airbyte/airbyte-cdk/python/airbyte_cdk/sources/abstract_source.py

#
# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
#

import logging
from abc import ABC, abstractmethod
from typing import Any, Dict, Iterable, Iterator, List, Mapping, MutableMapping, Optional, Tuple, Union

from airbyte_cdk.exception_handler import generate_failed_streams_error_message
from airbyte_cdk.models import (
    AirbyteCatalog,
    AirbyteConnectionStatus,
    AirbyteMessage,
    AirbyteStateMessage,
    AirbyteStreamStatus,
    ConfiguredAirbyteCatalog,
    ConfiguredAirbyteStream,
    FailureType,
    Status,
    StreamDescriptor,
)
from airbyte_cdk.models import Type as MessageType
from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager
from airbyte_cdk.sources.message import InMemoryMessageRepository, MessageRepository
from airbyte_cdk.sources.source import Source
from airbyte_cdk.sources.streams import Stream
from airbyte_cdk.sources.streams.core import StreamData
from airbyte_cdk.sources.streams.http.http import HttpStream
from airbyte_cdk.sources.utils.record_helper import stream_data_to_airbyte_message
from airbyte_cdk.sources.utils.schema_helpers import InternalConfig, split_config
from airbyte_cdk.sources.utils.slice_logger import DebugSliceLogger, SliceLogger
from airbyte_cdk.utils.event_timing import create_timer
from airbyte_cdk.utils.stream_status_utils import as_airbyte_message as stream_status_as_airbyte_message
from airbyte_cdk.utils.traced_exception import AirbyteTracedException

_default_message_repository = InMemoryMessageRepository()


class AbstractSource(Source, ABC):
    """
    Abstract base class for an Airbyte Source. Consumers should implement any abstract methods
    in this class to create an Airbyte Specification compliant Source.
    """

    @abstractmethod
    def check_connection(self, logger: logging.Logger, config: Mapping[str, Any]) -> Tuple[bool, Optional[Any]]:
        """
        :param logger: source logger
        :param config: The user-provided configuration as specified by the source's spec.
          This usually contains information required to check connection e.g. tokens, secrets and keys etc.
        :return: A tuple of (boolean, error). If boolean is true, then the connection check is successful
          and we can connect to the underlying data source using the provided configuration.
          Otherwise, the input config cannot be used to connect to the underlying data source,
          and the "error" object should describe what went wrong.
          The error object will be cast to string to display the problem to the user.
        """

    @abstractmethod
    def streams(self, config: Mapping[str, Any]) -> List[Stream]:
        """
        :param config: The user-provided configuration as specified by the source's spec.
        Any stream construction related operation should happen here.
        :return: A list of the streams in this source connector.
        """

    # Stream name to instance map for applying output object transformation
    _stream_to_instance_map: Dict[str, Stream] = {}
    _slice_logger: SliceLogger = DebugSliceLogger()

    def discover(self, logger: logging.Logger, config: Mapping[str, Any]) -> AirbyteCatalog:
        """Implements the Discover operation from the Airbyte Specification.
        See https://docs.airbyte.com/understanding-airbyte/airbyte-protocol/#discover.
        """
        streams = [stream.as_airbyte_stream() for stream in self.streams(config=config)]
        return AirbyteCatalog(streams=streams)

    def check(self, logger: logging.Logger, config: Mapping[str, Any]) -> AirbyteConnectionStatus:
        """Implements the Check Connection operation from the Airbyte Specification.
        See https://docs.airbyte.com/understanding-airbyte/airbyte-protocol/#check.
        """
        check_succeeded, error = self.check_connection(logger, config)
        if not check_succeeded:
            return AirbyteConnectionStatus(status=Status.FAILED, message=repr(error))
        return AirbyteConnectionStatus(status=Status.SUCCEEDED)

