diff --git a/pyproject.toml b/pyproject.toml index 29364dd..1e50faf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -96,8 +96,8 @@ environment = { python-version = "3.10" } unknown-argument = "ignore" invalid-parameter-default = "ignore" non-subscriptable = "ignore" -possibly-unbound-attribute = "ignore" unresolved-attribute = "ignore" invalid-argument-type = "ignore" invalid-type-form = "ignore" invalid-assignment = "ignore" +possibly-missing-attribute = "ignore" diff --git a/scripts/checkpoint_operator.py b/scripts/checkpoint_operator.py new file mode 100644 index 0000000..ef4e636 --- /dev/null +++ b/scripts/checkpoint_operator.py @@ -0,0 +1,261 @@ +import logging +import os +import sqlite3 +from enum import Enum + +import typer +from dotenv import load_dotenv +from langgraph.checkpoint.memory import InMemorySaver +from langgraph.checkpoint.sqlite import SqliteSaver +from langgraph_checkpoint_cosmosdb import CosmosDBSaver + +from template_langgraph.loggers import get_logger + +# Initialize the Typer application +app = typer.Typer( + add_completion=False, + help="Checkpoint Operator CLI", +) + +# Set up logging +logger = get_logger(__name__) + + +class CheckpointType(str, Enum): + SQLITE = "sqlite" + COSMOSDB = "cosmosdb" + MEMORY = "memory" + NONE = "none" + + +DEFAULT_CHECKPOINT_TYPE = CheckpointType.NONE +CHECKPOINT_LABELS = { + CheckpointType.COSMOSDB.value: "Cosmos DB", + CheckpointType.SQLITE.value: "SQLite", + CheckpointType.MEMORY.value: "メモリ", + CheckpointType.NONE.value: "なし", +} + + +def get_selected_checkpoint_type(raw_value: str) -> CheckpointType: + try: + checkpoint = CheckpointType(raw_value) + except ValueError: + return DEFAULT_CHECKPOINT_TYPE + return checkpoint + + +def get_checkpointer(raw_value: str): + checkpoint_type = get_selected_checkpoint_type( + raw_value=raw_value, + ) + if checkpoint_type is CheckpointType.SQLITE: + conn = sqlite3.connect("checkpoints.sqlite", check_same_thread=False) + return SqliteSaver(conn=conn) + if checkpoint_type is CheckpointType.COSMOSDB: + from template_langgraph.tools.cosmosdb_tool import get_cosmosdb_settings + + settings = get_cosmosdb_settings() + os.environ["COSMOSDB_ENDPOINT"] = settings.cosmosdb_host + os.environ["COSMOSDB_KEY"] = settings.cosmosdb_key + + return CosmosDBSaver( + database_name=settings.cosmosdb_database_name, + container_name="checkpoints", + ) + if checkpoint_type is CheckpointType.MEMORY: + return InMemorySaver() + return None + + +@app.command() +def list_checkpoints( + checkpoint_type: str = typer.Option( + DEFAULT_CHECKPOINT_TYPE.value, + "--type", + "-t", + case_sensitive=False, + help=f"Type of checkpoint to list. Options: {', '.join([f'{key} ({value})' for key, value in CHECKPOINT_LABELS.items()])}. Default is '{DEFAULT_CHECKPOINT_TYPE.value}'.", # noqa: E501 + ), + verbose: bool = typer.Option( + False, + "--verbose", + "-v", + help="Enable verbose output", + ), +): + """List all available checkpoints with their thread IDs and basic information.""" + # Set up logging + if verbose: + logger.setLevel(logging.DEBUG) + + logger.info(f"Using checkpoint type: {CHECKPOINT_LABELS.get(checkpoint_type, checkpoint_type)}") + + checkpointer = get_checkpointer(raw_value=checkpoint_type) + if checkpointer is None: + logger.info("No checkpointing is configured.") + return + + try: + checkpoints = list(checkpointer.list(config=None)) + + if not checkpoints: + logger.info("No checkpoints found.") + return + + logger.info(f"Found {len(checkpoints)} checkpoint(s):") + logger.info("-" * 60) + + for i, checkpoint in enumerate(checkpoints, 1): + logger.debug(f"Checkpoint raw data: {checkpoint}") + thread_id = checkpoint.config["configurable"].get("thread_id", "Unknown") + checkpoint_id = checkpoint.config["configurable"].get("checkpoint_id", "Unknown") + + logger.info(f"{i}.") + logger.info(f" Thread ID: {thread_id}") + logger.info(f" Checkpoint ID: {checkpoint_id}") + + # Count messages in this checkpoint + messages = checkpoint.checkpoint["channel_values"].get("messages") or [] + non_null_messages = [msg for msg in messages if msg is not None] + logger.info(f" Messages: {len(non_null_messages)} total") + + if verbose and non_null_messages: + logger.info(" Recent messages:") + # Show last 2 messages for brevity + for msg in non_null_messages[-2:]: + if hasattr(msg, "content"): + content = str(msg.content) + content_preview = content[:100] + "..." if len(content) > 100 else content + msg_type = type(msg).__name__ + logger.info(f" [{msg_type}] {content_preview}") + + logger.info("-" * 60) + + except Exception as e: + logger.error(f"Error listing checkpoints: {str(e)}") + if verbose: + import traceback + + logger.debug(traceback.format_exc()) + + +@app.command() +def list_messages( + thread_id: str = typer.Option( + ..., + "--thread-id", + "-i", + help="Thread ID of the checkpoint to list messages from", + ), + checkpoint_type: str = typer.Option( + DEFAULT_CHECKPOINT_TYPE.value, + "--type", + "-t", + case_sensitive=False, + help=f"Type of checkpoint to use. Options: {', '.join([f'{key} ({value})' for key, value in CHECKPOINT_LABELS.items()])}. Default is '{DEFAULT_CHECKPOINT_TYPE.value}'.", # noqa: E501 + ), + limit: int = typer.Option(None, "--limit", "-l", help="Maximum number of messages to display (default: all)"), + verbose: bool = typer.Option( + False, + "--verbose", + "-v", + help="Enable verbose output", + ), +): + """List messages from a specific checkpoint thread.""" + # Set up logging + if verbose: + logger.setLevel(logging.DEBUG) + + logger.info(f"Using checkpoint type: {CHECKPOINT_LABELS.get(checkpoint_type, checkpoint_type)}") + logger.info(f"Retrieving messages for thread ID: {thread_id}") + + checkpointer = get_checkpointer(raw_value=checkpoint_type) + if checkpointer is None: + logger.info("No checkpointing is configured.") + return + + try: + # Search for the specific thread + checkpoints = list(checkpointer.list(config=None)) + target_checkpoint = None + + for checkpoint in checkpoints: + if checkpoint.config["configurable"].get("thread_id") == thread_id: + target_checkpoint = checkpoint + break + + if target_checkpoint is None: + logger.error(f"Thread ID '{thread_id}' not found.") + logger.info("Available thread IDs:") + for checkpoint in checkpoints: + available_thread_id = checkpoint.config["configurable"].get("thread_id") + logger.info(f" - {available_thread_id}") + return + + # Extract messages + messages = target_checkpoint.checkpoint["channel_values"].get("messages") or [] + non_null_messages = [msg for msg in messages if msg is not None] + + if not non_null_messages: + logger.info("No messages found in this thread.") + return + + # Apply limit if specified + if limit and limit > 0: + if limit < len(non_null_messages): + logger.info(f"Showing last {limit} of {len(non_null_messages)} messages:") + non_null_messages = non_null_messages[-limit:] + else: + logger.info(f"Showing all {len(non_null_messages)} messages:") + else: + logger.info(f"Showing all {len(non_null_messages)} messages:") + + logger.info("=" * 80) + + for i, msg in enumerate(non_null_messages, 1): + msg_type = type(msg).