azure-ai-search-foundry-tracing-quickstart.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Azure AI Inference Tracing - Hello World Example\n",
    "## 1. Env Setup\n",
    "First, set up your environment variables and install packages:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install azure-ai-inference[opentelemetry]\n",
    "!pip install opentelemetry \n",
    "!pip install opentelemetry-exporter-otlp\n",
    "!pip install open-telemetry-sdk\n",
    "!pip install azure-monitor-opentelemetry \n",
    "!pip install azure-search-documents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Setup Environment Variables and Tracing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from opentelemetry import trace\n",
    "from opentelemetry.sdk.trace import TracerProvider\n",
    "from opentelemetry.sdk.trace.export import SimpleSpanProcessor, ConsoleSpanExporter\n",
    "from azure.core.settings import settings\n",
    "from opentelemetry.trace import get_tracer\n",
    "from azure.monitor.opentelemetry import configure_azure_monitor\n",
    "from azure.ai.inference.tracing import AIInferenceInstrumentor\n",
    "import os\n",
    "from opentelemetry import trace\n",
    "from opentelemetry.trace import get_tracer\n",
    "from azure.monitor.opentelemetry import configure_azure_monitor\n",
    "from azure.ai.inference import ChatCompletionsClient\n",
    "from azure.ai.inference.models import SystemMessage, UserMessage\n",
    "from azure.core.credentials import AzureKeyCredential\n",
    "\n",
    "# Azure OpenAI Configuration\n",
    "os.environ[\"AZURE_OPENAI_EMBEDDINGS_ENDPOINT\"] = \"<your-embeddings-endpoint>\"\n",
    "os.environ[\"AZURE_OPENAI_EMBEDDINGS_KEY\"] = \"<your-embeddings-key>\"\n",
    "os.environ[\"AZURE_OPENAI_CHAT_ENDPOINT\"] = \"<your-chat-endpoint>\"\n",
    "os.environ[\"AZURE_OPENAI_CHAT_KEY\"] = \"<your-chat-key>\"\n",
    "os.environ[\"AZURE_SEARCH_ENDPOINT\"] = \"<your-search-endpoint>\"\n",
    "os.environ[\"AZURE_SEARCH_INDEX\"] = \"<your-search-index>\"\n",
    "os.environ[\"AZURE_SEARCH_KEY\"] = \"<your-search-key>\"\n",
    "os.environ[\"APPLICATIONINSIGHTS_CONNECTION_STRING\"] = \"<your-app-insights-connection-string>\"\n",
    "os.environ[\"AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED\"] = \"true\"\n",
    "\n",
    "\n",
    "# Configure Azure Monitor\n",
    "configure_azure_monitor()\n",
    "\n",
    "# Get tracer\n",
    "tracer = get_tracer(__name__)\n",
    "\n",
    "import os\n",
    "from azure.ai.inference.tracing import AIInferenceInstrumentor\n",
    "import logging\n",
    "\n",
    "# Configure logging\n",
    "logging.basicConfig(level=logging.INFO)\n",
    "logger = logging.getLogger(__name__)\n",
    "\n",
    "# Enable detailed tracing\n",
    "os.environ['AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED'] = 'true'\n",
    "\n",
    "# Attempt to instrument AI Inference\n",
    "try:\n",
    "    AIInferenceInstrumentor().instrument()\n",
    "    logger.info(\"AI Inference Instrumentation enabled successfully.\")\n",
    "except RuntimeError as e:\n",
    "    if \"Already instrumented\" in str(e):\n",
    "        logger.warning(\"AI Inference Instrumentation is already enabled.\")\n",
    "    else:\n",
    "        logger.error(f\"Failed to enable AI Inference Instrumentation: {str(e)}\")\n",
    "        raise\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Simple Chat Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Assistant: Hello! How can I assist you today?\n"
     ]
    }
   ],
   "source": [
    "@tracer.start_as_current_span(\"hello_world_chat_demo\")\n",
    "def hello_world_chat():\n",
    "    try:\n",
    "        # Create client\n",
    "        client = ChatCompletionsClient(\n",
    "            endpoint=os.environ[\"AZURE_OPENAI_CHAT_ENDPOINT\"],\n",
    "            credential=AzureKeyCredential(os.environ[\"AZURE_OPENAI_CHAT_KEY\"])\n",
    "        )\n",
    "        \n",
    "        # Add span attributes\n",
    "        span = trace.get_current_span()\n",