    def read(
        self,
        logger: logging.Logger,
        config: Mapping[str, Any],
        catalog: ConfiguredAirbyteCatalog,
        state: Optional[List[AirbyteStateMessage]] = None,
    ) -> Iterator[AirbyteMessage]:
        """Implements the Read operation from the Airbyte Specification. See https://docs.airbyte.com/understanding-airbyte/airbyte-protocol/."""
        logger.info(f"Starting syncing {self.name}")
        config, internal_config = split_config(config)
        # TODO assert all streams exist in the connector
        # get the streams once in case the connector needs to make any queries to generate them
        stream_instances = {s.name: s for s in self.streams(config)}
        state_manager = ConnectorStateManager(state=state)
        self._stream_to_instance_map = stream_instances

        stream_name_to_exception: MutableMapping[str, AirbyteTracedException] = {}

        with create_timer(self.name) as timer:
            for configured_stream in catalog.streams:
                stream_instance = stream_instances.get(configured_stream.stream.name)
                is_stream_exist = bool(stream_instance)
                try:
                    # Used direct reference to `stream_instance` instead of `is_stream_exist` to avoid mypy type checking errors
                    if not stream_instance:
                        if not self.raise_exception_on_missing_stream:
                            yield stream_status_as_airbyte_message(configured_stream.stream, AirbyteStreamStatus.INCOMPLETE)
                            continue

                        error_message = (
                            f"The stream '{configured_stream.stream.name}' in your connection configuration was not found in the source. "
                            f"Refresh the schema in your replication settings and remove this stream from future sync attempts."
                        )

                        # Use configured_stream as stream_instance to support references in error handling.
                        stream_instance = configured_stream.stream

                        raise AirbyteTracedException(
                            message="A stream listed in your configuration was not found in the source. Please check the logs for more "
                            "details.",
                            internal_message=error_message,
                            failure_type=FailureType.config_error,
                        )

                    timer.start_event(f"Syncing stream {configured_stream.stream.name}")
                    logger.info(f"Marking stream {configured_stream.stream.name} as STARTED")
                    yield stream_status_as_airbyte_message(configured_stream.stream, AirbyteStreamStatus.STARTED)
                    yield from self._read_stream(
                        logger=logger,
                        stream_instance=stream_instance,
                        configured_stream=configured_stream,
                        state_manager=state_manager,
                        internal_config=internal_config,
                    )
                    logger.info(f"Marking stream {configured_stream.stream.name} as STOPPED")
                    yield stream_status_as_airbyte_message(configured_stream.stream, AirbyteStreamStatus.COMPLETE)

                except Exception as e:
                    yield from self._emit_queued_messages()
                    logger.exception(f"Encountered an exception while reading stream {configured_stream.stream.name}")
                    logger.info(f"Marking stream {configured_stream.stream.name} as STOPPED")
                    yield stream_status_as_airbyte_message(configured_stream.stream, AirbyteStreamStatus.INCOMPLETE)

                    stream_descriptor = StreamDescriptor(name=configured_stream.stream.name)

                    if isinstance(e, AirbyteTracedException):
                        traced_exception = e
                        info_message = f"Stopping sync on error from stream {configured_stream.stream.name} because {self.name} does not support continuing syncs on error."
                    else:
                        traced_exception = self._serialize_exception(stream_descriptor, e, stream_instance=stream_instance)
                        info_message = f"{self.name} does not support continuing syncs on error from stream {configured_stream.stream.name}"

                    yield traced_exception.as_sanitized_airbyte_message(stream_descriptor=stream_descriptor)
                    stream_name_to_exception[stream_instance.name] = traced_exception  # type: ignore # use configured_stream if stream_instance is None
                    if self.stop_sync_on_stream_failure:
                        logger.info(info_message)
                        break
                finally:
                    # Finish read event only if the stream instance exists;
                    # otherwise, there's no need as it never started
                    if is_stream_exist:
                        timer.finish_event()
                        logger.info(f"Finished syncing {configured_stream.stream.name}")
                        logger.info(timer.report())

        if len(stream_name_to_exception) > 0:
            error_message = generate_failed_streams_error_message({key: [value] for key, value in stream_name_to_exception.items()})  # type: ignore  # for some reason, mypy can't figure out the types for key and value
            logger.info(error_message)
            # We still raise at least one exception when a stream raises an exception because the platform currently relies
            # on a non-zero exit code to determine if a sync attempt has failed. We also raise the exception as a config_error
            # type because this combined error isn't actionable, but rather the previously emitted individual errors.
            raise AirbyteTracedException(message=error_message, failure_type=FailureType.config_error)
        logger.info(f"Finished syncing {self.name}")

