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466 lines (387 loc) · 15.2 KB
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#
# Copyright (c) 2023 Airbyte, Inc., all rights reserved.
#
import logging
import unittest
from unittest.mock import Mock
import pytest
from airbyte_cdk.models import (
AirbyteLogMessage,
AirbyteMessage,
AirbyteRecordMessage,
AirbyteStream,
Level,
SyncMode,
)
from airbyte_cdk.models import Type as MessageType
from airbyte_cdk.sources.message import InMemoryMessageRepository
from airbyte_cdk.sources.streams.concurrent.adapters import (
StreamFacade,
StreamPartition,
StreamPartitionGenerator,
)
from airbyte_cdk.sources.streams.concurrent.cursor import Cursor, CursorField
from airbyte_cdk.sources.streams.concurrent.exceptions import ExceptionWithDisplayMessage
from airbyte_cdk.sources.streams.core import Stream
from airbyte_cdk.sources.types import Record
from airbyte_cdk.sources.utils.slice_logger import SliceLogger
from airbyte_cdk.sources.utils.transform import TransformConfig, TypeTransformer
_ANY_SYNC_MODE = SyncMode.full_refresh
_ANY_STATE = {"state_key": "state_value"}
_ANY_CURSOR_FIELD = ["a", "cursor", "key"]
_STREAM_NAME = "stream"
_ANY_CURSOR = Mock(spec=Cursor)
@pytest.mark.parametrize(
"sync_mode",
[
pytest.param(SyncMode.full_refresh, id="test_full_refresh"),
pytest.param(SyncMode.incremental, id="test_incremental"),
],
)
def test_stream_partition_generator(sync_mode):
stream = Mock()
message_repository = Mock()
stream_slices = [{"slice": 1}, {"slice": 2}]
stream.stream_slices.return_value = stream_slices
partition_generator = StreamPartitionGenerator(
stream, message_repository, _ANY_SYNC_MODE, _ANY_CURSOR_FIELD, _ANY_STATE
)
partitions = list(partition_generator.generate())
slices = [partition.to_slice() for partition in partitions]
assert slices == stream_slices
stream.stream_slices.assert_called_once_with(
sync_mode=_ANY_SYNC_MODE, cursor_field=_ANY_CURSOR_FIELD, stream_state=_ANY_STATE
)
@pytest.mark.parametrize(
"transformer, expected_records",
[
pytest.param(
TypeTransformer(TransformConfig.NoTransform),
[Record({"data": "1"}, None), Record({"data": "2"}, None)],
id="test_no_transform",
),
pytest.param(
TypeTransformer(TransformConfig.DefaultSchemaNormalization),
[Record({"data": 1}, None), Record({"data": 2}, None)],
id="test_default_transform",
),
],
)
def test_stream_partition(transformer, expected_records):
stream = Mock()
stream.name = _STREAM_NAME
stream.get_json_schema.return_value = {
"type": "object",
"properties": {"data": {"type": ["integer"]}},
}
stream.transformer = transformer
message_repository = InMemoryMessageRepository()
_slice = None
sync_mode = SyncMode.full_refresh
cursor_field = None
state = None
partition = StreamPartition(stream, _slice, message_repository, sync_mode, cursor_field, state)
a_log_message = AirbyteMessage(
type=MessageType.LOG,
log=AirbyteLogMessage(
level=Level.INFO,
message='slice:{"partition": 1}',
),
)
for record in expected_records:
record.partition = partition
stream_data = [a_log_message, {"data": "1"}, {"data": "2"}]
stream.read_records.return_value = stream_data
records = list(partition.read())
messages = list(message_repository.consume_queue())
assert records == expected_records
assert messages == [a_log_message]
@pytest.mark.parametrize(
"transformer, expected_records",
[
pytest.param(
TypeTransformer(TransformConfig.NoTransform),
[Record({"data": "1"}, None), Record({"data": "2"}, None)],
id="test_no_transform",
),
],
)
def test_stream_partition_read_airbyte_message(transformer, expected_records):
stream = Mock()
stream.name = _STREAM_NAME
stream.get_json_schema.return_value = {
"type": "object",
"properties": {"data": {"type": ["integer"]}},
}
stream.transformer = transformer
message_repository = InMemoryMessageRepository()
_slice = None
sync_mode = SyncMode.full_refresh
cursor_field = None
state = None
partition = StreamPartition(stream, _slice, message_repository, sync_mode, cursor_field, state)
a_log_message = AirbyteMessage(
type=MessageType.LOG,
log=AirbyteLogMessage(
level=Level.INFO,
message='slice:{"partition": 1}',
),
)
for record in expected_records:
record.partition = partition
stream_data = [
a_log_message,
AirbyteMessage(
type=MessageType.RECORD,
