langgraph/examples/visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8bcd1a3d-7c50-4f58-be4e-1ed654aa33be",
   "metadata": {},
   "source": [
    "# Visualization\n",
    "\n",
    "This notebook walks through how to visualize the graphs you create. For this example we will use a prebuilt graph, but this works with ANY graphs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e130cf70-a30e-47d7-8fd5-464f1a92e374",
   "metadata": {},
   "source": [
    "## Set up the chat model and tools\n",
    "\n",
    "Here we will define the chat model and tools that we want to use.\n",
    "Importantly, this model MUST support OpenAI function calling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "efb7e3c0-c63f-40f6-93ce-19681d650fc2",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:28.531482Z",
     "end_time": "2024-04-19T11:25:30.217991Z"
    }
   },
   "outputs": [],
   "source": [
    "from langchain_openai import ChatOpenAI\n",
    "from langchain_community.tools.tavily_search import TavilySearchResults\n",
    "from langgraph.prebuilt import chat_agent_executor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a7025f33-3160-41cf-868b-17ebc916fb1d",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:32.168821Z",
     "end_time": "2024-04-19T11:25:32.431922Z"
    }
   },
   "outputs": [],
   "source": [
    "# Optional to not need .env\n",
    "# import os\n",
    "# os.environ['TAVILY_API_KEY'] = 'foo'\n",
    "# os.environ['OPENAI_API_KEY'] = 'foo'\n",
    "\n",
    "tools = [TavilySearchResults(max_results=1)]\n",
    "model = ChatOpenAI()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43064805-2ac9-4b5a-850c-a68dd7282350",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:18:30.469100Z",
     "end_time": "2024-04-18T12:18:30.586216Z"
    }
   },
   "source": [
    "## Create executor\n",
    "\n",
    "We can now use the high level interface to create the executor"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "32b4ae66-f667-4a8b-a602-503fd0effcd9",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:36.098462Z",
     "end_time": "2024-04-19T11:25:36.231169Z"
    }
   },
   "outputs": [],
   "source": [
    "app = chat_agent_executor.create_function_calling_executor(model, tools)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4fc9378-b141-4b65-b86c-3afba77f7161",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:18:30.587191Z",
     "end_time": "2024-04-18T12:18:30.605220Z"
    }
   },
   "source": [
    "## Ascii\n",
    "\n",
    "We can easily visualize this graph in ascii"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               +-----------+            \n",
      "               | __start__ |            \n",
      "               +-----------+            \n",
      "                      *                 \n",
      "                      *                 \n",
      "                      *                 \n",
      "                 +-------+              \n",
      "                 | agent |              \n",
      "                 +-------+*             \n",
      "               ***         ***          \n",
      "              *               *         \n",
      "            **                 ***      \n",
      "+-----------------+               *     \n",
      "| should_continue |               *     \n",
      "+-----------------+.              *     \n",
      "          .         .....         *     \n",
      "          .              ...      *     \n",
      "          .                 ...   *     \n",
      "    +---------+             +--------+  \n",
      "    | __end__ |             | action |  \n",
      "    +---------+             +--------+  \n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ca9b980d-1f0a-4286-9157-a870e3d55134",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:37.273032Z",
     "end_time": "2024-04-19T11:25:37.303260Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               +-----------+            \n",
      "               | __start__ |            \n",
      "               +-----------+            \n",
      "                      *                 \n",
      "                      *                 \n",
      "                      *                 \n",
      "                 +-------+              \n",
      "                 | agent |              \n",
      "                 +-------+*             \n",
      "               ***         ***          \n",
      "              *               *         \n",
      "            **                 ***      \n",
      "+-----------------+               *     \n",
      "| should_continue |               *     \n",
      "+-----------------+.              *     \n",
      "          .         .....         *     \n",
      "          .              ...      *     \n",
      "          .                 ...   *     \n",
      "    +---------+             +--------+  \n",
      "    | __end__ |             | action |  \n",
      "    +---------+             +--------+  \n"
     ]
    }
   ],
   "source": [
    "app.get_graph().print_ascii()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edcd9ad2",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:18:30.609323Z",
     "end_time": "2024-04-18T12:18:30.629307Z"
    }
   },
   "source": [
    "## Mermaid\n",
    "\n",
    "We can also convert a graph class into Mermaid syntax."
