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airbyte/airbyte-cdk/python/unit_tests/sources/test_source.py
Alexandre Girard 3894134d11 Bump year in license short to 2022 (#13191)
* Bump to 2022

* format
2022-05-25 17:56:49 -07:00

242 lines
9.5 KiB
Python

#
# Copyright (c) 2022 Airbyte, Inc., all rights reserved.
#
import json
import logging
import tempfile
from typing import Any, Mapping, MutableMapping
from unittest.mock import MagicMock
import pytest
from airbyte_cdk.models import ConfiguredAirbyteCatalog, SyncMode, Type
from airbyte_cdk.sources import AbstractSource, Source
from airbyte_cdk.sources.streams.core import Stream
from airbyte_cdk.sources.streams.http.http import HttpStream
from airbyte_cdk.sources.utils.transform import TransformConfig, TypeTransformer
class MockSource(Source):
def read(
self, logger: logging.Logger, config: Mapping[str, Any], catalog: ConfiguredAirbyteCatalog, state: MutableMapping[str, Any] = None
):
pass
def check(self, logger: logging.Logger, config: Mapping[str, Any]):
pass
def discover(self, logger: logging.Logger, config: Mapping[str, Any]):
pass
@pytest.fixture
def source():
return MockSource()
@pytest.fixture
def catalog():
configured_catalog = {
"streams": [
{
"stream": {"name": "mock_http_stream", "json_schema": {}},
"destination_sync_mode": "overwrite",
"sync_mode": "full_refresh",
},
{
"stream": {"name": "mock_stream", "json_schema": {}},
"destination_sync_mode": "overwrite",
"sync_mode": "full_refresh",
},
]
}
return ConfiguredAirbyteCatalog.parse_obj(configured_catalog)
@pytest.fixture
def abstract_source(mocker):
mocker.patch.multiple(HttpStream, __abstractmethods__=set())
mocker.patch.multiple(Stream, __abstractmethods__=set())
class MockHttpStream(MagicMock, HttpStream):
url_base = "http://example.com"
path = "/dummy/path"
get_json_schema = MagicMock()
def supports_incremental(self):
return True
def __init__(self, *args, **kvargs):
MagicMock.__init__(self)
HttpStream.__init__(self, *args, kvargs)
self.read_records = MagicMock()
class MockStream(MagicMock, Stream):
page_size = None
get_json_schema = MagicMock()
def __init__(self, *args, **kvargs):
MagicMock.__init__(self)
self.read_records = MagicMock()
streams = [MockHttpStream(), MockStream()]
class MockAbstractSource(AbstractSource):
def check_connection(self):
return True, None
def streams(self, config):
self.streams_config = config
return streams
return MockAbstractSource()
def test_read_state(source):
state = {"updated_at": "yesterday"}
with tempfile.NamedTemporaryFile("w") as state_file:
state_file.write(json.dumps(state))
state_file.flush()
actual = source.read_state(state_file.name)
assert state == actual
def test_read_state_nonexistent(source):
assert {} == source.read_state("")
def test_read_catalog(source):
configured_catalog = {
"streams": [
{
"stream": {"name": "mystream", "json_schema": {"type": "object", "properties": {"k": "v"}}},
"destination_sync_mode": "overwrite",
"sync_mode": "full_refresh",
}
]
}
expected = ConfiguredAirbyteCatalog.parse_obj(configured_catalog)
with tempfile.NamedTemporaryFile("w") as catalog_file:
catalog_file.write(expected.json(exclude_unset=True))
catalog_file.flush()
actual = source.read_catalog(catalog_file.name)
assert actual == expected
def test_internal_config(abstract_source, catalog):
streams = abstract_source.streams(None)
assert len(streams) == 2
http_stream, non_http_stream = streams
assert isinstance(http_stream, HttpStream)
assert not isinstance(non_http_stream, HttpStream)
http_stream.read_records.return_value = [{}] * 3
non_http_stream.read_records.return_value = [{}] * 3
# Test with empty config
records = [r for r in abstract_source.read(logger=MagicMock(), config={}, catalog=catalog, state={})]
# 3 for http stream and 3 for non http stream
assert len(records) == 3 + 3
assert http_stream.read_records.called
assert non_http_stream.read_records.called
# Make sure page_size havent been set
assert not http_stream.page_size
assert not non_http_stream.page_size
# Test with records limit set to 1
internal_config = {"some_config": 100, "_limit": 1}
records = [r for r in abstract_source.read(logger=MagicMock(), config=internal_config, catalog=catalog, state={})]
# 1 from http stream + 1 from non http stream
assert len(records) == 1 + 1
assert "_limit" not in abstract_source.streams_config
assert "some_config" in abstract_source.streams_config
# Test with records limit set to number that exceeds expceted records
internal_config = {"some_config": 100, "_limit": 20}
