From 4c92fb7bfc603962577438c6aaae7b9587ef63ec Mon Sep 17 00:00:00 2001
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 <kirillkutlahmetov10@gmail.com>
Date: Tue, 26 May 2026 13:44:07 +0000
Subject: [PATCH] add graph.py

---
 graph.py | 105 +++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 105 insertions(+)
 create mode 100644 graph.py

diff --git a/graph.py b/graph.py
new file mode 100644
index 0000000..e96fb3a
--- /dev/null
+++ b/graph.py
@@ -0,0 +1,105 @@
+"""
+Graph definition for the Human‑in‑the‑loop example.
+
+The graph is intentionally tiny – two nodes:
+
+* ``ask_user`` – triggers an interrupt that pauses execution.
+* ``process_answer`` – receives the resume payload and stores the user answer in state.
+
+Both functions are async to match LangGraph’s expectations.  The module exposes a single helper
+`build_graph()` which returns a compiled :class:`langgraph.graph.StateGraph` instance.
+"""
+
+from __future__ import annotations
+
+from typing import Dict, Any
+
+import questionary
+from langgraph.constants import START
+from langgraph.types import interrupt, Command
+from langgraph.checkpoint.memory import InMemorySaver
+from langgraph.graph import StateGraph
+
+# ---------------------------------------------------------------------------
+# State definition – used by the main module.
+# ---------------------------------------------------------------------------
+class GraphState(dict):  # Simple dict‑based state for brevity.
+    """Minimal graph state.
+
+    Attributes:
+        human_value (str | None) – value supplied by the user during interrupt.
+        foo (int) – placeholder for any initial data.
+    """
+
+    def __init__(self, *, human_value: str | None = None, foo: int = 0):
+        super().__init__(human_value=human_value, foo=foo)
+
+# ---------------------------------------------------------------------------
+# Node that triggers an interrupt.
+# ---------------------------------------------------------------------------
+async def ask_user(state: GraphState) -> Command:
+    """Pause the graph and ask the user for confirmation.
+
+    The node returns a :class:`Command` with ``resume=interrupt(payload)``.  Execution stops until
+    the caller sends a resume command.
+    """
+    payload: Dict[str, Any] = {
+        "type": "confirm",
+        "question": "Do you want to continue?",
+        "options": ["yes", "no"],
+    }
+    return Command(resume=interrupt(payload))
+
+# ---------------------------------------------------------------------------
+# Node that receives the user's answer.
+# ---------------------------------------------------------------------------
+async def process_answer(state: GraphState) -> GraphState:
+    """Handle the resume payload and store the user answer in state."""
+    interrupt_obj = state.get("__interrupt__", [])[0]
+    payload: Dict[str, Any] = interrupt_obj.value  # type: ignore[assignment]
+
+    answer = payload.get("answer")
+    if not isinstance(answer, str):
+        raise ValueError("Interrupt payload missing 'answer' field")
+
+    state["human_value"] = answer
+    return state
+
+# ---------------------------------------------------------------------------
+# Build and compile the graph.
+# ---------------------------------------------------------------------------
+def build_graph() -> StateGraph:
+    """Return a compiled :class:`StateGraph` with interrupt support."""
+    graph = StateGraph(GraphState)
+    graph.add_node("ask", ask_user)
+    graph.add_node("answer", process_answer)
+    graph.set_entry_point("ask")
+    graph.add_edge(START, "ask")
+    graph.add_edge("ask", "answer")
+
+    return graph.compile(checkpointer=InMemorySaver())
+
+# ---------------------------------------------------------------------------
+# If run as a script, demonstrate the graph.
+# ---------------------------------------------------------------------------
+if __name__ == "__main__":  # pragma: no cover
+    import asyncio
+
+    async def demo():
+        g = build_graph()
+        config = {"configurable": {"thread_id": "demo-thread"}}
+        init_state = GraphState(human_value=None, foo=42)
+        async for chunk in g.stream(init_state, config):
+            if "__interrupt__" in chunk:
+                interrupt_obj = chunk["__interrupt__"][0]
+                payload: Dict[str, Any] = interrupt_obj.value  # type: ignore[assignment]
+                answer = questionary.select("Choose an option:", choices=payload.get("options", [])).ask()
+                if answer is None:
+                    raise RuntimeError("User cancelled")
+                payload["answer"] = answer
+                await g.stream(Command(resume=payload), config)
+            else:
+                print(chunk)
+        print("Final state:", g.checkpointer.get_state(config))
+
+    asyncio.run(demo())