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test_simple_retriever.py
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1659 lines (1485 loc) · 55.8 KB
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#
# Copyright (c) 2025 Airbyte, Inc., all rights reserved.
#
import json
from functools import partial
from typing import Any, Iterable, Mapping, Optional
from unittest.mock import MagicMock, Mock, patch
import pytest
import requests
from airbyte_cdk import YamlDeclarativeSource
from airbyte_cdk.models import AirbyteLogMessage, AirbyteMessage, Level, SyncMode, Type
from airbyte_cdk.sources.declarative.auth.declarative_authenticator import NoAuth
from airbyte_cdk.sources.declarative.decoders import JsonDecoder
from airbyte_cdk.sources.declarative.extractors import DpathExtractor, RecordSelector
from airbyte_cdk.sources.declarative.incremental import (
DatetimeBasedCursor,
DeclarativeCursor,
ResumableFullRefreshCursor,
)
from airbyte_cdk.sources.declarative.models import DeclarativeStream as DeclarativeStreamModel
from airbyte_cdk.sources.declarative.parsers.model_to_component_factory import (
ModelToComponentFactory,
)
from airbyte_cdk.sources.declarative.partition_routers import SinglePartitionRouter
from airbyte_cdk.sources.declarative.requesters.paginators import DefaultPaginator
from airbyte_cdk.sources.declarative.requesters.paginators.strategies import (
CursorPaginationStrategy,
PageIncrement,
)
from airbyte_cdk.sources.declarative.requesters.query_properties import (
PropertyChunking,
QueryProperties,
)
from airbyte_cdk.sources.declarative.requesters.query_properties.property_chunking import (
GroupByKey,
PropertyLimitType,
)
from airbyte_cdk.sources.declarative.requesters.request_option import RequestOptionType
from airbyte_cdk.sources.declarative.requesters.requester import HttpMethod
from airbyte_cdk.sources.declarative.retrievers.simple_retriever import (
SimpleRetriever,
SimpleRetrieverTestReadDecorator,
)
from airbyte_cdk.sources.types import Record, StreamSlice
from airbyte_cdk.sources.utils.transform import TransformConfig, TypeTransformer
A_SLICE_STATE = {"slice_state": "slice state value"}
A_STREAM_SLICE = StreamSlice(cursor_slice={"stream slice": "slice value"}, partition={})
A_STREAM_STATE = {"stream state": "state value"}
primary_key = "pk"
records = [{"id": 1}, {"id": 2}]
request_response_logs = [
AirbyteLogMessage(level=Level.INFO, message="request:{}"),
AirbyteLogMessage(level=Level.INFO, message="response{}"),
]
config = {}
@patch.object(SimpleRetriever, "_read_pages", return_value=iter([]))
def test_simple_retriever_full(mock_http_stream):
requester = MagicMock()
request_params = {"param": "value"}
requester.get_request_params.return_value = request_params
requester.get_request_params.__name__ = "get_request_params"
requester.get_request_headers.__name__ = "get_request_headers"
requester.get_request_body_data.__name__ = "get_request_body_data"
requester.get_request_body_json.__name__ = "get_request_body_json"
paginator = MagicMock()
paginator.get_initial_token.return_value = None
next_page_token = {"cursor": "cursor_value"}
paginator.path.return_value = None
paginator.next_page_token.return_value = next_page_token
paginator.get_request_headers.return_value = {}
paginator.get_request_params.__name__ = "get_request_params"
paginator.get_request_headers.__name__ = "get_request_headers"
paginator.get_request_body_data.__name__ = "get_request_body_data"
paginator.get_request_body_json.__name__ = "get_request_body_json"
record_selector = MagicMock()
record_selector.select_records.return_value = records
cursor = MagicMock(spec=DeclarativeCursor)
stream_slices = [{"date": "2022-01-01"}, {"date": "2022-01-02"}]
cursor.stream_slices.return_value = stream_slices
response = requests.Response()
response.status_code = 200