records = [r for r in abstract_source.read(logger=MagicMock(), config=internal_config, catalog=catalog, state={})]
assert len(records) == 3 + 3
# Check if page_size paramter is set to http instance only
internal_config = {"some_config": 100, "_page_size": 2}
records = [r for r in abstract_source.read(logger=MagicMock(), config=internal_config, catalog=catalog, state={})]
assert "_page_size" not in abstract_source.streams_config
assert "some_config" in abstract_source.streams_config
assert len(records) == 3 + 3
assert http_stream.page_size == 2
# Make sure page_size havent been set for non http streams
assert not non_http_stream.page_size
def test_internal_config_limit(abstract_source, catalog):
logger_mock = MagicMock()
del catalog.streams[1]
STREAM_LIMIT = 2
FULL_RECORDS_NUMBER = 3
streams = abstract_source.streams(None)
http_stream = streams[0]
http_stream.read_records.return_value = [{}] * FULL_RECORDS_NUMBER
internal_config = {"some_config": 100, "_limit": STREAM_LIMIT}
catalog.streams[0].sync_mode = SyncMode.full_refresh
records = [r for r in abstract_source.read(logger=logger_mock, config=internal_config, catalog=catalog, state={})]
assert len(records) == STREAM_LIMIT
logger_info_args = [call[0][0] for call in logger_mock.info.call_args_list]
# Check if log line matches number of limit
read_log_record = [_l for _l in logger_info_args if _l.startswith("Read")]
assert read_log_record[0].startswith(f"Read {STREAM_LIMIT} ")
# No limit, check if state record produced for incremental stream
catalog.streams[0].sync_mode = SyncMode.incremental
records = [r for r in abstract_source.read(logger=logger_mock, config={}, catalog=catalog, state={})]
assert len(records) == FULL_RECORDS_NUMBER + 1
assert records[-1].type == Type.STATE
# Set limit and check if state is produced when limit is set for incremental stream
logger_mock.reset_mock()
records = [r for r in abstract_source.read(logger=logger_mock, config=internal_config, catalog=catalog, state={})]
assert len(records) == STREAM_LIMIT + 1
assert records[-1].type == Type.STATE
logger_info_args = [call[0][0] for call in logger_mock.info.call_args_list]
read_log_record = [_l for _l in logger_info_args if _l.startswith("Read")]
assert read_log_record[0].startswith(f"Read {STREAM_LIMIT} ")
SCHEMA = {"type": "object", "properties": {"value": {"type": "string"}}}
def test_source_config_no_transform(abstract_source, catalog):
logger_mock = MagicMock()
streams = abstract_source.streams(None)
http_stream, non_http_stream = streams
http_stream.get_json_schema.return_value = non_http_stream.get_json_schema.return_value = SCHEMA
http_stream.read_records.return_value, non_http_stream.read_records.return_value = [[{"value": 23}] * 5] * 2
records = [r for r in abstract_source.read(logger=logger_mock, config={}, catalog=catalog, state={})]
assert len(records) == 2 * 5
assert [r.record.data for r in records] == [{"value": 23}] * 2 * 5
assert http_stream.get_json_schema.call_count == 1
assert non_http_stream.get_json_schema.call_count == 1
def test_source_config_transform(abstract_source, catalog):
logger_mock = MagicMock()
streams = abstract_source.streams(None)
http_stream, non_http_stream = streams
http_stream.transformer = TypeTransformer(TransformConfig.DefaultSchemaNormalization)
non_http_stream.transformer = TypeTransformer(TransformConfig.DefaultSchemaNormalization)
http_stream.get_json_schema.return_value = non_http_stream.get_json_schema.return_value = SCHEMA
http_stream.read_records.return_value, non_http_stream.read_records.return_value = [{"value": 23}], [{"value": 23}]
records = [r for r in abstract_source.read(logger=logger_mock, config={}, catalog=catalog, state={})]
assert len(records) == 2
assert [r.record.data for r in records] == [{"value": "23"}] * 2
def test_source_config_transform_and_no_transform(abstract_source, catalog):
logger_mock = MagicMock()
streams = abstract_source.streams(None)
http_stream, non_http_stream = streams
http_stream.transformer = TypeTransformer(TransformConfig.DefaultSchemaNormalization)
http_stream.get_json_schema.return_value = non_http_stream.get_json_schema.return_value = SCHEMA
http_stream.read_records.return_value, non_http_stream.read_records.return_value = [{"value": 23}], [{"value": 23}]
records = [r for r in abstract_source.read(logger=logger_mock, config={}, catalog=catalog, state={})]
assert len(records) == 2
assert [r.record.data for r in records] == [{"value": "23"}, {"value": 23}]