routebetweenQueryEngines.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "import sys\n",
    "import os\n",
    "\n",
    "logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n",
    "logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['NUMEXPR_MAX_THREADS'] = '4'\n",
    "os.environ['NUMEXPR_NUM_THREADS'] = '2'\n",
    "import numexpr as ne"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"OPENAI_API_KEY\"] = \"sk-xxx\"\n",
    "import openai\n",
    "openai.api_key = \"sk-xxx\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index import VectorStoreIndex, SimpleDirectoryReader\n",
    "andrew_gina_docs = SimpleDirectoryReader(input_files=[\"./assets/AndrewHuberman/sleep/115_Dr_Gina_Poe_Use_Sleep_to_Enhance_Learning_Memory_&_Emotional_State_Huberman_Lab_Podcast.txt\"], filename_as_id=True).load_data()\n",
    "vector_index = VectorStoreIndex.from_documents(andrew_gina_docs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "vector_engine = vector_index.as_chat_engine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index import ListIndex, ServiceContext\n",
    "\n",
    "service_context = ServiceContext.from_defaults(chunk_size=1024)\n",
    "nodes = service_context.node_parser.get_nodes_from_documents(andrew_gina_docs)\n",
    "list_index = ListIndex(nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_query_engine = list_index.as_query_engine(\n",
    "    response_mode = \"tree_summarize\", use_async = True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.tools.query_engine import QueryEngineTool\n",
    "\n",
    "list_tool = QueryEngineTool.from_defaults(\n",
    "    query_engine = list_query_engine,\n",
    "    description=\"Useful for summarisation of the podcast about sleep and memory with dr. Gina Poe\"\n",
    ")\n",
    "vector_tool = QueryEngineTool.from_defaults(\n",
    "    query_engine=vector_engine,\n",
    "    description=\"Useful fro retrieving of specific content about sleep and memory in the podcast topic\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.selectors.pydantic_selectors import PydanticSingleSelector\n",
    "from llama_index.query_engine.router_query_engine import RouterQueryEngine\n",
    "\n",
    "query_engine = RouterQueryEngine(\n",
    "    selector=PydanticSingleSelector.from_defaults(),\n",
    "    query_engine_tools=[\n",
    "        list_tool,\n",
    "        vector_tool\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "from llama_index.selectors.llm_selectors import LLMSingleSelector\n",
    "\n",
    "query_engine = RouterQueryEngine(\n",
    "    selector=LLMSingleSelector.from_defaults(),\n",
    "    query_engine_tools=[\n",
    "        list_tool,\n",
    "        vector_tool\n",
    "    ] \n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "openai.log = \"none\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:llama_index.query_engine.router_query_engine:Selecting query engine 0: Useful for summarisation of the podcast about sleep and memory with dr. Gina Poe.\n",
      "Selecting query engine 0: Useful for summarisation of the podcast about sleep and memory with dr. Gina Poe.\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=4733 request_id=5f6f6bc8b6a343747ba76c35c6ae7ef0 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=4733 request_id=5f6f6bc8b6a343747ba76c35c6ae7ef0 response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5057 request_id=844ababe245e7c2a515898e390f04d08 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5057 request_id=844ababe245e7c2a515898e390f04d08 response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5201 request_id=6bc4a65debad47c73b1a288c5508c2be response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5201 request_id=6bc4a65debad47c73b1a288c5508c2be response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5537 request_id=11a40482d5282fc79b0d312af44cd0b7 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5537 request_id=11a40482d5282fc79b0d312af44cd0b7 response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5515 request_id=bec6fd166bd2aee06746c4d8ce61d350 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5515 request_id=bec6fd166bd2aee06746c4d8ce61d350 response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5463 request_id=9830c2af49d4cb36c4b5e81a65295353 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=5463 request_id=9830c2af49d4cb36c4b5e81a65295353 response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=6060 request_id=b0dec13b8e66ff1b426afdf79af48833 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=6060 request_id=b0dec13b8e66ff1b426afdf79af48833 response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=6065 request_id=f043e14264ff008d10abc3631a783c20 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=6065 request_id=f043e14264ff008d10abc3631a783c20 response_code=200\n",
      "INFO:openai:message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=6793 request_id=84be5132941153b156fcaba716b20623 response_code=200\n",
