Spaces:
Paused
Paused
File size: 6,676 Bytes
9e65b56 1635ec4 7d267a5 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 90dad19 1635ec4 90dad19 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 9e65b56 1635ec4 90dad19 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 | """GovOn LangGraph StateGraph ๋น๋.
v4 ์ํคํ
์ฒ: ReAct + ToolNode ๊ธฐ๋ฐ.
LLM์ด ์์จ์ ์ผ๋ก ๋๊ตฌ ํธ์ถ์ ๊ฒฐ์ ํ๋ค.
Graph topology:
START โ session_load โ agent โ [route_agent]
โโโ (no tool_calls) โ persist โ END
โโโ (all Tier 0) โ tools โ agent โ ...
โโโ (needs approval) โ approval_wait โ [route_after_approval]
โโโ (approved) โ tools โ agent โ ...
โโโ (cancelled) โ persist โ END
โโโ (rejected) โ agent โ ...
"""
from __future__ import annotations
from typing import TYPE_CHECKING, Optional
from langgraph.graph import END, START, StateGraph
from langgraph.prebuilt import ToolNode
from .nodes import (
make_agent_node,
make_agent_node_v3,
make_approval_wait_node,
make_persist_node,
make_session_load_node,
make_tools_node_v3,
route_after_approval,
)
from .state import ApprovalStatus, GovOnGraphState
if TYPE_CHECKING:
from langgraph.graph.state import CompiledStateGraph
from src.inference.session_context import SessionStore
def _make_route_agent(approval_map: dict[str, bool]):
"""agent ๋
ธ๋ ์ดํ ๋ผ์ฐํ
ํจ์๋ฅผ ์์ฑํ๋ค.
Parameters
----------
approval_map : dict[str, bool]
{tool_name: requires_approval} ๋งคํ.
Returns
-------
Callable
state๋ฅผ ๋ฐ์ ๋ค์ ๋
ธ๋ ์ด๋ฆ์ ๋ฐํํ๋ ๋ผ์ฐํ
ํจ์.
"""
def route_agent(state: GovOnGraphState) -> str:
messages = state.get("messages", [])
if not messages:
return "persist"
last = messages[-1]
tool_calls = getattr(last, "tool_calls", None)
if not tool_calls:
return "persist"
needs_approval = any(approval_map.get(tc["name"], False) for tc in tool_calls)
return "approval_wait" if needs_approval else "tools"
return route_agent
def build_govon_graph(
*,
llm,
tools: list,
session_store: "SessionStore",
checkpointer: Optional[object] = None,
) -> "CompiledStateGraph":
"""GovOn ReAct StateGraph๋ฅผ ๊ตฌ์ฑํ๊ณ ์ปดํ์ผํ๋ค.
Parameters
----------
llm : BaseChatModel
๋๊ตฌ ๋ฐ์ธ๋ฉ ๊ฐ๋ฅํ LLM ์ธ์คํด์ค (ChatOpenAI ๋ฑ).
tools : list[StructuredTool]
build_all_tools()๋ก ์์ฑ๋ ๋๊ตฌ ๋ชฉ๋ก.
session_store : SessionStore
์ธ์
์ ์ฅ์. session_load / persist ๋
ธ๋์์ ์ฌ์ฉ.
checkpointer : optional
LangGraph checkpoint ์ ์ฅ์.
None์ด๋ฉด MemorySaver๋ฅผ ์ฌ์ฉํ๋ค.
Returns
-------
CompiledStateGraph
์ปดํ์ผ๋ LangGraph.
