From bd100fdfefe3ee59151a27bbd14f7e8e9213bed9 Mon Sep 17 00:00:00 2001 From: Lance Martin <122662504+rlancemartin@users.noreply.github.com> Date: Thu, 11 Jul 2024 16:10:12 -0700 Subject: [PATCH] Update controllability docs (#995) * Update controllability docs * Update controllability docs * Update docs --- examples/branching.ipynb | 27 +- .../human_in_the_loop/edit-graph-state.ipynb | 2 +- .../human_in_the_loop/wait-user-input.ipynb | 2 +- examples/map-reduce.ipynb | 20 +- examples/subgraph.ipynb | 265 +++++++++++++++--- 5 files changed, 261 insertions(+), 55 deletions(-) diff --git a/examples/branching.ipynb b/examples/branching.ipynb index 397e81ef8..a1fba14f3 100644 --- a/examples/branching.ipynb +++ b/examples/branching.ipynb @@ -1,17 +1,20 @@ { "cells": [ { + "attachments": { + "51f122de-b2ce-4c21-a5a7-c3be70c28a91.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "id": "710dc4f0-1c88-4386-9e9d-fec3de6bb774", "metadata": {}, "source": [ "# How to create branches for parallel node execution\n", "\n", - "LangGraph natively supports fan-out and fan-in using either regular edges or [conditional_edges](https://langchain-ai.github.io/langgraph/reference/graphs/#langgraph.graph.MessageGraph.add_conditional_edges).\n", + "Parallel execution of nodes is essential to speed up overall graph operation. LangGraph offers native support for parallel execution of nodes, which can significantly enhance the performance of graph-based workflows. This parallelization is achieved through fan-out and fan-in mechanisms, utilizing both standard edges and [conditional_edges](https://langchain-ai.github.io/langgraph/reference/graphs/#langgraph.graph.MessageGraph.add_conditional_edges). Below are some examples showing how to add create branching dataflows that work for you. \n", "\n", - "This lets you run nodes in parallel to speed up your total graph execution.\n", - "\n", - "Below are some examples showing how to add create branching dataflows that work for you. " + "![Screenshot 2024-07-09 at 2.55.56 PM.png](attachment:51f122de-b2ce-4c21-a5a7-c3be70c28a91.png)" ] }, { @@ -30,7 +33,11 @@ "id": "d6c05fc4-ecd8-483f-a9fd-b1a055f922d9", "metadata": {}, "source": [ - "## Parallel node fan-out and fan-in" + "## Parallel node fan-out and fan-in\n", + "\n", + "In this example, we fan out from `Node A` to `B and C` and then fan in to `D`. With our state, [we specify the reducer add operation](https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers). This will combine or accumulate values for the specific key in the State, rather than simply overwriting the existing value. For lists, this means concatenating the new list with the existing list. \n", + "\n", + "Note that LangGraph uses `Annotated` type to specify reducer functions for specific keys in the State: it maintains the original type (`list`) for type checking, but allows attaching the reducer function (`add`) to the type without changing the type itself." ] }, { @@ -99,6 +106,14 @@ "display(Image(graph.get_graph().draw_mermaid_png()))" ] }, + { + "cell_type": "markdown", + "id": "74dd577b-0474-44c4-b4bc-9113090e3121", + "metadata": {}, + "source": [ + "With the reducer, you can see that the values added in each node are accumulated." + ] + }, { "cell_type": "code", "execution_count": 3, @@ -604,7 +619,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.2" + "version": "3.11.8" } }, "nbformat": 4, diff --git a/examples/human_in_the_loop/edit-graph-state.ipynb b/examples/human_in_the_loop/edit-graph-state.ipynb index 1a361365b..affc6ea88 100644 --- a/examples/human_in_the_loop/edit-graph-state.ipynb +++ b/examples/human_in_the_loop/edit-graph-state.ipynb @@ -249,7 +249,7 @@ } ], "source": [ - "# If approved, continue the graph execution\n", + "# Continue the graph execution\n", "for event in graph.stream(None, thread, stream_mode=\"values\"):\n", " print(event)" ] diff --git