    "        span.set_attribute(\"operation\", \"chat_completion\")\n",
    "        \n",
    "        # Simple chat\n",
    "        messages = [\n",
    "            SystemMessage(content=\"You are a helpful assistant.\"),\n",
    "            UserMessage(content=\"Say hello!\")\n",
    "        ]\n",
    "        \n",
    "        # Get response\n",
    "        response = client.complete(messages=messages)\n",
    "        print(f\"Assistant: {response.choices[0].message.content}\")\n",
    "        \n",
    "    except Exception as e:\n",
    "        span = trace.get_current_span()\n",
    "        span.set_attribute(\"error\", str(e))\n",
    "        raise e\n",
    "    \n",
    "    finally:\n",
    "        # Clean up\n",
    "        AIInferenceInstrumentor().uninstrument()\n",
    "\n",
    "# Run it\n",
    "hello_world_chat()"
   ]
  },
  {
   "attachments": {
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ZeCGSnLld22+norIZffW5wHUBOtrY+MJJNrcNozRjHOVJQxnrbiOv4v9RoVj9dUszmUe+ZOzUUew0jmOnYRgxp1vJLG/i9QFUcP3ByxyKGEauPrBb+PzR48Q/e5YKVwQZs2LYbRzNGtU1cis+Z/2pgFW9Lp8ke9Mpco/Dgvu966+bCJW2U8TvOMl55fp0ULnjBPraTjIe8NWNuoM3a88S++znNCpXD9LGkT2fELPtIpYr3/PWr3E06yZGcKTuHNNKj/O67/SLThpNThTU150Psd1L7P7gGowZQU6i/3/waxSVtbCRaCoyRrMmdggnP73ItJedHKr+HP1f25n9wDh2p45gZsQ1KqzN5DYonjINqk6ayXFGkDffe0wTrym2PWY05cZxlCcMAWDmP4xjt3Ecu41juQeg9STLS1tYXt/JPcmj2W2MoTQxknNOj2+wjUJv7aPlBPeUnCKvqYO77xzFTmMMpXEdVOw6QfaHoRqGTzjto7/vELZ26qtPkucaSqlxIhOUxd3CP1cG6t39x7nnMGSnetvrhMtt5L7QSEXDCWZXuGm8fbS37dw6hCN1Z0m0nlZuonfOE8x+5TLnp/q2cdsQGj+9hH5bMyeV6wohhBBCCCGEEEIIcbNRpfL4zzTgsmJVBm63u6mrLGDFg7NISUkh5b65ZOVbqAvuNAXAfdRKwfI05t6X4l1/bhorXukrItrn/jz2v5RHujb4QWsgJ9W7a2DGUpbOUJZ9Bcaq0QBuj7tn2Xt2bO2gvzfZf02vu5LRAw5HGN957Dg0wMUriucV4H1o+2wRVRgpfGJgU4U7a+04ieM+xcNtAHXSfcQBDceblEV+PNgrXsahSmVVpv/jaifWlbNImbUCa7Pf4rCPHYAG0+ZdlDyhR9PnE/1BSpyOTvkA30ezMBtDpJNtr9h6ggwCeLC9sg2nyogxVTGdvRBfEf2T+9n6ZDraQQw2cr5hpaZdx9Kf6pRFQc6ccgLxxE1UlkDUtOlolYOFJpoo/0MJq2Zq+g6+AcBN059LWZE+13vdT5nF3OxcrGFcBoUQQgjx98xOQUoKKYV2cNdhyUsjJSWFxb93BpYF6b3M02yjzJzVfT8668EVlB5w9vL7X4hvD0+zjdLlc5nV9Xt7eQHWD/z6KQBidUxXAefPEFjiwukEVKqewbouF05AOyUwsNtLy/S7gHdq6A53P2TF6lJhfDyd4J4GhYHsB5AwLRm4xBllP9MXTlqA0SplkucQQvXdhOTE+mI1bu1SVt6vuNP5vJG+ekqUBnMv5zlUStFrYPzXVUz3D33slsAP7wLcZ1DmfXY6W4DRjOpOolCD3QbMTCZZua3IZJJnAo4GHO1As4XFKSmk5FUDUJ3n67NbbOkO4A/uz8sif0ed4hj6dPUVps9VlnyjJEBffCXO116gwgMzp4wmGuB0K3YPTJg4vI8gWD8ThpIItFztypg/hjVLY8gY2UnlnmaGl37C5vpLX0ug/kn7RSo7hrLm/nGBy99uIfvjTu42aLi6+vus0ceSoZ/MS+YEWlKj4PQl0vaeDXgPgOXtq2SuSODdxZMxJcWSs/D7HHsyhgURnVTsbaG+a8WO0+S+eIn6qeM4lz+VUkPX9uPYnTCEI7YzVCgTujdcYuedGo6tiCMnKZYcYwL1C6Ogw0PRQcW+xI7Enp+A3eTdD1Pq93l3YRS0trLxnTCjjTtOsbmmnWjdaEzR/stPs/5PrZyMimZv/g/YmaohI2kSG1b8gHM/GUpjUOKdS1Rsc2EZOZJj/5rgt/5Ujs2K5Hz9WdYrB5O5rrC+I0ZRN1rs/xAJpy+S99+hHh74aXAy236NsYlqzq31baNrHxePIL61lbQ/tHjPsQg1GYlDwHWVSsWsDnzhYnMLJN4dEziDgKsVe6KGY4snY0qaRKk5jp13AJ+eQ/92BDvzEryfaYjH/rORxNPJ5v/yD74eXJ1sYBz15ims0XuP6bFlvm3/7ZT3u0THMDsplgWx3st//JRYMpJiyUhSMwFofc9NRSuYfjSVvQsnkZGkYY0pgZb8CegVH0ev7eMSFZWXOMJQSnO7zjHfdnJHgqvTb91AYbWPfr5D2FqayX77GnfPGs+a25SFfgZyrgxIO5aT0bzru374t9fl2y4RuzAOu3ESGUmTKDXfxroxcP7oRV7vY3yDP8vBVrJXdR1Hv3Ow+RLlnynXFkIIIYQQQgghhBDi5qNNTQ8RuO3GviGLFRvttM1cRWFRCXk/SwJ7GSuyC7AHPKVzU7Mxi7krS3nrfDwL15RQUlSI+SEdbWeCg6UHzVWD3QFx+uT+HwrfCMfqqAWSpyV0L3Ie/wjQkvD9gDW9IrUkaIEmZ79Zylz1tThRMX1aQM42ANwHiyh6DdLXmwMzzoWhyeEAEtAqsuABMFlLAtDU1Mfenari5X1uNA9n9589/2bjOoML0Iy/RVkCKgPGRSo4sJOqUMmNTlWx8wBoHk4n+fMGJLZY3Nxc1BxywJT7AjMr9kI1SgU00uQ/uKaL+yKXgIvufp73heTB/nQWWRuqcE/LJK+ohMLcB0lw11AXqp0JIYQQQgQ5Q3XRCsoO+gKcBjur2wkLyx/Jx+q8xXs/WmDmwSlOrOsyWL5jIGG3QtxkjltYbiri/UlLWVdUQt7jetSOakqXZ1F8yH/4iY6VBamoD5Wy+sUaXB7A46Lm+V9SelRNasFKuof2Dh/FaMARcvC+B/dVwO3uDs6u+y87oCf5LsWqIQ1gPwD1Q3mYE51Y1hZQdcL7fTwnqsj/lRV3opm8h8Lo/QnRdxNSrYWXHWD4mSJ7fjctCaHGLNwIbjtFG6pg0TrMvSacUJP+pBntKQv5hVU0XfVm9m/6cz4FlW60uXmkd1VHcxMftYNWq1Vsw8u7vBFnC6DWYy4qoeQxb83rHiuhpKiEklw9t+AN4M9ZWcpbV3VkrimhpCgP02Q3tvIV5Pxe0X/krqHUNJcVz7yFK25hYNk3TAL0xY3luUz9fx/nnso2WqOjWd+VVb2jg1YgJnqo8h3hU2vYvXYSB/RRTDjXRu72EwwvPU7l6a4g/q/CWcrfuQZTR7MsIPP/WcrtHhgzkp2pyikBIplgULNuDDTWXeSIojR6xjjW3a6oB5WGDfcOgQutVPrSlLfWXmBzayQb5scyNqCljiBj5nCi8fDmJ4