From 5fa80e2a92bbecf43e69fcf8424f6f53673bfeaa Mon Sep 17 00:00:00 2001 From: Vadym Barda Date: Fri, 6 Dec 2024 10:18:12 -0500 Subject: [PATCH 1/4] docs: update multi-agent tutorials to use Command (#2643) --- .../multi_agent/agent_supervisor.ipynb | 130 ++++---------- .../hierarchical_agent_teams.ipynb | 158 +++++++++--------- .../multi-agent-collaboration.ipynb | 100 +++++------ 3 files changed, 159 insertions(+), 229 deletions(-) diff --git a/docs/docs/tutorials/multi_agent/agent_supervisor.ipynb b/docs/docs/tutorials/multi_agent/agent_supervisor.ipynb index c1b8d1231..9ad48024d 100644 --- a/docs/docs/tutorials/multi_agent/agent_supervisor.ipynb +++ b/docs/docs/tutorials/multi_agent/agent_supervisor.ipynb @@ -127,30 +127,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "f16c289b-10b0-47a8-a675-0bb54d299236", - "metadata": {}, - "outputs": [], - "source": [ - "from langgraph.graph import MessagesState" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "4a3baabf-18cb-415c-9473-d0546cf58b8b", - "metadata": {}, - "outputs": [], - "source": [ - "# The agent state is the input to each node in the graph\n", - "class AgentState(MessagesState):\n", - " # The 'next' field indicates where to route to next\n", - " next: str" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "311f0a58-b425-4496-adac-dc4cd8ffb912", + "id": "df2bd80b-c477-4d74-8faa-1c0548622239", "metadata": {}, "outputs": [], "source": [ @@ -158,6 +135,9 @@ "from typing_extensions import TypedDict\n", "\n", "from langchain_anthropic import ChatAnthropic\n", + "from langgraph.graph import MessagesState\n", + "from langgraph.types import Command\n", + "\n", "\n", "members = [\"researcher\", \"coder\"]\n", "# Our team supervisor is an LLM node. It just picks the next agent to process\n", @@ -182,16 +162,16 @@ "llm = ChatAnthropic(model=\"claude-3-5-sonnet-latest\")\n", "\n", "\n", - "def supervisor_node(state: AgentState) -> AgentState:\n", + "def supervisor_node(state: MessagesState) -> Command[Literal[*members, \"__end__\"]]:\n", " messages = [\n", " {\"role\": \"system\", \"content\": system_prompt},\n", " ] + state[\"messages\"]\n", " response = llm.with_structured_output(Router).invoke(messages)\n", - " next_ = response[\"next\"]\n", - " if next_ == \"FINISH\":\n", - " next_ = END\n", + " goto = response[\"next\"]\n", + " if goto == \"FINISH\":\n", + " goto = END\n", "\n", - " return {\"next\": next_}" + " return Command(goto=goto)" ] }, { @@ -206,21 +186,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "6a430af7-8fce-4e66-ba9e-d940c1bc48e8", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from langchain_core.messages import HumanMessage\n", "from langgraph.graph import StateGraph, START, END\n", @@ -232,80 +201,51 @@ ")\n", "\n", "\n", - "def research_node(state: AgentState) -> AgentState:\n", + "def research_node(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " result = research_agent.invoke(state)\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=result[\"messages\"][-1].content, name=\"researcher\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(content=result[\"messages\"][-1].content, name=\"researcher\")\n", + " ]\n", + " },\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", "# NOTE: THIS PERFORMS ARBITRARY CODE EXECUTION, WHICH CAN BE UNSAFE WHEN NOT SANDBOXED\n", "code_agent = create_react_agent(llm, tools=[python_repl_tool])\n", "\n", "\n", - "def code_node(state: AgentState) -> AgentState:\n", + "def code_node(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " result = code_agent.invoke(state)\n", - " return {\n", - " \"messages\": [HumanMessage(content=result[\"messages\"][-1].content, name=\"coder\")]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(content=result[\"messages\"][-1].content, name=\"coder\")\n", + " ]\n", + " },\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", - "builder = StateGraph(AgentState)\n", + "builder = StateGraph(MessagesState)\n", "builder.add_edge(START, \"supervisor\")\n", "builder.add_node(\"supervisor\", supervisor_node)\n", "builder.add_node(\"researcher\", research_node)\n", - "builder.add_node(\"coder\", code_node)" - ] - }, - { - "cell_type": "markdown", - "id": "2c1593d5-39f7-4819-96d2-4ad7d7991d72", - "metadata": {}, - "source": [ - "Now connect all the edges in the graph." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "14778e86-077b-4e6a-893c-400e59b0cdbf", - "metadata": {}, - "outputs": [], - "source": [ - "for member in members:\n", - " # We want our workers to ALWAYS \"report back\" to the supervisor when done\n", - " builder.add_edge(member, \"supervisor\")\n", - "\n", - "# The supervisor populates the \"next\" field in the graph state\n", - "# which routes to a node or finishes\n", - "builder.add_conditional_edges(\"supervisor\", lambda state: state[\"next\"])\n", - "# Finally, add entrypoint\n", - "builder.add_edge(START, \"supervisor\")\n", - "\n", + "builder.add_node(\"coder\", code_node)\n", "graph = builder.compile()" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "fb2cf698-c42b-49ba-8ade-585d207a3daa", - "metadata": {}, - "outputs": [], - "source": [ - "from IPython.display import display, Image" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "f4992dcb-33c5-4fef-b4e3-09c303737342", + "execution_count": 7, + "id": "0175fe14-5854-4197-b7e8-559335d0f81b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/jpeg": "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", "text/plain": [ "" ] @@ -315,6 +255,8 @@ } ], "source": [ + "from IPython.display import display, Image\n", + "\n", "display(Image(graph.get_graph().draw_mermaid_png()))" ] }, diff --git a/docs/docs/tutorials/multi_agent/hierarchical_agent_teams.ipynb b/docs/docs/tutorials/multi_agent/hierarchical_agent_teams.ipynb index f96e55c39..39009e852 100644 --- a/docs/docs/tutorials/multi_agent/hierarchical_agent_teams.ipynb +++ b/docs/docs/tutorials/multi_agent/hierarchical_agent_teams.ipynb @@ -289,15 +289,10 @@ "from langchain_core.language_models.chat_models import BaseChatModel\n", "\n", "from langgraph.graph import StateGraph, MessagesState, START, END\n", + "from langgraph.types import Command\n", "from langchain_core.messages import HumanMessage, trim_messages\n", "\n", "\n", - "# The agent state is the input to each node in the graph\n", - "class AgentState(MessagesState):\n", - " # The 'next' field indicates where to route to next\n", - " next: str\n", - "\n", - "\n", "def make_supervisor_node(llm: BaseChatModel, members: list[str]) -> str:\n", " options = [\"FINISH\"] + members\n", " system_prompt = (\n", @@ -313,17 +308,17 @@ "\n", " next: Literal[*options]\n", "\n", - " def supervisor_node(state: MessagesState) -> MessagesState:\n", + " def supervisor_node(state: MessagesState) -> Command[Literal[*members, \"__end__\"]]:\n", " \"\"\"An LLM-based router.\"\"\"\n", " messages = [\n", " {\"role\": \"system\", \"content\": system_prompt},\n", " ] + state[\"messages\"]\n", " response = llm.with_structured_output(Router).invoke(messages)\n", - " next_ = response[\"next\"]\n", - " if next_ == \"FINISH\":\n", - " next_ = END\n", + " goto = response[\"next\"]\n", + " if goto == \"FINISH\":\n", + " goto = END\n", "\n", - " return {\"next\": next_}\n", + " return Command(goto=goto)\n", "\n", " return supervisor_node" ] @@ -363,25 +358,33 @@ "search_agent = create_react_agent(llm, tools=[tavily_tool])\n", "\n", "\n", - "def search_node(state: AgentState) -> AgentState:\n", + "def search_node(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " result = search_agent.invoke(state)\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=result[\"messages\"][-1].content, name=\"search\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(content=result[\"messages\"][-1].content, name=\"search\")\n", + " ]\n", + " },\n", + " # We want our workers to ALWAYS \"report back\" to the supervisor when done\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", "web_scraper_agent = create_react_agent(llm, tools=[scrape_webpages])\n", "\n", "\n", - "def web_scraper_node(state: AgentState) -> AgentState:\n", + "def web_scraper_node(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " result = web_scraper_agent.invoke(state)\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=result[\"messages\"][-1].content, name=\"web_scraper\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(content=result[\"messages\"][-1].content, name=\"web_scraper\")\n", + " ]\n", + " },\n", + " # We want our workers to ALWAYS \"report back\" to the supervisor when done\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", "research_supervisor_node = make_supervisor_node(llm, [\"search\", \"web_scraper\"])" @@ -412,14 +415,7 @@ "research_builder.add_node(\"search\", search_node)\n", "research_builder.add_node(\"web_scraper\", web_scraper_node)\n", "\n", - "# Define the control flow\n", "research_builder.add_edge(START, \"supervisor\")\n", - "# We want our workers to ALWAYS \"report back\" to the supervisor when done\n", - "research_builder.add_edge(\"search\", \"supervisor\")\n", - "research_builder.add_edge(\"web_scraper\", \"supervisor\")\n", - "# Add the edges where routing applies\n", - "research_builder.add_conditional_edges(\"supervisor\", lambda state: state[\"next\"])\n", - "\n", "research_graph = research_builder.compile()" ] }, @@ -532,13 +528,17 @@ ")\n", "\n", "\n", - "def doc_writing_node(state: AgentState) -> AgentState:\n", + "def doc_writing_node(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " result = doc_writer_agent.invoke(state)\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=result[\"messages\"][-1].content, name=\"doc_writer\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(content=result[\"messages\"][-1].content, name=\"doc_writer\")\n", + " ]\n", + " },\n", + " # We want our workers to ALWAYS \"report back\" to the supervisor when done\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", "note_taking_agent = create_react_agent(\n", @@ -551,13 +551,17 @@ ")\n", "\n", "\n", - "def note_taking_node(state: AgentState) -> AgentState:\n", + "def note_taking_node(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " result = note_taking_agent.invoke(state)\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=result[\"messages\"][-1].content, name=\"note_taker\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(content=result[\"messages\"][-1].content, name=\"note_taker\")\n", + " ]\n", + " },\n", + " # We want our workers to ALWAYS \"report back\" to the supervisor when done\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", "chart_generating_agent = create_react_agent(\n", @@ -565,13 +569,19 @@ ")\n", "\n", "\n", - "def chart_generating_node(state: AgentState) -> AgentState:\n", + "def chart_generating_node(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " result = chart_generating_agent.invoke(state)\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=result[\"messages\"][-1].content, name=\"chart_generator\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(\n", + " content=result[\"messages\"][-1].content, name=\"chart_generator\"\n", + " )\n", + " ]\n", + " },\n", + " # We want our workers to ALWAYS \"report back\" to the supervisor when done\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", "doc_writing_supervisor_node = make_supervisor_node(\n", @@ -600,21 +610,13 @@ "outputs": [], "source": [ "# Create the graph here\n", - "paper_writing_builder = StateGraph(AgentState)\n", + "paper_writing_builder = StateGraph(MessagesState)\n", "paper_writing_builder.add_node(\"supervisor\", doc_writing_supervisor_node)\n", "paper_writing_builder.add_node(\"doc_writer\", doc_writing_node)\n", "paper_writing_builder.add_node(\"note_taker\", note_taking_node)\n", "paper_writing_builder.add_node(\"chart_generator\", chart_generating_node)\n", "\n", - "# Define the control flow\n", "paper_writing_builder.add_edge(START, \"supervisor\")\n", - "# We want our workers to ALWAYS \"report back\" to the supervisor when done\n", - "paper_writing_builder.add_edge(\"doc_writer\", \"supervisor\")\n", - "paper_writing_builder.add_edge(\"note_taker\", \"supervisor\")\n", - "paper_writing_builder.add_edge(\"chart_generator\", \"supervisor\")\n", - "# Add the edges where routing applies\n", - "paper_writing_builder.add_conditional_edges(\"supervisor\", lambda state: state[\"next\"])\n", - "\n", "paper_writing_graph = paper_writing_builder.compile()" ] }, @@ -728,37 +730,41 @@ }, "outputs": [], "source": [ - "def call_research_team(state: AgentState) -> AgentState:\n", + "def call_research_team(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " response = research_graph.invoke({\"messages\": state[\"messages\"][-1]})\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=response[\"messages\"][-1].content, name=\"research_team\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(\n", + " content=response[\"messages\"][-1].content, name=\"research_team\"\n", + " )\n", + " ]\n", + " },\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", - "def call_paper_writing_team(state: AgentState) -> AgentState:\n", + "def call_paper_writing_team(state: MessagesState) -> Command[Literal[\"supervisor\"]]:\n", " response = paper_writing_graph.invoke({\"messages\": state[\"messages\"][-1]})\n", - " return {\n", - " \"messages\": [\n", - " HumanMessage(content=response[\"messages\"][-1].content, name=\"writing_team\")\n", - " ]\n", - " }\n", + " return Command(\n", + " update={\n", + " \"messages\": [\n", + " HumanMessage(\n", + " content=response[\"messages\"][-1].content, name=\"writing_team\"\n", + " )\n", + " ]\n", + " },\n", + " goto=\"supervisor\",\n", + " )\n", "\n", "\n", "# Define the graph.\n", - "super_builder = StateGraph(AgentState)\n", + "super_builder = StateGraph(MessagesState)\n", "super_builder.add_node(\"supervisor\", teams_supervisor_node)\n", "super_builder.add_node(\"research_team\", call_research_team)\n", "super_builder.add_node(\"writing_team\", call_paper_writing_team)\n", "\n", - "# Define the control flow\n", "super_builder.add_edge(START, \"supervisor\")\n", - "# We want our teams to ALWAYS \"report back\" to the top-level supervisor when done\n", - "super_builder.add_edge(\"research_team\", \"supervisor\")\n", - "super_builder.add_edge(\"writing_team\", \"supervisor\")\n", - "# Add the edges where routing applies\n", - "super_builder.add_conditional_edges(\"supervisor\", lambda state: state[\"next\"])\n", "super_graph = super_builder.compile()" ] }, diff --git a/docs/docs/tutorials/multi_agent/multi-agent-collaboration.ipynb b/docs/docs/tutorials/multi_agent/multi-agent-collaboration.ipynb index 6d4bb1537..3ee863cda 100644 --- a/docs/docs/tutorials/multi_agent/multi-agent-collaboration.ipynb +++ b/docs/docs/tutorials/multi_agent/multi-agent-collaboration.ipynb @@ -2,8 +2,8 @@ "cells": [ { "attachments": { - "7d0ca3af-e391-4d23-981a-dd640e08e4c1.png": { - "image/png": "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" + "8088306a-da20-4f95-bb07-c3fbd546762c.png": { + "image/png": "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" } }, "cell_type": "markdown", @@ -20,7 +20,7 @@ "\n", "The resulting graph will look something like the following diagram:\n", "\n", - "![multi_agent diagram](attachment:7d0ca3af-e391-4d23-981a-dd640e08e4c1.png)\n", + "![multi_agent diagram](attachment:8088306a-da20-4f95-bb07-c3fbd546762c.png)\n", "\n", "Before we get started, a quick note: this and other multi-agent notebooks are designed to show _how_ you can implement certain design patterns in LangGraph. If the pattern suits your needs, we recommend combining it with some of the other fundamental patterns described elsewhere in the docs for best performance.