From 31fbb6d336ee61f72e8a7fac1560fa79a1579c8c Mon Sep 17 00:00:00 2001
From: Mikyo King <mikyo@arize.com>
Date: Tue, 3 Dec 2024 07:06:41 -0700
Subject: [PATCH 1/7] feat(sessions): getting started guide

---
 app/src/pages/project/PythonSessionsGuide.tsx | 30 ++++++++++++
 app/src/pages/project/SessionsTableEmpty.tsx  | 48 ++++++++++++++++++-
 2 files changed, 76 insertions(+), 2 deletions(-)
 create mode 100644 app/src/pages/project/PythonSessionsGuide.tsx

diff --git a/app/src/pages/project/PythonSessionsGuide.tsx b/app/src/pages/project/PythonSessionsGuide.tsx
new file mode 100644
index 0000000000..4559651ca4
--- /dev/null
+++ b/app/src/pages/project/PythonSessionsGuide.tsx
@@ -0,0 +1,30 @@
+import React from "react";
+
+import { Heading, Text, View } from "@arizeai/components";
+
+import { CodeWrap, PythonBlockWithCopy } from "@phoenix/components/code";
+
+const INSTALL_OPENINFERENCE_INSTRUMENTATION_PYTHON = `pip install openinference-instrumentation`;
+export function PythonSessionsGuide() {
+  return (
+    <div>
+      <View paddingTop="size-200" paddingBottom="size-100">
+        <Heading level={2} weight="heavy">
+          Install Dependencies
+        </Heading>
+      </View>
+      <View paddingBottom="size-100">
+        <Text>
+          Sessions are tracked via the OpenTelemetry attribute <b>session.id</b>
+          . The easiest way to get started with sessions is to use the
+          OpenInference instrumentation package.
+        </Text>
+      </View>
+      <CodeWrap>
+        <PythonBlockWithCopy
+          value={INSTALL_OPENINFERENCE_INSTRUMENTATION_PYTHON}
+        />
+      </CodeWrap>
+    </div>
+  );
+}
diff --git a/app/src/pages/project/SessionsTableEmpty.tsx b/app/src/pages/project/SessionsTableEmpty.tsx
index a35e5cee5c..44a93eac45 100644
--- a/app/src/pages/project/SessionsTableEmpty.tsx
+++ b/app/src/pages/project/SessionsTableEmpty.tsx
@@ -1,9 +1,39 @@
-import React from "react";
+import React, { ReactNode, useState } from "react";
 import { css } from "@emotion/react";
 
-import { Flex } from "@arizeai/components";
+import {
+  Button,
+  Dialog,
+  DialogContainer,
+  Flex,
+  Icon,
+  Icons,
+  View,
+} from "@arizeai/components";
+
+import { CodeLanguage, CodeLanguageRadioGroup } from "@phoenix/components/code";
+
+import { PythonSessionsGuide } from "./PythonSessionsGuide";
 
 export function SessionsTableEmpty() {
+  const [dialog, setDialog] = useState<ReactNode | null>(null);
+  const [language, setLanguage] = useState<CodeLanguage>("Python");
+  const onGettingStartedClick = () => {
+    setDialog(
+      <Dialog title="Setup Sessions" size="M">
+        <View padding="size-400" overflow="auto">
+          <View paddingBottom="size-100">
+            <CodeLanguageRadioGroup
+              language={language}
+              onChange={setLanguage}
+            />
+          </View>
+          {language === "Python" ? <PythonSessionsGuide /> : "coming soon"}
+        </View>
+      </Dialog>
+    );
+  };
+
   return (
     <tbody className="is-empty">
       <tr>
@@ -16,9 +46,23 @@ export function SessionsTableEmpty() {
         >
           <Flex direction="column" gap="size-200" alignItems="center">
             No sessions found for this project
+            <Button
+              variant="default"
+              icon={<Icon svg={<Icons.PlayCircleOutline />} />}
+              onClick={onGettingStartedClick}
+            >
+              Setup Sessions
+            </Button>
           </Flex>
         </td>
       </tr>
+      <DialogContainer
+        onDismiss={() => setDialog(null)}
+        isDismissable
+        type="slideOver"
+      >
+        {dialog}
+      </DialogContainer>
     </tbody>
   );
 }

From 6d318784f6fb91aa2446407bf737423231280d96 Mon Sep 17 00:00:00 2001
From: Mikyo King <mikyo@arize.com>
Date: Tue, 3 Dec 2024 08:03:16 -0700
Subject: [PATCH 2/7] minimum working sessions example

---
 tutorials/tracing/openai_tracing_tutorial.ipynb | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/tutorials/tracing/openai_tracing_tutorial.ipynb b/tutorials/tracing/openai_tracing_tutorial.ipynb
index 898724cead..f48522a1bf 100644
--- a/tutorials/tracing/openai_tracing_tutorial.ipynb
+++ b/tutorials/tracing/openai_tracing_tutorial.ipynb
@@ -389,8 +389,14 @@
   }
  ],
  "metadata": {
+  "kernelspec": {
+   "display_name": "phoenix",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
-   "name": "python"
+   "name": "python",
+   "version": "3.12.7"
   }
  },
  "nbformat": 4,

From 01f5beddbd960a3b48aba4ff80f2fd3d705838fd Mon Sep 17 00:00:00 2001
From: Mikyo King <mikyo@arize.com>
Date: Tue, 3 Dec 2024 08:24:38 -0700
Subject: [PATCH 3/7] add python getting started guide