      "message='OpenAI API response' path=https://api.openai.com/v1/chat/completions processing_ms=6793 request_id=84be5132941153b156fcaba716b20623 response_code=200\n",
      "Final Response: The Andrew Huberman podcast with Dr. Gina Poe covers\n",
      "various topics related to sleep and its impact on learning, memory,\n",
      "mental health, and physical health. They discuss the different stages\n",
      "of sleep, including REM sleep and slow wave sleep, and how they\n",
      "contribute to memory processing and consolidation. Dr. Poe also\n",
      "explores the relationship between sleep and trauma, highlighting the\n",
      "role of norepinephrine and the Locus Ceruleus in the weakening of\n",
      "traumatic memories during REM sleep. They touch on the importance of\n",
      "consistent bedtimes, the impact of alcohol on sleep, and the use of\n",
      "sleep trackers. Additionally, they discuss the role of sleep spindles\n",
      "and pgo waves in creativity and learning, as well as the potential\n",
      "benefits of lucid dreaming. The podcast provides actionable steps to\n",
      "improve sleep health and overall well-being.\n",
      "______________________________________________________________________\n",
      "Source Node 1/29\n",
      "Node ID: 65319c6d-24e5-45d7-88ec-4b4755bae491\n",
      "Similarity: None\n",
      "Text: Welcome to the Huberman Lab podcast, where we discuss science\n",
      "and science-based tools for everyday life, I'm Andrew Huberman and I'm\n",
      "a professor of neurobiology and Ophthalmology at Stanford school of\n",
      "medicine.Today my guest is Dr Gina Poe, Dr Gina Poe is a professor in\n",
      "the department of Integrative biology and Physiology at the University\n",
      "of Ca...\n",
      "______________________________________________________________________\n",
      "Source Node 2/29\n",
      "Node ID: 349eee92-cfd3-4690-9d1a-5521b3458a95\n",
      "Similarity: None\n",
      "Text: When we are sleeping well all of those things Excel and when we\n",
      "are not sleeping well, all of those things suffer now the surface that\n",
      "you sleep on.That is the mattress that you sleep on is critical and\n",
      "Helix understands that everybody has slightly different sleep needs.So\n",
      "if you were to go to the Helix site, which I invite you to do and take\n",
      "th...\n",
      "______________________________________________________________________\n",
      "Source Node 3/29\n",
      "Node ID: 1c248fdf-6c29-485a-bea8-74a5e37c9ba8\n",
      "Similarity: None\n",
      "Text: We sort of used to ignore sleep researchers because it was a\n",
      "transient State between wakefulness and the Deep stage, three slow\n",
      "way, sleep, which is the most impressively different and then, and\n",
      "between that and REM, sleep.So stage two I'll talk a little bit more\n",
      "about and then the Deep slow way sleep state, which is when big, slow\n",
      "waves sweep t...\n",
      "______________________________________________________________________\n",
      "Source Node 4/29\n",
      "Node ID: 16e14633-c481-480c-86f5-e0747a9d875a\n",
      "Similarity: None\n",
      "Text: It could be that your sleep is super inefficient because you're\n",
      "snoring a lot more than you know or you're waking up a lot more than\n",
      "you know every night.So you might want to sleep study just to see how\n",
      "your sleep is and then see what else might be, causing you to sleep so\n",
      "much, and that wouldn't be.If somebody is sleeping nine or ten\n",
      "hours.You ...\n",
      "______________________________________________________________________\n",
      "Source Node 5/29\n",
      "Node ID: 81b69da1-4de0-4e13-96d9-73ae5bd22785\n",
      "Similarity: None\n",
      "Text: Are they quite different than the patterns of sleep and dreaming\n",
      "that occur later in the night or toward morning?Well, okay, that’s an\n",
      "interesting question.There'S a lot of facets to it.There is some\n",
      "evidence that the first four hours of sleep are very important for\n",
      "memory processing and in fact, if you've learned something new that\n",
      "day or have ...\n",
      "______________________________________________________________________\n",
      "Source Node 6/29\n",
      "Node ID: c55748ec-bba1-4f8d-90a3-f4b100672ede\n",
      "Similarity: None\n",
      "Text: In exception to that, because, yes, I don't recall sleeping a\n",
      "ton when I was a teenager, I had a ton of energy, but I know a few\n",
      "teenagers and they sleep a lot yeah like they'll, just sleep and sleep\n",
      "and sleep and sleep: should we let them Sleep and sleep and sleep\n",
      "okay, I can sleep okay, so that’s the one exception.What about just\n",
      "like babies?O...\n",
