{ poem: \".\\n\\n\" }\n",
      "{ poem: \"From\" }\n",
      "{ poem: \" c\" }\n",
      "{ poem: \"ubs\" }\n",
      "{ poem: \" to\" }\n",
      "{ poem: \" adults\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" they\" }\n",
      "{ poem: \" learn\" }\n",
      "{ poem: \" life\" }\n",
      "{ poem: \"'s\" }\n",
      "{ poem: \" dance\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Guid\" }\n",
      "{ poem: \"ed\" }\n",
      "{ poem: \" by\" }\n",
      "{ poem: \" mothers\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" who\" }\n",
      "{ poem: \" offer\" }\n",
      "{ poem: \" a\" }\n",
      "{ poem: \" chance\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"To\" }\n",
      "{ poem: \" grow\" }\n",
      "{ poem: \" and\" }\n",
      "{ poem: \" explore\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" in\" }\n",
      "{ poem: \" this\" }\n",
      "{ poem: \" vast\" }\n",
      "{ poem: \" domain\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"To\" }\n",
      "{ poem: \" become\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" guardians\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" who\" }\n",
      "{ poem: \" shall\" }\n",
      "{ poem: \" remain\" }\n",
      "{ poem: \".\\n\\n\" }\n",
      "{ poem: \"B\" }\n",
      "{ poem: \"ears\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" guardians\" }\n",
      "{ poem: \" of\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" wild\" }\n",
      "{ poem: \" and\" }\n",
      "{ poem: \" free\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Symbol\" }\n",
      "{ poem: \"ize\" }\n",
      "{ poem: \" strength\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" in\" }\n",
      "{ poem: \" their\" }\n",
      "{ poem: \" every\" }\n",
      "{ poem: \" decree\" }\n",
      "{ poem: \".\\n\" }\n",
      "{ poem: \"They\" }\n",
      "{ poem: \" teach\" }\n",
      "{ poem: \" us\" }\n",
      "{ poem: \" to\" }\n",
      "{ poem: \" be\" }\n",
      "{ poem: \" resilient\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" to\" }\n",
      "{ poem: \" stand\" }\n",
      "{ poem: \" tall\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"To\" }\n",
      "{ poem: \" protect\" }\n",
      "{ poem: \" our\" }\n",
      "{ poem: \" world\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" for\" }\n",
      "{ poem: \" one\" }\n",
      "{ poem: \" and\" }\n",
      "{ poem: \" all\" }\n",
      "{ poem: \".\\n\\n\" }\n",
      "{ poem: \"So\" }\n",
      "{ poem: \" let\" }\n",
      "{ poem: \" us\" }\n",
      "{ poem: \" honor\" }\n",
      "{ poem: \" these\" }\n",
      "{ poem: \" creatures\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" so\" }\n",
      "{ poem: \" rare\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"With\" }\n",
      "{ poem: \" reverence\" }\n",
      "{ poem: \" and\" }\n",
      "{ poem: \" awe\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" let\" }\n",
      "{ poem: \"'s\" }\n",
      "{ poem: \" show\" }\n",
      "{ poem: \" we\" }\n",
      "{ poem: \" care\" }\n",
      "{ poem: \".\\n\" }\n",
      "{ poem: \"For\" }\n",
      "{ poem: \" in\" }\n",
      "{ poem: \" their\" }\n",
      "{ poem: \" existence\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" we\" }\n",
      "{ poem: \" find\" }\n",
      "{ poem: \" a\" }\n",
      "{ poem: \" reflection\" }\n",
      "{ poem: \",\\n\" }\n",
      "{ poem: \"Of\" }\n",
      "{ poem: \" the\" }\n",
      "{ poem: \" beauty\" }\n",
      "{ poem: \" and\" }\n",
      "{ poem: \" power\" }\n",
      "{ poem: \",\" }\n",
      "{ poem: \" in\" }\n",
      "{ poem: \" nature\" }\n",
      "{ poem: \"'s\" }\n",
      "{ poem: \" perfection\" }\n",
      "{ poem: \".\" }\n",
      "{ poem: \"\" }\n"
     ]
    }
   ],
   "source": [
    "const parallelChain = new RunnableParallel({\n",
    "  steps: {\n",
    "    joke: chain1,\n",
    "    poem: chain2\n",
    "  }\n",
    "});\n",
    "\n",
    "for await (const step of await parallelChain.stream({\n",
    "  topic: \"bears\",\n",
    "})) {\n",
    "  console.log(step);\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{ poem: \"\" }\n",
      "{ poem: \"\", joke: \"\" }\n",
      "{ poem: \"\", joke: \"Why\" }\n",
      "{ poem: \"\", joke: \"Why don\" }\n",
      "{ poem: \"\", joke: \"Why don't\" }\n",
      "{ poem: \"In\", joke: \"Why don't\" }\n",
      "{ poem: \"In\", joke: \"Why don't bears\" }\n",
      "{ poem: \"In the\", joke: \"Why don't bears\" }\n",
      "{ poem: \"In the\", joke: \"Why don't bears wear\" }\n",
      "{ poem: \"In the heart\", joke: \"Why don't bears wear\" }\n",
      "{ poem: \"In the heart\", joke: \"Why don't bears wear shoes\" }\n",
      "{ poem: \"In the heart of\", joke: \"Why don't bears wear shoes\" }\n",
      "{ poem: \"In the heart of the\", joke: \"Why don't bears wear shoes\" }\n",
      "{\n",
      "  poem: \"In the heart of the wild\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild,\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thr\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRo\",\n",
      "  joke: \"Why don't bears wear shoes\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRo\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\n\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRo\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRo\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic creature\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\nRoams a majestic creature,\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\",\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 4 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 8 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 11 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 16 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 17 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 260 more characters,\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 272 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 277 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 282 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 283 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 288 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 294 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 295 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 300 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 308 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 314 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 316 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 318 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 325 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 329 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 337 