---
 app/src/pages/project/PythonSessionsGuide.tsx |  62 ++++
 app/src/pages/project/SessionsTableEmpty.tsx  |   2 +-
 .../tracing/openai_sessions_tutorial.ipynb    | 340 ++++++++++++++++++
 3 files changed, 403 insertions(+), 1 deletion(-)
 create mode 100644 tutorials/tracing/openai_sessions_tutorial.ipynb

diff --git a/app/src/pages/project/PythonSessionsGuide.tsx b/app/src/pages/project/PythonSessionsGuide.tsx
index 4559651ca4..f497f4c2dc 100644
--- a/app/src/pages/project/PythonSessionsGuide.tsx
+++ b/app/src/pages/project/PythonSessionsGuide.tsx
@@ -5,6 +5,54 @@ import { Heading, Text, View } from "@arizeai/components";
 import { CodeWrap, PythonBlockWithCopy } from "@phoenix/components/code";
 
 const INSTALL_OPENINFERENCE_INSTRUMENTATION_PYTHON = `pip install openinference-instrumentation`;
+const ADD_SESSION_ID_PYTHON = `import uuid
+
+import openai
+from openinference.instrumentation import using_session
+from openinference.semconv.trace import SpanAttributes
+from opentelemetry import trace
+
+client = openai.Client()
+session_id = str(uuid.uuid4())
+
+tracer = trace.get_tracer(__name__)
+
+@tracer.start_as_current_span(name="agent", attributes={SpanAttributes.OPENINFERENCE_SPAN_KIND: "agent"})
+def assistant(
+  messages: list[dict],
+  session_id: str = str,
+):
+  current_span = trace.get_current_span()
+  current_span.set_attribute(SpanAttributes.SESSION_ID, session_id)
+  current_span.set_attribute(SpanAttributes.INPUT_VALUE, messages[-1].get('content'))
+
+  # Propagate the session_id down to spans crated by the OpenAI instrumentation
+  # This is not strictly necessary, but it helps to correlate the spans to the same session
+  with using_session(session_id):
+   response = client.chat.completions.create(
+       model="gpt-3.5-turbo",
+       messages=[{"role": "system", "content": "You are a helpful assistant."}] + messages,
+   ).choices[0].message
+
+  current_span.set_attribute(SpanAttributes.OUTPUT_VALUE, response.content)
+  return response
+
+messages = [
+  {"role": "user", "content": "hi! im bob"}
+]
+response = assistant(
+  messages,
+  session_id=session_id,
+)
+messages = messages + [
+  response,
+  {"role": "user", "content": "what's my name?"}
+]
+response = assistant(
+  messages,
+  session_id=session_id,
+)`;
+
 export function PythonSessionsGuide() {
   return (
     <div>
@@ -25,6 +73,20 @@ export function PythonSessionsGuide() {
           value={INSTALL_OPENINFERENCE_INSTRUMENTATION_PYTHON}
         />
       </CodeWrap>
+      <View paddingTop="size-200" paddingBottom="size-100">
+        <Heading level={2} weight="heavy">
+          Add Session ID to your Traces
+        </Heading>
+      </View>
+      <View paddingBottom="size-100">
+        <Text>
+          Below is an example of how to add session IDs to a simple OpenAI
+          application.
+        </Text>
+      </View>
+      <CodeWrap>
+        <PythonBlockWithCopy value={ADD_SESSION_ID_PYTHON} />
+      </CodeWrap>
     </div>
   );
 }
diff --git a/app/src/pages/project/SessionsTableEmpty.tsx b/app/src/pages/project/SessionsTableEmpty.tsx
index 44a93eac45..38dcf7218a 100644
--- a/app/src/pages/project/SessionsTableEmpty.tsx
+++ b/app/src/pages/project/SessionsTableEmpty.tsx
@@ -20,7 +20,7 @@ export function SessionsTableEmpty() {
   const [language, setLanguage] = useState<CodeLanguage>("Python");
   const onGettingStartedClick = () => {
     setDialog(
-      <Dialog title="Setup Sessions" size="M">
+      <Dialog title="Setup Sessions" size="L">
         <View padding="size-400" overflow="auto">
           <View paddingBottom="size-100">
             <CodeLanguageRadioGroup
diff --git a/tutorials/tracing/openai_sessions_tutorial.ipynb b/tutorials/tracing/openai_sessions_tutorial.ipynb
new file mode 100644
index 0000000000..8468cf469f
--- /dev/null
+++ b/tutorials/tracing/openai_sessions_tutorial.ipynb
@@ -0,0 +1,340 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<center>\n",
+    "    <p style=\"text-align:center\">\n",
+    "        <img alt=\"phoenix logo\" src=\"https://storage.googleapis.com/arize-phoenix-assets/assets/phoenix-logo-light.svg\" width=\"200\"/>\n",
+    "        <br>\n",
+    "        <a href=\"https://docs.arize.com/phoenix/\">Docs</a>\n",
+    "        |\n",
+    "        <a href=\"https://github.com/Arize-ai/phoenix\">GitHub</a>\n",
+    "        |\n",
+    "        <a href=\"https://join.slack.com/t/arize-ai/shared_invite/zt-1px8dcmlf-fmThhDFD_V_48oU7ALan4Q\">Community</a>\n",
+    "    </p>\n",
+    "</center>\n",
+    "<h1 align=\"center\">Setting up Sessions</h1>\n",
+    "\n",
+    "A Session is a sequence of traces representing a single session (e.g. a session or a thread). Each response is represented as it's own trace, but these traces are linked together by being part of the same session.\n",
+    "To associate traces together, you need to pass in a special metadata key where the value is the unique identifier for that thread.\n",
+    "\n",
+    "In this tutorial we will setup sessions using OpenAI and OpenInference instrumentation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## 1. Install Dependencies and Import Libraries\n",
+    "\n",
+    "Install dependencies."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
+      "I0000 00:00:1733237167.554913 1990701 fork_posix.cc:75] Other threads are currently calling into gRPC, skipping fork() handlers\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Requirement already satisfied: openai>=1.0.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (1.55.1)\n",
+      "Requirement already satisfied: arize-phoenix in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (5.12.0)\n",
+      "Requirement already satisfied: jsonschema in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (4.23.0)\n",
+      "Requirement already satisfied: openinference-instrumentation-openai in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (0.1.18)\n",
+      "Requirement already satisfied: openinference-instrumentation in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (0.1.18)\n",
+      "Requirement already satisfied: opentelemetry-api in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (1.28.2)\n",
+      "Requirement already satisfied: opentelemetry-sdk in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (1.28.2)\n",
+      "Requirement already satisfied: openinference-semantic-conventions in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (0.1.12)\n",
+      "Requirement already satisfied: anyio<5,>=3.5.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (4.6.2.post1)\n",
+      "Requirement already satisfied: distro<2,>=1.7.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (1.9.0)\n",
+      "Requirement already satisfied: httpx<1,>=0.23.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (0.27.2)\n",
+      "Requirement already satisfied: jiter<1,>=0.4.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (0.7.1)\n",
+      "Requirement already satisfied: pydantic<3,>=1.9.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (2.9.2)\n",
+      "Requirement already satisfied: sniffio in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (1.3.1)\n",
+      "Requirement already satisfied: tqdm>4 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (4.67.1)\n",
+      "Requirement already satisfied: typing-extensions<5,>=4.11 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from openai>=1.0.0) (4.12.2)\n",
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+      "Requirement already satisfied: aiosqlite in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from arize-phoenix) (0.20.0)\n",
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+      "Requirement already satisfied: arize-phoenix-evals>=0.13.1 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from arize-phoenix) (0.17.5)\n",
+      "Requirement already satisfied: arize-phoenix-otel>=0.5.1 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from arize-phoenix) (0.6.1)\n",
+      "Requirement already satisfied: authlib in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from arize-phoenix) (1.3.2)\n",
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+      "Requirement already satisfied: grpcio in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from arize-phoenix) (1.68.0)\n",
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+      "Requirement already satisfied: opentelemetry-semantic-conventions in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from arize-phoenix) (0.49b2)\n",
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+      "Requirement already satisfied: pytz>=2020.1 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from pandas>=1.0->arize-phoenix) (2024.2)\n",
+      "Requirement already satisfied: tzdata>=2022.7 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from pandas>=1.0->arize-phoenix) (2024.2)\n",