      "______________________________________________________________________\n",
      "Source Node 7/29\n",
      "Node ID: 47e4cd54-ba6a-4fe0-a7fe-dfa037bcb2b4\n",
      "Similarity: None\n",
      "Text: I guess when I think about it, sort of like on the desktop of my\n",
      "computer um would scare some people, but it’s just a ton of folders\n",
      "yeah, but each of the folder names means something very clear and\n",
      "specific to me.Right and inside of those folders are collections of\n",
      "things that make sense in terms of how they're batched is that kind of\n",
      "one way, ...\n",
      "______________________________________________________________________\n",
      "Source Node 8/29\n",
      "Node ID: 5f2a7574-ab96-459d-91df-5404f99ff6d4\n",
      "Similarity: None\n",
      "Text: The reason why you cause slow wave sleep deep sleep is because\n",
      "it’s difficult to arouse people out of that state and when you do\n",
      "arouse them out of that state, they are most often confused and just\n",
      "want to go back into sleep and can go back pretty Easily, if you\n",
      "arouse someone out of REM, sleep they're more likely to report\n",
      "something that was re...\n",
      "______________________________________________________________________\n",
      "Source Node 9/29\n",
      "Node ID: 82280bc1-3a4d-4222-b92c-ee3b0f20588c\n",
      "Similarity: None\n",
      "Text: You have no conscious control over it, but you can actually\n",
      "safely navigate some situations in sleepwalking and actually have a\n",
      "conversation, although it may not make much sense when you're sleep\n",
      "talking in REM, sleep you're, not processing the outside world and\n",
      "instead, when you're acting out your Dreams, you could be doing things\n",
      "like walking ...\n",
      "______________________________________________________________________\n",
      "Source Node 10/29\n",
      "Node ID: 28a64ba4-679d-4444-8e06-f321a59de2cf\n",
      "Similarity: None\n",
      "Text: In other words, if they were told they got a poor night's sleep,\n",
      "even if they got a great night's sleep in the in - and this was of\n",
      "course measured in the sleep lab.So they they're able to compare\n",
      "people report feeling more groggy and the opposite is also true that\n",
      "if it says 100 or 90 on your sleep score, then people go, I feel\n",
      "great, even thou...\n",
      "______________________________________________________________________\n",
      "Source Node 11/29\n",
      "Node ID: 186ee7ec-df8f-40b0-b0e6-371a5912a985\n",
      "Similarity: None\n",
      "Text: When we first fall asleep in the first 20 minutes or so we're\n",
      "building that adenosine back into ATP, and that’s probably why power\n",
      "naps are called Power naps because we're actually rebuilding the power\n",
      "and then we're also cleaning out through the Deep slow waves of slave\n",
      "sleep Cleaning out all those misfolded proteins unfolded, proteins and\n",
      "othe...\n",
      "______________________________________________________________________\n",
      "Source Node 12/29\n",
      "Node ID: e31b9d57-8756-479f-866c-372610660fa3\n",
      "Similarity: None\n",
      "Text: I'Ve um come across that really do argue for the fact that\n",
      "waking up Circa Sunrise, that doesn't mean at Sunrise but within an\n",
      "hour or two, maybe three hours of sunrise and going to sleep within\n",
      "four hours after sunset or so um, is actually better for the Health of\n",
      "all human beings than is being a night out and the night owl there's\n",
      "almost like ...\n",
      "______________________________________________________________________\n",
      "Source Node 13/29\n",
      "Node ID: f7705c25-24a0-4ea9-ae84-c3187f74cd80\n",
      "Similarity: None\n",
      "Text: If there was a poll done by the national sleep Foundation to see\n",
      "what the number one thing is, that wakes people up at night and number\n",
      "two is going to the bathroom number.Three is children because um, you\n",
      "know you're when your children are young, but that only lasts a few\n",
      "years that they'll wake you up when they're babies um.But the number\n",
      "one ...\n",
      "______________________________________________________________________\n",
      "Source Node 14/29\n",
      "Node ID: 631c8e38-65c7-4ec6-915d-7f82c045819a\n",
      "Similarity: None\n",
      "Text: It’s the only time when it shuts off completely, and it appears\n",
      "that that complete silence is really really important for a number of\n",
      "things, and the main thing that I think it’s important for is the\n",
      "ability to erase and break down synapses that are no longer working\n",
      "For us, so they encode things that are false now or they are encoding\n",
      "things th...\n",