last_page_size = 2
last_record = Record(data={"id": "1a"}, stream_name="stream_name")
last_page_token_value = 0
underlying_state = {"date": "2021-01-01"}
cursor.get_stream_state.return_value = underlying_state
requester.get_authenticator.return_value = NoAuth({})
url_base = "https://airbyte.io"
requester.get_url_base.return_value = url_base
path = "/v1"
requester.get_path.return_value = path
http_method = HttpMethod.GET
requester.get_method.return_value = http_method
should_retry = True
requester.interpret_response_status.return_value = should_retry
request_body_json = {"body": "json"}
requester.request_body_json.return_value = request_body_json
request_body_data = {"body": "data"}
requester.get_request_body_data.return_value = request_body_data
request_body_json = {"body": "json"}
requester.get_request_body_json.return_value = request_body_json
request_kwargs = {"kwarg": "value"}
requester.request_kwargs.return_value = request_kwargs
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=record_selector,
stream_slicer=cursor,
cursor=cursor,
parameters={},
config={},
)
assert retriever.primary_key == primary_key
assert retriever.state == underlying_state
assert (
retriever._next_page_token(response, last_page_size, last_record, last_page_token_value)
== next_page_token
)
assert retriever._request_params(None, None) == {}
assert retriever.stream_slices() == stream_slices
@patch.object(SimpleRetriever, "_read_pages", return_value=iter([*request_response_logs, *records]))
def test_simple_retriever_with_request_response_logs(mock_http_stream):
requester = MagicMock()
paginator = MagicMock()
record_selector = MagicMock()
stream_slicer = DatetimeBasedCursor(
start_datetime="",
end_datetime="",
step="P1D",
cursor_field="id",
datetime_format="",
cursor_granularity="P1D",
config={},
parameters={},
)
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=record_selector,
stream_slicer=stream_slicer,
parameters={},
config={},
)
actual_messages = [r for r in retriever.read_records(SyncMode.full_refresh)]
assert isinstance(actual_messages[0], AirbyteLogMessage)
assert isinstance(actual_messages[1], AirbyteLogMessage)
assert actual_messages[2] == records[0]
assert actual_messages[3] == records[1]
@pytest.mark.parametrize(
"initial_state, expected_reset_value, expected_next_page",
[
pytest.param(None, None, 1, id="test_initial_sync_no_state"),
pytest.param({"next_page_token": 10}, 10, 11, id="test_reset_with_next_page_token"),
],
)
def test_simple_retriever_resumable_full_refresh_cursor_page_increment(
initial_state, expected_reset_value, expected_next_page
):
stream_name = "stream_name"
expected_records = [
Record(data={"id": "abc"}, associated_slice=None, stream_name=stream_name),
Record(data={"id": "def"}, associated_slice=None, stream_name=stream_name),
Record(data={"id": "ghi"}, associated_slice=None, stream_name=stream_name),
Record(data={"id": "jkl"}, associated_slice=None, stream_name=stream_name),
Record(data={"id": "mno"}, associated_slice=None, stream_name=stream_name),
Record(data={"id": "123"}, associated_slice=None, stream_name=stream_name),
Record(data={"id": "456"}, associated_slice=None, stream_name=stream_name),
Record(data={"id": "789"}, associated_slice=None, stream_name=stream_name),
]
response = requests.Response()
response.status_code = 200
response._content = json.dumps(
{"data": [record.data for record in expected_records[:5]]}
).encode("utf-8")
requester = MagicMock()
requester.send_request.side_effect = [
response,
response,
]
record_selector = MagicMock()
record_selector.select_records.side_effect = [
[
expected_records[0],
expected_records[1],
expected_records[2],
expected_records[3],
expected_records[4],
],
[
expected_records[5],
expected_records[6],
expected_records[7],
],
]
page_increment_strategy = PageIncrement(config={}, page_size=5, parameters={})