+      "Requirement already satisfied: annotated-types>=0.6.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from pydantic<3,>=1.9.0->openai>=1.0.0) (0.7.0)\n",
+      "Requirement already satisfied: pydantic-core==2.23.4 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from pydantic<3,>=1.9.0->openai>=1.0.0) (2.23.4)\n",
+      "Requirement already satisfied: greenlet!=0.4.17 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from sqlalchemy[asyncio]<3,>=2.0.4->arize-phoenix) (3.1.1)\n",
+      "Requirement already satisfied: cryptography in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from authlib->arize-phoenix) (43.0.3)\n",
+      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from jinja2->arize-phoenix) (3.0.2)\n",
+      "Requirement already satisfied: opentelemetry-exporter-otlp-proto-grpc==1.28.2 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from opentelemetry-exporter-otlp->arize-phoenix) (1.28.2)\n",
+      "Requirement already satisfied: opentelemetry-exporter-otlp-proto-http==1.28.2 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from opentelemetry-exporter-otlp->arize-phoenix) (1.28.2)\n",
+      "Requirement already satisfied: googleapis-common-protos~=1.52 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from opentelemetry-exporter-otlp-proto-grpc==1.28.2->opentelemetry-exporter-otlp->arize-phoenix) (1.66.0)\n",
+      "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.28.2 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from opentelemetry-exporter-otlp-proto-grpc==1.28.2->opentelemetry-exporter-otlp->arize-phoenix) (1.28.2)\n",
+      "Requirement already satisfied: requests~=2.7 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from opentelemetry-exporter-otlp-proto-http==1.28.2->opentelemetry-exporter-otlp->arize-phoenix) (2.32.3)\n",
+      "Requirement already satisfied: packaging>=18.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from opentelemetry-instrumentation->openinference-instrumentation-openai) (24.2)\n",
+      "Requirement already satisfied: joblib>=1.2.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from scikit-learn->arize-phoenix) (1.4.2)\n",
+      "Requirement already satisfied: threadpoolctl>=3.1.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from scikit-learn->arize-phoenix) (3.5.0)\n",
+      "Requirement already satisfied: click>=7.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from uvicorn->arize-phoenix) (8.1.7)\n",
+      "Requirement already satisfied: six>=1.5 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from python-dateutil<3.0.0,>=2.7.0->strawberry-graphql==0.243.1->arize-phoenix) (1.16.0)\n",
+      "Requirement already satisfied: cffi>=1.12 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from cryptography->authlib->arize-phoenix) (1.17.1)\n",
+      "Requirement already satisfied: pycparser in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from cffi>=1.12->cryptography->authlib->arize-phoenix) (2.22)\n",
+      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from requests~=2.7->opentelemetry-exporter-otlp-proto-http==1.28.2->opentelemetry-exporter-otlp->arize-phoenix) (3.4.0)\n",
+      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from requests~=2.7->opentelemetry-exporter-otlp-proto-http==1.28.2->opentelemetry-exporter-otlp->arize-phoenix) (2.2.3)\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install \"openai>=1.0.0\" arize-phoenix jsonschema openinference-instrumentation-openai openinference-instrumentation opentelemetry-api opentelemetry-sdk openinference-semantic-conventions"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Configure Your OpenAI API Key and Instantiate Your OpenAI Client\n",
+    "\n",
+    "Set your OpenAI API key if it is not already set as an environment variable."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "from getpass import getpass\n",
+    "\n",
+    "from openai import OpenAI\n",
+    "\n",
+    "if not (openai_api_key := os.getenv(\"OPENAI_API_KEY\")):\n",
+    "    openai_api_key = getpass(\"🔑 Enter your OpenAI API key: \")\n",
+    "client = OpenAI(api_key=openai_api_key)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Instrument Your OpenAI Client\n",
+    "\n",
+    "Instrument your OpenAI client with a tracer that emits telemetry data in OpenInference format. [OpenInference](https://arize-ai.github.io/open-inference-spec/trace/) is an open standard for capturing and storing LLM application traces that enables LLM applications to seamlessly integrate with LLM observability solutions such as Phoenix."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "🔭 OpenTelemetry Tracing Details 🔭\n",
+      "|  Phoenix Project: openai-sessions-example\n",
+      "|  Span Processor: SimpleSpanProcessor\n",
+      "|  Collector Endpoint: localhost:4317\n",
+      "|  Transport: gRPC\n",
+      "|  Transport Headers: {'user-agent': '****'}\n",
+      "|  \n",
+      "|  Using a default SpanProcessor. `add_span_processor` will overwrite this default.\n",
+      "|  \n",
+      "|  `register` has set this TracerProvider as the global OpenTelemetry default.\n",
+      "|  To disable this behavior, call `register` with `set_global_tracer_provider=False`.\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from openinference.instrumentation.openai import OpenAIInstrumentor\n",
+    "\n",
+    "from phoenix.otel import register\n",
+    "\n",
+    "tracer_provider = register(project_name=\"openai-sessions-example\")\n",
+    "OpenAIInstrumentor().instrument(tracer_provider=tracer_provider)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Run Phoenix in the Background\n",
+    "\n",
+    "Launch Phoenix as a background session to collect the trace data emitted by your instrumented OpenAI client. Note that Phoenix should be run in a container in a production environment."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "🌍 To view the Phoenix app in your browser, visit http://localhost:6006/\n",
+      "📖 For more information on how to use Phoenix, check out https://docs.arize.com/phoenix\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<phoenix.session.session.ThreadSession at 0x30feb9b80>"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import phoenix as px\n",
+    "\n",
+    "px.launch_app()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Create a bare-bones Agent\n",
+    "\n",
+    "Let's create the outline of an agent that will leverage OpenAI."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "\n",
+    "import uuid\n",
+    "\n",
+    "import openai\n",
+    "from openinference.instrumentation import using_session\n",
+    "from openinference.semconv.trace import SpanAttributes\n",
+    "from opentelemetry import trace\n",
+    "\n",
+    "client = openai.Client()\n",
+    "session_id = str(uuid.uuid4())\n",
+    "\n",
+    "tracer = trace.get_tracer(__name__)\n",
+    "\n",
+    "@tracer.start_as_current_span(name=\"agent\", attributes={SpanAttributes.OPENINFERENCE_SPAN_KIND: \"agent\"})\n",
+    "def assistant(\n",
+    "  messages: list[dict],\n",
+    "  session_id: str = str,\n",
+    "):\n",
+    "  current_span = trace.get_current_span()\n",
+    "  current_span.set_attribute(SpanAttributes.SESSION_ID, session_id)\n",
+    "  current_span.set_attribute(SpanAttributes.INPUT_VALUE, messages[-1].get('content'))\n",
+    "\n",
+    "  # Propagate the session_id down to spans crated by the OpenAI instrumentation\n",
+    "  # This is not strictly necessary, but it helps to correlate the spans to the same session\n",
+    "  with using_session(session_id):\n",
+    "   response = client.chat.completions.create(\n",
+    "       model=\"gpt-3.5-turbo\",\n",
+    "       messages=[{\"role\": \"system\", \"content\": \"You are a helpful assistant.\"}] + messages,\n",
+    "   ).choices[0].message\n",
+    "\n",
+    "  current_span.set_attribute(SpanAttributes.OUTPUT_VALUE, response.content)\n",
+    "  return response\n",
+    "\n",
+    "messages = [\n",
+    "  {\"role\": \"user\", \"content\": \"hi! im bob\"}\n",
+    "]\n",
+    "response = assistant(\n",
+    "  messages,\n",
+    "  session_id=session_id,\n",
+    ")\n",
+    "messages = messages + [\n",
+    "  response,\n",
+    "  {\"role\": \"user\", \"content\": \"what's my name?\"}\n",
+    "]\n",
+    "response = assistant(\n",
+    "  messages,\n",
+    "  session_id=session_id,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "phoenix",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.12.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From 190a5931e27f9fe816fc565bbc15aebaac8bad5e Mon Sep 17 00:00:00 2001
From: Mikyo King <mikyo@arize.com>
Date: Tue, 3 Dec 2024 10:54:52 -0700
Subject: [PATCH 4/7] add typescript guide

