Add conversation agent debug tracing (#118124)

* Add debug tracing for conversation agents

* Minor cleanup

homeassistant/components/conversation/agent_manager.py

@@ -2,6 +2,7 @@
 
 from __future__ import annotations
 
+import dataclasses
 import logging
 from typing import Any
 
@@ -20,6 +21,11 @@ from .models import (
     ConversationInput,
     ConversationResult,
 )
+from .trace import (
+    ConversationTraceEvent,
+    ConversationTraceEventType,
+    async_conversation_trace,
+)
 
 _LOGGER = logging.getLogger(__name__)
 
@@ -84,15 +90,23 @@ async def async_converse(
         language = hass.config.language
 
     _LOGGER.debug("Processing in %s: %s", language, text)
-    return await method(
+    conversation_input = ConversationInput(
-        ConversationInput(
+        text=text,
-            text=text,
+        context=context,
-            context=context,
+        conversation_id=conversation_id,
-            conversation_id=conversation_id,
+        device_id=device_id,
-            device_id=device_id,
+        language=language,
-            language=language,
-        )
     )
+    with async_conversation_trace() as trace:
+        trace.add_event(
+            ConversationTraceEvent(
+                ConversationTraceEventType.ASYNC_PROCESS,
+                dataclasses.asdict(conversation_input),
+            )
+        )
+        result = await method(conversation_input)
+        trace.set_result(**result.as_dict())
+        return result
 
 
 class AgentManager:

homeassistant/components/conversation/trace.py

@@ -0,0 +1,118 @@
+"""Debug traces for conversation."""
+
+from collections.abc import Generator
+from contextlib import contextmanager
+from contextvars import ContextVar
+from dataclasses import asdict, dataclass, field
+import enum
+from typing import Any
+
+from homeassistant.util import dt as dt_util, ulid as ulid_util
+from homeassistant.util.limited_size_dict import LimitedSizeDict
+
+STORED_TRACES = 3
+
+
+class ConversationTraceEventType(enum.StrEnum):
+    """Type of an event emitted during a conversation."""
+
+    ASYNC_PROCESS = "async_process"
+    """The conversation is started from user input."""
+
+    AGENT_DETAIL = "agent_detail"
+    """Event detail added by a conversation agent."""
+
+    LLM_TOOL_CALL = "llm_tool_call"
+    """An LLM Tool call"""
+
+
+@dataclass(frozen=True)
+class ConversationTraceEvent:
+    """Event emitted during a conversation."""
+
+    event_type: ConversationTraceEventType
+    data: dict[str, Any] | None = None
+    timestamp: str = field(default_factory=lambda: dt_util.utcnow().isoformat())
+
+
+class ConversationTrace:
+    """Stores debug data related to a conversation."""
+
+    def __init__(self) -> None:
+        """Initialize ConversationTrace."""
+        self._trace_id = ulid_util.ulid_now()
+        self._events: list[ConversationTraceEvent] = []
+        self._error: Exception | None = None
+        self._result: dict[str, Any] = {}
+
+    @property
+    def trace_id(self) -> str:
+        """Identifier for this trace."""
+        return self._trace_id
+
+    def add_event(self, event: ConversationTraceEvent) -> None:
+        """Add an event to the trace."""
+        self._events.append(event)
+
+    def set_error(self, ex: Exception) -> None:
+        """Set error."""
+        self._error = ex
+
+    def set_result(self, **kwargs: Any) -> None:
+        """Set result."""
+        self._result = {**kwargs}
+
+    def as_dict(self) -> dict[str, Any]:
+        """Return dictionary version of this ConversationTrace."""
+        result: dict[str, Any] = {
+            "id": self._trace_id,
+            "events": [asdict(event) for event in self._events],
+        }
+        if self._error is not None:
+            result["error"] = str(self._error) or self._error.__class__.__name__
+        if self._result is not None:
+            result["result"] = self._result
+        return result
+
+
+_current_trace: ContextVar[ConversationTrace | None] = ContextVar(
+    "current_trace", default=None
+)
+_recent_traces: LimitedSizeDict[str, ConversationTrace] = LimitedSizeDict(
+    size_limit=STORED_TRACES
+)
+
+
+def async_conversation_trace_append(
+    event_type: ConversationTraceEventType, event_data: dict[str, Any]
+) -> None:
+    """Append a ConversationTraceEvent to the current active trace."""
+    trace = _current_trace.get()
+    if not trace:
+        return
+    trace.add_event(ConversationTraceEvent(event_type, event_data))
+
+
+@contextmanager
+def async_conversation_trace() -> Generator[ConversationTrace, None]:
+    """Create a new active ConversationTrace."""
+    trace = ConversationTrace()
+    token = _current_trace.set(trace)
+    _recent_traces[trace.trace_id] = trace
+    try:
+        yield trace
+    except Exception as ex:
+        trace.set_error(ex)
+        raise
+    finally:
+        _current_trace.reset(token)
+
+
+def async_get_traces() -> list[ConversationTrace]:
+    """Get the most recent traces."""
+    return list(_recent_traces.values())
+
+
+def async_clear_traces() -> None:
+    """Clear all traces."""
+    _recent_traces.clear()