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 338 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 341 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 345 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 350 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 352 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 356 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 358 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 362 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 367 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 375 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 713 more characters,\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 715 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 975 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 988 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1004 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1005 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1008 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1013 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1015 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1019 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1029 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1033 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1037 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
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      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1049 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1052 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1057 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
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      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1059 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1062 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1065 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1071 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1081 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1082 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1085 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1090 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1092 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1103 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1105 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1107 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1111 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1118 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1122 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1128 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1129 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1132 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1139 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1141 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1152 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1153 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n",
      "{\n",
      "  poem: \"In the heart of the wild, where nature thrives,\\n\" +\n",
      "    \"Roams a majestic creature, with strength and drive.\\n\"... 1153 more characters,\n",
      "  joke: \"Why don't bears wear shoes?\\n\\nBecause they have bear feet!\"\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "let result = {};\n",
    "for await (const step of await parallelChain.stream({\n",
    "  topic: \"bears\",\n",
    "})) {\n",
    "  for (const [k, v] of Object.entries(step)) {\n",
    "    result[k] = result[k] || \"\";\n",
    "    result[k] += v;\n",
    "  }\n",
    "  console.log(result);\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stream Log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "        streamed_output: [],\n",
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      "        logs: {}\n",
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      "}\n",
      "RunLogPatch {\n",
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      "        start_time: \"2024-01-08T20:55:49.927Z\",\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
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      "        name: \"RunnableMap\",\n",
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      "        metadata: {},\n",
      "        start_time: \"2024-01-08T20:55:50.050Z\",\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
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      "        name: \"RunnableLambda\",\n",
      "        type: \"chain\",\n",
      "        tags: [ \"map:key:context\" ],\n",
      "        metadata: {},\n",
      "        start_time: \"2024-01-08T20:55:50.164Z\",\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
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      "      path: \"/logs/RunnableLambda/final_output\",\n",
      "      value: {\n",
      "        output: \"We often use this for a couple of reasons:\\n\" +\n",
      "          \"To assess subjective qualities that automatic evaluators \"... 11370 more characters\n",
      "      }\n",
      "    },\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/RunnableLambda/end_time\",\n",
      "      value: \"2024-01-08T20:55:51.848Z\"\n",
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      "}\n",
      "RunLogPatch {\n",
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      "      path: \"/logs/RunnableMap/final_output\",\n",
      "      value: {\n",
      "        context: \"We often use this for a couple of reasons:\\n\" +\n",
      "          \"To assess subjective qualities that automatic evaluators \"... 11370 more characters\n",
      "      }\n",
      "    },\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/RunnableMap/end_time\",\n",
      "      value: \"2024-01-08T20:55:51.996Z\"\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
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      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/passthrough/final_output\",\n",
      "      value: {\n",
      "        question: \"what is langsmith\",\n",
      "        context: \"We often use this for a couple of reasons:\\n\" +\n",
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      "      }\n",
      "    },\n",
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      "}\n",
      "RunLogPatch {\n",
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      "}\n",
      "RunLogPatch {\n",
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      "        id: \"c7820c66-771d-4fce-9052-541b0cb062f5\",\n",
      "        name: \"ChatPromptTemplate\",\n",
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      "        metadata: {},\n",
      "        start_time: \"2024-01-08T20:55:52.443Z\",\n",