---
 app/src/pages/project/PythonSessionsGuide.tsx |   9 ++
 app/src/pages/project/SessionsTableEmpty.tsx  |  34 +++---
 .../pages/project/TypeScriptSessionsGuide.tsx | 115 ++++++++++++++++++
 cspell.json                                   |   1 +
 .../tracing/openai_sessions_tutorial.ipynb    |   7 --
 5 files changed, 145 insertions(+), 21 deletions(-)
 create mode 100644 app/src/pages/project/TypeScriptSessionsGuide.tsx

diff --git a/app/src/pages/project/PythonSessionsGuide.tsx b/app/src/pages/project/PythonSessionsGuide.tsx
index f497f4c2dc..ed659bbefb 100644
--- a/app/src/pages/project/PythonSessionsGuide.tsx
+++ b/app/src/pages/project/PythonSessionsGuide.tsx
@@ -2,6 +2,7 @@ import React from "react";
 
 import { Heading, Text, View } from "@arizeai/components";
 
+import { ExternalLink } from "@phoenix/components";
 import { CodeWrap, PythonBlockWithCopy } from "@phoenix/components/code";
 
 const INSTALL_OPENINFERENCE_INSTRUMENTATION_PYTHON = `pip install openinference-instrumentation`;
@@ -87,6 +88,14 @@ export function PythonSessionsGuide() {
       <CodeWrap>
         <PythonBlockWithCopy value={ADD_SESSION_ID_PYTHON} />
       </CodeWrap>
+      <View paddingBottom="size-100" paddingTop="size-100">
+        <Text>
+          For more information on how to use sessions, consult the{" "}
+          <ExternalLink href="https://docs.arize.com/phoenix/tracing/how-to-tracing/setup-sessions">
+            documentation
+          </ExternalLink>
+        </Text>
+      </View>
     </div>
   );
 }
diff --git a/app/src/pages/project/SessionsTableEmpty.tsx b/app/src/pages/project/SessionsTableEmpty.tsx
index 38dcf7218a..beb415ee67 100644
--- a/app/src/pages/project/SessionsTableEmpty.tsx
+++ b/app/src/pages/project/SessionsTableEmpty.tsx
@@ -14,24 +14,30 @@ import {
 import { CodeLanguage, CodeLanguageRadioGroup } from "@phoenix/components/code";
 
 import { PythonSessionsGuide } from "./PythonSessionsGuide";
+import { TypeScriptSessionsGuide } from "./TypeScriptSessionsGuide";
 
