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Sqlite

SQLiteChatStore #

Bases: BaseChatStore

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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class SQLiteChatStore(BaseChatStore):
    table_name: Optional[str] = Field(
        default="chatstore", description="SQLite table name."
    )

    _table_class: TableProtocol = PrivateAttr()  # type: ignore
    _session: sessionmaker = PrivateAttr()  # type: ignore
    _async_session: async_sessionmaker = PrivateAttr()  # type: ignore

    def __init__(
        self,
        session: sessionmaker,
        async_session: async_sessionmaker,
        table_name: str,
    ):
        super().__init__(
            table_name=table_name.lower(),
        )

        # sqlalchemy model
        base = declarative_base()
        self._table_class = get_data_model(
            base,
            table_name,
        )
        self._session = session
        self._async_session = async_session
        self._initialize(base)

    @classmethod
    def from_params(
        cls,
        database: str,
        table_name: str = "chatstore",
        connection_string: Optional[str] = None,
        async_connection_string: Optional[str] = None,
        debug: bool = False,
    ) -> "SQLiteChatStore":
        """Return connection string from database parameters."""
        conn_str = connection_string or f"sqlite:///{database}"
        async_conn_str = async_connection_string or (f"sqlite+aiosqlite:///{database}")
        session, async_session = cls._connect(conn_str, async_conn_str, debug)
        return cls(
            session=session,
            async_session=async_session,
            table_name=table_name,
        )

    @classmethod
    def from_uri(
        cls,
        uri: str,
        table_name: str = "chatstore",
        debug: bool = False,
    ) -> "SQLiteChatStore":
        """Return connection string from database parameters."""
        params = params_from_uri(uri)
        return cls.from_params(
            **params,
            table_name=table_name,
            debug=debug,
        )

    @classmethod
    def _connect(
        cls, connection_string: str, async_connection_string: str, debug: bool
    ) -> tuple[sessionmaker, async_sessionmaker]:
        _engine = create_engine(connection_string, echo=debug)
        session = sessionmaker(_engine)

        _async_engine = create_async_engine(async_connection_string)
        async_session = async_sessionmaker(_async_engine, class_=AsyncSession)
        return session, async_session

    def _create_tables_if_not_exists(self, base) -> None:
        with self._session() as session, session.begin():
            base.metadata.create_all(session.connection())

    def _initialize(self, base) -> None:
        self._create_tables_if_not_exists(base)

    def set_messages(self, key: str, messages: list[ChatMessage]) -> None:
        """Set messages for a key."""
        with self._session() as session:
            session.execute(
                insert(self._table_class),
                [
                    {"key": key, "value": message.model_dump(mode="json")}
                    for message in messages
                ],
            )
            session.commit()

    async def aset_messages(self, key: str, messages: list[ChatMessage]) -> None:
        """Async version of Get messages for a key."""
        async with self._async_session() as session:
            await session.execute(
                insert(self._table_class),
                [
                    {"key": key, "value": message.model_dump(mode="json")}
                    for message in messages
                ],
            )
            await session.commit()

    def get_messages(self, key: str) -> list[ChatMessage]:
        """Get messages for a key."""
        with self._session() as session:
            result = session.execute(
                select(self._table_class)
                .where(self._table_class.key == key)
                .order_by(self._table_class.id)
            )
            result = result.scalars().all()
            if result:
                return [ChatMessage.model_validate(row.value) for row in result]
            return []

    async def aget_messages(self, key: str) -> list[ChatMessage]:
        """Async version of Get messages for a key."""
        async with self._async_session() as session:
            result = await session.execute(
                select(self._table_class)
                .where(self._table_class.key == key)
                .order_by(self._table_class.id)
            )
            result = result.scalars().all()
            if result:
                return [ChatMessage.model_validate(row.value) for row in result]
            return []

    def add_message(self, key: str, message: ChatMessage) -> None:
        """Add a message for a key."""
        with self._session() as session:
            session.execute(
                insert(self._table_class),
                [{"key": key, "value": message.model_dump(mode="json")}],
            )
            session.commit()