"""
from langgraph.checkpoint.memory import MemorySaver
from .tools import get_tool_approval_map
tool_node = ToolNode(tools)
approval_map = get_tool_approval_map(tools)
graph = StateGraph(GovOnGraphState)
# --- ๋
ธ๋ ๋ฑ๋ก ---
graph.add_node("session_load", make_session_load_node(session_store))
graph.add_node("agent", make_agent_node(llm, tools))
graph.add_node("approval_wait", make_approval_wait_node(approval_map))
graph.add_node("tools", tool_node)
graph.add_node("persist", make_persist_node(session_store))
# --- ์ฃ์ง ---
graph.add_edge(START, "session_load")
graph.add_edge("session_load", "agent")
graph.add_conditional_edges(
"agent",
_make_route_agent(approval_map),
{
"tools": "tools",
"approval_wait": "approval_wait",
"persist": "persist",
},
)
graph.add_conditional_edges(
"approval_wait",
route_after_approval,
{
"tools": "tools",
"agent": "agent",
"persist": "persist",
},
)
graph.add_edge("tools", "agent")
graph.add_edge("persist", END)
# --- ์ปดํ์ผ ---
saver = checkpointer if checkpointer is not None else MemorySaver()
return graph.compile(checkpointer=saver)
# ---------------------------------------------------------------------------
# v3 ReAct graph builder
# ---------------------------------------------------------------------------
def _route_agent_v3(state: GovOnGraphState) -> str:
"""v3 agent ๋
ธ๋ ์ดํ ๋ผ์ฐํ
.
1. pending_tool_calls ์กด์ฌ โ "tools" (์๋ ์คํ)
2. pending_tool_calls ๋น์ด์์ (final answer ๋๋ ๊ฐ์ ์ข
๋ฃ) โ "synthesize"
max_iterations ๋๋ฌ ์ ๊ฐ์ ์ข
๋ฃ๋ agent_node_v3 ๋ด๋ถ์์ ์ฒ๋ฆฌํ๋ค.
agent๊ฐ pending_tool_calls=[]๋ฅผ ๋ฐํํ๋ฉด synthesize๋ก ์ด๋ํ๋ค.
ํ์ฌ ๋ชจ๋ ๋๊ตฌ๊ฐ low risk์ด๋ฏ๋ก approval ๋ถ๊ธฐ ์์.
ํฅํ ๊ณ ์ํ ๋๊ตฌ ์ถ๊ฐ ์ ์ฌ๊ธฐ์ ๋ถ๊ธฐ ์กฐ๊ฑด์ ์ถ๊ฐํ๋ค.
"""
pending = state.get("pending_tool_calls", [])
if pending:
return "tools"
return "synthesize"
def build_govon_graph_v3(
*,
llm,
tools: list,
session_store: "SessionStore",
checkpointer: Optional[object] = None,
) -> "CompiledStateGraph":
"""v3 ReAct StateGraph๋ฅผ ๊ตฌ์ฑํ๊ณ ์ปดํ์ผํ๋ค.
v2์์ ์ฐจ์ด:
- agent ๋
ธ๋๊ฐ iteration_count๋ฅผ ์ถ์ ํ๊ณ max_iterations์์ ๊ฐ์ ์ข
๋ฃ
- tools ๋
ธ๋๊ฐ tool_call_history์ ์คํ ๋ฉํ๋ฐ์ดํฐ๋ฅผ ๊ธฐ๋ก
- approval_wait ๋
ธ๋ ์์ (๋ชจ๋ ๋๊ตฌ ์๋ ์คํ)
- synthesize ๋
ธ๋๊ฐ persist์ ์ญํ ์ ๊ฒธํจ
Graph topology:
START โ session_load โ agent โ [route_agent_v3]
โโโ (no tool_calls / max_iter) โ synthesize โ END
โโโ (tool_calls ์กด์ฌ) โ tools โ agent โ ...
"""
from langgraph.checkpoint.memory import MemorySaver
tool_node = ToolNode(tools)
graph = StateGraph(GovOnGraphState)
# --- ๋
ธ๋ ๋ฑ๋ก ---
graph.add_node("session_load", make_session_load_node(session_store))
graph.add_node("agent", make_agent_node_v3(llm, tools))
graph.add_node("tools", make_tools_node_v3(tool_node))
graph.add_node("synthesize", make_persist_node(session_store))
# --- ์ฃ์ง ---
graph.add_edge(START, "session_load")
graph.add_edge("session_load", "agent")
graph.add_conditional_edges(
"agent",
_route_agent_v3,
{
"tools": "tools",
"synthesize": "synthesize",
},
)
graph.add_edge("tools", "agent") # ReAct ๋ฃจํ ๋ฐฑ์ฃ์ง
graph.add_edge("synthesize", END)
# --- ์ปดํ์ผ ---
saver = checkpointer if checkpointer is not None else MemorySaver()
return graph.compile(checkpointer=saver)
|