homeassistant/components/google_generative_ai_conversation/conversation.py

@@ -12,6 +12,7 @@ import voluptuous as vol
 from voluptuous_openapi import convert
 
 from homeassistant.components import assist_pipeline, conversation
+from homeassistant.components.conversation import trace
 from homeassistant.config_entries import ConfigEntry
 from homeassistant.const import CONF_LLM_HASS_API, MATCH_ALL
 from homeassistant.core import HomeAssistant
@@ -250,6 +251,9 @@ class GoogleGenerativeAIConversationEntity(
         messages[1] = {"role": "model", "parts": "Ok"}
 
         LOGGER.debug("Input: '%s' with history: %s", user_input.text, messages)
+        trace.async_conversation_trace_append(
+            trace.ConversationTraceEventType.AGENT_DETAIL, {"messages": messages}
+        )
 
         chat = model.start_chat(history=messages)
         chat_request = user_input.text

homeassistant/components/ollama/conversation.py

@@ -9,6 +9,7 @@ from typing import Literal
 import ollama
 
 from homeassistant.components import assist_pipeline, conversation
+from homeassistant.components.conversation import trace
 from homeassistant.components.homeassistant.exposed_entities import async_should_expose
 from homeassistant.config_entries import ConfigEntry
 from homeassistant.const import MATCH_ALL
@@ -138,6 +139,11 @@ class OllamaConversationEntity(
             ollama.Message(role=MessageRole.USER.value, content=user_input.text)
         )
 
+        trace.async_conversation_trace_append(
+            trace.ConversationTraceEventType.AGENT_DETAIL,
+            {"messages": message_history.messages},
+        )
+
         # Get response
         try:
             response = await client.chat(

homeassistant/components/openai_conversation/conversation.py

@@ -8,6 +8,7 @@ import voluptuous as vol
 from voluptuous_openapi import convert
 
 from homeassistant.components import assist_pipeline, conversation
+from homeassistant.components.conversation import trace
 from homeassistant.config_entries import ConfigEntry
 from homeassistant.const import CONF_LLM_HASS_API, MATCH_ALL
 from homeassistant.core import HomeAssistant
@@ -169,6 +170,9 @@ class OpenAIConversationEntity(
         messages.append({"role": "user", "content": user_input.text})
 
         LOGGER.debug("Prompt: %s", messages)
+        trace.async_conversation_trace_append(
+            trace.ConversationTraceEventType.AGENT_DETAIL, {"messages": messages}
+        )
 
         client = self.hass.data[DOMAIN][self.entry.entry_id]
 

homeassistant/helpers/llm.py

@@ -3,12 +3,16 @@
 from __future__ import annotations
 
 from abc import ABC, abstractmethod
-from dataclasses import dataclass
+from dataclasses import asdict, dataclass
 from typing import Any
 