pfgKqRVCj2Z+xdI1kANLoCO7AWzI1jpiqwB31sfJRiYETfWmsvstkTyRp9YC+bd98hY8FEFowMKGLsjNvY4J1WocdnZyhqBtPcSSQGVE0kifpRzKaTNz9VzhgwlNJFyroZyswFo1kAVH4YPDiiRxuWv13hfMQwNv9kAspBY2MTNWyYCnx8icpWvLM66EcQTzsV7wWOiqh/5yr1DCXn3jEByyGK9Q/4H4sRZOi8o9wm3DsOk3+9xKkwqYBTbT0Z+gdVJ1HB36dr22c8IbL/9+58m6LDUzUyqJ56bR++fY9PuZU1sYqnNLET2dDH745w28d1az3J8hcvcUQ9mt1BbdjfQM+VgVlw/wQS/c7hrvaKaiQbUkb0FESoyUwcAh1fUh9mEv0J996iqP+uc7CdxtODvXsUQgghhBBCCCGEEOJrFCJw2/XaU6zep2bV9r1sLzCROseA8YkSdv37KrSuagperOte1/1GEbmvNqGev4m91nLMGQYMc1Ix/XMJ29eESkkySM0OGoCEyRqcB0rDzuw/KO1NWMqtuCMNGOf1PBB2feHrPO0rcL7FSVD+HH9uO2UVdTAxk3Tlg1m3ndKnq2H+Ov7nzP5zVwdyceYUENlPhrlT3kD2UGq2vUBdpAHzT5UPeTUYX3ibw29vxRgiC/fNoOnPVmpQob9Xue9eyT/KREMdlj8Fh987/mShLjKZJT8K/V4hbi5OHA5gShyagGyaKcx9JB/L0cA8hzpDKioc7KywB2ZAbHdhfX5bvwOKenX1Lapec8G8/82uklUY5xhIfWwt5X/cT57y2iaEEEIIEcpxKzu/WEL53rc5fPgw2x8LHTbbp/Y6Sn9eRsucEvb+wXc/Ot/E2s27KJmnwlFeSlVvN0BC3OSqn/8Ls19W9MtUrcUQ6aJq4+8CBper7i9k+1PJNPwul7RZKaTMSiP3lSb0T22n8H6/vPXq+zDMAN7YguWE3wYAd20ZL9j8l7ho/NQNU+KJc9dhye9/loqw9wMgMg7Tb7diGl5N8SPePp5ZjxRjG2Vi629NxPXV90LvfTfBXFhftOKeuITH5wT3tbhcLsBBmdGXQX7WXLLMZVQ5QuaQHyA39k1FVJPKulx937OUTTbx0m9NqN4oJuuBFFLum0XWBhuqR7fy0mN+owdc3hkG+uybogWnCxgeR/IcA4a7vNdXzV0GDHMMGO6N8+3LKPTrK/nPnSWsyjBgmGPE/MJvWDIRHL+z4Nf7R3VRLtYTalJL91JZZu4uuRlIgL64fvUuhjz1ofdV0MS0ylYaY6LZnRvHAv+s6sC51vACv3sVMZrZC6fSUjiR3UlDmXCulcxNDrJrw8z4PlD1F9h4YQg5M8d7ZwLocuEKhy5A9B0jA7OmdxuHfiLg/pJ3FVnuZ8cpA7m97o4bBrRzzJe54UijB2gn71lf3fq/tl2hFThy5lLgRjTDuDtwCURHeIOKgwK022ltOY2lupHl2z5mWvExhpddoh6o/+JqwJqhXaLiUBvEjiT39sAS775HsUAbqrN9FPGKKOeTTV/SCFh2fRT8XUsu8CZQf1oZMD4Mfai46uiRzFaH+r7+LmI/AWiima04R72GMXPSUOBL73oAt4/GNAbq6877bfcsOz9sDw5QB4iJ4m7FtqOHey+5sycqw7yHEqP4LzeoOgnxmd3bPnetj/roEa1TYYqG1/c2obc6OXKujzbbS/todXr3fXZc4KwTXpEk3tb7f+Fw20ffTpKtrLOnPmRadVdjvMLr/3GWCqLZu3IS8Yp3BxrEudLv53eJRD9Z0Ua62muItjw2emD/soPPs55zMOjaIYQQQgghhBBCCCHEt4KDV/+9BuavYskURafq5IUYk8D9bq1v+m8ne3bYQGWkcL0+YKryG86Xwa3xleVkFNagzjB7M/XPU+O0hcrsP0jtbmwbciirV5P6b+sw+GWSd19yA/HEKRPk+PPLNBfE08Q282qqz2sxb1xFYDi4E4t5NdWks+7JwdRlG5fc3qDdPpO+uS8RMlf2VRvW19yoFhkDvvPNzuN2UrNjNTnPOyBxKaYk5Ro+2scxzwHnq1XU+OdWuWpn56tOVIuWkB5GNnIhvnlu3G6g6Xcsf+RX1NySibmohMLcVNQtNspWZlFw0O8qlLSSwvlqXPtWk2bMpeDpYoqfLiD3x2mUjjCEnNl5QNwXA695kSpUA7+ACSGEEOLvkWMY6f+2imR1nyGrffLYdmJ1aVn6hIHA/KkqDJmpqKihtifCVIhvFVWGObhfZmw6jz+mgWabXwwVuN7IZ/HTdlRJJvKKvDNJpE4B+zOLKfa/P0CNca0ZLQ7KTHNZnF9M8dPFFOdnkZZjR2vw71Hw9TNceZNfZa9gp3s6S9eXUPKkielRdSFnqQh/PwB3HVt+vgJLSxypuYWUFJWQ92gy6mYLOb+w0NRXXtQ++m6COF7FchR0pocV/TA+45NJfzzPm1n+ySWk62Nx1VooXpzF6j8PekgzAM7f57B6H6SvX4e+n/sk9wdbWP5zC84pqZgLfNnsk9Q0/T6HnN/71bOv3yl+Ul+Dmnz3jf2ZmM6qhzSBAwcitUzXKfq3mvew0waqjMLggRY3gYFF+wkRypgolumiWaaLZo0hhr0rJnM1bwoZar9fF7cNQx8BJ5uvctL/vb05dY164O5bfBn4lYaOIcOYQMvqGDKiO7FUNrPxC+VK16sNy6ErtI4ZQU6iIqC4tZ0WIH5M7z/EEm+NBNo5r8iqPXZ4qKD1YOdaO4GhrDGOY3cvr/LpiojhiCGBf/em4xwVzzcwvOwU2farvPtlBHrtSCrmDGOCct3efHaGjS2QMXN80Hu8+x5BbOhY6yBXr7YDQzDNDf6O3a/7FedC1JCgbObha+ecB1ANDdr3LvHjhwKdnOs+fuPIvXcouK5S8ZlvUdNFKi5Ahm5c4AAOvFfXoGVdhvYeoN5lUHXS12eGa+QEdq4eT2lcBIdqz3HPMw3EljVS6VL+sui9fbRcaPcG4g/igUG47aNvo8hT1lV3e2mnvvpz0uohJysuaIaHYIM5V/r6/EC9xtyH25b7EsZ5JoQQQgghhBBCCCHETe2q2xuw3dUV7/qID5qBfau9mcMCXmkU1wLHG71Zl6/W8b4DmK0n+WvqKnOcimfT3l2UPGH0Zuov2MXe0lTUrmoKnq9Rrj4w5+vY8vM08t+A9JJdvTx0bPNO+d6b2FjvNOEKnuYqCoxZbDmuw7z9JUyTA8ubduRT5tBi/u1a9H09WO6P+yJ9pg7RqEPun2vfTmztGjJ/lKwsuuk4yjO6z8lZczPILbfD/Wa2lpl6maoeIApDhhGV24rV1pPjz7XvZard347vLUQAh4v4f9vrl72+kF17N5GqdlFd+ILfQBQV+vW72PpkKgmX3qf6tSqq9tlpu7+EvbnTORO41fAN15M+Xw2HisnKKaOq3hWUPVMIIYQQok/aB9APIubFX8N7tYGZr/1fK63eQd7N1xdgK8Q3Jemu6cpFAGh1OqCJxs99C5ot/PJXNpi/iV2bzRjneGeSKNy5l03zoOpfcrA0+21gsomX/lCCKUlNy1+rqHqtirca41j10iukjwkMuAegxQGP7mLv5rWY5hswZJgp/+MuzIngKC/C2pUIdkD74cG+aTXbHFrM/76LwsdSMcwxYPzncvZazMR9UEbOM/bQ9xhh9d30qPnTbpyRBrLnh86yr565hLVPGL2Z5TNWsbZkO/v3lpCqdmF/ugxbX31AfTlhIb/cgTZ3M2v7myXxqp3SX27DoTWzfXuht57nGDFv3suu3Djqnsuh+FBgbbRdCVk7PhpiQ3/dYB4XjkNWtjxdTP7yDDIenMXqfQCNNPmOl+fY+ziAB/7x5uw76S00UIjwaVS8ZJrCS6YplKZqWHDHqBBBwjHMjgOaL7P7nLJMqZ03P2wDopj9/X56zdUadv90BBM6rlHxnjI79XU6d4ryj2HmvbcEZ8mPiCAaaLzQ+8Xk5IUOIDLsIHXv+uBLcN3dOmNvjyUjKfRrduzggplP2k6x/DMwZcTRWTiNd1dM4SXjZEx3fg9lIvjQ2nnTfoXGqBHkJPW2Dx1BgxN6FTEE6GT4