paginator = DefaultPaginator(
config={},
pagination_strategy=page_increment_strategy,
url_base="https://airbyte.io",
parameters={},
)
stream_slicer = ResumableFullRefreshCursor(parameters={})
if initial_state:
stream_slicer.set_initial_state(initial_state)
retriever = SimpleRetriever(
name=stream_name,
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=record_selector,
stream_slicer=stream_slicer,
cursor=stream_slicer,
parameters={},
config={},
)
stream_slice = list(stream_slicer.stream_slices())[0]
actual_records = [
r for r in retriever.read_records(records_schema={}, stream_slice=stream_slice)
]
assert len(actual_records) == 5
assert actual_records == expected_records[:5]
assert retriever.state == {"next_page_token": expected_next_page}
actual_records = [
r for r in retriever.read_records(records_schema={}, stream_slice=stream_slice)
]
assert len(actual_records) == 3
assert actual_records == expected_records[5:]
assert retriever.state == {"__ab_full_refresh_sync_complete": True}
@pytest.mark.parametrize(
"initial_state, expected_reset_value, expected_next_page",
[
pytest.param(None, None, 1, id="test_initial_sync_no_state"),
pytest.param(
{
"next_page_token": "https://for-all-mankind.nasa.com/api/v1/astronauts?next_page=tracy_stevens"
},
"https://for-all-mankind.nasa.com/api/v1/astronauts?next_page=tracy_stevens",
"https://for-all-mankind.nasa.com/api/v1/astronauts?next_page=gordo_stevens",
id="test_reset_with_next_page_token",
),
],
)
def test_simple_retriever_resumable_full_refresh_cursor_reset_cursor_pagination(
initial_state, expected_reset_value, expected_next_page, requests_mock
):
expected_records = [
Record(data={"name": "ed_baldwin"}, associated_slice=None, stream_name="users"),
Record(data={"name": "danielle_poole"}, associated_slice=None, stream_name="users"),
Record(data={"name": "tracy_stevens"}, associated_slice=None, stream_name="users"),
Record(data={"name": "deke_slayton"}, associated_slice=None, stream_name="users"),
Record(data={"name": "molly_cobb"}, associated_slice=None, stream_name="users"),
Record(data={"name": "gordo_stevens"}, associated_slice=None, stream_name="users"),
Record(data={"name": "margo_madison"}, associated_slice=None, stream_name="users"),
Record(data={"name": "ellen_waverly"}, associated_slice=None, stream_name="users"),
]
content = """
name: users
type: DeclarativeStream
retriever:
type: SimpleRetriever
decoder:
type: JsonDecoder
paginator:
type: "DefaultPaginator"
page_token_option:
type: RequestPath
pagination_strategy:
type: "CursorPagination"
cursor_value: "{{ response.next_page }}"
requester:
path: /astronauts
type: HttpRequester
url_base: "https://for-all-mankind.nasa.com/api/v1"
http_method: GET
authenticator:
type: ApiKeyAuthenticator
api_token: "{{ config['api_key'] }}"
inject_into:
type: RequestOption
field_name: Api-Key
inject_into: header
request_headers: {}
request_body_json: {}
record_selector:
type: RecordSelector
extractor:
type: DpathExtractor
field_path: ["data"]
partition_router: []
primary_key: []
"""
factory = ModelToComponentFactory()
stream_manifest = YamlDeclarativeSource._parse(content)
stream = factory.create_component(
model_type=DeclarativeStreamModel, component_definition=stream_manifest, config={}
)
response_body = {
"data": [r.data for r in expected_records[:5]],
"next_page": "https://for-all-mankind.nasa.com/api/v1/astronauts?next_page=gordo_stevens",
}
requests_mock.get("https://for-all-mankind.nasa.com/api/v1/astronauts", json=response_body)
requests_mock.get(
"https://for-all-mankind.nasa.com/astronauts?next_page=tracy_stevens", json=response_body
)
response_body_2 = {
"data": [r.data for r in expected_records[5:]],
}
requests_mock.get(
"https://for-all-mankind.nasa.com/api/v1/astronauts?next_page=gordo_stevens",
json=response_body_2,