      "______________________________________________________________________\n",
      "Source Node 15/29\n",
      "Node ID: 63b65fd8-d82d-43ee-9e5d-d55b6ee64951\n",
      "Similarity: None\n",
      "Text: Is you know what role this lack of norepinephrine released\n",
      "during rapid eye movement?Sleep is thought to achieve, and maybe you\n",
      "could also review some of your work describing conditions under which\n",
      "norepinephrine invades, yeah, rapid eye movements, sleep and other\n",
      "patterns of sleep and how that can be detrimental yeah.So a lot of\n",
      "this is hypothe...\n",
      "______________________________________________________________________\n",
      "Source Node 16/29\n",
      "Node ID: c0ee80bf-bc19-48f5-95e9-a71ba5f8c872\n",
      "Similarity: None\n",
      "Text: It will stay fresh and new and then become maladaptive I'd like\n",
      "to just take a brief moment and thank one of our podcast sponsors\n",
      "which is inside tracker inside tracker is a personalized nutrition\n",
      "platform that analyzes data from your blood and DNA to help you better\n",
      "understand your body and help you reach your health goals I've long\n",
      "been a beli...\n",
      "______________________________________________________________________\n",
      "Source Node 17/29\n",
      "Node ID: 605cbeab-6432-4dba-a8aa-13baf868a6d5\n",
      "Similarity: None\n",
      "Text: You don't want to again weight things toward novelty.You need\n",
      "that absence of Serotonin also to help you get that sense of\n",
      "familiarity and to start erasing the novelty encoding structures.So\n",
      "you need both to be absent.It’s really interesting.We hear a lot about\n",
      "serotonin and uh.It’s not often discussed in terms of its features\n",
      "related to novelty...\n",
      "______________________________________________________________________\n",
      "Source Node 18/29\n",
      "Node ID: a6267773-8cd7-4095-9ba3-5afafc56f165\n",
      "Similarity: None\n",
      "Text: So if we could figure out what's happening to the locus oralis\n",
      "during sleep in women, um that and then figure out a way to normalize\n",
      "that so the locus realist is silent when it needs to be silent, I\n",
      "think we could go a long way in Helping women be more resilient to\n",
      "stress related disorders.What are some other um sex differences as\n",
      "they relate to...\n",
      "______________________________________________________________________\n",
      "Source Node 19/29\n",
      "Node ID: fc73c325-1e54-4442-bda6-4f7814669576\n",
      "Similarity: None\n",
      "Text: That’s one of the reasons why insomnia is so Insidious is\n",
      "because when people feel like they haven't gotten enough sleep and\n",
      "aren't getting enough sleep and become anxious about getting enough\n",
      "sleep and then you're anxious before going to sleep like I'm, not\n",
      "going to fall asleep, it’s Going to be 45 minutes in and then that’s a\n",
      "positive feedback...\n",
      "______________________________________________________________________\n",
      "Source Node 20/29\n",
      "Node ID: 40c6aec7-bc1e-4a3c-aaea-331e84e04a43\n",
      "Similarity: None\n",
      "Text: Um you're gon na need your attempts to include things like\n",
      "intentions, whereas nsdr scripts, and by the way we will provide links\n",
      "to some nscr and Yoga Nidra scripts.But nsdr has no intentions.It’s\n",
      "simply a body scan deep relaxation based.So it’s sort of the\n",
      "scientific version of all of this stuff and actually we study it in\n",
      "the laboratory and a...\n",
      "______________________________________________________________________\n",
      "Source Node 21/29\n",
      "Node ID: 611c08bc-f45e-4a38-904a-4da582fd560e\n",
      "Similarity: None\n",
      "Text: It’s one of the characteristic signatures of sleep is that sleep\n",
      "spindles are very few and far between which might mean that um, that\n",
      "people with schizophrenia might not be able to incorporate new\n",
      "information into already existing schema and instead, it sort of Flaps\n",
      "in the breeze out There and can be accessed erroneously at times when\n",
      "you, you ...\n",
      "______________________________________________________________________\n",
      "Source Node 22/29\n",
      "Node ID: 06217802-a3b4-4e6b-802b-4111c559af90\n",
      "Similarity: None\n",
      "Text: It probably is I'm very happy to learn that they should be\n",
      "called p waves, because they include lots of different areas of the\n",
      "brain, and it makes really good sense to me why the kind of pseudo-\n",
      "randomness of Dreams, especially these late night and early morning,\n",
      "um later In sleep I should say, and early morning, dreams seem to be\n",
      "cobbled togeth...\n",