rcHfsft1Ry+DNYJ4aHR7j1FfhkcA7mu9DhjxHo8hxPsdvwlJI5lNO5ajZwE4cvQKJ/usg+twQ+tkgFS3smbFD+hcG8tLSUPhiytkbvqUCv+221f7AKCDc4P9ERBCUPvo0yjuVtZVd3s5zQbbNaCTzdsUsxM865tBwtYckPF+4OdKX58vhBBCCCGEEEIIIYQIm6OOWiB5WoL376uXuAho5vmyh4V8ZZMA4HLhBLST+szZfkPF/WRpUNYx1f3ZLIwF99EPfJn9B879wRZWpK9g2/kHKfnjXtYagh/wxk3RAk5cLmWJH9VolL3KrjcK+PEjxdRMMbN171ZMigx47oMF5JQ7SH7yN0GB++HTEDcFaGnpO+B2uCrElOou3qquA62R9JDp5G4uqkQD6YvSSV+UzpInSyj/w9vsLTWhCz5kgZLSyZwItles3gEmOHjVUgczTDz8LfjeQgSY8jBLlYEoKj3ZD2nAXeMdaNUlUoUuo5Ctf3mbw4cPc/jt/Wx90oDa5fQmS4vrfWhL73yB/7kGhtVZKF6axqz0XMpsfV0ghRBCCCH8TInrY4BteLyznOkwBd2z9rzM/xhqiLIQN79hI4Lv3kNx7LHiIJmVucrZ+FTo/2kpunYH1j2OgJKoiQbMZbvY/7fDHD58mP1/KMH0Qw9nmgFtgmJmvlQef1TR7xMZh/FRA1BH3THvogHtx9W3qNrnRpXxv4L7QSabMC9S4XqtircUcXHh9N0EaK/Btt8N89L7zrKvNNaAeZkO2m3Y31MWhsFtp+DnZTjuWstvHuu/z8zz1yqq3SqMvzARpwjljXvUjFHlouq1t7wDFuIS0ALOU331/oxidD9VA+CuLSXrgTQW/7KM3R84GTYlmXlP/G9MMwLXO3PKCWiJmxS4/GYRVqijENdvGBn3RhPNNdbvOcl5ZbG/lmZyj3bC1FFkhxPcPjIizKDygak/eJlDEcPI1Su7q4Fbo9FHQeunl6lXlgFwlr2fdsKY73G3YrTCm02hOn/aePMTj3dQwlTvkntujwKu8ebxkBO6Xpd3m68Bw8j+B0X68PMdNAYuCa31FJvrOolPHsPsEFeRxNihwJfYG5VZ14GOU7x+PHBR/O1RRAN7Pw1VN71weTgUagDAZ5d53QMTpowgXlnWTcVMDeBs5c1Q2+g6HhFRTPNPmz7mVpZNhcYPL1LPaSre7WTCPaND1sH1GlSdDEQ4GdpV41hmTKA+YxjRHR4211zsLuqrfcRrvgd08uanoXIhXeL1hhDnhU+47QPC/A5Bopjtm/Ej6DV1KNFA9K3DWKaLJlszdPDnihBCCCGEEEIIIYQQ4jp5sP+pGjc6DDN9qbV8DwKdwzXe7GEhX1rUfuu2fBGqz/EGmxRPHBAVGeoBte/BY5PTF3g9MO6DBWQt34Z70Sb2W9Zi6CWL4y3jNYCDpq4sdf7aHTQ4gMTAIJOmHYtJ+1UNCWt28cffhAoid7LnxWpcQM3TaYqsj6upxm82g0K78s0BvPvXSFOLsgQ44aAB0GpDPBhurqbqKGjnGa47QObrEDvHzNqn1rL2qbWsyjCQPDnUORGKlod/mgyOl7HUArVV7G4Gw0/SveezEN8KGuKnAJFRIQbbwCjVKKAJZxgXQ2fd+7hJJil0lqj+RarQPVZC5Vv72b7eRDI1WPLTyH3ta/ifIIQQQghB10xwbdwyTXnP2vMK/35BiG8Hly9rwDBfn4w3eFrNLaFubMdr0PQbzO3T3kDte6CaofP1DWjQ+LoQokLkf44a4U2i2tjivfkY0H74Ej7E3hZqZdBoYoMSJITbdxPg0B6sbkido1eW9Es93lsLbb2H4PXK+doWql1AbTFpitk9vNnpq1mdkkJKSgH27rqLRROqOiI1eKvD5U3IoFajARyfh05R4XA4IPIHxE1Ulii01/BCvpWmKavY9fbb7N9ZTmFXP4uycygSoAXnTXqr9xWElQoRWvSMWHYnDuF8vYt7drTQeE25RjvnG5rQ//YS9dHR7H0kticTf10TmbaznPcm0fZzjfp3rlLPEGbfHhwoPGgdp9hc0060bjSm4OkAgFtZo4+EC5fJrlZOCdDOSZuLogswWx+cXfzkO2fZ7Aq8Op4/2kzOxxCdqCLD93kTdMOZHQGvVzfz+uWA1eHaWTa+2TUHy2Bdo9F/1zvOsXHvFULGICuctF+ksmMoa+4fpywCID55BDPpZPO+ZuoDjlk79fvPsVk58cDUUSyLhpPvnGFji+I/R8dlKvc7Qwwc8LD+T6cCB3t0nGOj9TKNRJKXEuq/QpeRZN8fTXRHGzn/ETxg5Hy9k/Ufw9gZYxTHfxgZumFwoZWd+y9R4Ylk2d19fc51GFSdhC9+/FAAzl8NHADS6r4cdA6MVQ9lLBDT9eupv/Zxp4qcKDj01y+Czt3zR79gfagHMD7htg/6+A59G8cy34wfQa+0aOKB+Dtv5SXTFNbpRl7HuSKEEEIIIYQQQgghhLge7oNFFO1zo160lPSuB5uxOqargHe801f3ybeu+9Df+l/3ek1OIlkFLSGjTi9x0Q1o4xRZ3sLQbCHnX6pR/9Mutq/Rowrx0LlL1LTpaIGa90J82/dqsAOGe3um+/YcKian3EVqyS42ZcSFDKaFYcQZvNngg1/J3ofiE5O9f9/Vd+ZH7zT3Dt6vUz4gAFft32hCgz5J+ZQVXLV2HGh50BBc9l2jfmgJRpUba2UVVZVW3BOX8Lgh9JER4uYUR9I9Kmhx4gwRKHLJfcmb2bC/i2F7HZbfO2COkQev9zFcpArtQ2bKd5aQqoKaP1UParCUEEIIIQSoUKmApqbg3xPNTUExPAnTknu9BxLi266uLkTfAx7q3qkBDCTd5VsUBeDEGSrM8ZQvkUEYt72uP1uobteQuVDXvUyXlNzrtj1XvLFkP+iakWsg+9GV8CFkHw84nb7At64+mgH03fir+y87RKaSOlNZ0j/XKWfPNWmAhk2ZHaKPx/tKngigIXlROumLkrgFvwD4L5RbAtqdOFv86mK4junaXvrt2muoOQQY9PT0TvWixcH7btDOm0dcwPnh4oziGGqmTUeFG/t/BX3iTUEC9MXXaAQLHovlpbghNH54ljsKj3HP1uMstxxnueUT5hR/RMy2yxwaGsVLT8SxwD+5e0c7ldUtxBQcY9rmT/ze08A0eztjE8exITHMq1sYWmsvstkTyRp978OZ4ufeRultcMTmZPimT9hob6HSfoLlmz8mttrD2EQ1u2cFDxpYkBDB+mc/Jm3P51TWOtm4vYHY/2jlfHQ0uzMn9AxKiIml3DAUWltJK/moZ33Lx8QWtpDXHDRaIWyz745mLNfI3dxAnq2FSlsTaZucbBgWFTSgINhZyt+5BlNHs6y3qQtiNFQYhsLpS0wrbmB5tdNbN2UNTDscRY5vNuJuEbey4UfRTOAaeeUN6C0nsNS2sHnPJ9xT2ETm0S8VbwBihjHTeZrEsuPeurc1MqfESd5puNtwG2tuU74hUPSMWHbf6R0wElP8sbceaj9n/dYGYndcofHWUdiNtyrfRnTSaHKi2tl48CqtsSPJvV25xg0ymDoZiNujmAm8Xv0Z6+0tbN5xgteBFvvnDC9o8J1vLViqj6N/5TIno6NZk+RtlP22j4jxbMiIZqzv3M2udvrq9iNirB0sm9F7Ww27fdD7d7jRBnuuCCGEEEIIIYQQQgghBqHdTd2O1WT9SzWuySZKfqH3e1arI/VBNbRsY8OO4GxcbpuF6u4EITrSH9ZA8zY2vNLknWr7K+P9LPdrZVhOBJa4bTvZ3QLJP0odcAb4uj+8jGOEEfNjvQXQ+5mYijEJnDvKsPonSWlvwlJuxa02kt0d7O3iLzuqcM1YirnPKdfV6B/3ZoMPfpnQAehM3r8XaZVvDjTTiFENtufKqPE/GG47ZRV1kLSEh4M24aHmUA3E6n0Pib/jIpO956ytmOIDoDM9jLb37nQhbkq6hZlo3FbKfq+4Rrtt7Kx0QpKR1NjAogDtbmwb8rG6NCx5zND/tS+Uq27cyou+SkPsKGDEKLy5NIUQQgghBioBXRJQ/xfeCLjvc2N78eWgYFT1zHkkR4LtuSLsbkWhpwnLqzWKhUJ8ezh3lGFVBEq7Dxbx6wOgmp/OA8O9y/TzjKio4+Xn7QQ0g3Y3tudfpg4Vxnl9Z5D3HN/GL5+pAcNKsv36DdTzjBgiQ227CcsOG6iNLLzXu2hA+xGbSvoMQvbxeI5vo+w1N8xI776vGVDfTTcHfzvohn/UkzzQ+/7zNsqer4OJmaTPUBb2Tz1zSYg+Hu/L5O3owfTUWtY+lY4W0MxJR4cba7mFpoCB2B6adpRhdYNuYVefl4bUzGRo2UZZZeAAh6bfl2F1qzH+JPz7POUgCffBMl6oDVgEM9LJnAjOVzaw7bjyRvCbJwH64usVEcOylVpaFo9m2YQIGj9rpaKulYq6Nt4dGsWyubfSsm4qy2IVVx7dBN5dOJIFamg52eZ9z4dtHBsxjHUZE2lZPIGxge+4DpeoONQG/QVfR8SwxhyHfe4wEq+0kbfnLJl7LrHTHcmaPvZp7Iw46n/0PVrevUim9Rx5H7eTmDAae96UwEEJRJI49/ucWzKKDFUHr9t71p82Yxyfmib4rzwg0bo46o3R3N1+jY3VZ8l8q5Vo3QQajWFc/uovsPHCEHJmjg8Mlg4QSWLqFD7N8H5Ghe0cmfsu8+5YFfa8eBaEuPKMnTGFxl+MY9mtcOTDS2Rbz5Jb44Epo7GvnEi88g0R32PDygnkDf+S9XvPkll9BXtEFGuMk3g3tbeRA/5GsOAxLZ9mjGD20C+99WC9SJETMuaM59wvJpMYYj+JGE/2nUNo9XQy+65xDP4o9G/AdTIQMRoqjdHc3eGhaM9Zcj/rJAaITRiFKaadNw9fJNN6lmx7G63xo7Gv7ho0E177GDsjjsYlo8gY2Y7Fdo7MyotYPMPY/Ys7yOnj8ITfPnr/DjfeIM8VIYQQQgghhBBCCCFE3+osFD9d3P0qMGcx94G5rCi3w0wzW18yo/M91O2ie2Id6ePBUZ5FWk4xln02bJVbyF86l7n5f8F/gk7tsk2YZ0TheD6LtKX5bKm0YTtQjeW5fBZvtPtv9rppf5qHUe2gzJRG7tMWqg9Y2ZKfRVp+NW0zzOQ91JMG2v50CilzS6kJkWG6h5O6o27gfazP9NRR4Gsb9u4pvNWkP2lGSw2lj2RRsKMa2z4LBYsXU1avJvWplei6H700UFsLuGy8ELTNrldVUIDJdYnUsfKpVNQuK7nGXMoqbdgqy8jNXk31eS3mJ9MJTpRdQ+1fAd0PCIrd7+bEunIWKbNWYG1Wln37aH9kQtcORBrInh9cI0LcTDyHSkm7L4W0Z+w9g6C0j5OXoQ64RltfzCcrLZ/qNp2irTuxmleQ/5yF6gM2qncUk/vjueTvA/1Tm1jVf1ax0Fx7yHlgLovzt2A9YMO2z0Lx8l+yrUVN6qMPhLjWCCGEEEKEI4oHFqWjxsGWn/rdc2Wn8etIPUEhxuPTycvVEeWqZnVaFvkvWr33o0/nkvE/sig7dvMFkgoRLr1hFGVGv/O6cDEZ/1KNS51K4Wq/RAtJKymcr8a1bzVp2fkUv2jF+mIBuY+kkb/PhXp+ISuT/DZ8qJQsc4Gv/8bbr/I/srfgmGikfF0qASkGhhsw/0KH27ftLZVd9xRZbDmuJt2/H2RA+6HGuNaMFl8fz6/KsFRaKMtfTNriLTjQYl5r9N1XDLTvxqelBnsLxCUm9BGs7sSSk+X9/H2++vhVLmlp+VRf0WLeuKqPvpIbaLyRdblaqC8j68e5FDxnwbqjjPylaWQ974BEM+sW9dxlqR/Kw5wINc9kkVVoofpANZbCLBaXO1DPX8fKcAYVTDTwYCK4K1f3bOPpXLLWuogPer+WVRvN6CIdbFmcxuL8LcoVvlFDOjs7O5ULB+P9999n+vTpysVCfPt81sQdz1/m7ozvs/sfbmAOhaPHGbKrFVPWnewMulB8W7Rh+d0nZJ8aybH8uDCy7X8VLrCxtJk8RvFp3uTrC1IflHbe3NXAnLoodv7r9zH1Pkrhu+kGtI9D/3EM/ZHv8VL+VJaN8S38TrQPIYQQQgghhBBCCCFEeOwUpKymWrE0aqyGhLvmsfDxbNK1fWR29zixPVvAr/fX4XIDkSrUiXqW/s88jDMU72t3U/daKWUvvkXdeW8AhGq8Dn1uIYXzBpLT3rfPWjOV202hs+H79qvoz3W4PRA1VscDT5jJW6Tzm+LcwZYfL2b3zHL2P9nXpN5OLIszKOszSl6L2bodk392+VM2StcWUfWBGw9RqH74ACt/kYfxh/71Err+A6Wy6XBhcJBJN9825m/icEHvaym5P7BQ9H9exnbCDZEq4pIWsmq9GUOoCVubLSw2lkFuJdsfC1njvgD9LErrE8izbMUYMtN+GMfOj3PHYjLKHaSWHqbwfmVpL8La1x7ezyD4+OHBtm4WRWNCnB8HC0jJq0Yb5mcIcUP0cd55DpXy4zwrLNrEH5/0n+3Eg/NAGQW/rvJed6NU6OasxPzPRnQB2c1c2DfmU/SXnmt5XNJCTP+8lPQpffwPAL9rZIhr1VUHVc/8mhcOhvE/QgghhBB/n3y/cYJ/8/d/n+OylZJf4vc756F1lKyJouy+0O9zH7VQ9MzL2I+78QBRY+OYPn8Va//JgKb3yFwhbk5+bcd8TdEW5qzEvNqILugntwfngS0Uv7iHmhPe/PWqycksfGItq+ZoAgPUHVZyC1/g/e72ouOBx1ZifjQZdS+Z5t1HLRQVK/oZnlyFYaKygQ1gPwDO12F9rowXDnj7eELf1wyy76bXa5A/7/1S6f4GnL7+LFRqdPcvDXFvFUIf93K9sRemsHpfiHsswH3USun/fYG3PvA7NkF9Xj7tLmwb84P7xzJ0gYMs6KMu3HVYiop4+a9NuNujUP0wnXXFeUQ9n8LqfSHq1O94bSx/8aaJZZcAfSEC+IKv64dzoCCe2TcyK/Z3IQD53Ofon7kIcydjnz1KWfo1+YYD9FtbyPw/Z6lMUNO5+KvMn38zuhHt4yzrS1oo6hjJu2vjuLtr8XehfQghhBBCCCGEEEIIIUR/XFXkphWjVj54FEIIIYQQQgghhBBCXJebKZZ9UOGVQnx3RTI7axqdhYMNPv6Oi5mE/ek7v8Hg/G9aO/VvXaCyI5J1s25VFv4duN72cY36facpugCJSTE9wflCCCGEEEIIIYQQQgjx96KulprIVFJnKguEEEIIIYQQQgghhBDfFYMKsRRCiL8rXzSTt8fJZusn6N9uZ+ydY1kfp5ybRfS4wMbNx7hn63Hyqp1U1rZgqW4krbSBaW9fg9tGs3vuGOWbhBBCCCGEEEIIIYQQ4juvrtYO81LRSxezEEIIIYQQQgghhBDfWRKgL4QQ/Yno5E37OXKPthOfdCuNpglEK9cRfqKZrRtGzLk2Nr99jkzrWbJtV7B3RLFmYSznzJNIlP8+QgghhBBCCCGEEEKIv0O6Nfs5XKBXLhZCCCGEEEIIIYQQQnyHDOns7OxULhyM999/n+nTpysXCyGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBfmZspll1yGAshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN4AE6AshhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQN8D/B3yBSTcnbLnoAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)\n",
    "![image-2.png](attachment:image-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Azure OpenAI RAG with Tracing in AI Foundry\n",
    "In this section we'll go E2E RAG using Azure AI Search"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from opentelemetry import trace\n",
    "from opentelemetry.sdk.trace import TracerProvider\n",