record=AirbyteRecordMessage(stream=stream.name, data={"data": "1"}, emitted_at=1),
),
AirbyteMessage(
type=MessageType.RECORD,
record=AirbyteRecordMessage(stream=stream.name, data={"data": "2"}, emitted_at=2),
),
]
stream.read_records.return_value = stream_data
records = list(partition.read())
messages = list(message_repository.consume_queue())
assert records == expected_records
assert messages == [a_log_message]
@pytest.mark.parametrize(
"exception_type, expected_display_message",
[
pytest.param(Exception, None, id="test_exception_no_display_message"),
pytest.param(
ExceptionWithDisplayMessage, "display_message", id="test_exception_no_display_message"
),
],
)
def test_stream_partition_raising_exception(exception_type, expected_display_message):
stream = Mock()
stream.get_error_display_message.return_value = expected_display_message
stream.name = _STREAM_NAME
message_repository = InMemoryMessageRepository()
_slice = None
partition = StreamPartition(
stream,
_slice,
message_repository,
_ANY_SYNC_MODE,
_ANY_CURSOR_FIELD,
_ANY_STATE,
)
stream.read_records.side_effect = Exception()
with pytest.raises(exception_type) as e:
list(partition.read())
if isinstance(e, ExceptionWithDisplayMessage):
assert e.display_message == "display message"
@pytest.mark.parametrize(
"_slice, expected_hash",
[
pytest.param(
{"partition": 1, "k": "v"},
1088629586613270006,
id="test_hash_with_slice",
),
pytest.param(None, 5149571505982114308, id="test_hash_no_slice"),
],
)
def test_stream_partition_hash(_slice, expected_hash):
stream = Mock()
stream.name = "stream"
partition = StreamPartition(
stream, _slice, Mock(), _ANY_SYNC_MODE, _ANY_CURSOR_FIELD, _ANY_STATE
)
_hash = partition.__hash__()
assert _hash == expected_hash
class StreamFacadeTest(unittest.TestCase):
def setUp(self):
self._abstract_stream = Mock()
self._abstract_stream.name = "stream"
self._abstract_stream.as_airbyte_stream.return_value = AirbyteStream(
name="stream",
json_schema={"type": "object"},
supported_sync_modes=[SyncMode.full_refresh],
)
self._legacy_stream = Mock(spec=Stream)
self._cursor = Mock(spec=Cursor)
self._logger = Mock()
self._slice_logger = Mock()
self._slice_logger.should_log_slice_message.return_value = False
self._facade = StreamFacade(
self._abstract_stream,
self._legacy_stream,
self._cursor,
self._slice_logger,
self._logger,
)
self._source = Mock()
self._stream = Mock()
self._stream.primary_key = "id"
def test_name_is_delegated_to_wrapped_stream(self):
assert self._facade.name == self._abstract_stream.name
def test_cursor_field_is_a_string(self):
self._abstract_stream.cursor_field = "cursor_field"
assert self._facade.cursor_field == "cursor_field"
def test_none_cursor_field_is_converted_to_an_empty_list(self):
self._abstract_stream.cursor_field = None
assert self._facade.cursor_field == []
def test_source_defined_cursor_is_true(self):
assert self._facade.source_defined_cursor
def test_json_schema_is_delegated_to_wrapped_stream(self):
json_schema = {"type": "object"}
self._abstract_stream.get_json_schema.return_value = json_schema
assert self._facade.get_json_schema() == json_schema
self._abstract_stream.get_json_schema.assert_called_once_with()
def test_given_cursor_is_noop_when_supports_incremental_then_return_legacy_stream_response(
self,
):
assert (
StreamFacade(
self._abstract_stream,
self._legacy_stream,
_ANY_CURSOR,
Mock(spec=SliceLogger),
Mock(spec=logging.Logger),
).supports_incremental
== self._legacy_stream.supports_incremental
)
def test_given_cursor_is_not_noop_when_supports_incremental_then_return_true(self):
assert StreamFacade(
self._abstract_stream,
self._legacy_stream,
Mock(spec=Cursor),
Mock(spec=SliceLogger),
Mock(spec=logging.Logger),
).supports_incremental
def test_full_refresh(self):
expected_stream_data = [{"data": 1}, {"data": 2}]
records = [Record(data, "stream") for data in expected_stream_data]
partition = Mock()
partition.read.return_value = records
self._abstract_stream.generate_partitions.return_value = [partition]
actual_stream_data = list(
self._facade.read_records(SyncMode.full_refresh, None, None, None)
)
assert actual_stream_data == expected_stream_data
def test_read_records(self):
expected_stream_data = [{"data": 1}, {"data": 2}]
records = [Record(data, "stream") for data in expected_stream_data]