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      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "      op: \"add\",\n",
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      "      value: ChatPromptValue {\n",
      "        lc_serializable: true,\n",
      "        lc_kwargs: { messages: [Array] },\n",
      "        lc_namespace: [ \"langchain_core\", \"prompt_values\" ],\n",
      "        messages: [ [HumanMessage] ]\n",
      "      }\n",
      "    },\n",
      "    {\n",
      "      op: \"add\",\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
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      "      op: \"add\",\n",
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      "        id: \"5568aec2-187a-423e-8836-992c3c53a97e\",\n",
      "        name: \"ChatOpenAI\",\n",
      "        type: \"llm\",\n",
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      "        metadata: {},\n",
      "        start_time: \"2024-01-08T20:55:52.679Z\",\n",
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      "      }\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "        name: \"StrOutputParser\",\n",
      "        type: \"parser\",\n",
      "        tags: [ \"seq:step:3\" ],\n",
      "        metadata: {},\n",
      "        start_time: \"2024-01-08T20:55:53.553Z\",\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "}\n",
      "RunLogPatch {\n",
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      "}\n",
      "RunLogPatch {\n",
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      "      value: \"Lang\"\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "}\n",
      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "      path: \"/logs/ChatOpenAI/streamed_output_str/-\",\n",
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      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" tools\" } ]\n",
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      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" to\" } ]\n",
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      "RunLogPatch {\n",
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      "  ]\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" assist\" } ]\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" developers\" } ]\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" in\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" building\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "      op: \"add\",\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" and\" } ]\n",
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      "RunLogPatch {\n",
      "  ops: [\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" deploying\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "      op: \"add\",\n",
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      "      value: \" deploying\"\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" L\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/streamed_output_str/-\",\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"LM\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/streamed_output_str/-\",\n",
      "      value: \"LM\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" applications\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/streamed_output_str/-\",\n",
      "      value: \" applications\"\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \".\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/streamed_output_str/-\",\n",
      "      value: \".\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/streamed_output_str/-\",\n",
      "      value: \"\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/final_output\",\n",
      "      value: { generations: [ [Array] ] }\n",
      "    },\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/end_time\",\n",
      "      value: \"2024-01-08T20:55:54.773Z\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/StrOutputParser/final_output\",\n",
      "      value: {\n",
      "        output: \"LangSmith is a platform that offers features for debugging, testing, evaluating, and monitoring Lang\"... 365 more characters\n",
      "      }\n",
      "    },\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/StrOutputParser/end_time\",\n",
      "      value: \"2024-01-08T20:55:54.992Z\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/RunnableSequence/final_output\",\n",
      "      value: {\n",
      "        output: \"LangSmith is a platform that offers features for debugging, testing, evaluating, and monitoring Lang\"... 365 more characters\n",
      "      }\n",
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      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/RunnableSequence/end_time\",\n",
      "      value: \"2024-01-08T20:55:55.094Z\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"replace\",\n",
      "      path: \"/final_output\",\n",
      "      value: {\n",
      "        output: \"LangSmith is a platform that offers features for debugging, testing, evaluating, and monitoring Lang\"... 365 more characters\n",
      "      }\n",
      "    }\n",
      "  ]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "import { TavilySearchAPIRetriever } from \"@langchain/community/retrievers/tavily_search_api\";\n",
    "import { formatDocumentsAsString } from \"langchain/util/document\";\n",
    "import { RunnablePassthrough } from \"@langchain/core/runnables\";\n",
    "\n",
    "const retriever = new TavilySearchAPIRetriever();\n",
    "\n",
    "const prompt = ChatPromptTemplate.fromTemplate(`Answer the question based only on the context provided:\n",
    "\n",
    "Context: {context}\n",
    "\n",
    "Question: {question}`);\n",
    "\n",
    "const question = \"what is langsmith\"\n",
    "\n",
    "const chain = prompt.pipe(model).pipe(parser);\n",
    "\n",
    "const retrievalChain = RunnablePassthrough.assign({\n",
    "  context: async (i: { question: string }) =>\n",
    "  formatDocumentsAsString(await retriever.withConfig({ runName: \"Docs\" }).invoke(question))\n",
    "}).withConfig({ runName: \"passthrough\" }).pipe(chain);\n",
    "\n",
    "for await (const step of await retrievalChain.streamLog({\n",
    "  question,\n",
    "})) {\n",
    "  console.log(step);\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"replace\",\n",
      "      path: \"\",\n",
      "      value: {\n",
      "        id: \"dda1bfc6-a13d-4a1c-8735-ebae341a4959\",\n",
      "        streamed_output: [],\n",
      "        final_output: undefined,\n",
      "        logs: {}\n",