    "from opentelemetry.sdk.trace.export import SimpleSpanProcessor, ConsoleSpanExporter\n",
    "from azure.core.settings import settings\n",
    "from azure.ai.inference import ChatCompletionsClient, EmbeddingsClient\n",
    "from azure.ai.inference.models import SystemMessage, UserMessage\n",
    "from azure.core.credentials import AzureKeyCredential\n",
    "from azure.search.documents import SearchClient\n",
    "from azure.search.documents.indexes import SearchIndexClient\n",
    "from azure.search.documents.models import VectorizedQuery\n",
    "from azure.search.documents.indexes.models import (\n",
    "    SimpleField, SearchFieldDataType, SearchableField, SearchField,\n",
    "    VectorSearch, HnswAlgorithmConfiguration, VectorSearchProfile, SearchIndex\n",
    ")\n",
    "from azure.ai.inference.tracing import AIInferenceInstrumentor\n",
    "\n",
    "# Setup tracing\n",
    "settings.tracing_implementation = \"opentelemetry\"\n",
    "trace.set_tracer_provider(TracerProvider().add_span_processor(SimpleSpanProcessor(ConsoleSpanExporter())))\n",
    "tracer = trace.get_tracer(__name__)\n",
    "\n",
    "# Enable AI Inference tracing\n",
    "AIInferenceInstrumentor().instrument()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "Azure OpenAI Configuration\n",
    "\n",
    "os.environ[\"AZURE_OPENAI_EMBEDDINGS_ENDPOINT\"] = \"<your-embeddings-endpoint>\"\n",
    "os.environ[\"AZURE_OPENAI_EMBEDDINGS_KEY\"] = \"<your-embeddings-key>\"\n",
    "os.environ[\"AZURE_OPENAI_CHAT_ENDPOINT\"] = \"<your-chat-endpoint>\"\n",
    "os.environ[\"AZURE_OPENAI_CHAT_KEY\"] = \"<your-chat-key>\"\n",
    "os.environ[\"AZURE_SEARCH_ENDPOINT\"] = \"<your-search-endpoint>\"\n",
    "os.environ[\"AZURE_SEARCH_INDEX\"] = \"<your-search-index>\"\n",
    "os.environ[\"AZURE_SEARCH_KEY\"] = \"<your-search-key>\"\n",
    "os.environ[\"APPLICATIONINSIGHTS_CONNECTION_STRING\"] = \"<your-app-insights-connection-string>\"\n",
    "os.environ[\"AZURE_TRACING_GEN_AI_CONTENT_RECORDING_ENABLED\"] = \"true\"\n",
    "\n",
    "embeddings_client = EmbeddingsClient(\n",
    "    endpoint=os.environ[\"AZURE_OPENAI_EMBEDDINGS_ENDPOINT\"],\n",
    "    credential=AzureKeyCredential(os.environ[\"AZURE_OPENAI_EMBEDDINGS_KEY\"])\n",
    ")\n",
    "\n",
    "chat_client = ChatCompletionsClient(\n",
    "    endpoint=os.environ[\"AZURE_OPENAI_CHAT_ENDPOINT\"],\n",
    "    credential=AzureKeyCredential(os.environ[\"AZURE_OPENAI_CHAT_KEY\"])\n",
    ")\n",
    "\n",
    "search_client = SearchClient(\n",
    "    endpoint=os.environ[\"AZURE_SEARCH_ENDPOINT\"],\n",
    "    index_name=os.environ[\"AZURE_SEARCH_INDEX\"],\n",
    "    credential=AzureKeyCredential(os.environ[\"AZURE_SEARCH_KEY\"])\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Create Search Index\n",
    "This section sets up the Azure Search index with vector search capabilities. Run this once to create or update your index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Search index 'ai-foundry-tracing-sample' created successfully\n"
     ]
    }
   ],
   "source": [
    "@tracer.start_as_current_span(\"setup_search_index\")\n",
    "def setup_search_index():\n",
    "    \"\"\"Create or update the Azure Search index\"\"\"\n",
    "    try:\n",
    "        index_client = SearchIndexClient(\n",
    "            endpoint=os.environ[\"AZURE_SEARCH_ENDPOINT\"],\n",
    "            credential=AzureKeyCredential(os.environ[\"AZURE_SEARCH_KEY\"])\n",
    "        )\n",
    "\n",
    "        fields = [\n",
    "            SimpleField(name=\"hotelId\", type=SearchFieldDataType.String, key=True),\n",
    "            SearchableField(name=\"hotelName\", type=SearchFieldDataType.String),\n",
    "            SearchableField(name=\"description\", type=SearchFieldDataType.String),\n",
    "            SearchableField(name=\"category\", type=SearchFieldDataType.String, filterable=True),\n",
    "            SearchField(\n",
    "                name=\"descriptionVector\",\n",
    "                type=SearchFieldDataType.Collection(SearchFieldDataType.Single),\n",