    async def async_add_message(self, key: str, message: ChatMessage) -> None:
        """Async version of Add a message for a key."""
        async with self._async_session() as session:
            await session.execute(
                insert(self._table_class),
                [{"key": key, "value": message.model_dump(mode="json")}],
            )
            await session.commit()

    def delete_messages(self, key: str) -> Optional[list[ChatMessage]]:
        """Delete messages for a key."""
        with self._session() as session:
            session.execute(
                delete(self._table_class).where(self._table_class.key == key)
            )
            session.commit()
        return None

    async def adelete_messages(self, key: str) -> Optional[list[ChatMessage]]:
        """Async version of Delete messages for a key."""
        async with self._async_session() as session:
            await session.execute(
                delete(self._table_class).where(self._table_class.key == key)
            )
            await session.commit()
        return None

    def delete_message(self, key: str, idx: int) -> Optional[ChatMessage]:
        """Delete specific message for a key."""
        with self._session() as session:
            # First, retrieve message
            result = session.execute(
                select(self._table_class.value).where(
                    self._table_class.key == key, self._table_class.id == idx
                )
            ).scalar_one_or_none()

            if result is None:
                return None

            session.execute(
                delete(self._table_class).where(
                    self._table_class.key == key, self._table_class.id == idx
                )
            )
            session.commit()

            return ChatMessage.model_validate(result)

    async def adelete_message(self, key: str, idx: int) -> Optional[ChatMessage]:
        """Async version of Delete specific message for a key."""
        async with self._async_session() as session:
            # First, retrieve message
            result = (
                await session.execute(
                    select(self._table_class.value).where(
                        self._table_class.key == key, self._table_class.id == idx
                    )
                )
            ).scalar_one_or_none()

            if result is None:
                return None

            await session.execute(
                delete(self._table_class).where(
                    self._table_class.key == key, self._table_class.id == idx
                )
            )
            await session.commit()

            return ChatMessage.model_validate(result)

    def delete_last_message(self, key: str) -> Optional[ChatMessage]:
        """Delete last message for a key."""
        with self._session() as session:
            # First, retrieve the current list of messages
            stmt = (
                select(self._table_class.id, self._table_class.value)
                .where(self._table_class.key == key)
                .order_by(self._table_class.id.desc())
                .limit(1)
            )
            result = session.execute(stmt).all()

            if not result:
                # If the key doesn't exist or the array is empty
                return None

            session.execute(
                delete(self._table_class).where(self._table_class.id == result[0][0])
            )
            session.commit()

            return ChatMessage.model_validate(result[0][1])

    async def adelete_last_message(self, key: str) -> Optional[ChatMessage]:
        """Async version of Delete last message for a key."""
        async with self._async_session() as session:
            # First, retrieve the current list of messages
            stmt = (
                select(self._table_class.id, self._table_class.value)
                .where(self._table_class.key == key)
                .order_by(self._table_class.id.desc())
                .limit(1)
            )
            result = (await session.execute(stmt)).all()

            if not result:
                # If the key doesn't exist or the array is empty
                return None

            await session.execute(
                delete(self._table_class).where(self._table_class.id == result[0][0])
            )
            await session.commit()

            return ChatMessage.model_validate(result[0][1])

    def get_keys(self) -> list[str]:
        """Get all keys."""
        with self._session() as session:
            stmt = select(self._table_class.key.distinct())

            return session.execute(stmt).scalars().all()

    async def aget_keys(self) -> list[str]:
        """Async version of Get all keys."""
        async with self._async_session() as session:
            stmt = select(self._table_class.key.distinct())

            return (await session.execute(stmt)).scalars().all()

from_params classmethod #

from_params(database: str, table_name: str = 'chatstore', connection_string: Optional[str] = None, async_connection_string: Optional[str] = None, debug: bool = False) -> SQLiteChatStore