    @staticmethod
    def _serialize_exception(
        stream_descriptor: StreamDescriptor, e: Exception, stream_instance: Optional[Stream] = None
    ) -> AirbyteTracedException:
        display_message = stream_instance.get_error_display_message(e) if stream_instance else None
        if display_message:
            return AirbyteTracedException.from_exception(e, message=display_message, stream_descriptor=stream_descriptor)
        return AirbyteTracedException.from_exception(e, stream_descriptor=stream_descriptor)

    @property
    def raise_exception_on_missing_stream(self) -> bool:
        return False

    def _read_stream(
        self,
        logger: logging.Logger,
        stream_instance: Stream,
        configured_stream: ConfiguredAirbyteStream,
        state_manager: ConnectorStateManager,
        internal_config: InternalConfig,
    ) -> Iterator[AirbyteMessage]:
        if internal_config.page_size and isinstance(stream_instance, HttpStream):
            logger.info(f"Setting page size for {stream_instance.name} to {internal_config.page_size}")
            stream_instance.page_size = internal_config.page_size
        logger.debug(
            f"Syncing configured stream: {configured_stream.stream.name}",
            extra={
                "sync_mode": configured_stream.sync_mode,
                "primary_key": configured_stream.primary_key,
                "cursor_field": configured_stream.cursor_field,
            },
        )
        stream_instance.log_stream_sync_configuration()

        stream_name = configured_stream.stream.name
        stream_state = state_manager.get_stream_state(stream_name, stream_instance.namespace)

        # This is a hack. Existing full refresh streams that are converted into resumable full refresh need to discard
        # the state because the terminal state for a full refresh sync is not compatible with substream resumable full
        # refresh state. This is only required when running live traffic regression testing since the platform normally
        # handles whether to pass state
        if stream_state == {"__ab_no_cursor_state_message": True}:
            stream_state = {}

        if "state" in dir(stream_instance):
            stream_instance.state = stream_state  # type: ignore # we check that state in the dir(stream_instance)
            logger.info(f"Setting state of {self.name} stream to {stream_state}")

        record_iterator = stream_instance.read(
            configured_stream,
            logger,
            self._slice_logger,
            stream_state,
            state_manager,
            internal_config,
        )

        record_counter = 0
        logger.info(f"Syncing stream: {stream_name} ")
        for record_data_or_message in record_iterator:
            record = self._get_message(record_data_or_message, stream_instance)
            if record.type == MessageType.RECORD:
                record_counter += 1
                if record_counter == 1:
                    logger.info(f"Marking stream {stream_name} as RUNNING")
                    # If we just read the first record of the stream, emit the transition to the RUNNING state
                    yield stream_status_as_airbyte_message(configured_stream.stream, AirbyteStreamStatus.RUNNING)
            yield from self._emit_queued_messages()
            yield record

        logger.info(f"Read {record_counter} records from {stream_name} stream")

    def _emit_queued_messages(self) -> Iterable[AirbyteMessage]:
        if self.message_repository:
            yield from self.message_repository.consume_queue()
        return

    def _get_message(self, record_data_or_message: Union[StreamData, AirbyteMessage], stream: Stream) -> AirbyteMessage:
        """
        Converts the input to an AirbyteMessage if it is a StreamData. Returns the input as is if it is already an AirbyteMessage
        """
        match record_data_or_message:
            case AirbyteMessage():
                return record_data_or_message
            case _:
                return stream_data_to_airbyte_message(stream.name, record_data_or_message, stream.transformer, stream.get_json_schema())

    @property
    def message_repository(self) -> Union[None, MessageRepository]:
        return _default_message_repository

    @property
    def stop_sync_on_stream_failure(self) -> bool:
        """
        WARNING: This function is in-development which means it is subject to change. Use at your own risk.

        By default, when a source encounters an exception while syncing a stream, it will emit an error trace message and then
        continue syncing the next stream. This can be overwritten on a per-source basis so that the source will stop the sync
        on the first error seen and emit a single error trace message for that stream.
        """
        return False