      "      }\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"Lang\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"Smith\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" is\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" a\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" platform\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" that\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" offers\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" features\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" for\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" debugging\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \",\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" testing\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \",\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" evaluating\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \",\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" and\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" monitoring\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" Language\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" Learning\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" Models\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" (\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"LL\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"Ms\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \")\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" applications\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \".\" } ]\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" It\" } ]\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" provides\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" visibility\" } ]\n",
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      "RunLogPatch {\n",
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      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" model\" } ]\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" inputs\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" and\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" outputs\" } ]\n",
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      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \",\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" allows\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" for\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" dataset\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" creation\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" and\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" testing\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \",\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" and\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" incorporates\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" user\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" feedback\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" to\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" improve\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" applications\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \".\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" It\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" also\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" offers\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" a\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" unified\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" platform\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" for\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" managing\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" L\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"LM\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" workflows\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" and\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" provides\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" tools\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" for\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" tracing\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" and\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" evaluating\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" complex\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" agent\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" prompt\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \" chains\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \".\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [ { op: \"add\", path: \"/streamed_output/-\", value: \"\" } ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"replace\",\n",
      "      path: \"/final_output\",\n",
      "      value: {\n",
      "        output: \"LangSmith is a platform that offers features for debugging, testing, evaluating, and monitoring Lang\"... 328 more characters\n",
      "      }\n",
      "    }\n",
      "  ]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "for await (const step of await retrievalChain.streamLog(\n",
    "  {\n",
    "    question,\n",
    "  },\n",
    "  {},\n",
    "  {\n",
    "    includeNames: [\"Docs\"]\n",
    "  }\n",
    ")) {\n",
    "  console.log(step);\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Agents\n",
    "\n",
    "### Stream Actions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import { pull } from \"langchain/hub\";\n",
    "import { createOpenAIFunctionsAgent, AgentExecutor } from \"langchain/agents\";\n",
    "import { ChatOpenAI } from \"@langchain/openai\";\n",
    "import { TavilySearchResults } from \"@langchain/community/tools/tavily_search\";\n",
    "\n",
    "// Get the prompt to use - you can modify this!\n",
    "const prompt = await pull<ChatPromptTemplate>(\"hwchase17/openai-functions-agent\");\n",
    "\n",
    "const search = new TavilySearchResults();\n",
    "const tools = [search];\n",
    "\n",
    "const llm = new ChatOpenAI({\n",
    "  modelName: \"gpt-3.5-turbo\",\n",
    "  temperature: 0,\n",
    "});\n",
    "\n",
    "const agent = await createOpenAIFunctionsAgent({\n",
    "  llm,\n",
    "  tools,\n",
    "  prompt,\n",
    "});\n",
    "const agentExecutor = new AgentExecutor({ agent, tools });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "  intermediateSteps: [\n",
      "    {\n",
      "      action: {\n",
      "        tool: \"tavily_search_results_json\",\n",
      "        toolInput: { input: \"weather in San Francisco\" },\n",
      "        log: 'Invoking \"tavily_search_results_json\" with {\\n' +\n",
      "          '  \"input\": \"weather in San Francisco\"\\n' +\n",
      "          \"}\\n\",\n",
      "        messageLog: [ [AIMessage] ]\n",
      "      },\n",
      "      observation: '[{\"title\":\"Weather in San Francisco in January 2024\",\"url\":\"https://world-weather.info/forecast/usa/'... 2004 more characters\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "---------\n",
      "{\n",
      "  intermediateSteps: [\n",