    "                searchable=True,\n",
    "                vector_search_dimensions=3072,  # Azure OpenAI text-embedding-3-large embedding dimensions\n",
    "                vector_search_profile_name=\"myHnswProfile\",\n",
    "            ),\n",
    "        ]\n",
    "\n",
    "        vector_search = VectorSearch(\n",
    "            algorithms=[HnswAlgorithmConfiguration(name=\"myHnsw\")],\n",
    "            profiles=[VectorSearchProfile(\n",
    "                name=\"myHnswProfile\",\n",
    "                algorithm_configuration_name=\"myHnsw\",\n",
    "            )]\n",
    "        )\n",
    "\n",
    "        index = SearchIndex(\n",
    "            name=os.environ[\"AZURE_SEARCH_INDEX\"],\n",
    "            fields=fields,\n",
    "            vector_search=vector_search\n",
    "        )\n",
    "        \n",
    "        result = index_client.create_or_update_index(index)\n",
    "        print(f\"Search index '{result.name}' created successfully\")\n",
    "        return result\n",
    "\n",
    "    except Exception as e:\n",
    "        span = trace.get_current_span()\n",
    "        span.set_attribute(\"error\", str(e))\n",
    "        raise\n",
    "\n",
    "# Create the index\n",
    "_ = setup_search_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Upload Sample Data\n",
    "This section creates embeddings for sample hotel data and uploads it to the search index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indexed 5 documents successfully\n"
     ]
    }
   ],
   "source": [
    "@tracer.start_as_current_span(\"index_sample_data\")\n",
    "def index_sample_data():\n",
    "    \"\"\"Index sample hotel data with embeddings\"\"\"\n",
    "    try:\n",
    "        # Sample hotel data\n",
    "        sample_hotels = [\n",
    "            {\n",
    "                \"hotelId\": \"1\",\n",
    "                \"hotelName\": \"Fancy Stay\",\n",
    "                \"description\": \"Best hotel in town if you like luxury hotels.\",\n",
    "                \"category\": \"Luxury\",\n",
    "            },\n",
    "            {\n",
    "                \"hotelId\": \"2\",\n",
    "                \"hotelName\": \"Roach Motel\",\n",
    "                \"description\": \"Cheapest hotel in town. Infact, a motel.\",\n",
    "                \"category\": \"Budget\",\n",
    "            },\n",
    "            {\n",
    "                \"hotelId\": \"3\",\n",
    "                \"hotelName\": \"EconoStay\",\n",
    "                \"description\": \"Very popular hotel in town.\",\n",
    "                \"category\": \"Budget\",\n",
    "            },\n",
    "            {\n",
    "                \"hotelId\": \"4\",\n",
    "                \"hotelName\": \"Modern Stay\",\n",
    "                \"description\": \"Modern architecture, very polite staff and very clean. Also very affordable.\",\n",
    "                \"category\": \"Luxury\",\n",
    "            },\n",
    "            {\n",
    "                \"hotelId\": \"5\",\n",
    "                \"hotelName\": \"Secret Point\",\n",
    "                \"description\": \"One of the best hotel in town. The hotel is ideally located on the main commercial artery of the city in the heart of New York.\",\n",
    "                \"category\": \"Boutique\",\n",
    "            },\n",
    "        ]\n",
    "\n",
    "        # Create embeddings for each hotel description\n",
    "        span = trace.get_current_span()\n",
    "        for hotel in sample_hotels:\n",
    "            embedding_response = embeddings_client.embed(input=[hotel[\"description\"]])\n",
    "            hotel[\"descriptionVector\"] = embedding_response.data[0].embedding\n",
    "            span.set_attribute(f\"embedded_hotel_{hotel['hotelId']}\", \"true\")\n",
    "\n",
    "        # Upload to search index\n",
    "        search_client = SearchClient(\n",
    "            endpoint=os.environ[\"AZURE_SEARCH_ENDPOINT\"],\n",
    "            index_name=os.environ[\"AZURE_SEARCH_INDEX\"],\n",