+function SetupSessionsDialog() {
+  const [language, setLanguage] = useState<CodeLanguage>("Python");
+  return (
+    <Dialog title="Setup Sessions for this Project" size="L">
+      <View padding="size-400" overflow="auto">
+        <View paddingBottom="size-100">
+          <CodeLanguageRadioGroup language={language} onChange={setLanguage} />
+        </View>
+        {language === "Python" ? (
+          <PythonSessionsGuide />
+        ) : (
+          <TypeScriptSessionsGuide />
+        )}
+      </View>
+    </Dialog>
+  );
+}
 export function SessionsTableEmpty() {
   const [dialog, setDialog] = useState<ReactNode | null>(null);
-  const [language, setLanguage] = useState<CodeLanguage>("Python");
+
   const onGettingStartedClick = () => {
-    setDialog(
-      <Dialog title="Setup Sessions" size="L">
-        <View padding="size-400" overflow="auto">
-          <View paddingBottom="size-100">
-            <CodeLanguageRadioGroup
-              language={language}
-              onChange={setLanguage}
-            />
-          </View>
-          {language === "Python" ? <PythonSessionsGuide /> : "coming soon"}
-        </View>
-      </Dialog>
-    );
+    setDialog(<SetupSessionsDialog projectName="projectName" />);
   };
 
   return (
diff --git a/app/src/pages/project/TypeScriptSessionsGuide.tsx b/app/src/pages/project/TypeScriptSessionsGuide.tsx
new file mode 100644
index 0000000000..66cc6bcb45
--- /dev/null
+++ b/app/src/pages/project/TypeScriptSessionsGuide.tsx
@@ -0,0 +1,115 @@
+import React from "react";
+
+import { Heading, Text, View } from "@arizeai/components";
+
+import { ExternalLink } from "@phoenix/components";
+import { CodeWrap, PythonBlockWithCopy } from "@phoenix/components/code";
+import { TypeScriptBlockWithCopy } from "@phoenix/components/code/TypeScriptBlockWithCopy";
+
+const INSTALL_OPENINFERENCE_CORE_TYPESCRIPT = `npm install @arizeai/openinference-core --save`;
+
+const ADD_SESSION_ID_TYPESCRIPT = `import { trace } from "npm:@opentelemetry/api";
+import { SemanticConventions } from "npm:@arizeai/openinference-semantic-conventions";
+import { context } from "npm:@opentelemetry/api";
+import { setSession } from "npm:@arizeai/openinference-core";
+
+const tracer = trace.getTracer("agent");
+
+const client = new OpenAI({
+  apiKey: process.env["OPENAI_API_KEY"], // This is the default and can be omitted
+});
+
+async function assistant(params: {
+  messages: { role: string; content: string }[];
+  sessionId: string;
+}) {
+  return tracer.startActiveSpan("agent", async (span: Span) => {
+    span.setAttribute(SemanticConventions.OPENINFERENCE_SPAN_KIND, "agent");
+    span.setAttribute(SemanticConventions.SESSION_ID, params.sessionId);
+    span.setAttribute(
+      SemanticConventions.INPUT_VALUE,
+      messages[messages.length - 1].content,
+    );
+    try {
+      // This is not strictly necessary but it helps propagate the session ID
+      // to all child spans
+      return context.with(
+        setSession(context.active(), { sessionId: params.sessionId }),
+        async () => {
+          // Calls within this block will generate spans with the session ID set
+          const chatCompletion = await client.chat.completions.create({
+            messages: params.messages,
+            model: "gpt-3.5-turbo",
+          });
+          const response = chatCompletion.choices[0].message;
+          span.setAttribute(SemanticConventions.OUTPUT_VALUE, response.content);
+          span.end();
+          return response;
+        },
+      );
+    } catch (e) {
+      span.error(e);
+    }
+  });
+}
+
+const sessionId = crypto.randomUUID();
+
+let messages = [{ role: "user", content: "hi! im Tim" }];
+
+const res = await assistant({
+  messages,
+  sessionId: sessionId,
+});
+
+messages = [res, { role: "assistant", content: "What is my name?" }];
+
+await assistant({
+  messages,
+  sessionId: sessionId,
+});
+`;
+
+export function TypeScriptSessionsGuide() {
+  return (
+    <div>
+      <View paddingTop="size-200" paddingBottom="size-100">
+        <Heading level={2} weight="heavy">
+          Install Dependencies
+        </Heading>
+      </View>
+      <View paddingBottom="size-100">
+        <Text>
+          Sessions are tracked via the OpenTelemetry attribute <b>session.id</b>
+          . The easiest way to get started with sessions is to use the
+          OpenInference instrumentation package.
+        </Text>
+      </View>
+      <CodeWrap>
+        <PythonBlockWithCopy value={INSTALL_OPENINFERENCE_CORE_TYPESCRIPT} />
+      </CodeWrap>
+      <View paddingTop="size-200" paddingBottom="size-100">
+        <Heading level={2} weight="heavy">
+          Add Session ID to your Traces
+        </Heading>
+      </View>
+      <View paddingBottom="size-100">
+        <Text>
+          Below is an example of how to add session IDs to a simple OpenAI
+          application.
+        </Text>
+      </View>
+      <CodeWrap>
+        <TypeScriptBlockWithCopy value={ADD_SESSION_ID_TYPESCRIPT} />
+      </CodeWrap>
+      <View paddingBottom="size-100">
+        <Text>
+          For more information on how to use sessions, consult the{" "}
+          <ExternalLink href="https://docs.arize.com/phoenix/tracing/how-to-tracing/setup-sessions">
+            documentation
+          </ExternalLink>
+        </Text>
+      </View>
+    </div>
+  );
+}
diff --git a/cspell.json b/cspell.json
index 0ac8a3cc89..f880d8fb7d 100644
--- a/cspell.json
+++ b/cspell.json
@@ -56,6 +56,7 @@
         "rgba",
         "rowid",
         "seafoam",
+        "SEMRESATTRS",
         "sqlalchemy",
         "Starlette",
         "tanstack",
diff --git a/tutorials/tracing/openai_sessions_tutorial.ipynb b/tutorials/tracing/openai_sessions_tutorial.ipynb
index 8468cf469f..82b8e6c4a3 100644
--- a/tutorials/tracing/openai_sessions_tutorial.ipynb
+++ b/tutorials/tracing/openai_sessions_tutorial.ipynb
@@ -307,13 +307,6 @@
     "  session_id=session_id,\n",
     ")"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {

From 2008cce3d9d542f7df48c56e7338789c642c3018 Mon Sep 17 00:00:00 2001
From: Mikyo King <mikyo@arize.com>
Date: Tue, 3 Dec 2024 11:01:43 -0700
Subject: [PATCH 5/7] add tutorials

---
 app/src/pages/project/SessionsTableEmpty.tsx  |   2 +-
 .../tracing/openai_sessions_tutorial.ipynb    | 150 +-----------------
 2 files changed, 9 insertions(+), 143 deletions(-)

diff --git a/app/src/pages/project/SessionsTableEmpty.tsx b/app/src/pages/project/SessionsTableEmpty.tsx
index beb415ee67..a6162ff1d2 100644
--- a/app/src/pages/project/SessionsTableEmpty.tsx
+++ b/app/src/pages/project/SessionsTableEmpty.tsx
@@ -37,7 +37,7 @@ export function SessionsTableEmpty() {
   const [dialog, setDialog] = useState<ReactNode | null>(null);
 
   const onGettingStartedClick = () => {
-    setDialog(<SetupSessionsDialog projectName="projectName" />);
+    setDialog(<SetupSessionsDialog />);
   };
 
   return (
diff --git a/tutorials/tracing/openai_sessions_tutorial.ipynb b/tutorials/tracing/openai_sessions_tutorial.ipynb
index 82b8e6c4a3..701f6ffbb4 100644
--- a/tutorials/tracing/openai_sessions_tutorial.ipynb
+++ b/tutorials/tracing/openai_sessions_tutorial.ipynb
@@ -34,105 +34,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
-      "I0000 00:00:1733237167.554913 1990701 fork_posix.cc:75] Other threads are currently calling into gRPC, skipping fork() handlers\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: openai>=1.0.0 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (1.55.1)\n",
-      "Requirement already satisfied: arize-phoenix in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (5.12.0)\n",
-      "Requirement already satisfied: jsonschema in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (4.23.0)\n",
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-      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/mikeldking/anaconda3/envs/phoenix/lib/python3.12/site-packages (from requests~=2.7->opentelemetry-exporter-otlp-proto-http==1.28.2->opentelemetry-exporter-otlp->arize-phoenix) (2.2.3)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!pip install \"openai>=1.0.0\" arize-phoenix jsonschema openinference-instrumentation-openai openinference-instrumentation opentelemetry-api opentelemetry-sdk openinference-semantic-conventions"
    ]
@@ -148,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -173,28 +77,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔭 OpenTelemetry Tracing Details 🔭\n",
-      "|  Phoenix Project: openai-sessions-example\n",
-      "|  Span Processor: SimpleSpanProcessor\n",
-      "|  Collector Endpoint: localhost:4317\n",
-      "|  Transport: gRPC\n",
-      "|  Transport Headers: {'user-agent': '****'}\n",
-      "|  \n",
-      "|  Using a default SpanProcessor. `add_span_processor` will overwrite this default.\n",
-      "|  \n",
-      "|  `register` has set this TracerProvider as the global OpenTelemetry default.\n",
-      "|  To disable this behavior, call `register` with `set_global_tracer_provider=False`.\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from openinference.instrumentation.openai import OpenAIInstrumentor\n",
     "\n",
@@ -215,28 +100,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🌍 To view the Phoenix app in your browser, visit http://localhost:6006/\n",
-      "📖 For more information on how to use Phoenix, check out https://docs.arize.com/phoenix\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "<phoenix.session.session.ThreadSession at 0x30feb9b80>"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import phoenix as px\n",
     "\n",
@@ -254,7 +120,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [

From 74c896593ac52df180fea65768237911464ea46a Mon Sep 17 00:00:00 2001
From: Mikyo King <mikyo@arize.com>
Date: Tue, 3 Dec 2024 11:06:17 -0700
Subject: [PATCH 6/7] cleanup

---
 .../tracing_openai_sessions_tutorial.ipynb    | 196 ++++++++++++++++++
 .../tracing/openai_sessions_tutorial.ipynb    |  16 +-
 .../tracing/openai_tracing_tutorial.ipynb     |   8 +-
 3 files changed, 198 insertions(+), 22 deletions(-)
 create mode 100644 js/examples/notebooks/tracing_openai_sessions_tutorial.ipynb