)
stream_slicer = ResumableFullRefreshCursor(parameters={})
if initial_state:
stream_slicer.set_initial_state(initial_state)
stream.retriever.stream_slices = stream_slicer
stream.retriever.cursor = stream_slicer
stream_slice = list(stream_slicer.stream_slices())[0]
actual_records = [
r for r in stream.retriever.read_records(records_schema={}, stream_slice=stream_slice)
]
assert len(actual_records) == 5
assert actual_records == expected_records[:5]
assert stream.retriever.state == {
"next_page_token": "https://for-all-mankind.nasa.com/api/v1/astronauts?next_page=gordo_stevens"
}
requests_mock.get(
"https://for-all-mankind.nasa.com/astronauts?next_page=tracy_stevens", json=response_body
)
requests_mock.get(
"https://for-all-mankind.nasa.com/astronauts?next_page=gordo_stevens", json=response_body_2
)
actual_records = [
r for r in stream.retriever.read_records(records_schema={}, stream_slice=stream_slice)
]
assert len(actual_records) == 3
assert actual_records == expected_records[5:]
assert stream.retriever.state == {"__ab_full_refresh_sync_complete": True}
def test_simple_retriever_resumable_full_refresh_cursor_reset_skip_completed_stream():
expected_records = [
Record(data={"id": "abc"}, associated_slice=None, stream_name="test_stream"),
Record(data={"id": "def"}, associated_slice=None, stream_name="test_stream"),
]
response = requests.Response()
response.status_code = 200
response._content = json.dumps({}).encode("utf-8")
requester = MagicMock()
requester.send_request.side_effect = [
response,
]
record_selector = MagicMock()
record_selector.select_records.return_value = [
expected_records[0],
expected_records[1],
]
page_increment_strategy = PageIncrement(config={}, page_size=5, parameters={})
paginator = DefaultPaginator(
config={},
pagination_strategy=page_increment_strategy,
url_base="https://airbyte.io",
parameters={},
)
paginator.get_initial_token = Mock(wraps=paginator.get_initial_token)
stream_slicer = ResumableFullRefreshCursor(parameters={})
stream_slicer.set_initial_state({"__ab_full_refresh_sync_complete": True})
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=record_selector,
stream_slicer=stream_slicer,
cursor=stream_slicer,
parameters={},
config={},
)
stream_slice = list(stream_slicer.stream_slices())[0]
actual_records = [
r for r in retriever.read_records(records_schema={}, stream_slice=stream_slice)
]
assert len(actual_records) == 0
assert retriever.state == {"__ab_full_refresh_sync_complete": True}
paginator.get_initial_token.assert_not_called()
@pytest.mark.parametrize(
"test_name, paginator_mapping, request_options_provider_mapping, expected_mapping",
[
("test_empty_headers", {}, {}, {}),
(
"test_header_from_pagination_and_slicer",
{"offset": 1000},
{"key": "value"},
{"key": "value", "offset": 1000},
),
("test_header_from_stream_slicer", {}, {"slice": "slice_value"}, {"slice": "slice_value"}),
("test_duplicate_header_slicer_paginator", {"k": "v"}, {"k": "slice_value"}, None),
],
)
def test_get_request_options_from_pagination(
test_name, paginator_mapping, request_options_provider_mapping, expected_mapping
):
# This test does not test request headers because they must be strings
paginator = MagicMock()
paginator.get_request_params.return_value = paginator_mapping
paginator.get_request_body_data.return_value = paginator_mapping
paginator.get_request_body_json.return_value = paginator_mapping
paginator.get_request_params.__name__ = "get_request_params"
paginator.get_request_body_data.__name__ = "get_request_body_data"
paginator.get_request_body_json.__name__ = "get_request_body_json"
request_options_provider = MagicMock()
request_options_provider.get_request_params.return_value = request_options_provider_mapping
request_options_provider.get_request_body_data.return_value = request_options_provider_mapping
