notebooks/api_examples/models/AzureOpenAI.ipynb

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  {
   "cell_type": "markdown",
   "id": "882fb634-0efc-42bf-8cc5-79d6a7312e26",
   "metadata": {},
   "source": [
    "# `AzureOpenAI` API Examples\n",
    "\n",
    "You can also use an OpenAI model deployed into Azure AI.\n",
    "For this, you will provide a few pieces of information from the Azure AI playground:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6b887dab",
   "metadata": {
    "tags": [
     "parameters",
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "call_delay_secs = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "61665201-12a8-4588-bb54-801a367c7535",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "# Uncomment if using DefaultAzureCredential below\n",
    "from azure.identity import DefaultAzureCredential, get_bearer_token_provider\n",
    "\n",
    "# This is the name of the model deployed, such as 'gpt-4' or 'gpt-3.5-turbo\n",
    "model = os.getenv(\"AZUREAI_CHAT_MODEL\", \"Please set the model\")\n",
    "\n",
    "# This is the deployment URL, as provided in the Azure AI playground ('view code')\n",
    "# It will end with 'openai.azure.com'\n",
    "azure_endpoint = os.getenv(\"AZUREAI_CHAT_BASE_ENDPOINT\", \"Please set the endpoint\")\n",
    "\n",
    "# This is the name of the deployment specified in the Azure portal\n",
    "azure_deployment = os.getenv(\"AZUREAI_CHAT_DEPLOYMENT\", \"Please set the deployment name\")\n",
    "\n",
    "# This is the deployed API version, such as 2024-02-15-preview\n",
    "azure_api_version = os.getenv(\"AZUREAI_CHAT_API_VERSION\", \"Please set the API version\")\n",
    "\n",
    "# The environment variable should be set to the API key from the Azure AI playground:\n",
    "# api_key=os.getenv(\"AZUREAI_CHAT_KEY\", \"Please set API key\")\n",
    "\n",
    "# Alternatively, we can use Entra authentication\n",
    "token_provider = get_bearer_token_provider(\n",
    "     DefaultAzureCredential(),\n",
    "     \"https://cognitiveservices.azure.com/.default\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3203ea1-00b7-4cc6-9b92-5167d453a790",
   "metadata": {},
   "source": [
    "We can now construct the `guidance` model object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "29187b26-93bc-459f-bb9d-ac22feef473a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from guidance import models, gen\n",
    "\n",
    "azureai_model = models.AzureOpenAI(\n",
    "    model=model,\n",
    "    azure_endpoint=azure_endpoint,\n",
    "    azure_deployment=azure_deployment,\n",
    "    version=azure_api_version,\n",
    "    # For authentication, use either\n",
    "    # api_key=api_key\n",
    "    # or\n",
    "    azure_ad_token_provider=token_provider\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f95b1ef-402a-4b96-b0b0-a0bd007d582b",
   "metadata": {},
   "source": [
    "We can use the model as before:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4b03a844-0c4c-446e-91ed-408494114d3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>You are a helpful assistant.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>What is the meaning of life?</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> philosophical</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); 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border-radius: 3px;' title='1.0'> personal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> growth</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> contribution</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> others</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> through</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> religious</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>/sp</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>irit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> beliefs</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Ultimately</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> may</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> something</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> each</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> individual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> must</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> discover</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> themselves</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div></pre>"
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     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "from guidance import system, user, assistant\n",
    "\n",
    "with system():\n",
    "    lm = azureai_model + \"You are a helpful assistant.\"\n",
    "    \n",
    "with user():\n",
    "    lm += \"What is the meaning of life?\"\n",
    "\n",
    "with assistant():\n",
    "    lm += gen(\"response\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "da5ea477",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "time.sleep(call_delay_secs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7fa274c5-01c6-46f9-a024-b8b44e16ce2c",
   "metadata": {},
   "source": [
    "This works with the multistep example as well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e8c9d8ff-99e2-4806-8ff5-7f57491d7361",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>You are a helpful assistant.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>        I want a response to the following question:\n",
       "        What is the meaning of life?\n",
       "        Who are 3 world-class experts (past or present) who would be great at answering this?\n",
       "        Please don&#x27;t answer the question or comment on it yet.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>1</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Dal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ai</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Lama</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> As</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> spiritual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> leader</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Tibetan</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Buddhism</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Dal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ai</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Lama</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> has</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> spent</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> exploring</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> questions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> existence</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> happiness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> His</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> insights</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> compassion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> self</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-aware</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> inner</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> peace</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> provide</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> unique</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>2</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Albert</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Einstein</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Known</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> contributions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> theory</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> relativ</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Einstein</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> also</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> ponder</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> deeply</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> philosophical</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> questions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> His</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> scientific</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> philosophical</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> insights</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> offer</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> unique</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> this</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> question</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>3</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Viktor</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Frank</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>l</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> A</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> psychiatrist</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Holocaust</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> survivor</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Frank</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>l</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> wrote</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> extensively</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> experiences</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> concentration</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> camps</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> observations</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> human</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> nature</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> His</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Man</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Search</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,&quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> explores</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> theory</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> comes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> from</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pursuing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purposes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> even</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> face</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> adversity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>        Great, now please answer the question as if these experts had collaborated in writing a joint anonymous answer.\n",