    "            credential=AzureKeyCredential(os.environ[\"AZURE_SEARCH_KEY\"]),\n",
    "        )\n",
    "\n",
    "        result = search_client.upload_documents(documents=sample_hotels)\n",
    "        span.set_attribute(\"documents_indexed\", len(sample_hotels))\n",
    "        print(f\"Indexed {len(sample_hotels)} documents successfully\")\n",
    "\n",
    "    except Exception as e:\n",
    "        span = trace.get_current_span()\n",
    "        span.set_attribute(\"error\", str(e))\n",
    "        raise\n",
    "\n",
    "\n",
    "# Index the sample data\n",
    "index_sample_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "@tracer.start_as_current_span(\"search_documents\")\n",
    "def search_documents(query: str):\n",
    "    \"\"\"Vector search using embedded query\"\"\"\n",
    "    span = trace.get_current_span()\n",
    "    span.set_attribute(\"operation\", \"vector_search\")\n",
    "    \n",
    "    # Create embedding for query\n",
    "    embedding_response = embeddings_client.embed(input=[query])\n",
    "    query_embedding = embedding_response.data[0].embedding\n",
    "    \n",
    "    # Set up search client\n",
    "    search_client = SearchClient(\n",
    "        endpoint=os.environ[\"AZURE_SEARCH_ENDPOINT\"],\n",
    "        index_name=os.environ[\"AZURE_SEARCH_INDEX\"],\n",
    "        credential=AzureKeyCredential(os.environ[\"AZURE_SEARCH_KEY\"])\n",
    "    )\n",
    "    \n",
    "    # Perform vector search\n",
    "    vector_query = VectorizedQuery(\n",
    "        vector=query_embedding,\n",
    "        k_nearest_neighbors=3,\n",
    "        fields=\"descriptionVector\"\n",
    "    )\n",
    "    \n",
    "    results = search_client.search(\n",
    "        search_text=None,\n",
    "        vector_queries=[vector_query],\n",
    "        select=[\"hotelName\", \"description\", \"category\"]\n",
    "    )\n",
    "    \n",
    "    return list(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Define RAG Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "@tracer.start_as_current_span(\"rag_process\")\n",
    "def process_rag_query(question: str):\n",
    "    \"\"\"Complete RAG process\"\"\"\n",
    "    span = trace.get_current_span()\n",
    "    span.set_attribute(\"question\", question)\n",
    "    \n",
    "    # Search for relevant documents\n",
    "    search_results = search_documents(question)\n",
    "    \n",
    "    # Format context\n",
    "    context = \"\\n\".join([\n",
    "        f\"Hotel: {result['hotelName']}\\n\"\n",
    "        f\"Category: {result['category']}\\n\"\n",
    "        f\"Description: {result['description']}\\n\"\n",
    "        for result in search_results\n",
    "    ])\n",
    "    \n",
    "    # Generate response\n",
    "    messages = [\n",
    "        SystemMessage(content=f\"You are a helpful assistant. Use this context to answer questions:\\n\\n{context}\"),\n",
    "        UserMessage(content=question)\n",
    "    ]\n",
    "    \n",
    "    response = chat_client.complete(messages=messages)\n",
    "    return response.choices[0].message.content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Question: What's a good hotel close to city center?\n",
      "Answer: Secret Point is a great option, as it is ideally located on the main commercial artery of the city in the heart of New York. This boutique hotel is one of the best in town and offers convenient access to the city center.\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    # Test query\n",
    "    question = \"What's a good hotel close to city center?\"\n",
    "    answer = process_rag_query(question)\n",
    "    \n",
    "    print(f\"Question: {question}\")\n",
    "    print(f\"Answer: {answer}\")\n",
    "    \n",
    "finally:\n",
    "    # Clean up instrumentation\n",
    "    AIInferenceInstrumentor().uninstrument()"
   ]
  },
  {
   "attachments": {
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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
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}