Return connection string from database parameters.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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@classmethod
def from_params(
    cls,
    database: str,
    table_name: str = "chatstore",
    connection_string: Optional[str] = None,
    async_connection_string: Optional[str] = None,
    debug: bool = False,
) -> "SQLiteChatStore":
    """Return connection string from database parameters."""
    conn_str = connection_string or f"sqlite:///{database}"
    async_conn_str = async_connection_string or (f"sqlite+aiosqlite:///{database}")
    session, async_session = cls._connect(conn_str, async_conn_str, debug)
    return cls(
        session=session,
        async_session=async_session,
        table_name=table_name,
    )

from_uri classmethod #

from_uri(uri: str, table_name: str = 'chatstore', debug: bool = False) -> SQLiteChatStore

Return connection string from database parameters.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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@classmethod
def from_uri(
    cls,
    uri: str,
    table_name: str = "chatstore",
    debug: bool = False,
) -> "SQLiteChatStore":
    """Return connection string from database parameters."""
    params = params_from_uri(uri)
    return cls.from_params(
        **params,
        table_name=table_name,
        debug=debug,
    )

set_messages #

set_messages(key: str, messages: list[ChatMessage]) -> None

Set messages for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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def set_messages(self, key: str, messages: list[ChatMessage]) -> None:
    """Set messages for a key."""
    with self._session() as session:
        session.execute(
            insert(self._table_class),
            [
                {"key": key, "value": message.model_dump(mode="json")}
                for message in messages
            ],
        )
        session.commit()

aset_messages async #

aset_messages(key: str, messages: list[ChatMessage]) -> None

Async version of Get messages for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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async def aset_messages(self, key: str, messages: list[ChatMessage]) -> None:
    """Async version of Get messages for a key."""
    async with self._async_session() as session:
        await session.execute(
            insert(self._table_class),
            [
                {"key": key, "value": message.model_dump(mode="json")}
                for message in messages
            ],
        )
        await session.commit()

get_messages #

get_messages(key: str) -> list[ChatMessage]

Get messages for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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def get_messages(self, key: str) -> list[ChatMessage]:
    """Get messages for a key."""
    with self._session() as session:
        result = session.execute(
            select(self._table_class)
            .where(self._table_class.key == key)
            .order_by(self._table_class.id)
        )
        result = result.scalars().all()
        if result:
            return [ChatMessage.model_validate(row.value) for row in result]
        return []

aget_messages async #

aget_messages(key: str) -> list[ChatMessage]

Async version of Get messages for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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async def aget_messages(self, key: str) -> list[ChatMessage]:
    """Async version of Get messages for a key."""
    async with self._async_session() as session:
        result = await session.execute(
            select(self._table_class)
            .where(self._table_class.key == key)
            .order_by(self._table_class.id)
        )
        result = result.scalars().all()
        if result:
            return [ChatMessage.model_validate(row.value) for row in result]
        return []

add_message #

add_message(key: str, message: ChatMessage) -> None

Add a message for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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def add_message(self, key: str, message: ChatMessage) -> None:
    """Add a message for a key."""
    with self._session() as session:
        session.execute(
            insert(self._table_class),
            [{"key": key, "value": message.model_dump(mode="json")}],
        )
        session.commit()

async_add_message async #

async_add_message(key: str, message: ChatMessage) -> None

Async version of Add a message for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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async def async_add_message(self, key: str, message: ChatMessage) -> None:
    """Async version of Add a message for a key."""
    async with self._async_session() as session:
        await session.execute(
            insert(self._table_class),
            [{"key": key, "value": message.model_dump(mode="json")}],
        )
        await session.commit()

delete_messages #

delete_messages(key: str) -> Optional[list[ChatMessage]]

Delete messages for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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def delete_messages(self, key: str) -> Optional[list[ChatMessage]]:
    """Delete messages for a key."""
    with self._session() as session:
        session.execute(
            delete(self._table_class).where(self._table_class.key == key)
        )
        session.commit()
    return None

adelete_messages async #

adelete_messages(key: str) -> Optional[list[ChatMessage]]