a/examples/human_in_the_loop/wait-user-input.ipynb b/examples/human_in_the_loop/wait-user-input.ipynb index 21b0bccb1..aad39d623 100644 --- a/examples/human_in_the_loop/wait-user-input.ipynb +++ b/examples/human_in_the_loop/wait-user-input.ipynb @@ -285,7 +285,7 @@ } ], "source": [ - "# If approved, continue the graph execution\n", + "# Continue the graph execution\n", "for event in graph.stream(None, thread, stream_mode=\"values\"):\n", " print(event)" ] diff --git a/examples/map-reduce.ipynb b/examples/map-reduce.ipynb index 78fc5c8ce..0a184c789 100644 --- a/examples/map-reduce.ipynb +++ b/examples/map-reduce.ipynb @@ -1,17 +1,26 @@ { "cells": [ { + "attachments": { + "60c16e0d-231b-4692-a982-9cda9bc751dc.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "id": "95a87145-34d0-4f97-b45f-5c9fd8532c8a", "metadata": {}, "source": [ "# How to create map-reduce branches for parallel execution\n", "\n", - "A common pattern in agents is to generate a list of objects, do some work on each of those objects, and then combine the results. This is very similar to the common [map-reduce](https://en.wikipedia.org/wiki/MapReduce) operation. This can be tricky for a few reasons. First, it can be tough to define a structured graph ahead of time because the length of the list of objects may be unknown. Second, in order to do this map-reduce you need multiple versions of the state to exist... but the graph shares a common shared state, so how can this be?\n", + "[Map-reduce](https://en.wikipedia.org/wiki/MapReduce) operations are essential for efficient task decomposition and parallel processing. This approach involves breaking a task into smaller sub-tasks, processing each sub-task in parallel, and aggregating the results across all of the completed sub-tasks. \n", "\n", - "LangGraph supports this via the `Send` api. This can be used to allow a conditional edge to `Send` multiple different states to multiple nodes. The state it sends can be different from the state of the core graph.\n", + "Consider this example: given a general topic from the user, generate a list of related subjects, generate a joke for each subject, and select the best joke from the resulting list. In this design pattern, a first node may generate a list of objects (e.g., related subjects) and we want to apply some other node (e.g., generate a joke) to all those objects (e.g., subjects). However, two main challenges arise.\n", + " \n", + "(1) the number of objects (e.g., subjects) may be unknown ahead of time (meaning the number of edges may not be known) when we lay out the graph and (2) the input State to the downstream Node should be different (one for each generated object).\n", + " \n", + "LangGraph addresses these challenges [through its `Send` API](https://langchain-ai.github.io/langgraph/concepts/low_level/#send). By utilizing conditional edges, `Send` can distribute different states (e.g., subjects) to multiple instances of a node (e.g., joke generation). Importantly, the sent state can differ from the core graph's state, allowing for flexible and dynamic workflow management. \n", "\n", - "Let's see what this looks like in action! We'll put together a toy example of generating a list of words, and then writing a joke about each word, and then judging what the best joke is." + "![Screenshot 2024-07-11 at 12.03.30 PM.png](attachment:60c16e0d-231b-4692-a982-9cda9bc751dc.png)" ] }, { @@ -21,6 +30,7 @@ "metadata": {}, "outputs": [], "source": [ + "%%capture --no-stderr\n", "%pip install -U langchain-anthropic langgraph" ] }, @@ -61,7 +71,7 @@ "\n", "# Model and prompts\n", "# Define model and prompts we will use\n", - "subjects_prompt = \"\"\"Generate a comma separated list of between 2 and 5 {topic}.\"\"\"\n", + "subjects_prompt = \"\"\"Generate a comma separated list of between 2 and 5 examples related to: {topic}.