\n", "\n", @@ -162,20 +162,30 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "id": "71b790ca-9cef-4b22-b469-4b1d5d8424d6", "metadata": {}, "outputs": [], "source": [ - "from langchain_core.messages import HumanMessage\n", - "from langchain_anthropic import ChatAnthropic\n", + "from typing import Literal\n", "\n", + "from langchain_core.messages import BaseMessage, HumanMessage\n", + "from langchain_anthropic import ChatAnthropic\n", "from langgraph.prebuilt import create_react_agent\n", - "from langgraph.graph import MessagesState\n", + "from langgraph.graph import MessagesState, END\n", + "from langgraph.types import Command\n", "\n", "\n", "llm = ChatAnthropic(model=\"claude-3-5-sonnet-latest\")\n", "\n", + "\n", + "def get_next_node(last_message: BaseMessage, goto: str):\n", + " if \"FINAL ANSWER\" in last_message.content:\n", + " # Any agent decided the work is done\n", + " return END\n", + " return goto\n", + "\n", + "\n", "# Research agent and node\n", "research_agent = create_react_agent(\n", " llm,\n", @@ -186,17 +196,23 @@ ")\n", "\n", "\n", - "def research_node(state: MessagesState) -> MessagesState:\n", + "def research_node(\n", + " state: MessagesState,\n", + ") -> Command[Literal[\"chart_generator\", END]]:\n", " result = research_agent.invoke(state)\n", + " goto = get_next_node(result[\"messages\"][-1], \"chart_generator\")\n", " # wrap in a human message, as not all providers allow\n", " # AI message at the last position of the input messages list\n", " result[\"messages\"][-1] = HumanMessage(\n", " content=result[\"messages\"][-1].content, name=\"researcher\"\n", " )\n", - " return {\n", - " # share internal message history of research agent with other agents\n", - " \"messages\": result[\"messages\"],\n", - " }\n", + " return Command(\n", + " update={\n", + " # share internal message history of research agent with other agents\n", + " \"messages\": result[\"messages\"],\n", + " },\n", + " goto=goto,\n", + " )\n", "\n", "\n", "# Chart generator agent and node\n", @@ -210,44 +226,21 @@ ")\n", "\n", "\n", - "def chart_node(state: MessagesState) -> MessagesState:\n", + "def chart_node(state: MessagesState) -> Command[Literal[\"researcher\", END]]:\n", " result = chart_agent.invoke(state)\n", + " goto = get_next_node(result[\"messages\"][-1], \"researcher\")\n", " # wrap in a human message, as not all providers allow\n", " # AI message at the last position of the input messages list\n", " result[\"messages\"][-1] = HumanMessage(\n", " content=result[\"messages\"][-1].content, name=\"chart_generator\"\n", " )\n", - " return {\n", - " # share internal message history of chart agent with other agents\n", - " \"messages\": result[\"messages\"],\n", - " }" - ] - }, - { - "cell_type": "markdown", - "id": "bcb30498-dbc4-4b20-980f-da08ebc9da56", - "metadata": {}, - "source": [ - "### Define Edge Logic\n", - "\n", - "We can define some of the edge logic that is needed to decide what to do based on results of the agents" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "c30f800f-99dc-4207-ba09-0164e226dade", - "metadata": {}, - "outputs": [], - "source": [ - "def router(state: MessagesState):\n", - " # This is the router\n", - " messages = state[\"messages\"]\n", - " last_message = messages[-1]\n", - " if \"FINAL ANSWER\" in last_message.content:\n", - " # Any agent decided the work is done\n", - " return END\n", - " return \"continue\"" + " return Command(\n", + " update={\n", + " # share internal message history of chart agent with other agents\n", + " \"messages\": result[\"messages\"],\n", + " },\n", + " goto=goto,\n", + " )" ] }, { @@ -262,41 +255,30 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "2c4a5ade-5912-494b-bf62-8a99278f9f12", "metadata": {}, "outputs": [], "source": [ - "from langgraph.graph import StateGraph, START, END\n", + "from langgraph.graph import StateGraph, START\n", "\n", "workflow = StateGraph(MessagesState)\n", "workflow.add_node(\"researcher\", research_node)\n", "workflow.add_node(\"chart_generator\", chart_node)\n", "\n", - "workflow.add_conditional_edges(\n", - " \"researcher\",\n", - " router,\n", - " {\"continue\": \"chart_generator\", END: END},\n", - ")\n", - "workflow.add_conditional_edges(\n", - " \"chart_generator\",\n", - " router,\n", - " {\"continue\": \"researcher\", END: END},\n", - ")\n", - "\n", "workflow.add_edge(START, \"researcher\")\n", "graph = workflow.compile()" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "97f8e0eb", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOIAAAFlCAIAAAB5sKNUAAAAAXNSR0IArs4c6QAAIABJREFUeJztnXdAk8f/xy+LJGQQ9kZlqKAgIDgoLhS1SLVaV111Va2jWmv7tUhba6u2atW6FURrHWgVF+7WjcoS3Cw3m0DIIjv5/fH4CxRDWMkz4F5/kYfnuXs/l3fu7rnn7nMknU4HIBB8Q8ZaAATSONCmEAIAbQohANCmEAIAbQohANCmEAJAxVpA8yh/q5SKVFKhWq3QKeRarOU0CTqDTKWTWFwqi0t18KBjLYeQkAgxbvr8kfTlQ8mLx9IOviyVUsviUmwc6UqFBmtdTcKCTqkqU9SINFQL8qunUk9/lqc/2yuAhbUuIoF3m+bfl6Sc5bv5MN18LD27syyYxO6lKOXaF4+lhXmywvyasI9sOwdzsFZEDPBr0xqR5vLBUiabEvaRHceaYJ2TRpFUq1PO8mUiTeRUJxaXgrUcvINTm77NrblyqOzjBW42jjSstZiRqjLVqR2FQz519OhqibUWXINHm1YUKu6c5Y/6whVrIShxZldxnyhb+HRlBNzZNO+++Gmq6ON241GE07uKu4ZwuoTArqph8PVEUlmizLgiaG8eBQCMmudy/6qAX6zEWghOwZFNdTpw40TFpP95YC0EGz791uNmUgXO2ja8gCObppzme3Zv16OJnv6s26f4WKvAI3ixqUyiyc0UBw7kYS0ESwIH8PKzxDUiYry2QBO82DT7RnX/Mfbo5CWRSHJycrC63Dj9P3HIvlFtpsSJC15s+jhF6NEFpbHDiRMnnj59GqvLjePRhfkoRWimxIkLLmxa/EJu42xBt0RJjFLZwgdqZPCuxZc3BQsG2d6NXlQgM18WRAQXNi3Mq+nSk2uOlPfv3x8VFRUeHj5r1qy0tDQAQHR0dFVV1d9//x0SEhIdHY2cdubMmSlTpvTp0yciImLFihUCgQA5/ttvvw0dOvTmzZujR48OCQlJT083eLlp6dyTA21aD1y8Ky8vVHTra/p3MGlpadu2bRs+fHhYWNidO3dqamoAAOvWrVu4cGHPnj0nT55sYWGBnPno0aOOHTtGRUVVVVUlJiZKpdLNmzcj/5JIJDt27Fi+fLlMJgsNDTV4uWlhcSmvnkjNkTJxwYVNpUI1i2t6JcXFxQCA8ePHBwQEREVFIQf9/PyoVKqdnV1gYKD+zJiYGBKJhPxNpVITEhIUCgWdTkea+NjY2O7duxu53LSwuFSpUG2mxAkKLhr9GpFZbBoeHs7lcr///vvbt28bP1OlUh04cGDixIkDBw48deqUVqvVt/sMBkPvUXRgcak1ImjT/4ALm9LoZIoZqnU7O7uEhIQOHTosWbJk1qxZ5eXlBk/T6XRLlixJSEgYOXLktm3bkHpXq323NMDSEu25SxQqoNFx8b3gB1wUB5VGklSbZUy7Y8eOW7Zs2blzZ0FBwcqVK/XH6064uX//flpa2vLlyydNmtS9e3dvb+9GkzXrfB1JtYZKI5kvfSKCC5tacqlS8zRzyOBRaGhov3799GPyTCaTz699J1ldXQ0A6Nq1a92P+tr0fepdbnKkIrWlGbpAhAYXxeHozlDITL/+7smTJ//73//Gjx9vaWl5584dPz8/5HhQUNDFixf379/P5XIDAgL8/f0