request_options_provider.get_request_body_json.return_value = request_options_provider_mapping
request_options_provider.get_request_params.__name__ = "get_request_params"
request_options_provider.get_request_body_data.__name__ = "get_request_body_data"
request_options_provider.get_request_body_json.__name__ = "get_request_body_json"
record_selector = MagicMock()
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=MagicMock(),
record_selector=record_selector,
paginator=paginator,
request_option_provider=request_options_provider,
parameters={},
config={},
)
request_option_type_to_method = {
RequestOptionType.request_parameter: retriever._request_params,
RequestOptionType.body_data: retriever._request_body_data,
RequestOptionType.body_json: retriever._request_body_json,
}
for _, method in request_option_type_to_method.items():
if expected_mapping is not None:
actual_mapping = method(None, None, None)
assert actual_mapping == expected_mapping
else:
try:
method(None, None, None)
assert False
except ValueError:
pass
@pytest.mark.parametrize(
"test_name, paginator_mapping, expected_mapping",
[
("test_only_base_headers", {}, {"key": "value"}),
("test_header_from_pagination", {"offset": 1000}, {"key": "value", "offset": "1000"}),
("test_duplicate_header", {"key": 1000}, None),
],
)
def test_get_request_headers(test_name, paginator_mapping, expected_mapping):
# This test is separate from the other request options because request headers must be strings
paginator = MagicMock()
paginator.get_request_headers.return_value = paginator_mapping
paginator.get_request_headers.__name__ = "get_request_headers"
requester = MagicMock(use_cache=False)
request_option_provider = MagicMock()
request_option_provider.get_request_headers.return_value = {"key": "value"}
request_option_provider.get_request_headers.__name__ = "get_request_headers"
record_selector = MagicMock()
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
record_selector=record_selector,
request_option_provider=request_option_provider,
paginator=paginator,
parameters={},
config={},
)
request_option_type_to_method = {
RequestOptionType.header: retriever._request_headers,
}
for _, method in request_option_type_to_method.items():
if expected_mapping:
actual_mapping = method(None, None, None)
assert actual_mapping == expected_mapping
else:
try:
method(None, None, None)
assert False
except ValueError:
pass
@pytest.mark.parametrize(
"test_name, paginator_mapping, ignore_stream_slicer_parameters_on_paginated_requests, next_page_token, expected_mapping",
[
(
"test_do_not_ignore_stream_slicer_params_if_ignore_is_true_but_no_next_page_token",
{"key_from_pagination": "1000"},
True,
None,
{"key_from_pagination": "1000"},
),
(
"test_do_not_ignore_stream_slicer_params_if_ignore_is_false_and_no_next_page_token",
{"key_from_pagination": "1000"},
False,
None,
{"key_from_pagination": "1000", "key_from_slicer": "value"},
),
(
"test_ignore_stream_slicer_params_on_paginated_request",
{"key_from_pagination": "1000"},
True,
{"page": 2},
{"key_from_pagination": "1000"},
),
(
"test_do_not_ignore_stream_slicer_params_on_paginated_request",
{"key_from_pagination": "1000"},
False,
{"page": 2},
{"key_from_pagination": "1000", "key_from_slicer": "value"},
),
],
)
def test_ignore_request_option_provider_parameters_on_paginated_requests(
test_name,
paginator_mapping,
ignore_stream_slicer_parameters_on_paginated_requests,
next_page_token,
expected_mapping,
):
# This test is separate from the other request options because request headers must be strings
paginator = MagicMock()
paginator.get_request_headers.return_value = paginator_mapping
paginator.get_request_headers.__name__ = "get_request_headers"
requester = MagicMock(use_cache=False)
request_option_provider = MagicMock()
request_option_provider.get_request_headers.return_value = {"key_from_slicer": "value"}