Async version of Delete messages for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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async def adelete_messages(self, key: str) -> Optional[list[ChatMessage]]:
    """Async version of Delete messages for a key."""
    async with self._async_session() as session:
        await session.execute(
            delete(self._table_class).where(self._table_class.key == key)
        )
        await session.commit()
    return None

delete_message #

delete_message(key: str, idx: int) -> Optional[ChatMessage]

Delete specific message for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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def delete_message(self, key: str, idx: int) -> Optional[ChatMessage]:
    """Delete specific message for a key."""
    with self._session() as session:
        # First, retrieve message
        result = session.execute(
            select(self._table_class.value).where(
                self._table_class.key == key, self._table_class.id == idx
            )
        ).scalar_one_or_none()

        if result is None:
            return None

        session.execute(
            delete(self._table_class).where(
                self._table_class.key == key, self._table_class.id == idx
            )
        )
        session.commit()

        return ChatMessage.model_validate(result)

adelete_message async #

adelete_message(key: str, idx: int) -> Optional[ChatMessage]

Async version of Delete specific message for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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async def adelete_message(self, key: str, idx: int) -> Optional[ChatMessage]:
    """Async version of Delete specific message for a key."""
    async with self._async_session() as session:
        # First, retrieve message
        result = (
            await session.execute(
                select(self._table_class.value).where(
                    self._table_class.key == key, self._table_class.id == idx
                )
            )
        ).scalar_one_or_none()

        if result is None:
            return None

        await session.execute(
            delete(self._table_class).where(
                self._table_class.key == key, self._table_class.id == idx
            )
        )
        await session.commit()

        return ChatMessage.model_validate(result)

delete_last_message #

delete_last_message(key: str) -> Optional[ChatMessage]

Delete last message for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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def delete_last_message(self, key: str) -> Optional[ChatMessage]:
    """Delete last message for a key."""
    with self._session() as session:
        # First, retrieve the current list of messages
        stmt = (
            select(self._table_class.id, self._table_class.value)
            .where(self._table_class.key == key)
            .order_by(self._table_class.id.desc())
            .limit(1)
        )
        result = session.execute(stmt).all()

        if not result:
            # If the key doesn't exist or the array is empty
            return None

        session.execute(
            delete(self._table_class).where(self._table_class.id == result[0][0])
        )
        session.commit()

        return ChatMessage.model_validate(result[0][1])

adelete_last_message async #

adelete_last_message(key: str) -> Optional[ChatMessage]

Async version of Delete last message for a key.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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async def adelete_last_message(self, key: str) -> Optional[ChatMessage]:
    """Async version of Delete last message for a key."""
    async with self._async_session() as session:
        # First, retrieve the current list of messages
        stmt = (
            select(self._table_class.id, self._table_class.value)
            .where(self._table_class.key == key)
            .order_by(self._table_class.id.desc())
            .limit(1)
        )
        result = (await session.execute(stmt)).all()

        if not result:
            # If the key doesn't exist or the array is empty
            return None

        await session.execute(
            delete(self._table_class).where(self._table_class.id == result[0][0])
        )
        await session.commit()

        return ChatMessage.model_validate(result[0][1])

get_keys #

get_keys() -> list[str]

Get all keys.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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def get_keys(self) -> list[str]:
    """Get all keys."""
    with self._session() as session:
        stmt = select(self._table_class.key.distinct())

        return session.execute(stmt).scalars().all()

aget_keys async #

aget_keys() -> list[str]

Async version of Get all keys.

Source code in llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/llama_index/storage/chat_store/sqlite/base.py 
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async def aget_keys(self) -> list[str]:
    """Async version of Get all keys."""
    async with self._async_session() as session:
        stmt = select(self._table_class.key.distinct())

        return (await session.execute(stmt)).scalars().all()