tLCy2bds2evTo/Pz8ffv2AQAKCgrc3NwMJlvv8qbUvs1CIdM6uDNMmybRodRtCrFCrdI9TRV26Wni2ZZCoTAvL+/y5ctpaWnBwcExMTFsNhsAEBAQkJube/78+ZycnG7dunXv3t3T0/Ps2bNnz55Vq9W//PJLeXl5dnZ2dHR0SkrKy5cvp06dWjfZepd36tTJtLLvJvM9/Vk8B7OMdhEUvEyL3r60YP4GbxIu+iAYs+2rgoWbTFxDEx1cNPoAAP8PeG9yajr4NfhYvWvXrsTExPeP+/r6Pnv2zOAl+/btM3lVVw+JRNLQuyhra2v9qFZdtm/f3q1bt4YSfJtb0/0DK5NqbAvgpTatLFFe/qv0028bnBMtEokkEsn7x0mkBm/BwcGBSjXv71Cr1ZaWlhr8l0qlotEMrDe0s7Mz8voqcf2bIZMc7Vzhuqj/gJfa1NbZwsbZIu++uKGl61wul8s1y3v/1kAmk11cXEyVWv59ibWjBfTo++CoMxg2wq4gy0B92X7Iz5KERdthrQKP4MimHBtq11Du+YQSrIVgw/l9JV1CORwbvLRvuAJHNgUAeAaw7N3o1/+uwFoI2tw4XmHnTIeBpRoCL49QdcnLFJe8lA8Yi9KaE8y5mVTh4M7oGgoX6TcIvmpThM49OVZ2tFM7i/D3CzI1OnB6ZxHHmgY9ahw81qYIb/Nk146W+/XhhkRaY63FLGRcETy9Jxw03sEdrUVgxAW/NgUA6LQg9WLlg5vVIUNsPLpa2ru1hZGaikLF65yazH8EAf2s+nxoC1+8NQVc2xRBpdA+uCV8/kBSI9Z0DeEAACw5FK4tTaPBu3IEKpUk5KtqxBoAQG6mmMGiePdgB/SzsmBAhzYVAthUj6RaXfxcLha8+8olpl6JUVhYqNPp3N3dTZssh0fV6YAlh8Kxprl4Mdg8OOTUbIhkU3OzZ88eAMCcOXOwFgKpD2x3IAQA2hRCAGA/qRYWiwW7QPgE2rQWqRQGccApsNGvhUqlksmwQPAIrE1rUathEAecAm1aC51Oh31TfAJtWotCocBaAsQw0Ka1sNlsWJviE2jTWgwuCYTgAfhgWwuZTNaHj4TgClib1mIkbhQEW2BtCiEAsDatBYkwBcEh0Ka1wEco3AIbfQgBgLVpLTQaDT5F4RNo01pUKhXWEiCGgTathcViwdoUn0Cb1gLnm+IW+AgFIQDQprXAadG4BTb6tcBp0bgFVh4QAgBtCiEAsNGvBU6Lxi3QprXAd/q4BTb6EAIAbQohALDRr4VKpcK+KT6BNq0FjpviFtjoQwgArE1rYTKZsNHHJ9CmtchkMqwlQAwDG30IAYA2/Q+w0ccn0Kb/AUY9wSewb1oLfKePW6BNa4Hv9HELtGktcMkeboHbl4GPPvqIRCJptVqkNuVyuYhZk5OTsZYGeQesTYG7u3tqaqr+4UkikWi12rCwMKx1QWqBT/pgxowZVlZWdY/weLxp06ZhpwhSH2hTEBoa2qVLF/1HnU7XuXPnXr16YSoK8h+gTQEAYPr06RwOB/mbx+PNmDEDa0WQ/wBtCgAAvXv37tatG1KV+vj49O7dG2tFkP8AbfqOqVOn2tra8ni8mTNnYq0FUh/MnvTlNVp+oUIu02AloB62jG49vIep1Wobul/BA7yM8zOYFDs3OsOyvdcmWIyb6sDFv8re5khdO7M06vY+amscKo1UmCv16MoaOtWxPU83QNumKqXuxJbCwEG2rt6WaOZLaIrya7KuVY790o1Gb6dWRdumR9a/CRvpaONERzPTNoCgTHn7VOmkbz2wFoINqHZ6ctLFLp4s6NEWYO1o4erFykkTYy0EG1C1aUWhgsGioJljW4LJoZa/lWOtAhtQtalCpuXaWaCZY1uCa0eTy9rpBC5UbaqUa7SadlrQrUen1ilr2mnptfcBOQghgDaFEABoUwgBgDaFEABoUwgBgDaFEABoUwgBgDaFEABoUwgBgDaFEABoUwgBgDZtOcdPHB40OKSmpgZrIW0faFMIASCSTTEJd2XWTGEAryaC6xhSQmH1x2OGzJu7OL8gNyXluo9P1y2b4wEAp88cP/b3QT6/3MnJZXDE8Anjp9LpdLlcvnnLr3fu3AQABAQELZy/zMnJGQCQlZ0RF7/t+fM8a2uboMDQ2bMW2NraAQAuXDxz6tSxFy8LmEzLXqF9Fy5YxuNZAwD+2PLbjZv/Llsau2PXpqKitxvW7+gZ3KusrDQ+YXt6+t2aGqmXV+fx46YMGhiJiLx16+rhxP0VFWX+3QOXff29vb0DcryhfGfMGt+po1fHjl5JJxNdXd23b92HaRkTA1zbFOHgwb2jRo37fcMuCoUCANj/556/jx8cM3pihw6eb9++OnrsQGHRm5jlqw4f2XfpUvKM6fNsbe0uXU5mMpkAgMz7acu/+zJySNTojyeIRcITSUeWLpu3e+dBBoPx9OkjD4+OkZFRAkFV0slEaY107erNSI5SqWTvvh1LFi+Xy2XBQaGVlfwFi6ZrNJqJE6ZZ82wePsri88v18g78FTd+/FSFQn7gr7i1v/6w8fddxvMFAKSn35Ur5Gt+2QSDUzcRAtjUz89/9qwFyN98fsWhwwmxK1YP6D8YOWJra79p89qFC5aVlBYzmcxJn06nUqkjoj5G/rt12/qPosd8uehb5GNISJ/PZoxNz7jbL3zQ0q9i9C6hUqkHDyUoFAo6nQ4AUCqVy5bG+vp2R/574K+46mpBQvxRD4+OAIBhw6Lryvt9wy6k2lar1XHx24TCaisrnpF8AQAUKvX7FWuQHxKkKRDApsHBtVHHMjNT1Wr16jWxq9fEIkeQ7h2/onzI4A///ffi/5YvWjD/a09PbwBAaWnJ69cvi4reJp87WTfB8vIyAIBKpUo6mXjln/Pl5aV0OkOr1VZXCxwdnQAADAZD71EAQGpaSnBQKOLR9+Fy30Xz8+zkDQAoryiTyWRG8gUA+Pp2hx5tFgSwKYNR+41WVvEBAGtWb3awd6x7jouLm6en99o1f+zavXnW5xNHRH28ZPFygaASAPDZtDn9+0XUPdnGxk6n08WsWJKb9/SzaXP8/AJu3bqaePSAVvduCQeT+Z8YAgJBVc/gxqNKkchkAIBGozGS77v0GdCjzYMANq0Lh8NF/jBYt/XuFRYa0udE0pEdOzc5OjoPHDAEAKBQyN8/OTs7M/N+2oqYX4YMHg4AKCp8YyRTNptTJahsukg2m9NQvpCWQaQBKQBAUFAoiUQ6eeqo/oh+azylUgkAIJPJ48ZOtrOzz8/PcXPzcHR0unDxjP4ctVqtUqkAAEJRNQCgs09X5DjysaHA+8FBoffvp5WUFuuPGN+E10i+kJZBsNrUzdV9zOiJJ5KOxMR+Ff7BwMpK/qnTx9au+aOzT9ekk4kpd25EDomqrKzg8yu6dPEjkUgL5n/9w4/fLFg0feRHY7UazaXLyZGRUWM/meTn629hYREXv23EiNEvXuQfPrIPAPDyRYGri9v7mU6dMvvO3ZsLF80YM3qijY1tRsY9JtNy2dexDYk0kq+Zi6fNQrDaFACwYP7SL+YtefmiYNPmtefOn+wXPsjezgHpnqqUyp27Np07f2rMmIkTxk8FAPQLH7R29WYalbZ9x+8HDsY7OjoHBAQDAOztHWJXrM4vyFn507eZmakbf9/dp0940slEgzl6eHTc+keCt1fng4f27ty5qbSsJDAwxLjIhvKFtAxUY0idTyjp0I3j0ZWNWo5ticJc6fNsUfQcZ6yFYADxalNIOwTaFEIAoE0hBADaFEIAoE0hBADaFEIAoE0hBADaFEIAoE0hBADaFEIAoE0hBADaFEIAoE0hBABVm7J4BJveii9IJI5NOy1AdG3KofILFWjm2JaoeCuz5EKbmp8OviyxAK61aCGiKlVHv3a6HzGqNrV3s3DzYdw+WYZmpm2D2yfLXL0Y9m7tdLtXtHeABgA8uSMqeCh178qyc2FQaTDshzHUKh2/WP7mmdQrgOX/ARdrOZiBgU0BAMUv5M9SRVKxurqsqX0AiUTCZDIoFDN2zpRKBdABCzp6NVZlZSWJBMhkCoVCoVIoZAqZTKbQaDT9CdaOFpYcim9vrosnAzVVOAQbmzaXO3fuvHnzZuLEiWbNZc+ePQCAOXPmmDUXPRUVFfPmzXv58iWZTEa+BQsLCxaLZWlp6ejoGBcXh44MQoB3m16/fj0kJAQAwGabfaFffn4+AMDHx8fcGek5cOBAfHx8vUC+LBbrxo0bqGkgBLge3r9x40ZycjKbzUbBo4hB0fQoAGDatGmOjo51awqdTgc9+j44tSlSwVhZWW3YsAG1TK9du3b16lXUskOYM2eOra2t/qO1tTXKAggBHm364MGDzz//HAAQGBiIZr75+fkFBQVo5ggAiIyM9Pb2RuICWVparl69ev78+ShrwD94fKtx7969Q4cOoZ/voEGD0M8UADBv3rznz5/z+fybN5FQ1wFIh2fAgAGY6MEhOKpNlUrl0qVLAQBz587FRAD6fVOEgICA3r1729n9f1hJJhMAYG9vP3DgQJFIhL4eHIKjJ/21a9dOmDDB09MTKwHHjh3T6XQTJkzASkA9xGJxaWkpj8ezt7fHWgvG4KI2TUpKAgB89913GHoUACASiQQCAYYC6sHhcHx8fOh0+uDBgwsLC7GWgyXY2zQmJqbuexcMGTt2rLnfILQALpd74sSJjIwMrIVgCZaNfk1NjaWlZWZmZs+ePbHSQCyWLFkyb968rl27Yi0EbTCrTa9fv37v3j0AAH48evv27QsXLmCtwhg///xzcnIy1iowABubyuXy5OTkiIiIJpyLHm/fvn3y5AnWKozB4XCWLVsGAFi3bl1WVhbWctADg0b/9u3bISEhyEZeuKKiokImk3l4eGAtpHEkEsmSJUvi4+OxFoISaNt06tSpP//8c8eOcIsP03Dnzh0mkxkUFIS1EPOCXqOvVqslEsl3332HW4+mpaUhc/kIREhIyPbt27Ozs7EWYl5QsmlZWRky18nPzw+dHFuAXC5/9uwZ1iqah4WFRXx8PIfDAQDk5ORgLcdcoPFOX61Wz5gx4/z58yjk1RoCAgK4XEIu5PDy8gIA7N+/38PDo03OXDF731QgEKjVavi6Dx2SkpLGjBnD5/P1MwTaBuZt9DMyMnJzc4niUYFAgOb0VnMwZswYZCbkli1bsNZiSsxoU61WGxcX16dPH/NlYVpoNFrbGDwfPHiwlZVVTk6O8U0rCYQZG321Wk2l4nE+qxEuXrw4fPhwrFWYBoVCIRKJrly5MmkS4TehNEttmpub+/333xPOowCANuNRAACdTre3ty8pKcH/w2ujmL42raioOHbs2IIFC0ybLDrEx8ePGDHC2blNbbhYWFjo5ub29u1bd3d3rLW0EBxNi24IsVhMIqEUHOXq1ateXl4dOnRAIa/WLJdtQZlcunQpMDDQ0dGxxZmiQENlYmKbjhw5MikpybTNfUVFBWq