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%%{init: {'flowchart': {'curve': 'linear'}}}%%\n",
      "graph TD;\n",
      "\t__start__[__start__]:::startclass;\n",
      "\t__end__[__end__]:::endclass;\n",
      "\tagent([agent]):::otherclass;\n",
      "\taction([action]):::otherclass;\n",
      "\tshould_continue([should_continue]):::otherclass;\n",
      "\t__start__ --> agent;\n",
      "\taction --> agent;\n",
      "\tagent --> should_continue;\n",
      "\tshould_continue -. continue .-> action;\n",
      "\tshould_continue -. end .-> __end__;\n",
      "\tclassDef startclass fill:#ffdfba;\n",
      "\tclassDef endclass fill:#baffc9;\n",
      "\tclassDef otherclass fill:#fad7de;\n",
      "\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "66007b2d",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:38.726838Z",
     "end_time": "2024-04-19T11:25:38.733126Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%%{init: {'flowchart': {'curve': 'linear'}}}%%\n",
      "graph TD;\n",
      "\t__start__[__start__]:::startclass;\n",
      "\t__end__[__end__]:::endclass;\n",
      "\tagent([agent]):::otherclass;\n",
      "\taction([action]):::otherclass;\n",
      "\tshould_continue([should_continue]):::otherclass;\n",
      "\t__start__ --> agent;\n",
      "\taction --> agent;\n",
      "\tagent --> should_continue;\n",
      "\tshould_continue -. continue .-> action;\n",
      "\tshould_continue -. end .-> __end__;\n",
      "\tclassDef startclass fill:#ffdfba;\n",
      "\tclassDef endclass fill:#baffc9;\n",
      "\tclassDef otherclass fill:#fad7de;\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(app.get_graph().draw_mermaid())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "324d40ed-b665-4416-88f1-5df161546cd9",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:18:30.615432Z",
     "end_time": "2024-04-18T12:18:30.629548Z"
    }
   },
   "source": [
    "## PNG\n",
    "\n",
    "If prefered, we could render the Graph into a  `.png`. Here we could use three options:\n",
    "\n",
    "- Using graphviz (which requires `pip install graphviz`)\n",
    "- Using Mermaid + Pyppeteer (requires `pip install pyppeteer`)\n",
    "- Using Mermaid.ink API (does not require additional packages)"
   ],
   "outputs": [],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "from IPython.display import display, HTML\n",
    "import base64\n",
    "\n",
    "def display_image(image_bytes: bytes, width=300):\n",
    "    decoded_img_bytes = base64.b64encode(image_bytes).decode('utf-8')\n",
    "    html = f'<img src=\"data:image/png;base64,{decoded_img_bytes}\" style=\"width: {width}px;\" />'\n",
    "    display(HTML(html))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:40.351636Z",
     "end_time": "2024-04-19T11:25:40.358604Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "id": "d821b2f6",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:18:30.620092Z",
     "end_time": "2024-04-18T12:18:30.629629Z"
    }
   },
   "source": [
    "### Using Graphviz"
   ],
   "outputs": [],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d4234400-75cd-4b13-aeff-828f7fb68ab1",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:42.019017Z",
     "end_time": "2024-04-19T11:25:42.057704Z"
    }
   },
   "outputs": [],
   "source": [
    "#!pip install pygraphviz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ee026342-f560-4ce0-ab43-1718bd19a366",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:42.452377Z",
     "end_time": "2024-04-19T11:25:42.631675Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.HTML object>",
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\" style=\"width: 300px;\" />"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_image(app.get_graph().draw_png())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9e767fc",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:18:30.871750Z",
     "end_time": "2024-04-18T12:18:30.873950Z"
    }
   },
   "source": [
    "### Using Mermaid + Pyppeteer"
   ],
   "outputs": [],
   "execution_count": 9
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d403e1e7",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:44.793438Z",
     "end_time": "2024-04-19T11:25:44.798703Z"
    }
   },
   "outputs": [],
   "source": [
    "# !pip install pyppeteer\n",
    "# !pip install nest_asyncio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "058546ee",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:45.405158Z",
     "end_time": "2024-04-19T11:25:47.412695Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.HTML object>",
      "text/html": "<img 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\" style=\"width: 300px;\" />"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import nest_asyncio\n",
    "from langchain_core.runnables.graph import CurveStyle, NodeColors, MermaidDrawMethod\n",
    "\n",
    "nest_asyncio.apply() # Required for Jupyter Notebook to run async functions\n",
    "\n",
    "display_image(app.get_graph().draw_mermaid_png(\n",
    "    curve_style=CurveStyle.LINEAR,\n",
    "    node_colors=NodeColors(start=\"#ffdfba\", end=\"#baffc9\", other=\"#fad7de\"),\n",
    "    wrap_label_n_words=9,\n",
    "    output_file_path=None,\n",
    "    draw_method=MermaidDrawMethod.PYPPETEER,\n",
    "    background_color=\"white\",\n",
    "    padding=10\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2dd71a7c",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:16:57.852988Z",
     "end_time": "2024-04-18T12:16:58.610115Z"
    }
   },
   "source": [
    "### Using Mermaid.Ink"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.HTML object>",
      "text/html": "<img 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\" style=\"width: 300px;\" />"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "be37d419",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T11:25:51.640462Z",
     "end_time": "2024-04-19T11:25:51.865932Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.HTML object>",
      "text/html": "<img 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\" style=\"width: 300px;\" />"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_image(app.get_graph().draw_mermaid_png(\n",
    "    draw_method=MermaidDrawMethod.API,\n",
    "))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3079261",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-18T12:18:34.010816Z",
     "end_time": "2024-04-18T12:18:35.651423Z"
    }
   },
   "source": [
    "## Excluding condition nodes\n",
    "By default, condition nods like 'should_continue' will be added. In case you have a big graph and want to exclude these or simplicity, you can use add_condition_nodes parameter"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.HTML object>",
      "text/html": "<img 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\" style=\"width: 300px;\" />"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9f2773dd",
   "metadata": {
    "ExecuteTime": {
     "start_time": "2024-04-19T17:28:35.404649Z",
     "end_time": "2024-04-19T17:28:37.844424Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<IPython.core.display.HTML object>",
      "text/html": "<img 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\" style=\"width: 300px;\" />"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_image(app.get_graph(add_condition_nodes=False).draw_mermaid_png(\n",
    "    draw_method=MermaidDrawMethod.PYPPETEER,\n",
    "))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}