partition = Mock()
partition.read.return_value = records
self._abstract_stream.generate_partitions.return_value = [partition]
actual_stream_data = list(self._facade.read(None, None, None, None, None, None))
assert actual_stream_data == expected_stream_data
def test_create_from_stream_stream(self):
stream = Mock()
stream.name = "stream"
stream.primary_key = "id"
stream.cursor_field = "cursor"
facade = StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
assert facade.name == "stream"
assert facade.cursor_field == "cursor"
# assert facade.cursor_field == CursorField(cursor_field_key="cursor")
assert facade._abstract_stream._primary_key == ["id"]
def test_create_from_stream_stream_with_none_primary_key(self):
stream = Mock()
stream.name = "stream"
stream.primary_key = None
stream.cursor_field = []
facade = StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
assert facade._abstract_stream._primary_key == []
def test_create_from_stream_with_composite_primary_key(self):
stream = Mock()
stream.name = "stream"
stream.primary_key = ["id", "name"]
stream.cursor_field = []
facade = StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
assert facade._abstract_stream._primary_key == ["id", "name"]
def test_create_from_stream_with_empty_list_cursor(self):
stream = Mock()
stream.primary_key = "id"
stream.cursor_field = []
facade = StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
assert facade.cursor_field == []
def test_create_from_stream_raises_exception_if_primary_key_is_nested(self):
stream = Mock()
stream.name = "stream"
stream.primary_key = [["field", "id"]]
with self.assertRaises(ValueError):
StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
def test_create_from_stream_raises_exception_if_primary_key_has_invalid_type(self):
stream = Mock()
stream.name = "stream"
stream.primary_key = 123
with self.assertRaises(ValueError):
StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
def test_create_from_stream_raises_exception_if_cursor_field_is_nested(self):
stream = Mock()
stream.name = "stream"
stream.primary_key = "id"
stream.cursor_field = ["field", "cursor"]
with self.assertRaises(ValueError):
StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
def test_create_from_stream_with_cursor_field_as_list(self):
stream = Mock()
stream.name = "stream"
stream.primary_key = "id"
stream.cursor_field = ["cursor"]
facade = StreamFacade.create_from_stream(
stream, self._source, self._logger, _ANY_STATE, self._cursor
)
assert facade.cursor_field == "cursor"
def test_create_from_stream_none_message_repository(self):
self._stream.name = "stream"
self._stream.primary_key = "id"
self._stream.cursor_field = "cursor"
self._source.message_repository = None
with self.assertRaises(ValueError):
StreamFacade.create_from_stream(
self._stream, self._source, self._logger, {}, self._cursor
)
def test_get_error_display_message_no_display_message(self):
self._stream.get_error_display_message.return_value = "display_message"
facade = StreamFacade.create_from_stream(
self._stream, self._source, self._logger, _ANY_STATE, self._cursor
)
expected_display_message = None
e = Exception()
display_message = facade.get_error_display_message(e)
assert display_message == expected_display_message
def test_get_error_display_message_with_display_message(self):
self._stream.get_error_display_message.return_value = "display_message"
facade = StreamFacade.create_from_stream(
self._stream, self._source, self._logger, _ANY_STATE, self._cursor
)
expected_display_message = "display_message"
e = ExceptionWithDisplayMessage("display_message")
display_message = facade.get_error_display_message(e)
assert display_message == expected_display_message
@pytest.mark.parametrize(
"exception, expected_display_message",
[
pytest.param(Exception("message"), None, id="test_no_display_message"),
pytest.param(
ExceptionWithDisplayMessage("message"), "message", id="test_no_display_message"
),
],
)
def test_get_error_display_message(exception, expected_display_message):
stream = Mock()
legacy_stream = Mock()
cursor = Mock(spec=Cursor)
facade = StreamFacade(stream, legacy_stream, cursor, Mock().Mock(), Mock())
display_message = facade.get_error_display_message(exception)
assert display_message == expected_display_message