diff --git a/js/examples/notebooks/tracing_openai_sessions_tutorial.ipynb b/js/examples/notebooks/tracing_openai_sessions_tutorial.ipynb
new file mode 100644
index 0000000000..8e6e65a890
--- /dev/null
+++ b/js/examples/notebooks/tracing_openai_sessions_tutorial.ipynb
@@ -0,0 +1,196 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<center>\n",
+    "    <p style=\"text-align:center\">\n",
+    "        <img alt=\"phoenix logo\" src=\"https://raw.githubusercontent.com/Arize-ai/phoenix-assets/9e6101d95936f4bd4d390efc9ce646dc6937fb2d/images/socal/github-large-banner-phoenix.jpg\" width=\"1000\"/>\n",
+    "        <br>\n",
+    "        <br>\n",
+    "        <a href=\"https://docs.arize.com/phoenix/\">Docs</a>\n",
+    "        |\n",
+    "        <a href=\"https://github.com/Arize-ai/phoenix\">GitHub</a>\n",
+    "        |\n",
+    "        <a href=\"https://join.slack.com/t/arize-ai/shared_invite/zt-1px8dcmlf-fmThhDFD_V_48oU7ALan4Q\">Community</a>\n",
+    "    </p>\n",
+    "</center>\n",
+    "<h1 align=\"center\">Setting Up Sessions</h1>\n",
+    "\n",
+    "A Session is a sequence of traces representing a single session (e.g. a session or a thread). Each response is represented as it's own trace, but these traces are linked together by being part of the same session.\n",
+    "To associate traces together, you need to pass in a special metadata key where the value is the unique identifier for that thread.\n",
+    "\n",
+    "In this tutorial we will setup sessions using OpenAI and OpenInference instrumentation.\n",
+    "\n",
+    "> Note: that this example requires the OPENAI_API_KEY environment variable to be set and assumes you are running the Phoenix server on localhost:6006."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "👀 OpenInference initialized\n"
+     ]
+    }
+   ],
+   "source": [
+    "import {\n",
+    "  NodeTracerProvider,\n",
+    "  SimpleSpanProcessor,\n",
+    "} from \"npm:@opentelemetry/sdk-trace-node\";\n",
+    "import { Resource } from \"npm:@opentelemetry/resources\";\n",
+    "import { OTLPTraceExporter } from \"npm:@opentelemetry/exporter-trace-otlp-proto\";\n",
+    "import { SEMRESATTRS_PROJECT_NAME } from \"npm:@arizeai/openinference-semantic-conventions\";\n",
+    "import { diag, DiagConsoleLogger, DiagLogLevel } from \"npm:@opentelemetry/api\";\n",
+    "\n",
+    "// For troubleshooting, set the log level to DiagLogLevel.DEBUG\n",
+    "diag.setLogger(new DiagConsoleLogger(), DiagLogLevel.INFO);\n",
+    "\n",
+    "const provider = new NodeTracerProvider({\n",
+    "  resource: new Resource({\n",
+    "    [SEMRESATTRS_PROJECT_NAME]: \"openai-node-sessions-example\",\n",
+    "  }),\n",
+    "});\n",
+    "\n",
+    "provider.addSpanProcessor(\n",
+    "  new SimpleSpanProcessor(\n",
+    "    new OTLPTraceExporter({\n",
+    "      url: \"http://localhost:6006/v1/traces\",\n",
+    "    }),\n",
+    "  ),\n",
+    ");\n",
+    "\n",
+    "provider.register();\n",
+    "\n",
+    "console.log(\"👀 OpenInference initialized\");"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import OpenAI from 'npm:openai';\n",
+    "import { OpenAIInstrumentation } from \"npm:@arizeai/openinference-instrumentation-openai\";\n",
+    "\n",
+    "const oaiInstrumentor = new OpenAIInstrumentation();\n",
+    "oaiInstrumentor.manuallyInstrument(OpenAI);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{\n",
+       "  role: \u001b[32m\"assistant\"\u001b[39m,\n",
+       "  content: \u001b[32m\"Your name is Tim. How can I assist you further today?\"\u001b[39m,\n",
+       "  refusal: \u001b[1mnull\u001b[22m\n",
+       "}"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import { trace } from \"npm:@opentelemetry/api\";\n",
+    "import { SemanticConventions } from \"npm:@arizeai/openinference-semantic-conventions\";\n",
+    "import { context } from \"npm:@opentelemetry/api\";\n",
+    "import { setSession } from \"npm:@arizeai/openinference-core\";\n",
+    "\n",
+    "const tracer = trace.getTracer(\"agent\");\n",
+    "\n",
+    "const client = new OpenAI({\n",
+    "  apiKey: process.env[\"OPENAI_API_KEY\"], // This is the default and can be omitted\n",
+    "});\n",
+    "\n",
+    "async function assistant(params: {\n",
+    "  messages: { role: string; content: string }[];\n",
+    "  sessionId: string;\n",
+    "}) {\n",
+    "  return tracer.startActiveSpan(\"agent\", async (span: Span) => {\n",
+    "    span.setAttribute(SemanticConventions.OPENINFERENCE_SPAN_KIND, \"agent\");\n",
+    "    span.setAttribute(SemanticConventions.SESSION_ID, params.sessionId);\n",
+    "    span.setAttribute(\n",
+    "      SemanticConventions.INPUT_VALUE,\n",
+    "      messages[messages.length - 1].content,\n",
+    "    );\n",
+    "    try {\n",
+    "      // This is not strictly necessary but it helps propagate the session ID\n",
+    "      // to all child spans\n",
+    "      return context.with(\n",
+    "        setSession(context.active(), { sessionId: params.sessionId }),\n",
+    "        async () => {\n",
+    "          // Calls within this block will generate spans with the session ID set\n",
+    "          const chatCompletion = await client.chat.completions.create({\n",
+    "            messages: params.messages,\n",
+    "            model: \"gpt-3.5-turbo\",\n",
+    "          });\n",
+    "          const response = chatCompletion.choices[0].message;\n",
+    "          span.setAttribute(SemanticConventions.OUTPUT_VALUE, response.content);\n",
+    "          span.end();\n",
+    "          return response;\n",
+    "        },\n",
+    "      );\n",
+    "    } catch (e) {\n",
+    "      span.error(e);\n",
+    "    }\n",
+    "  });\n",
+    "}\n",
+    "\n",
+    "const sessionId = crypto.randomUUID();\n",
+    "\n",
+    "let messages = [{ role: \"user\", content: \"hi! im Tim\" }];\n",
+    "\n",
+    "const res = await assistant({\n",
+    "  messages,\n",
+    "  sessionId: sessionId,\n",
+    "});\n",
+    "\n",
+    "messages = [res, { role: \"assistant\", content: \"What is my name?\" }];\n",
+    "\n",
+    "await assistant({\n",
+    "  messages,\n",
+    "  sessionId: sessionId,\n",
+    "});\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Deno",
+   "language": "typescript",
+   "name": "deno"
+  },
+  "language_info": {
+   "codemirror_mode": "typescript",
+   "file_extension": ".ts",
+   "mimetype": "text/x.typescript",
+   "name": "typescript",
+   "nbconvert_exporter": "script",
+   "pygments_lexer": "typescript",
+   "version": "5.6.2"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/tutorials/tracing/openai_sessions_tutorial.ipynb b/tutorials/tracing/openai_sessions_tutorial.ipynb
index 701f6ffbb4..304a8669b8 100644
--- a/tutorials/tracing/openai_sessions_tutorial.ipynb
+++ b/tutorials/tracing/openai_sessions_tutorial.ipynb
@@ -176,22 +176,8 @@
   }
  ],
  "metadata": {
-  "kernelspec": {
-   "display_name": "phoenix",
-   "language": "python",
-   "name": "python3"
-  },
   "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.12.7"
+   "name": "python"
   }
  },
  "nbformat": 4,
diff --git a/tutorials/tracing/openai_tracing_tutorial.ipynb b/tutorials/tracing/openai_tracing_tutorial.ipynb
index f48522a1bf..898724cead 100644
--- a/tutorials/tracing/openai_tracing_tutorial.ipynb
+++ b/tutorials/tracing/openai_tracing_tutorial.ipynb
@@ -389,14 +389,8 @@
   }
  ],
  "metadata": {
-  "kernelspec": {
-   "display_name": "phoenix",
-   "language": "python",
-   "name": "python3"
-  },
   "language_info": {
-   "name": "python",
-   "version": "3.12.7"
+   "name": "python"
   }
  },
  "nbformat": 4,