 import voluptuous as vol
 
 from homeassistant.components.climate.intent import INTENT_GET_TEMPERATURE
+from homeassistant.components.conversation.trace import (
+    ConversationTraceEventType,
+    async_conversation_trace_append,
+)
 from homeassistant.components.weather.intent import INTENT_GET_WEATHER
 from homeassistant.core import Context, HomeAssistant, callback
 from homeassistant.exceptions import HomeAssistantError
@@ -116,6 +120,10 @@ class API(ABC):
 
     async def async_call_tool(self, tool_input: ToolInput) -> JsonObjectType:
         """Call a LLM tool, validate args and return the response."""
+        async_conversation_trace_append(
+            ConversationTraceEventType.LLM_TOOL_CALL, asdict(tool_input)
+        )
+
         for tool in self.async_get_tools():
             if tool.name == tool_input.tool_name:
                 break

tests/components/conversation/test_entity.py

@@ -2,7 +2,9 @@
 
 from unittest.mock import patch
 
+from homeassistant.components import conversation
 from homeassistant.core import Context, HomeAssistant, State
+from homeassistant.helpers import intent
 from homeassistant.setup import async_setup_component
 import homeassistant.util.dt as dt_util
 
@@ -31,6 +33,11 @@ async def test_state_set_and_restore(hass: HomeAssistant) -> None:
         ) as mock_process,
         patch("homeassistant.util.dt.utcnow", return_value=now),
     ):
+        intent_response = intent.IntentResponse(language="en")
+        intent_response.async_set_speech("response text")
+        mock_process.return_value = conversation.ConversationResult(
+            response=intent_response,
+        )
         await hass.services.async_call(
             "conversation",
             "process",

tests/components/conversation/test_trace.py

@@ -0,0 +1,80 @@
+"""Test for the conversation traces."""
+
+from unittest.mock import patch
+
+import pytest
+
+from homeassistant.components import conversation
+from homeassistant.components.conversation import trace
+from homeassistant.core import Context, HomeAssistant
+from homeassistant.exceptions import HomeAssistantError
+from homeassistant.setup import async_setup_component
+
+
+@pytest.fixture
+async def init_components(hass: HomeAssistant):
+    """Initialize relevant components with empty configs."""
+    assert await async_setup_component(hass, "homeassistant", {})
+    assert await async_setup_component(hass, "conversation", {})
+    assert await async_setup_component(hass, "intent", {})
+
+
+async def test_converation_trace(
+    hass: HomeAssistant,
+    init_components: None,
+    sl_setup: None,
+) -> None:
+    """Test tracing a conversation."""
+    await conversation.async_converse(
+        hass, "add apples to my shopping list", None, Context()
+    )
+
+    traces = trace.async_get_traces()
+    assert traces
+    last_trace = traces[-1].as_dict()
+    assert last_trace.get("events")
+    assert len(last_trace.get("events")) == 1
+    trace_event = last_trace["events"][0]
+    assert (
+        trace_event.get("event_type") == trace.ConversationTraceEventType.ASYNC_PROCESS
+    )
+    assert trace_event.get("data")
+    assert trace_event["data"].get("text") == "add apples to my shopping list"
+    assert last_trace.get("result")
+    assert (
+        last_trace["result"]
+        .get("response", {})
+        .get("speech", {})
+        .get("plain", {})
+        .get("speech")
+        == "Added apples"
+    )
+
+
+async def test_converation_trace_error(
+    hass: HomeAssistant,
+    init_components: None,
+    sl_setup: None,
+) -> None:
+    """Test tracing a conversation."""
+    with (
+        patch(
+            "homeassistant.components.conversation.default_agent.DefaultAgent.async_process",
+            side_effect=HomeAssistantError("Failed to talk to agent"),
+        ),
+        pytest.raises(HomeAssistantError),
+    ):
+        await conversation.async_converse(
+            hass, "add apples to my shopping list", None, Context()
+        )
+
+    traces = trace.async_get_traces()
+    assert traces
+    last_trace = traces[-1].as_dict()
+    assert last_trace.get("events")
+    assert len(last_trace.get("events")) == 1
+    trace_event = last_trace["events"][0]
+    assert (
+        trace_event.get("event_type") == trace.ConversationTraceEventType.ASYNC_PROCESS
+    )
+    assert last_trace.get("error") == "Failed to talk to agent"