request_option_provider.get_request_headers.__name__ = "get_request_headers"
record_selector = MagicMock()
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
record_selector=record_selector,
request_option_provider=request_option_provider,
paginator=paginator,
ignore_stream_slicer_parameters_on_paginated_requests=ignore_stream_slicer_parameters_on_paginated_requests,
parameters={},
config={},
)
request_option_type_to_method = {
RequestOptionType.header: retriever._request_headers,
}
for _, method in request_option_type_to_method.items():
actual_mapping = method(None, None, next_page_token={"next_page_token": "1000"})
assert actual_mapping == expected_mapping
@pytest.mark.parametrize(
"test_name, request_options_provider_body_data, paginator_body_data, expected_body_data",
[
("test_only_slicer_mapping", {"key": "value"}, {}, {"key": "value"}),
("test_only_slicer_string", "key=value", {}, "key=value"),
(
"test_slicer_mapping_and_paginator_no_duplicate",
{"key": "value"},
{"offset": 1000},
{"key": "value", "offset": 1000},
),
("test_slicer_mapping_and_paginator_with_duplicate", {"key": "value"}, {"key": 1000}, None),
("test_slicer_string_and_paginator", "key=value", {"offset": 1000}, None),
],
)
def test_request_body_data(
test_name, request_options_provider_body_data, paginator_body_data, expected_body_data
):
paginator = MagicMock()
paginator.get_request_body_data.return_value = paginator_body_data
paginator.get_request_body_data.__name__ = "get_request_body_data"
requester = MagicMock(use_cache=False)
request_option_provider = MagicMock()
request_option_provider.get_request_body_data.return_value = request_options_provider_body_data
record_selector = MagicMock()
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
record_selector=record_selector,
paginator=paginator,
request_option_provider=request_option_provider,
parameters={},
config={},
)
if expected_body_data:
actual_body_data = retriever._request_body_data(None, None, None)
assert actual_body_data == expected_body_data
else:
try:
retriever._request_body_data(None, None, None)
assert False
except ValueError:
pass
@pytest.mark.parametrize(
"test_name, requester_path, paginator_path, expected_path",
[
("test_path_from_requester", "/v1/path", None, None),
("test_path_from_paginator", "/v1/path/", "/v2/paginator", "/v2/paginator"),
],
)
def test_path(test_name, requester_path, paginator_path, expected_path):
paginator = MagicMock()
paginator.path.return_value = paginator_path
requester = MagicMock(use_cache=False)
requester.get_path.return_value = requester_path
record_selector = MagicMock()
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
record_selector=record_selector,
paginator=paginator,
parameters={},
config={},
)
actual_path = retriever._paginator_path(next_page_token=None)
assert actual_path == expected_path
def test_limit_stream_slices():
maximum_number_of_slices = 4
stream_slicer = MagicMock()
stream_slicer.stream_slices.return_value = _generate_slices(maximum_number_of_slices * 2)
retriever = SimpleRetrieverTestReadDecorator(
name="stream_name",
primary_key=primary_key,
requester=MagicMock(),
paginator=MagicMock(),
record_selector=MagicMock(),
stream_slicer=stream_slicer,
maximum_number_of_slices=maximum_number_of_slices,
parameters={},
config={},
)
truncated_slices = list(retriever.stream_slices())
assert truncated_slices == _generate_slices(maximum_number_of_slices)
@pytest.mark.parametrize(
"test_name, first_greater_than_second",
[
("test_first_greater_than_second", True),
("test_second_greater_than_first", False),
],
)
def test_when_read_records_then_cursor_close_slice_with_greater_record(
test_name, first_greater_than_second
):
first_record = Record({"first": 1}, StreamSlice(cursor_slice={}, partition={}))