       "        In other words, their identity is not revealed, nor is the fact that there is a panel of experts answering the question.\n",
       "        If the experts would disagree, just present their different positions as alternatives in the answer itself\n",
       "        (e.g. &#x27;some might argue... others might argue...&#x27;).\n",
       "        Please start your answer with ANSWER:</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ANS</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>WER</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> deeply</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> personal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> subjective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> concept</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> approached</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> from</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> various</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspectives</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Some</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> argue</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> seek</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> happiness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> compassion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> understanding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> fostering</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> sense</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> interconnected</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> all</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> beings</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> emphasizes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> importance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> self</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-aware</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> inner</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> peace</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> suggesting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> found</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> within</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> ourselves</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> our</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> relationships</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> others</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Others</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> argue</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> derived</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> from</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> our</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pursuit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> knowledge</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> understanding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> universe</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> suggests</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> by</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> striving</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> comprehend</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> world</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> around</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> us</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> we</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> find</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> fulfillment</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> quest</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> knowledge</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> this</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> view</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> fundamental</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> part</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> what</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> gives</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Yet</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> another</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> propose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> found</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> our</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pursuit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> individual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purposes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> even</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> face</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> adversity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> viewpoint</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> suggests</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> not</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> predetermined</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> but</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> instead</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> created</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> by</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> each</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> individual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> through</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> their</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> actions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> experiences</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> In</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> this</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> view</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> struggle</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> itself</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaningful</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> overcoming</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> challenges</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> provide</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> profound</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> sense</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>In</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> conclusion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> may</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> found</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> compassion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> understanding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pursuit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> knowledge</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> creation</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> individual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> It</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> deeply</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> personal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> journey</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> each</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> individual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> may</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> find</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> their</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> own</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> unique</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> interpretation</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div></pre>"
      ],
      "text/plain": [
       "<guidance.models._azure_openai.AzureOpenAIChat at 0x171439a0680>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import guidance\n",
    "# you can create and guide multi-turn conversations by using a series of role tags\n",
    "@guidance\n",
    "def experts(lm, query):\n",
    "    with system():\n",
    "        lm += \"You are a helpful assistant.\"\n",
    "\n",
    "    with user():\n",
    "        lm += f\"\"\"\\\n",
    "        I want a response to the following question:\n",
    "        {query}\n",
    "        Who are 3 world-class experts (past or present) who would be great at answering this?\n",
    "        Please don't answer the question or comment on it yet.\"\"\"\n",
    "\n",
    "    with assistant():\n",
    "        lm += gen(name='experts', max_tokens=300)\n",
    "    \n",
    "    with user():\n",
    "        lm += f\"\"\"\\\n",
    "        Great, now please answer the question as if these experts had collaborated in writing a joint anonymous answer.\n",
    "        In other words, their identity is not revealed, nor is the fact that there is a panel of experts answering the question.\n",
    "        If the experts would disagree, just present their different positions as alternatives in the answer itself\n",
    "        (e.g. 'some might argue... others might argue...').\n",
    "        Please start your answer with ANSWER:\"\"\"\n",
    "    \n",
    "    with assistant():\n",
    "        lm += gen(name='answer', max_tokens=500)\n",
    "\n",
    "    return lm\n",
    "                   \n",
    "azureai_model + experts(query='What is the meaning of life?')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d5266819",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "outputs": [],
   "source": [
    "time.sleep(call_delay_secs)"
   ]
  }
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