\"\"\"\n", "joke_prompt = \"\"\"Generate a joke about {subject}\"\"\"\n", "best_joke_prompt = \"\"\"Below are a bunch of jokes about {topic}. Select the best one! Return the ID of the best one.\n", "\n", @@ -223,7 +233,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.2" + "version": "3.11.8" } }, "nbformat": 4, diff --git a/examples/subgraph.ipynb b/examples/subgraph.ipynb index b56c143f5..58d2241c9 100644 --- a/examples/subgraph.ipynb +++ b/examples/subgraph.ipynb @@ -1,20 +1,19 @@ { "cells": [ { + "attachments": { + "71516aef-9c00-4730-a676-a54e90cb6472.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "metadata": {}, "source": [ "# How to create subgraphs\n", "\n", - "Graphs such as [StateGraph](https://langchain-ai.github.io/langgraph/reference/graphs/#langgraph.graph.StateGraph)'s naturally can be composed. Creating subgraphs lets you build things like [multi-agent teams](./multi_agent/hierarchical_agent_teams.ipynb), where each team can track its own separate state.\n", + "For more complex systems, sub-graphs are a useful design principle. Sub-graphs allow you to create and manage different states in different parts of your graph. This allows you build things like [multi-agent teams](./multi_agent/hierarchical_agent_teams.ipynb), where each team can track its own separate state.\n", "\n", - "You can add a `StateGraph` instance as a node by first [compiling](https://langchain-ai.github.io/langgraph/reference/graphs/#langgraph.graph.MessageGraph.compile) it to translate it to its lower-level Pregel operations.\n", - "\n", - "The main thing you should note is ensuring the \"handoff\" from the calling graph to the called graph behaves as expected.\n", - "\n", - "Below are a couple of examples showing how to do so!\n", - "\n", - "First, install LangGraph." + "![Screenshot 2024-07-11 at 1.01.28 PM.png](attachment:71516aef-9c00-4730-a676-a54e90cb6472.png)" ] }, { @@ -28,40 +27,19 @@ ] }, { + "attachments": { + "4c038cbd-2e28-49d4-b0f1-534975886570.png": { + "image/png": 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" + } + }, "cell_type": "markdown", "metadata": {}, "source": [ - "Optionally, we can set API key for [LangSmith tracing](https://smith.langchain.com/), which will give us best-in-class observability." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import getpass\n", - "import os\n", + "## Simple example\n", "\n", + "Let's consider a toy example: I have a system that accepts logs and perform two separate sub-tasks. First, it will summarize them. Second, it will summarize any failure modes captured in the logs. I want to perform these two operations in two different sub-graphs.\n", "\n", - "def _set_env(var: str):\n", - " if not os.environ.get(var):\n", - " os.environ[var] = getpass.getpass(f\"{var}: \")\n", - "\n", - "\n", - "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n", - "_set_env(\"LANGCHAIN_API_KEY\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Create Parent + Child Graphs\n", - "\n", - "For this example, we will create two graphs: a parent graph with a few nodes, and a child graph that is added as a node in the parent.\n", - "\n", - "For this example we will use the same `State` in both graphs, though we will show how using the same keys can be a stumbling block if you're not careful." + "![image.png](attachment:4c038cbd-2e28-49d4-b0f1-534975886570.png)" ] }, { @@ -69,14 +47,213 @@ "execution_count": 1, "metadata": {}, "outputs": [], + "source": [ + "from operator import add\n", + "from typing import List, TypedDict, Optional, Annotated, Dict\n", + "from langgraph.checkpoint.memory import MemorySaver\n", + "from langgraph.graph import StateGraph, START, END\n", + "\n", + "# The structure of the logs\n", + "class Logs(TypedDict):\n", + " id: str\n", + " question: str\n", + " docs: Optional[List]\n", + " answer: str \n", + " grade: Optional[int]\n", + " grader: Optional[str]\n", + " feedback: Optional[str] \n", + "\n", + "# Failure Analysis Sub-graph\n", + "class FailureAnalysisState(TypedDict):\n", + " docs: List[Logs]\n", + " failures: List[Logs]\n", + " fa_summary: str\n", + "\n", + "def get_failures(state):\n", + " docs = state['docs']\n", + " failures = [doc for doc in docs if \"grade\" in doc]\n", + " return {\"failures\": failures}\n", + "\n", + "def generate_summary(state):\n", + " failures = state['failures']\n", + " fa_summary = \"Poor quality retrieval of Chroma documentation.