/JZVKRSaTKRQKCnk5ODi0+NqWlYlMJkNWsOCWhsrElH3TP/74IyEhgYhdUj00Gg0dj2IC4lGZTIa1kGZDgEYfzdpUo9GoVCp0Zm+hX5siyOVyMplsYWHR4tzNh3lr01OnTp0+fdokSWEOESubZsFgMFDr65sKE9g0Ozv7+fPno0aNMoUeDMjJyVEo3sWwplAoTCZz48aNixcvxlqXGaHRaCqVSqPRNHRC3TJBwLZMTGDTwMDAr7/+2hRiMODKlStLly6Vy+X6IwwGw9LSEuePGq2HRqOJRCIk2ko93i8TJCILhmXS2sedvXv3RkVFEXegUalU1juiUChmzZqFk8WuZsXa2tqgTd8vEyQ0CyqiDNOqR6hdu3ZRqdTZs2ebVFJ93n9ckMvliYmJN27cqKysdHBwGDx48Pjx4ykUSlVVVVxcXEZGhkaj8fPzmzVrVqdOnQAAq1atcnNzo1AoFy9eVKvVoaGhCxYsYLFYV65c2bRpkz7Zr776KjIy8rPPPquoqPDz80OmoYwbN27BggV3795NS0tjsVhRUVHIu8esrKwVK1Zs3LhRv85z9OjRI0eOnDFjBgCgtLQ0Li4uKyuLTqd7eXlNmzatc+fO9e7LtI9QZi2T6dOnl5eXY1gmLW/0dTrdrFmzzO3R99FoNCtXrkxKSvrggw+WLFkSHh5eWFhIoVDkcvl3332XnZ09c+bMhQsXVlZWxsTESCQS5KqkpKSysrKVK1fOnTv39u3biYmJyNR3ZErRypUr169fjwRSXbx4cb2oFhs3bvT09Fy3bl1ERMTBgwfT0tKMK6yqqlq2bJlYLJ47d+6MGTPUavW333776tUrfJbJ0qVLGy2TL7/8EpnSilWZtLzRz8jI8Pf3R79xvH379sOHDxcvXjxs2LC6x69du/b27ds1a9Ygcfy6des2c+bMM2fOID90V1fXb775hkQidenSJSUlJTMzc9asWdbW1kh3pUuXLlZWVkg6wcHBSUlJdXtmQ4cORSL2eHp6Xrp06f79+7169TKi8MiRIzweb82aNcgQckRExOzZsy9dumS+2FitKROFQkGhUHBeJi206Z49e3Q6XWhoaMsubw2ZmZl0On3IkCH1jj98+JDFYuljTTo6Orq7u+fl5SEf6XS6fhTG0dHR+GISrVZbt0nVD6NSKBRbW9vKykrjCjMyMioqKj755BP9EZVKVVFR0Zy7bB6tKRPk7hotk3qgXCYtsWlNTY27u/uHH37Ygmtbj0AgsLGxef9dUU1Njf7Xj8DhcKqqqt5PgUqlGhmLAQCQSCSDzxZNuRZR2KtXL6RDpofFYhm/qjW0skzkcnlT7qshUCiTltjU0tISK48isxMMBiSztbWtt2ZNIBA0ceFAvccREonU6CtTIyPkbDZbJBKhOR2plWVSU1Pz/pN0C56tzVcmzX6Eevz48ffff9+yzExCjx495HL59evX9UeQOeq+vr5isVj/rbx8+bK4uLhbt27GU0MaL4OVrnF4PB6yYw7ysaqqSj9VPjAw8OnTp8iGEwjmfrPVyjKxtPzP5n04LJNm16a7d+9etGhRc68yIYMGDTp79uzGjRvz8vI8PT1fvXqVlZW1devWQYMGHTt2bO3atZ9++imJREpMTLSyshoxYoTx1Pz8/CgUyu7duyMjI5VKZVRUlP5fAoHASCR8Nzc3BweHxMREHo8nk8n+/PNPfT9h8uTJ6enpsbGxo0eP5vF4mZmZGo3mhx9+MF0Z1KeVZVLv9amRMjGO+cqk2bXp1q1b3x/uQhM6nb527drBgwdfu3Ztx44dmZmZ4eHhyIKWX375xcfHJy4ubvfu3W5ubuvWrWt0xwVnZ+dFixYVFhbu3r0biSmux8LCwshaIiqVGhMTQ6VSY2NjExISJk2apJ/M4ezsvGHDBl9f32PHju3Zs0coFJo7XHory0ShUNRt4o2UiXHMVybNG97Pzs729vZGZ/sbPWjOkEITrGZIvY9AILCysiKTsQ92a4Lh/YyMjF27dqHsUWxRqVRt8hdSDzqdjgePGqEZ4srKymJiYswpBo+0h00a6j1C4ZBmPEI1+jjS9qDRaJaWllqtFueVTWtQqVTInWItxBhNLf1//vmnfW5SSKPR2rBHAQBSqRT/s6Sb+gXUnfbS3pDJZPUmX7YlmEwm/pevNcmmEolky5YtOF87az6YTKZcLm+rz1J0Oh1rCY1DgCV7arW6TTa7rbkpU5XJ2rVrv/jiC+TtER5o6KaaVNtPnz598+bNWN0MTpqkzMxMKysrb29vrIUAU5XJ1atXq6urbWxsTKHIvDT+i3z8+LH+dW17pmfPnkuWLCkpKcFaiMkICwv77bffsFbRJBpv9BUKBYlEwueybpRRKBQlJSW43TugWcjlcrFYTJTQs43XpnQ6HXoUgU6ns9nsoqIirIWYgNmzZ/P5fKxVNJVGbCqXywcOHIiWGAJgZ2e3adOmulPmiMijR4+io6N9fX2xFtJUGrFpdnZ237590RJDDDZs2ECn0wkdiNnf3x+HmwgbgQADUhDTkpqaqlKpwsPDsRbSDBqpTfl8vsHgApBDhw4RcRuGqqqq2NhYYnm0cZuOHDkSVrcGmTx5MovFevr0KdZCmodSqTx16hTWKpqNsVHiwsLCXr16EeJlGibMmjULawnNQy6X0+l0s65xNROwb9oq3rx5c/z48aVLl2ItpHE0Gk3fvn0bDU+CT4w1+nw+vwXLC9sVHh4enTp1OnToENZCGufff/89duwY1ipaiLHadNmyZdHR0XDcFII5xmpTGo3WbueYNpfY2FjcjqSKxWL0I9KZGB3EFGRnZ8+YMQNrFYaZO3duTk4O1ipaRYONvlKpfPnyZZcuXVD/4UAg9Wmw0X/48GHdcKyQpnDt2rXS0lLk77CwsNjYWGz1lJWVXb58GVsNJqHBcVO5XI6EYIU0nUGDBvXu3dvZ2bmwsBAAUDdkEiaMGjXq3r172GowCXDc1MRERkbqg+O5urru37+/0QBBkEZpsNEvKiqCg6bNpW/fvnUDOMrlcqRaRZ+HDx8+ePAAk6zNQYM23bRp08OHD9EVQ2yQ+HV1j4hEotevX6Ov5P79+1u3bu3Rowf6WZuJBm1qa2tL3H2tMWHjxo0RERFOTk76fpRKpXry5An6SmxsbOLi4tDP13zAvqmJyc7OPnr06OPHj4uLiwEAvXr12rlzJ5oC8vLynJ2dORwOmpmamwZt+ujRIyQcK+qSWoQOqJS6GjFe3gM9ffr03LlzBQUFOp1uz549qOX7999/K5XKyZMno5ZjU7DkUmk0EmhFBKAGbRoSEpKRkdHyhFHk6T3Rg1tCIV/JZOFiRb8enVZLQjUQhk6r1eEw9IZCpmHzaAH9rbr35bYsBcPfq0wmI8oSqPRLAn6pcuB4ZzYPXx6F1EVSrX5ws0oq1PQe3pLhOWL3TVMvVImqNX2iiLHYHJJ2oYLJJodF2zb3QsMNhFwur7dRCw4RlKv4xUroUQLR60P76nJVVWmzV9cZtml+fv6vv/5qCmFmhF+sIHJL0G4h8YsUzb3GsE0pFIq/v78pNJkRsUBt78bAWgWkedi7MyTVzR6QMfzY4efn5+fnZwpVZkSt0CrbbHDcNotCpmlBNEHDtWl1dbVZN9aGQJqFYZumpKQkJCSgLgYCMYxhm7LZbE9PT9TFQCCGMdxNGDBgwIABA1AXA4EYxnBtWlVVpV8sAYFgjmGbnj9//siRI6iLgUAMY7jR5/F4hJkbBWkHGLZpdHQ06kogkAYx3OhXVlYSKDA7pM1j2KYnT548fvw46mIgEMMYbvStra0JPcEP0sYwXJt+8sknY8eORV0MZnw0auDOXZtbn05paUlJabEpFGGARqN59CgbaxWGgX3HK9rOAAAWLUlEQVRTk1FUXDhpysjcXIKFOdez/vefN25eg7UKwxi26YkTJ5KSklAXQ1SQDpJGrW5xT6mw8I2pRRnAuDylotnTQJuSrEkw3Dd1cHBoq33T8xdOJ51MfPPmFZvNCevbf9bM+dbWNgAAiUS8eu33KSnXrbi8iRM/GzVyLBKW8MBfcVevXiqvKLO1tRsaOWL6Z3OREeUZs8Z36ujVsaNX0slEhUK+bcu+2XM+BQD8tGr5TwAMGxa9/NuVRmRUVvK3blufmZlKpdF69ux98+a/u3ce7NTJCwBw+szxY38f5PPLnZxcBkcMnzB+Kp1Ozy/IXfTlzF/XbNkTv/X58zxHR+e5n3/5wQfvXmiXlBbv2LEx836qhQW9s0/XmTPnd+3iBwD4Y8tvN27+u2xp7I5dm4qK3m5Yv8PdrcPefTtSU1OkUom7e4dJn84YMng4AODXdSuvXb8CABg0OAQAcPjQGWcnFwDA5cvnDh3ZV1xcaGtrNyJq9ORJM8hkslBY/fGYIfPmLs4vyE1Jue7j03XL5nizfmuGbfrxxx+bNVes2P/n7j8PxA0cMGTcJ5MF1VXp6XepNBryrwsXzwwbGv3Vkpir1y5t/uPXTh29AgKCKBRKZmZq37D+Ls5uBQW5Bw8lcDjc8eOmIJekp9+VK+RrftlUI6txd++wIuaX1WtiZ0yfFxQYgli/ITQaTcyKJVWCysWLl1dV8ePitwUFhiAe3f/nnr+PHxwzemKHDp5v3746euxAYdGbmOWrkB1Tf/p5+aKF3zg7uezbv+uXNSsSDydbWfEqK/mLvpzp6uq+cMEyEol0+fK5xUtm79rxF5KgVCrZu2/HksXL5XJZcFBoSWlxTs6TUSPHWnF5N29fXb0m1tXV3bdrtymTZlaUl5WUFH23fBUAwNbGDgBw6VLyr+tWDh48fNbM+U+fPkrYtxMAMHXKu40xDh7cO2rUuN837ELhTZBhm5aXl+t0OkdHR3NnjyYVFeUHDyVERkYh3zoAYOKEafr/Do0c8b9vfwQA9AsfNH7Ch9dvXEFsumP7nyTSuxXmxSWFN29d1duUQqV+v2INk8lEPnb26QoA8PDo6O8faFzJs2eP8/Jzfvzh14EDhgAA3rx5deHiGaVSKRIJDx1OiF2xekD/wciZtrb2mzavXbhgGfJx0cJvIgYNBQDMnr1w7rwpDx7e798v4q+D8dY8m9/X70R2L48cEjVl2sfJ508uWrAMaRCWLY319e2OpODi7Lo/4W/kjj78cNToT4akpFz37drNzc3DyopXJajUi9fpdPEJ2/39A2NjfgEA9O8XIRaLEo/++cmYT5ET/Pz8Z89aYKIvpxEM2xTZOmjOnDnoiECHzPupGo1m1EeGRzCsrN7txM5gMFxc3MorypCPAkHVgb/i0jPuicUiAACHXRtNxNe3u96jzQJJ3MXFDfno5uah1WplsprMzFS1Wr16TezqNe8CoyJdL35FOfKRyXiXnaOjMwCAz68AAKSmppRXlEVF99Onr1KpKsrL9Lej9yhCwfO8/X/uRh71NBpNVVWlQZGFhW/4/IoJ46fqj4SG9j1/4XRh0RtHBycAQHBwrxbce8toR+OmyPdhb994E0GmUDQaDXLJnHmTmUzLmTO+cHFxS0jY8bawNnSZ3jTNxdXVHQDw6FE2UgE/e/bYzs7eyopXWcUHAKxZvdnhvyJdXNxevnpe9wiNSgMAaLUaAECVoLJv335zZi+qewKLxX4nkmlZ9/j9rPT/LV8UFBjy7Tc/sixZP6z8RqvTGhQpkUoAADxebe+Fw+EivxnEpoyW3n4LMGzTcePGoaYANdhsDvKlOjg0tTNz5uwJgaBq+9b9jo5OAAAHB6e6Nm0xXTr7hob02RO3payspFooSLlzI3bFar0PkJ5D01PjcLhCYXUTL/nrr3gXF7c1qzcjPYR6v7S6dRPyUxEKq/VHBIKquiLRxPCAlEgkEgqFqIsxL0GBIQCA8+drt0JsdO8Rkaiax7NGPAoAEIqqjTQydDoDAFDJr2iKmEULv3Fz83hb+JpnZb1t6z6kkxoUFEoikU6eOqo/TSaTNZpUcHCvx48f5OY9a8pVQlG1t1dnxKNKpbJGVqPVvqtNGQxmVVWl/qOtrZ2To3NaWor+2hs3/mEwGN7eGGzHYLg2TUxMbHt9U3f3DtEjRp9NThKJhKGhfYXC6rNnT2zcuBsZeTFIYGDIyVPHEvbt7Natx61bV1NTU7RarVBYre/I1sXBwdHF2fXY8YMMJlMkEo4ZPbGhfTTVavX8hZ+NGzvF1dWdRCKJxSKJRMJms91c3ceMnngi6UhM7FfhHwysrOSfOn1s7Zo/kL5BQ3w2bc69e7e/+XbB+HFTrK1t0tLuaLSaX1b93tAdXbp09vyF01yO1d8nDonFolcvn+t0OhKJ1CMg+MLFMxs3rfHvHsjhcMPC+k//bO6v61au3/BzaGjf+/fTbqdc/2zaHCaTqVS2cIS1xRi2KZvNRlkHOny15DsnJ5fk5KSUOzfs7RxCQ/tSKcZW4/bvFzFt6uyTp46dOnWsb1j/7dv2r/31h5Onjk7/bO77J5NIpNjYNevW/7Rt+wYHB6dBA4c6OTkbTJZKpYb07PPXwXh9dc5hc7b8sbdjR88F85c6ODiePHk0Pf2ura1dv/BB9nYOxm/K1cVt25aEnbs3HzqcQCKRfHy6jv54QkMnz5z+RVUlf+u29RwON3rEmPFjp2zcvCYrOyM4KDQyMio37+nlK+fu3rs1fNhHYWH9hw2Llivkfx8/dPnKOTtb+zmfL6o7NoImBI4hlXaxSiEHgYOMjVDiFo1Ggww36nS64pKi2Z9PHD9uyozp87DWZXYe3KiiUkGfqOZ9a4brEolEotPp2lgoV5S5d+/26rWGN9zZuGH3r+t+dHBw6hEQTKNZPHqUJZfLvbw6o66RMBiuTRMSEuRy+fz587GQ1FRwXpvK5XJBteE9Nqy4vLPJJ65evfTq9QsLC4tOnbzHjJ6IPEW1eUxZm/J4vKY8Y0KMwGAwjDycTRg/te7IOcQ4hm06ZswY1JVAIA1ieNyUz+fDdfoQ/GDYppcuXTp8+DDqYiAQwxhu9G1tbVUqFepiIBDDGLbp8OHDUVcCgTSI4UZfJpOJxWLUxUAghjFs03/++ef33w2/FIZA0MewTVksloWFBepiIBDDGO6bRkREREREoC4GAjGM4dpUrVZLJBLUxUAghjFs04cPH3711Veoi2keFkyyBRN3+3NCjGPBpNCb/60ZvoDL5eJ/yinHmlb+Gk48IBjlr2Vs62bvuGPYpt7e3ps2bTKFKjPi6E4ntWLvawhWOLo3e9O5Bvum+fn5ppBkRtjWVDcf5s3jZVgLgTSVWyfKXDwZXNtm16aG55tKJJIRI0bcuHHDRPLMyLNUcW6GOGCAjbUjnWoBa1c8olbqqsoUj25VdQ5m+/VuycLUBtdCubq6tloeGvj25lhyKQ9uVhW/kLUZk2q1OgAAmdxGbohEJjl2YAQO4HX0s2zC6YZSIO5aqPdRKdrIvRw4cEChUHz++edYCzENNHprf28N9hKqq6s5HA6x9jNpfXHgBP8evmq1us3cTutpsDadPn36119/jf/tyiHtgQYHWt3c3EQiEbpiIO948uTJo0ePsFaBI9pU37TNEB8fr1ar581r+8v2m0iDfVO5XI4sj0RXDwQAAMLDw7GWgC8arE3PnTuXmpq6atUq1CVBIPVpsG/q6elJJsOJHdiQlZX1+PFjrFXgCNg3xSMbNmxwc3ObOHEi1kLwgrH6MjU1VR/tEoIm4eHhISEhWKvAEcZsumPHjqdPiboZF6Hp06ePt7c31ipwhDGb9u3bF+61hwnJycnFxUTdVNIcwL4pHhkzZsymTZs6dOiAtRC8YKw2lcvlMJIUJnz00UcuLg1G82uHNFKb9unT59atW7T/34oOAsGERkZGJ0yYkJeXh5YYCAAAlJaWItvHQfQ0Mt0f/+tL2x7Xrl0rKirCWgW+aKQ2lUgk586dQ0sMBAAA3N3d2+rWxi2mkdqUzWbfvXvXy8ura1djWxNBTAicd/I+jb+1nzp1anV1daOnQUyCUCiMjzfv3vREpPGlqF26YLD5X7vl7NmzMGTn+zRpeP+ff/5hMBiwMUKBtLS0zp0783gGNptszzTJplqttnfv3unp6ahIgkDq09SXpXDfPRTYtm1bcHBwWFgY1kJwR1MnPrPZ7BcvXiArTyDmoKCgID09HXrUIM2YelJYWLhw4UL4ggSCPs2bIfXy5UuxWBwQEGBOSe2RV69eSSSS7t27Yy0EpzR7Ip9cLqdQKHAyignJy8v78ccfjxw5grUQ/NLsRXkMBmPVqlXnz583j572iEqlOnToENYqcE0Lp0U/fPjQwcHBycnJDJLaF9nZ2Z07d7a0bGGounZCC5c4BwQEODk57d+/39R62hcTJ05ksVjQo43SqkUmycnJubm5X3/9tUkltReKi4vt7Ozg/ltNoVUBI6Kjo0eNGgUAgHG5mkV1dfWuXbtcXFygR5tIa+OaIOt0c3JyYJ3adMaOHTt9+nSsVRAJk60svX79elhYmFAotLe3N0mCbZJnz575+vpirYJ4mCxK1MCBAy0sLJRKZXR09Js3b0yVbFsiJiZGKpVirYKQmDiYmaura1xcXG5uLrL0zLSJExe1Wl1dXT1gwAAYcqdlmDGcxKpVq6hUakxMjJnSJwo3btzgcrkBAQHE2sgAV5gxNOQPP/zQpUuX8vLy9jyv6unTp6dPnw4KCoIebQ1oBOeRSqUTJkxYv359e3t6UKlUL1++7Ny5M9ZCCA8agXZZLFZ8fHxWVhYypo1CjphTXV3dt29fKpUKPWoS0A51tn79ehqNtmTJEjQzRZ/k5OShQ4fC0XtTgXbY8m+++QZZ8m+wWp0/fz7KelpJQUHByJEjR48erT+yefNm5P0c9KgJwSC6/vDhw5FlgMOGDatr1oiIiMePH589exZ9SS3m4MGDRUVF+nHiL774IigoCGtRbRAs45vy+fwXL1706tXrzZs3Hh4ePXv2JJFIzs7Ohw8fJsTawMLCwgULFiDxnkgkUnp6emlpKZzcaA6w3KvEzs6uV69eAID9+/f37t2bRCIBAEpKSn766ScMVTWdxMREfWug0+nCw8OhR80ELrbUycjI0Gg0+o9paWmnT5/GVFHjVFRU3Lx5s25bJJfLR44ciamoNgsubFpSUlL3Y01Nzd69e4VCIXaKGufo0aP1ZCPdAIzktHEajyFlbiIiIupu66PT6Ugk0tu3b3/66aeNGzdiKq1BpFLphQsXtFotmUzmcDhMJtPKysrDwwPGLTQTuNgi4vfff5fL5TKZTCQSSSQSlUqlVqtlMtnenccKsqWlr+VSkVou0TA5tOpyvLx3VatVJBKJwQVaFYXJpnJ4dKeOdJ9Atq0zHIcyPbiw6fukX65+dLtaRyKxbVlMKzrVgkKlU2gWFLyJJZGASqlRKzRqpUYmUkj4UqDT+X9g1WuYNdbS2hS4s+n9q8J75/kOntZcJ5YFE/s+SXNRytSicml5gaBPlF1whBXWctoIOLKpUgGSthbrKFRHHxsyhYS1nFah1ejK8quAVv3JQhcLOtZqiA9ebCqpVv/58yuv3m4MTtuJpyIXq57fK5wa24Fr03ZuChNwYVOJUJ20vdS9hxOJTOxK9H10OvA2u2T0fCcOj3gdGPyA/bipTgv2//TKI8i57XkUecbyCHI+8PMrjRr76oC4YF+b/vnza6eujnR2W24WFVJVyZOy6T/CPUhbCMa16e0zlVwnbtv2KACAzqLxXK1uJsHttFsIljaVSTRP7gqt3bgYakANnisnJ0MsFWmacC6kPlja9GYS38HLBkMBKOPgZQMr1JaBmU2VMm1hgdzaFY/zSlMzTi/7vrdIZGJL8VzYJa/kMqm2CedC/gNmNn3+SMK0ancD3wwO/dVjCdYqiAdmNs3PkrJt211cT7YtKz8bxudpNpiNOUvFWkdXs9hUqZRf+Gdn1sNLKpXC3q7DwPDJgf6RAICbd45kP/qnf9inF/7ZKRbzXV26jhv1nYN9R+SqouLcU+c3vi16yuXY2dt6mEMYAIBtxyx7hut5tPgEG5uqlTpBmdy5m+nH87VabcKhrwWCkoj+n7HZNs9fZB48FqtQynr3HAkAeFP4+EbKoXGjYjQa9fEzaxOTVn05NwEAUFbxamfCFyxLXlTkfAqZeuX6XpMLQyBTSIIyhVqpo1q0wXcZ5gMbm0pFajrTLMFqHj299vJVdszXp6y49gCA4IBhCmXN7btHEZsCAGZM3sDl2AIAwvuMP3vxD2mNkGVpde7SVhKJvGjuXjbLGgBAIpOTzq4zhzwAAN2SIhWpreza+FCxacHGpjViDdeOaY6Un+WmaLTqNRtrF85rtRomg63/SLd4l681zxkAIBJV0Kj03IJ7fUM/QTwKAKCQzVgsXHtmjVgDbdossLEpnUkWV8nNEa5XLKnkcuzmzdhe9yDZkO2oFBpiYpGYr9GobaydzSDHkMJKOZ0JJ003D2xsyuJSlTKzvI+xZHIlUoE1z5lGa+poF1KJSiQCc+h5H6VMw+LC2VLNA5sBKbolGQCg05p+1ou3V6hWq7mTdkJ/RKGUGb+EwWDZ2bo/ePKvWq0yuZ56ILeM3D6k6WD2s7Z2tKgRKljWDNMm27PHh6kZp5IvbRVUl7g6dykuzX/09Pq3Xx61sDCW0dBBsw8f/3Hrntm9gqNJZPKtu0dNq0pPjVBh7QjX9DUbzGzqE8jKf1xjcptSqbTPP9ty/vL2rIeX76aftLf1COs1hkJp5DaDewyXycTXUw4lX97qaO/Zwb17Bf+1aYUhSPg13j1Y5ki5bYPZfFMhX3V8S5FXX3dMcseK5/cKx8x3sXaEj/nNA7Pa1MqOZuNIr6lWWvIabARjVw82eLyDu//rtwY2TGMxrb5bmmRCkdvj55aUFbx/nMd1rBaVNVeATKTk2dGgR1sAlrP3S17KLx+q6NDTpaETqgQNhJbWkQDJgGwSiWzNM2WwMaGoQqMx8FylVquoVANuMy7gzf2SIRNtXbzMMmDctsFyZMS5E8PKliIqr+E6GH65b2PdoIPRAXmVZRLEFTI2jww92jIwHhn5cLpz5UuUBiyxhf+yMmo6DCvZQjC2KZ1JGjrV/vX9Nr5vxJuskshJ9gwWHC5tIdgXnKsX84Nom6JH5VgLMRdFj8v7RvHcfNrd5FoTgr1NAQDePVi9h3LftMU69c39ktDBHJ9AdhPOhTQI9uv09RQ/l10+VGHTwbqhJypiISqvqXotGDLJ3s0bPja1FhzZFACgqNGe318qrNQ4eNta8oi6UkomVJQVVFrZUKKmO9Mt4fRnE4AvmyKUvpLfuyjgFylYNpZcBxbTio7/AH1ajU4mVIgqpNLKGjsXRu/hPOdOJn4P3J7Bo00RRJWq5w+leVkSQalSp9NZMKkcW4ZMosRa139gsi3ElXKlTA0AsHGi+wSxvQJYcMqzycGvTeuiUmilIo1cqq0bpR8PkMlkBovM4lJodFw8jLZViGFTSDsH1gEQAgBtCiEA0KYQAgBtCiEA0KYQAgBtCiEA/we44usG7NgyXwAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "" ] From 