From a35263115f6e4e896ee38bb336889d3c24a02f32 Mon Sep 17 00:00:00 2001
From: Mikyo King <mikyo@arize.com>
Date: Tue, 3 Dec 2024 11:57:58 -0700
Subject: [PATCH 7/7] fix format

---
 .../tracing/openai_sessions_tutorial.ipynb    | 62 ++++++++++---------
 1 file changed, 32 insertions(+), 30 deletions(-)

diff --git a/tutorials/tracing/openai_sessions_tutorial.ipynb b/tutorials/tracing/openai_sessions_tutorial.ipynb
index 304a8669b8..d12c607922 100644
--- a/tutorials/tracing/openai_sessions_tutorial.ipynb
+++ b/tutorials/tracing/openai_sessions_tutorial.ipynb
@@ -124,7 +124,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "\n",
     "import uuid\n",
     "\n",
     "import openai\n",
@@ -137,40 +136,43 @@
     "\n",
     "tracer = trace.get_tracer(__name__)\n",
     "\n",
-    "@tracer.start_as_current_span(name=\"agent\", attributes={SpanAttributes.OPENINFERENCE_SPAN_KIND: \"agent\"})\n",
+    "\n",
+    "@tracer.start_as_current_span(\n",
+    "    name=\"agent\", attributes={SpanAttributes.OPENINFERENCE_SPAN_KIND: \"agent\"}\n",
+    ")\n",
     "def assistant(\n",
-    "  messages: list[dict],\n",
-    "  session_id: str = str,\n",
+    "    messages: list[dict],\n",
+    "    session_id: str = str,\n",
     "):\n",
-    "  current_span = trace.get_current_span()\n",
-    "  current_span.set_attribute(SpanAttributes.SESSION_ID, session_id)\n",
-    "  current_span.set_attribute(SpanAttributes.INPUT_VALUE, messages[-1].get('content'))\n",
-    "\n",
-    "  # Propagate the session_id down to spans crated by the OpenAI instrumentation\n",
-    "  # This is not strictly necessary, but it helps to correlate the spans to the same session\n",
-    "  with using_session(session_id):\n",
-    "   response = client.chat.completions.create(\n",
-    "       model=\"gpt-3.5-turbo\",\n",
-    "       messages=[{\"role\": \"system\", \"content\": \"You are a helpful assistant.\"}] + messages,\n",
-    "   ).choices[0].message\n",
-    "\n",
-    "  current_span.set_attribute(SpanAttributes.OUTPUT_VALUE, response.content)\n",
-    "  return response\n",
-    "\n",
-    "messages = [\n",
-    "  {\"role\": \"user\", \"content\": \"hi! im bob\"}\n",
-    "]\n",
+    "    current_span = trace.get_current_span()\n",
+    "    current_span.set_attribute(SpanAttributes.SESSION_ID, session_id)\n",
+    "    current_span.set_attribute(SpanAttributes.INPUT_VALUE, messages[-1].get(\"content\"))\n",
+    "\n",
+    "    # Propagate the session_id down to spans crated by the OpenAI instrumentation\n",
+    "    # This is not strictly necessary, but it helps to correlate the spans to the same session\n",
+    "    with using_session(session_id):\n",
+    "        response = (\n",
+    "            client.chat.completions.create(\n",
+    "                model=\"gpt-3.5-turbo\",\n",
+    "                messages=[{\"role\": \"system\", \"content\": \"You are a helpful assistant.\"}] + messages,\n",
+    "            )\n",
+    "            .choices[0]\n",
+    "            .message\n",
+    "        )\n",
+    "\n",
+    "    current_span.set_attribute(SpanAttributes.OUTPUT_VALUE, response.content)\n",
+    "    return response\n",
+    "\n",
+    "\n",
+    "messages = [{\"role\": \"user\", \"content\": \"hi! im bob\"}]\n",
     "response = assistant(\n",
-    "  messages,\n",
-    "  session_id=session_id,\n",
+    "    messages,\n",
+    "    session_id=session_id,\n",
     ")\n",
-    "messages = messages + [\n",
-    "  response,\n",
-    "  {\"role\": \"user\", \"content\": \"what's my name?\"}\n",
-    "]\n",
+    "messages = messages + [response, {\"role\": \"user\", \"content\": \"what's my name?\"}]\n",
     "response = assistant(\n",
-    "  messages,\n",
-    "  session_id=session_id,\n",
+    "    messages,\n",
+    "    session_id=session_id,\n",
     ")"
    ]
   }