__name__ + logger.info(f"Message {i} [{msg_type}]:") + + # Handle different message types + if hasattr(msg, "content"): + logger.info(f" Content: {msg.content}") + + if hasattr(msg, "role"): + logger.info(f" Role: {msg.role}") + + if hasattr(msg, "name"): + logger.info(f" Name: {msg.name}") + + if hasattr(msg, "tool_calls") and msg.tool_calls: + logger.info(f" Tool calls: {len(msg.tool_calls)}") + if verbose: + for j, tool_call in enumerate(msg.tool_calls, 1): + logger.info(f" {j}. {tool_call}") + + if hasattr(msg, "additional_kwargs") and msg.additional_kwargs and verbose: + logger.info(f" Additional kwargs: {msg.additional_kwargs}") + + # Show raw message in verbose mode + if verbose: + logger.info(f" Raw: {msg}") + + logger.info("-" * 40) + + logger.info("=" * 80) + + except Exception as e: + logger.error(f"Error retrieving messages: {str(e)}") + if verbose: + import traceback + + logger.debug(traceback.format_exc()) + + +if __name__ == "__main__": + load_dotenv( + override=True, + verbose=True, + ) + app() diff --git a/template_langgraph/services/streamlits/pages/chat_with_tools_agent.py b/template_langgraph/services/streamlits/pages/chat_with_tools_agent.py index 5e875bb..1e07026 100644 --- a/template_langgraph/services/streamlits/pages/chat_with_tools_agent.py +++ b/template_langgraph/services/streamlits/pages/chat_with_tools_agent.py @@ -21,10 +21,14 @@ AgentState, ChatWithToolsAgent, ) +from template_langgraph.loggers import get_logger from template_langgraph.speeches.stt import SttWrapper from template_langgraph.speeches.tts import TtsWrapper from template_langgraph.tools.common import get_default_tools +logger = get_logger(__name__) +logger.setLevel("DEBUG") + class CheckpointType(str, Enum): SQLITE = "sqlite" @@ -43,7 +47,9 @@ class CheckpointType(str, Enum): store_conn = sqlite3.connect("store.sqlite", check_same_thread=False) -thread_id = str(uuid.uuid4()) +# thread_id はセッション内で保持し、チェックポイント利用時に既存スレッドを再開できるようにする +if "thread_id" not in st.session_state: + st.session_state["thread_id"] = str(uuid.uuid4()) def image_to_base64(image_bytes: bytes) -> str: @@ -58,10 +64,6 @@ def load_stt_wrapper(model_size: str = "base"): return stt_wrapper -if "chat_history" not in st.session_state: - st.session_state["chat_history"] = [] - - @dataclass(slots=True) class AudioSettings: audio_bytes: bytes | None @@ -86,7 +88,6 @@ def to_history_message(self) -> dict[str, object]: def ensure_session_state_defaults(tool_names: list[str]) -> None: - st.session_state.setdefault("chat_history", []) st.session_state.setdefault("input_output_mode", "テキスト") st.session_state.setdefault("selected_tool_names", tool_names) st.session_state.setdefault("checkpoint_type", DEFAULT_CHECKPOINT_TYPE.value) @@ -137,6 +138,27 @@ def ensure_agent_graph(selected_tools: list) -> None: st.session_state["graph_tools_signature"] = signature +def _list_existing_thread_ids() -> list[str]: + """チェックポインタに保存されている thread_id を列挙 (最大50件)。""" + checkpointer = get_checkpointer() + if not checkpointer: + return [] + thread_ids: set[str] = set() + try: + for i, snapshot in enumerate(checkpointer.list(config=None)): + if i > 1000: # 念のため無限増加防止 + break + cfg = getattr(snapshot, "config", {}) or {} + configurable = cfg.get("configurable", {}) if isinstance(cfg, dict) else {} + tid = configurable.get("thread_id") + if isinstance(tid, str): + thread_ids.add(tid) + except Exception as exc: # noqa: BLE001 + logger.debug(f"thread list 取得失敗: {exc}") + # 直近利用を優先できる情報が無いので単純ソート + return sorted(thread_ids)[:50] + + def build_sidebar() -> tuple[str, AudioSettings | None]: audio_settings: AudioSettings | None = None @@ -177,6 +199,27 @@ def build_sidebar() -> tuple[str, AudioSettings | None]: ) st.session_state["checkpoint_type"] = selected_checkpoint_value + # スレッド選択 UI （チェックポイント有効時のみ） + if get_selected_checkpoint_type() is not CheckpointType.NONE: + existing_threads = _list_existing_thread_ids() + st.subheader("スレッド") + new_label = "<新規作成>" + options = [new_label, *existing_threads] + current_thread = st.session_state.get("thread_id") + # 既存に一致するならその index、なければ 0 (新規) + if current_thread in existing_threads: + default_index = options.index(current_thread) + else: + default_index = 0 + selected = st.selectbox("既存スレッドを選択", options=options, index=default_index) + if selected == new_label: + if st.button("スレッドを生成", use_container_width=True): + st.session_state["thread_id"] = str(uuid.uuid4()) + st.experimental_rerun() + else: + st.session_state["thread_id"] = selected + st.caption(f"現在の thread_id: {st.session_state['thread_id']}") + st.divider() st.subheader("使用するツール") @@ -237,17 +280,25 @@ def render_audio_controls() -> AudioSettings: def render_chat_history() -> None: - for msg in st.session_state["chat_history"]: + """LangGraph の state 保存されている messages を列挙して表示する。""" + agent_messages = get_agent_messages() + for msg in agent_messages: + role = "assistant" + content = "" + attachments = [] if isinstance(msg, dict): - attachments = msg.get("attachments", []) - with st.chat_message(msg["role"]): - if attachments: - for item in attachments: - render_attachment(item) - else: - st.write(msg["content"]) - else: - st.chat_message("assistant").write(msg.content) + role = msg.get("role", role) + content = msg.get("content", content) + attachments = msg.get("attachments", []) or [] + else: # LangChain Message オブジェクト互換 + role = getattr(msg, "role", role) + content = getattr(msg, "content", content) + with st.chat_message(role): + if attachments: + for item in attachments: + render_attachment(item) + if content: + st.write(content) def render_attachment(item: dict[str, object]) -> None: @@ -366,14 +417,31 @@ def render_user_submission(submission: UserSubmission) -> None: st.write(submission.content) -def build_graph_messages() -> list: - graph_messages = [] - for msg in st.session_state["chat_history"]: - if isinstance(msg, dict): - graph_messages.append({"role": msg["role"], "content": msg["content"]}) - else: - graph_messages.append(msg) - return graph_messages +def get_agent_messages() -> list: + """LangGraph の現在 state から messages を取得。エラー時は空配列。""" + if "graph" not in st.session_state: + return [] + try: + state = st.session_state["graph"].get_state( + { + "configurable": { + "thread_id": st.session_state.get("thread_id"), + "user_id": "user_1", + }, + }, + ) + values = getattr(state, "values", state) + if isinstance(values, dict): + return list(values.get("messages", []) or []) + return [] + except Exception as exc: # noqa: BLE001 + logger.debug(f"messages state の取得に失敗: {exc}") + return [] + + +def build_graph_messages_with_new_user(user_content: str) -> list: + """既存 messages に新しい user メッセージを追加したリストを返す。""" + return [*get_agent_messages(), {"role": "user", "content": user_content}] def invoke_agent(graph_messages: list) -> AgentState: @@ -387,8 +455,7 @@ def invoke_agent(graph_messages: list) -> AgentState: CallbackHandler(), ], "configurable": { - "thread_id": thread_id, - "user_id": "user_1", + "thread_id": st.session_state.get("thread_id"), }, }, ) @@ -419,19 +486,17 @@ def synthesize_audio_if_needed(response_content: str, mode: str, audio_settings: submission = collect_user_submission(input_output_mode, audio_settings) if submission: - history_message = submission.to_history_message() - st.session_state["chat_history"].append(history_message) - with st.chat_message("user"): render_user_submission(submission) - graph_messages = build_graph_messages() - + updated_messages = build_graph_messages_with_new_user(submission.content) with st.chat_message("assistant"): - response = invoke_agent(graph_messages) - last_message = response["messages"][-1] - st.session_state["chat_history"].append(last_message) - - response_content = last_message.content - st.write(response_content) - synthesize_audio_if_needed(response_content, input_output_mode, audio_settings) + response = invoke_agent(updated_messages) + latest_messages = response["messages"] + last_message = 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