second_record = Record({"second": 2}, StreamSlice(cursor_slice={}, partition={}))
records = [first_record, second_record]
record_selector = MagicMock()
record_selector.select_records.return_value = records
cursor = MagicMock(spec=DeclarativeCursor)
cursor.is_greater_than_or_equal.return_value = first_greater_than_second
paginator = MagicMock()
paginator.get_request_headers.return_value = {}
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=MagicMock(),
paginator=paginator,
record_selector=record_selector,
stream_slicer=cursor,
cursor=cursor,
parameters={},
config={},
)
stream_slice = StreamSlice(cursor_slice={}, partition={"repository": "airbyte"})
def retriever_read_pages(_, __, ___):
return retriever._parse_records(
response=MagicMock(), stream_state={}, stream_slice=stream_slice, records_schema={}
)
with patch.object(
SimpleRetriever,
"_read_pages",
return_value=iter([first_record, second_record]),
side_effect=retriever_read_pages,
):
list(retriever.read_records(stream_slice=stream_slice, records_schema={}))
cursor.close_slice.assert_called_once_with(
stream_slice, first_record if first_greater_than_second else second_record
)
def test_given_stream_data_is_not_record_when_read_records_then_update_slice_with_optional_record():
stream_data = [
AirbyteMessage(
type=Type.LOG, log=AirbyteLogMessage(level=Level.INFO, message="a log message")
)
]
record_selector = MagicMock()
record_selector.select_records.return_value = []
cursor = MagicMock(spec=DeclarativeCursor)
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=MagicMock(),
paginator=Mock(),
record_selector=record_selector,
stream_slicer=cursor,
cursor=cursor,
parameters={},
config={},
)
stream_slice = StreamSlice(cursor_slice={}, partition={"repository": "airbyte"})
def retriever_read_pages(_, __, ___):
return retriever._parse_records(
response=MagicMock(), stream_state={}, stream_slice=stream_slice, records_schema={}
)
with patch.object(
SimpleRetriever,
"_read_pages",
return_value=iter(stream_data),
side_effect=retriever_read_pages,
):
list(retriever.read_records(stream_slice=stream_slice, records_schema={}))
cursor.observe.assert_not_called()
cursor.close_slice.assert_called_once_with(stream_slice, None)
def test_given_initial_token_is_zero_when_read_records_then_pass_initial_token():
record_selector = MagicMock()
record_selector.select_records.return_value = []
cursor = MagicMock(spec=DeclarativeCursor)
paginator = MagicMock()
paginator.get_initial_token.return_value = 0
paginator.next_page_token.return_value = None
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=MagicMock(),
paginator=paginator,
record_selector=record_selector,
stream_slicer=cursor,
cursor=cursor,
parameters={},
config={},
)
stream_slice = StreamSlice(cursor_slice={}, partition={})
response = requests.Response()
response.status_code = 200
response._content = "{}".encode()
with patch.object(
SimpleRetriever,
"_fetch_next_page",
return_value=response,
) as fetch_next_page_mock:
list(retriever.read_records(stream_slice=stream_slice, records_schema={}))
fetch_next_page_mock.assert_called_once_with(
cursor.get_stream_state(), stream_slice, {"next_page_token": 0}
)
def _generate_slices(number_of_slices):
return [{"date": f"2022-01-0{day + 1}"} for day in range(number_of_slices)]
@patch.object(SimpleRetriever, "_read_pages", return_value=iter([]))
def test_given_state_selector_when_read_records_use_stream_state(http_stream_read_pages, mocker):
requester = MagicMock()
paginator = MagicMock()
record_selector = MagicMock()
cursor = MagicMock(spec=DeclarativeCursor)
cursor.select_state = MagicMock(return_value=A_SLICE_STATE)
cursor.get_stream_state = MagicMock(return_value=A_STREAM_STATE)
retriever = SimpleRetriever(
name="stream_name",
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=record_selector,
stream_slicer=cursor,
cursor=cursor,