tests/components/google_generative_ai_conversation/test_conversation.py

@@ -9,6 +9,7 @@ from syrupy.assertion import SnapshotAssertion
 import voluptuous as vol
 
 from homeassistant.components import conversation
+from homeassistant.components.conversation import trace
 from homeassistant.const import CONF_LLM_HASS_API
 from homeassistant.core import Context, HomeAssistant
 from homeassistant.exceptions import HomeAssistantError
@@ -285,6 +286,20 @@ async def test_function_call(
         ),
     )
 
+    # Test conversating tracing
+    traces = trace.async_get_traces()
+    assert traces
+    last_trace = traces[-1].as_dict()
+    trace_events = last_trace.get("events", [])
+    assert [event["event_type"] for event in trace_events] == [
+        trace.ConversationTraceEventType.ASYNC_PROCESS,
+        trace.ConversationTraceEventType.AGENT_DETAIL,
+        trace.ConversationTraceEventType.LLM_TOOL_CALL,
+    ]
+    # AGENT_DETAIL event contains the raw prompt passed to the model
+    detail_event = trace_events[1]
+    assert "Answer in plain text" in detail_event["data"]["messages"][0]["parts"]
+
 
 @patch(
     "homeassistant.components.google_generative_ai_conversation.conversation.llm.AssistAPI.async_get_tools"

tests/components/ollama/test_conversation.py

@@ -6,6 +6,7 @@ from ollama import Message, ResponseError
 import pytest
 
 from homeassistant.components import conversation, ollama
+from homeassistant.components.conversation import trace
 from homeassistant.components.homeassistant.exposed_entities import async_expose_entity
 from homeassistant.const import ATTR_FRIENDLY_NAME, MATCH_ALL
 from homeassistant.core import Context, HomeAssistant
@@ -110,6 +111,19 @@ async def test_chat(
         ), result
         assert result.response.speech["plain"]["speech"] == "test response"
 
+    # Test Conversation tracing
+    traces = trace.async_get_traces()
+    assert traces
+    last_trace = traces[-1].as_dict()
+    trace_events = last_trace.get("events", [])
+    assert [event["event_type"] for event in trace_events] == [
+        trace.ConversationTraceEventType.ASYNC_PROCESS,
+        trace.ConversationTraceEventType.AGENT_DETAIL,
+    ]
+    # AGENT_DETAIL event contains the raw prompt passed to the model
+    detail_event = trace_events[1]
+    assert "The current time is" in detail_event["data"]["messages"][0]["content"]
+
 
 async def test_message_history_trimming(
     hass: HomeAssistant, mock_config_entry: MockConfigEntry, mock_init_component

tests/components/openai_conversation/test_conversation.py

@@ -15,6 +15,7 @@ from syrupy.assertion import SnapshotAssertion
 import voluptuous as vol
 
 from homeassistant.components import conversation
+from homeassistant.components.conversation import trace
 from homeassistant.const import CONF_LLM_HASS_API
 from homeassistant.core import Context, HomeAssistant
 from homeassistant.exceptions import HomeAssistantError
@@ -200,6 +201,20 @@ async def test_function_call(
         ),
     )
 
+    # Test Conversation tracing
+    traces = trace.async_get_traces()
+    assert traces
+    last_trace = traces[-1].as_dict()
+    trace_events = last_trace.get("events", [])
+    assert [event["event_type"] for event in trace_events] == [
+        trace.ConversationTraceEventType.ASYNC_PROCESS,
+        trace.ConversationTraceEventType.AGENT_DETAIL,
+        trace.ConversationTraceEventType.LLM_TOOL_CALL,
+    ]
+    # AGENT_DETAIL event contains the raw prompt passed to the model
+    detail_event = trace_events[1]
+    assert "Answer in plain text" in detail_event["data"]["messages"][0]["content"]
+
 
 @patch(
     "homeassistant.components.openai_conversation.conversation.llm.AssistAPI.async_get_tools"