      "______________________________________________________________________\n",
      "Source Node 23/29\n",
      "Node ID: b06aba97-9361-4c37-b659-1de8f9fb4066\n",
      "Similarity: None\n",
      "Text: In fact, writing out it’s the memories it learned during the day\n",
      "to the cortex and it’s immune from incoming new information, so um, so\n",
      "maybe lucid dreaming is bad because you're you're activating the\n",
      "hippocampus in a way, that’s writing new memories, and it might be\n",
      "really maladaptive For things like you know, PTSD, on the other hand,\n",
      "let me ju...\n",
      "______________________________________________________________________\n",
      "Source Node 24/29\n",
      "Node ID: f8b2f8ca-850b-4f3a-8bb2-149036901953\n",
      "Similarity: None\n",
      "Text: What'S pretty recent, but I need to dive into it again because I\n",
      "think I I didn't go as deep into it as I. I should have no no, but the\n",
      "one thing that you, you said many right things, but one of the things\n",
      "you said is that they were able to cue the dreamer um when they knew\n",
      "when they were going to REM, sleep, and then they played the sound Or\n",
      "ha...\n",
      "______________________________________________________________________\n",
      "Source Node 25/29\n",
      "Node ID: 8db6d21a-32d8-45fe-9913-1ab8a84c549f\n",
      "Similarity: None\n",
      "Text: You know the heart rate, changes and the sweating, and and all\n",
      "of that you want to be able to remember all the parts of it and even\n",
      "remember that you were traumatized and that you did cry and that you\n",
      "did have you know your heart was racing, But when you're talking about\n",
      "it years later, you don't want to have to relive all that.Otherwise,\n",
      "who wh...\n",
      "______________________________________________________________________\n",
      "Source Node 26/29\n",
      "Node ID: 0eff5550-ceb5-4001-8d92-9518ba2ab758\n",
      "Similarity: None\n",
      "Text: We can do that later um.So it’s doing really important\n",
      "things.What we don't know because it doesn't cross the blood-brain\n",
      "barrier, is how that affects the brain and whether our, if we can\n",
      "independently activate our adrenals um when a time when our brain\n",
      "thinks that we should be fine and calm and asleep.How our brain\n",
      "detects.That and is it a feed...\n",
      "______________________________________________________________________\n",
      "Source Node 27/29\n",
      "Node ID: 51740ccf-7462-4d57-b65b-3c2446386296\n",
      "Similarity: None\n",
      "Text: Actually, the anxiety related depression, so um yeah, so we\n",
      "don't know yet what and there's some good research going on right\n",
      "now?What could restore our own endogenous receptors so that our own\n",
      "doogenous opiates can properly calm or Locus once that they have been\n",
      "tamped down by exogenous opiates, but that would be really one way\n",
      "that you can acc...\n",
      "______________________________________________________________________\n",
      "Source Node 28/29\n",
      "Node ID: 9d742476-b9f8-4e56-911f-3ae4da4e3f07\n",
      "Similarity: None\n",
      "Text: I know I speak for everybody when I say thank you so much.Thank\n",
      "you so much Andrew.Thank you for being an amazing interviewer.You\n",
      "brought a lot out of me in a coherent form fashion that normally, I\n",
      "can't do when I'm speaking in public.I don't know about that.I'Ve\n",
      "heard your lectures and their superb we'll direct people to some of\n",
      "the other ones....\n",
      "______________________________________________________________________\n",
      "Source Node 29/29\n",
      "Node ID: a4c80e98-2d4f-4ee6-854b-31c9181b0d90\n",
      "Similarity: None\n",
      "Text: Instagram, Twitter, Facebook and Linkedin, and at all of those\n",
      "places, I cover science and science related tools, some of which\n",
      "overlap with the content of the uberman Lab podcast, but much of which\n",
      "is distinct from the Hebron Lab podcast content.Again, that’s Huberman\n",
      "lab on all social media platforms.Thank you again for joining me for\n",
      "today’s ...\n"
     ]
    }
   ],
   "source": [
    "from llama_index.response.pprint_utils import pprint_response\n",
    "response = query_engine.query(\"Give me a quick summary of the Andrew Huberman podcast with dr. Gina Poe.\")\n",
    "pprint_response(response, show_source=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nest_asyncio\n",
    "nest_asyncio.apply()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "myenv",
   "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": "3.9.6"
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  "orig_nbformat": 4
 },
 "nbformat": 4,
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}