parameters={},
config={},
)
list(retriever.read_records(stream_slice=A_STREAM_SLICE, records_schema={}))
http_stream_read_pages.assert_called_once_with(mocker.ANY, A_STREAM_STATE, A_STREAM_SLICE)
def test_emit_log_request_response_messages(mocker):
record_selector = MagicMock()
record_selector.select_records.return_value = records
request = requests.PreparedRequest()
request.headers = {"header": "value"}
request.url = "http://byrde.enterprises.com/casinos"
response = requests.Response()
response.request = request
response.status_code = 200
format_http_message_mock = mocker.patch(
"airbyte_cdk.sources.declarative.retrievers.simple_retriever.format_http_message"
)
requester = MagicMock()
# Add __name__ to mock methods
requester.get_request_params.__name__ = "get_request_params"
requester.get_request_headers.__name__ = "get_request_headers"
requester.get_request_body_data.__name__ = "get_request_body_data"
requester.get_request_body_json.__name__ = "get_request_body_json"
# The paginator mock also needs __name__ attributes
paginator = MagicMock()
paginator.get_request_params.__name__ = "get_request_params"
paginator.get_request_headers.__name__ = "get_request_headers"
paginator.get_request_body_data.__name__ = "get_request_body_data"
paginator.get_request_body_json.__name__ = "get_request_body_json"
retriever = SimpleRetrieverTestReadDecorator(
name="stream_name",
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=record_selector,
stream_slicer=SinglePartitionRouter(parameters={}),
parameters={},
config={},
)
retriever._fetch_next_page(
stream_state={}, stream_slice=StreamSlice(cursor_slice={}, partition={})
)
assert retriever.log_formatter is not None
assert retriever.log_formatter(response) == format_http_message_mock.return_value
def test_retriever_last_page_size_for_page_increment():
requester = MagicMock()
requester.send_request.return_value = MagicMock()
paginator = DefaultPaginator(
config={},
pagination_strategy=PageIncrement(config={}, page_size=5, parameters={}),
url_base="https://airbyte.io",
parameters={},
)
retriever = SimpleRetriever(
name="employees",
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=MagicMock(),
stream_slicer=SinglePartitionRouter(parameters={}),
parameters={},
config={},
)
expected_records = [
Record(data={"id": "1a", "name": "Cross Product Sales"}, stream_name="departments"),
Record(data={"id": "2b", "name": "Foreign Exchange"}, stream_name="departments"),
Record(data={"id": "3c", "name": "Wealth Management"}, stream_name="departments"),
Record(data={"id": "4d", "name": "Investment Banking Division"}, stream_name="departments"),
]
def mock_parse_records(response: Optional[requests.Response]) -> Iterable[Record]:
yield from expected_records
actual_records = list(
retriever._read_pages(
records_generator_fn=mock_parse_records,
stream_state={},
stream_slice=StreamSlice(cursor_slice={}, partition={}),
)
)
assert actual_records == expected_records
def test_retriever_last_record_for_page_increment():
requester = MagicMock()
requester.send_request.return_value = MagicMock()
paginator = DefaultPaginator(
config={},
pagination_strategy=CursorPaginationStrategy(
cursor_value="{{ last_record['id'] }}",
stop_condition="{{ last_record['last_record'] }}",
config={},
parameters={},
),
url_base="https://airbyte.io",
parameters={},
)
retriever = SimpleRetriever(
name="employees",
primary_key=primary_key,
requester=requester,
paginator=paginator,
record_selector=MagicMock(),
stream_slicer=SinglePartitionRouter(parameters={}),
parameters={},
config={},
)
expected_records = [
Record(data={"id": "a", "name": "Cross Product Sales"}, stream_name="departments"),
Record(data={"id": "b", "name": "Foreign Exchange"}, stream_name="departments"),
Record(data={"id": "c", "name": "Wealth Management"}, stream_name="departments"),