      "    {\n",
      "      action: {\n",
      "        tool: \"tavily_search_results_json\",\n",
      "        toolInput: { input: \"weather in Los Angeles\" },\n",
      "        log: 'Invoking \"tavily_search_results_json\" with {\\n' +\n",
      "          '  \"input\": \"weather in Los Angeles\"\\n' +\n",
      "          \"}\\n\",\n",
      "        messageLog: [ [AIMessage] ]\n",
      "      },\n",
      "      observation: '[{\"title\":\"Weather for Los Angeles | People°s Weather\",\"url\":\"https://www.peoplesweather.com/weather'... 2355 more characters\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "---------\n",
      "{\n",
      "  output: \"The weather in San Francisco today is around 9°C with mostly cloudy skies. The temperature in Los An\"... 60 more characters\n",
      "}\n",
      "---------\n"
     ]
    }
   ],
   "source": [
    "for await (const chunk of await agentExecutor.stream({\n",
    "  input: \"what is the weather in SF and then LA\"\n",
    "})) {\n",
    "  console.log(chunk);\n",
    "  console.log(\"---------\")\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Stream Tokens"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "const llm = new ChatOpenAI({\n",
    "  modelName: \"gpt-3.5-turbo\",\n",
    "  temperature: 0,\n",
    "  streaming: true,\n",
    "});\n",
    "const agent = await createOpenAIFunctionsAgent({\n",
    "  llm,\n",
    "  tools,\n",
    "  prompt,\n",
    "});\n",
    "const agentExecutor = new AgentExecutor({ agent, tools });"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "        streamed_output: [],\n",
      "        final_output: undefined,\n",
      "        logs: {}\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "        metadata: {},\n",
      "        start_time: \"2024-01-08T20:56:13.050Z\",\n",
      "        streamed_output_str: [],\n",
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      "      }\n",
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      "}\n",
      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "}\n",
      "RunLogPatch {\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "      op: \"add\",\n",
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      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI/final_output\",\n",
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      "        llmOutput: { estimatedTokenUsage: [Object] }\n",
      "      }\n",
      "    },\n",
      "    {\n",
      "      op: \"add\",\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "      op: \"add\",\n",
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      "RunLogPatch {\n",
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      "      op: \"add\",\n",
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      "  ]\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
      "  ops: [\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "}\n",
      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
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      "RunLogPatch {\n",
      "  ops: [\n",
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      "RunLogPatch {\n",
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      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \" Al\"\n",
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      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \"man\"\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \"ac\"\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \".com\"\n",
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      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \",\"\n",
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      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
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      "      value: \" Peoples\"\n",
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      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \"Weather\"\n",
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      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \".com\"\n",
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      "RunLogPatch {\n",
      "  ops: [\n",
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      "      value: \",\"\n",
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      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
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      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \" Yahoo\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \" News\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \",\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \" Weather\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \"Tab\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \".com\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \",\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \" or\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \" World\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \"-\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \"Weather\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \".info\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \".\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/streamed_output_str/-\",\n",
      "      value: \"\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/final_output\",\n",
      "      value: {\n",
      "        generations: [ [Array] ],\n",
      "        llmOutput: { estimatedTokenUsage: [Object] }\n",
      "      }\n",
      "    },\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/logs/ChatOpenAI:2/end_time\",\n",
      "      value: \"2024-01-08T20:56:20.355Z\"\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"replace\",\n",
      "      path: \"/final_output\",\n",
      "      value: {\n",
      "        output: \"The weather in San Francisco is currently not specified in the search results. However, you can chec\"... 152 more characters\n",
      "      }\n",
      "    }\n",
      "  ]\n",
      "}\n",
      "RunLogPatch {\n",
      "  ops: [\n",
      "    {\n",
      "      op: \"add\",\n",
      "      path: \"/streamed_output/-\",\n",
      "      value: {\n",
      "        output: \"The weather in San Francisco is currently not specified in the search results. However, you can chec\"... 152 more characters\n",
      "      }\n",
      "    }\n",
      "  ]\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "for await (const step of await agentExecutor.streamLog(\n",
    "  {\n",
    "    input: \"what is the weather in SF\"\n",
    "  },\n",
    "  {},\n",
    "  {\n",
    "    includeNames: [\"ChatOpenAI\"]\n",
    "  }\n",
    ")) {\n",
    "  console.log(step);\n",
    "}"
   ]
  }
 ],
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