85fc26db43f9d9ba79b1105e48178f5b4ddefa15 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Fri, 6 Dec 2024 08:03:26 -0800 Subject: [PATCH 2/4] lib: Support returning mixed list of commands and state updates --- libs/langgraph/langgraph/graph/state.py | 33 ++++++++++++++----------- 1 file changed, 19 insertions(+), 14 deletions(-) diff --git a/libs/langgraph/langgraph/graph/state.py b/libs/langgraph/langgraph/graph/state.py index 6e37c6150..0c4d0c15c 100644 --- a/libs/langgraph/langgraph/graph/state.py +++ b/libs/langgraph/langgraph/graph/state.py @@ -613,21 +613,23 @@ def attach_node(self, key: str, node: Optional[StateNodeSpec]) -> None: ] def _get_root(input: Any) -> Optional[Sequence[tuple[str, Any]]]: - if ( + if isinstance(input, Command): + if input.graph == Command.PARENT: + return () + return input._update_as_tuples() + elif ( isinstance(input, (list, tuple)) and input - and all(isinstance(i, Command) for i in input) + and any(isinstance(i, Command) for i in input) ): updates: list[tuple[str, Any]] = [] for i in input: - if i.graph == Command.PARENT: - continue - updates.extend(i._update_as_tuples()) - return updates - elif isinstance(input, Command): - if input.graph == Command.PARENT: - return () - return input._update_as_tuples() + if isinstance(i, Command): + if i.graph == Command.PARENT: + continue + updates.extend(i._update_as_tuples()) + else: + updates.append(("__root__", i)) elif input is not None: return [("__root__", input)] @@ -645,13 +647,16 @@ def _get_updates( elif ( isinstance(input, (list, tuple)) and input - and all(isinstance(i, Command) for i in input) + and any(isinstance(i, Command) for i in input) ): updates: list[tuple[str, Any]] = [] for i in input: - if i.graph == Command.PARENT: - continue - updates.extend(i._update_as_tuples()) + if isinstance(i, Command): + if i.graph == Command.PARENT: + continue + updates.extend(i._update_as_tuples()) + else: + updates.extend(_get_updates(i) or ()) return updates elif get_type_hints(type(input)): return [ From 015bf5e0a6139629e11b8947518ae116cf50049d Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Fri, 6 Dec 2024 08:17:50 -0800 Subject: [PATCH 3/4] Add tests, missing return stmt --- libs/langgraph/langgraph/graph/state.py | 1 + libs/langgraph/tests/test_pregel.py | 28 +++++++++++++++++++++++++ 2 files changed, 29 insertions(+) diff --git a/libs/langgraph/langgraph/graph/state.py b/libs/langgraph/langgraph/graph/state.py index 0c4d0c15c..c416d5f6a 100644 --- a/libs/langgraph/langgraph/graph/state.py +++ b/libs/langgraph/langgraph/graph/state.py @@ -630,6 +630,7 @@ def _get_root(input: Any) -> Optional[Sequence[tuple[str, Any]]]: updates.extend(i._update_as_tuples()) else: updates.append(("__root__", i)) + return updates elif input is not None: return [("__root__", input)] diff --git a/libs/langgraph/tests/test_pregel.py b/libs/langgraph/tests/test_pregel.py index 2515270a1..a3f5a6d48 100644 --- a/libs/langgraph/tests/test_pregel.py +++ b/libs/langgraph/tests/test_pregel.py @@ -14807,3 +14807,31 @@ def ask_age(s: State): assert [event for event in graph.stream(Command(resume="19"), thread1)] == [ {"node": {"age": 19}}, ] + + +def test_root_mixed_return() -> None: + def my_node(state: list[str]): + return [Command(update=["a"]), ["b"]] + + graph = StateGraph(Annotated[list[str], operator.add]) + + graph.add_node(my_node) + graph.add_edge(START, "my_node") + graph = graph.compile() + + assert graph.invoke([]) == ["a", "b"] + + +def test_dict_mixed_return() -> None: + class State(TypedDict): + foo: Annotated[str, operator.add] + + def my_node(state: State): + return [Command(update={"foo": "a"}), {"foo": "b"}] + + graph = StateGraph(State) + graph.add_node(my_node) + graph.add_edge(START, "my_node") + graph = graph.compile() + + assert graph.invoke({"foo": ""}) == {"foo": "ab"} From 4e0e9a4effe38e150089aa433c6c43c8bd0b2219 Mon Sep 17 00:00:00 2001 From: Nuno Campos Date: Fri, 6 Dec 2024 08:20:41 -0800 Subject: [PATCH 4/4] Fix --- libs/langgraph/tests/test_pregel_async.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/libs/langgraph/tests/test_pregel_async.py b/libs/langgraph/tests/test_pregel_async.py index 514703781..b278d9f77 100644 --- a/libs/langgraph/tests/test_pregel_async.py +++ b/libs/langgraph/tests/test_pregel_async.py @@ -9670,14 +9670,14 @@ async def outer_2(state: State): ), (FloatBetween(0.2, 0.4), ((), {"outer_1": {"my_key": " and parallel"}})), ( - FloatBetween(0.5, 0.7), + FloatBetween(0.5, 0.8), ( (AnyStr("inner:"),), {"inner_2": {"my_key": " and there", "my_other_key": "got here"}}, ), ), - (FloatBetween(0.5, 0.7), ((), {"inner": {"my_key": "got here and there"}})), - (FloatBetween(0.5, 0.7), ((), {"outer_2": {"my_key": " and back again"}})), + (FloatBetween(0.5, 0.8), ((), {"inner": {"my_key": "got here and there"}})), + (FloatBetween(0.5, 0.8), ((), {"outer_2": {"my_key": " and back again"}})), ]