\" \n", + " return {\"fa_summary\": fa_summary}\n", + "\n", + "fa_builder = StateGraph(FailureAnalysisState)\n", + "fa_builder.add_node(\"get_failures\", get_failures)\n", + "fa_builder.add_node(\"generate_summary\", generate_summary)\n", + "fa_builder.set_entry_point(\"get_failures\")\n", + "fa_builder.add_edge(\"get_failures\",\"generate_summary\")\n", + "fa_builder.set_finish_point(\"generate_summary\")\n", + "\n", + "# Summarization subgraph\n", + "class QuestionSummarizationState(TypedDict):\n", + " filtered_docs: Annotated[List[Logs], add]\n", + " qs_summary: str\n", + " report: str\n", + "\n", + "def generate_summary(state):\n", + " filtered_docs = state['filtered_docs']\n", + " summary = \"Questions focused on usage of ChatOllama and Chroma vector store.\" \n", + " return {\"qs_summary\": summary}\n", + "\n", + "def send_to_slack(state):\n", + " qs_summary = state['qs_summary']\n", + " report = qs_summary\n", + " return {\"report\": report}\n", + "\n", + "def format_report_for_slack(state):\n", + " report = state['report']\n", + " formatted_report = \"foo bar\"\n", + " return {\"report\": formatted_report}\n", + "\n", + "qs_builder = StateGraph(QuestionSummarizationState)\n", + "qs_builder.add_node(\"generate_summary\", generate_summary)\n", + "qs_builder.add_node(\"send_to_slack\", send_to_slack)\n", + "qs_builder.add_node(\"format_report_for_slack\", format_report_for_slack)\n", + "qs_builder.set_entry_point(\"generate_summary\")\n", + "qs_builder.add_edge(\"generate_summary\", \"send_to_slack\")\n", + "qs_builder.add_edge(\"send_to_slack\", \"format_report_for_slack\")\n", + "qs_builder.add_edge(\"format_report_for_slack\", END)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that each sub-graph has its own state, `QuestionSummarizationState` and `FailureAnalysisState`.\n", + " \n", + "After defining each sub-graph, we put everything together." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Dummpy logs\n", + "question_answer = Logs(\n", + " id=\"1\",\n", + " question=\"How can I import ChatOllama?\",\n", + " answer=\"To import ChatOllama, use: 'from langchain_community.chat_models import ChatOllama.'\",\n", + ")\n", + "\n", + "question_answer_feedback = Logs(\n", + " id=\"2\",\n", + " question=\"How can I use Chroma vector store?\",\n", + " answer=\"To use Chroma, define: rag_chain = create_retrieval_chain(retriever, question_answer_chain).\",\n", + " grade=0,\n", + " grader=\"Document Relevance Recall\",\n", + " feedback=\"The retrieved documents discuss vector stores in general, but not Chroma specifically\",\n", + ")\n", + "\n", + "# Entry Graph\n", + "class EntryGraphState(TypedDict):\n", + " raw_logs: Annotated[List[Dict], add]\n", + " docs: Annotated[List[Logs], add] # This will be used in sub-graph\n", + " fa_summary: str # This will be generated in the sub-graph\n", + " qs_summary: str # This will be generated in the sub-graph\n", + "\n", + "def convert_logs_to_docs(state):\n", + " # Get logs\n", + " raw_logs = state['raw_logs']\n", + " docs = [question_answer,question_answer_feedback]\n", + " return {\"docs\": docs} \n", + "\n", + "entry_builder = StateGraph(EntryGraphState)\n", + "entry_builder.add_node(\"convert_logs_to_docs\", convert_logs_to_docs)\n", + "entry_builder.add_node(\"question_summarization\", qs_builder.compile())\n", + "entry_builder.add_node(\"failure_analysis\", fa_builder.compile())\n", + "\n", + "entry_builder.set_entry_point(\"convert_logs_to_docs\")\n", + "entry_builder.add_edge(\"convert_logs_to_docs\", \"failure_analysis\")\n", + "entry_builder.add_edge(\"convert_logs_to_docs\", \"question_summarization\")\n", + "entry_builder.add_edge(\"failure_analysis\", END)\n", + "entry_builder.add_edge(\"question_summarization\", END)\n", + "\n", + "graph = entry_builder.compile()\n", + "\n", + "from IPython.display import Image, display\n", + "# Setting xray to 1 will show the internal structure of the nested graph\n", + "display(Image(graph.get_graph(xray=1).draw_mermaid_png()))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'raw_logs': [{'foo': 'bar'}, {'foo': 'baz'}],\n", + " 'docs': [{'id': '1',\n", + " 'question': 'How can I import ChatOllama?',\n", + " 'answer': \"To import ChatOllama, use: 'from langchain_community.chat_models import ChatOllama.'\"},\n", + " {'id': '2',\n", + " 'question': 'How can I use Chroma vector store?',\n", + " 'answer': 'To use Chroma, define: rag_chain = create_retrieval_chain(retriever, question_answer_chain).',\n", + " 'grade': 0,\n", + " 'grader': 'Document Relevance Recall',\n", + " 'feedback': 'The retrieved documents discuss vector stores in general, but not Chroma specifically'},\n", + " {'id': '1',\n", + " 'question': 'How can I import ChatOllama?',\n", + " 'answer': \"To import ChatOllama, use: 'from langchain_community.chat_models import ChatOllama.'\"},\n", + " {'id': '2',\n", + " 'question': 'How can I use Chroma vector store?',\n", + " 'answer': 'To use Chroma, define: rag_chain = create_retrieval_chain(retriever, question_answer_chain).',\n", + " 'grade': 0,\n", + " 'grader': 'Document Relevance Recall',\n", + " 'feedback': 'The retrieved documents discuss vector stores in general, but not Chroma specifically'}],\n", + " 'fa_summary': 'Poor quality retrieval of Chroma documentation.',\n", + " 'qs_summary': 'Questions focused on usage of ChatOllama and Chroma vector store.'}" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_logs = [{\"foo\":\"bar\"},{\"foo\":\"baz\"}]\n", + "graph.invoke({\"raw_logs\": raw_logs}, debug=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Custom reducer functions to manage state\n", + "\n", + "Now, let's highlight a possible stumbling block when we use the same `State` across multiple sub-graphs.\n", + " \n", + "We will create two graphs: a parent graph with a few nodes and a child graph that is added as a node in the parent.\n", + "\n", + "We define a custom [reducer](https://langchain-ai.github.io/langgraph/concepts/low_level/#reducers) function for our state." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], "source": [ "from typing import Annotated\n", "\n", "from typing_extensions import TypedDict\n", "\n", - "from langgraph.graph import StateGraph, START, END\n", - "\n", - "\n", "def reduce_list(left: list | None, right: list | None) -> list:\n", " if not left:\n", " left = []\n", @@ -243,7 +420,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Notice here that the `[\"grandparent\", \"parent\"]` sequence is duplicated! This is because our child state has received the full parent state and returns the full parent state once it terminates. To avoid duplication or conflicts in state, you typically would do one or more of the following:\n", + "Notice here that the `[\"grandparent\", \"parent\"]` sequence is duplicated! \n", + "\n", + "This is because our child state has received the full parent state and returns the full parent state once it terminates. \n", + "\n", + "To avoid duplication or conflicts in state, you typically would do one or more of the following:\n", "\n", "1. Handle duplicates in your `reducer` function.\n", "2. Call the child graph from within a python function. In that function, handle the state as needed. \n", @@ -467,7 +648,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.2" + "version": "3.11.8" } }, "nbformat": 4,