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[low-code connectors] Cartesian product stream slicer (#13740)
* list slicer * Add comment * product stream slicer * comment * rename * format * Update comment * split on 2 lines for readability * Revert "rename" This reverts commit e801f2d.
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.../python/airbyte_cdk/sources/declarative/stream_slicers/cartesian_product_stream_slicer.py
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# | ||
# Copyright (c) 2022 Airbyte, Inc., all rights reserved. | ||
# | ||
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import itertools | ||
from collections import ChainMap | ||
from typing import Any, Iterable, List, Mapping | ||
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from airbyte_cdk.models import SyncMode | ||
from airbyte_cdk.sources.declarative.stream_slicers.stream_slicer import StreamSlicer | ||
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class CartesianProductStreamSlicer(StreamSlicer): | ||
""" | ||
Stream slicers that iterates over the cartesian product of input stream slicers | ||
Given 2 stream slicers with the following slices: | ||
A: [{"i": 0}, {"i": 1}, {"i": 2}] | ||
B: [{"s": "hello"}, {"s": "world"}] | ||
the resulting stream slices are | ||
[ | ||
{"i": 0, "s": "hello"}, | ||
{"i": 0, "s": "world"}, | ||
{"i": 1, "s": "hello"}, | ||
{"i": 1, "s": "world"}, | ||
{"i": 2, "s": "hello"}, | ||
{"i": 2, "s": "world"}, | ||
] | ||
""" | ||
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def __init__(self, stream_slicers: List[StreamSlicer]): | ||
self._stream_slicers = stream_slicers | ||
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def stream_slices(self, sync_mode: SyncMode, stream_state: Mapping[str, Any]) -> Iterable[Mapping[str, Any]]: | ||
sub_slices = (s.stream_slices(sync_mode, stream_state) for s in self._stream_slicers) | ||
return (ChainMap(*a) for a in itertools.product(*sub_slices)) |
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...hon/unit_tests/sources/declarative/stream_slicers/test_cartesian_product_stream_slicer.py
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# | ||
# Copyright (c) 2022 Airbyte, Inc., all rights reserved. | ||
# | ||
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import pytest as pytest | ||
from airbyte_cdk.models import SyncMode | ||
from airbyte_cdk.sources.declarative.interpolation.interpolated_string import InterpolatedString | ||
from airbyte_cdk.sources.declarative.stream_slicers.cartesian_product_stream_slicer import CartesianProductStreamSlicer | ||
from airbyte_cdk.sources.declarative.stream_slicers.datetime_stream_slicer import DatetimeStreamSlicer | ||
from airbyte_cdk.sources.declarative.stream_slicers.list_stream_slicer import ListStreamSlicer | ||
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@pytest.mark.parametrize( | ||
"test_name, stream_slicers, expected_slices", | ||
[ | ||
( | ||
"test_single_stream_slicer", | ||
[ListStreamSlicer(["customer", "store", "subscription"], {"owner_resource": "{{ slice_value }}"}, None)], | ||
[{"owner_resource": "customer"}, {"owner_resource": "store"}, {"owner_resource": "subscription"}], | ||
), | ||
( | ||
"test_two_stream_slicers", | ||
[ | ||
ListStreamSlicer(["customer", "store", "subscription"], {"owner_resource": "{{ slice_value }}"}, None), | ||
ListStreamSlicer(["A", "B"], {"letter": "{{ slice_value }}"}, None), | ||
], | ||
[ | ||
{"owner_resource": "customer", "letter": "A"}, | ||
{"owner_resource": "customer", "letter": "B"}, | ||
{"owner_resource": "store", "letter": "A"}, | ||
{"owner_resource": "store", "letter": "B"}, | ||
{"owner_resource": "subscription", "letter": "A"}, | ||
{"owner_resource": "subscription", "letter": "B"}, | ||
], | ||
), | ||
( | ||
"test_list_and_datetime", | ||
[ | ||
ListStreamSlicer(["customer", "store", "subscription"], {"owner_resource": "{{ slice_value }}"}, None), | ||
DatetimeStreamSlicer( | ||
InterpolatedString("2021-01-01"), InterpolatedString("2021-01-03"), "1d", InterpolatedString(""), "%Y-%m-%d", None | ||
), | ||
], | ||
[ | ||
{"owner_resource": "customer", "start_date": "2021-01-01", "end_date": "2021-01-01"}, | ||
{"owner_resource": "customer", "start_date": "2021-01-02", "end_date": "2021-01-02"}, | ||
{"owner_resource": "customer", "start_date": "2021-01-03", "end_date": "2021-01-03"}, | ||
{"owner_resource": "store", "start_date": "2021-01-01", "end_date": "2021-01-01"}, | ||
{"owner_resource": "store", "start_date": "2021-01-02", "end_date": "2021-01-02"}, | ||
{"owner_resource": "store", "start_date": "2021-01-03", "end_date": "2021-01-03"}, | ||
{"owner_resource": "subscription", "start_date": "2021-01-01", "end_date": "2021-01-01"}, | ||
{"owner_resource": "subscription", "start_date": "2021-01-02", "end_date": "2021-01-02"}, | ||
{"owner_resource": "subscription", "start_date": "2021-01-03", "end_date": "2021-01-03"}, | ||
], | ||
), | ||
], | ||
) | ||
def test_substream_slicer(test_name, stream_slicers, expected_slices): | ||
slicer = CartesianProductStreamSlicer(stream_slicers) | ||
slices = [s for s in slicer.stream_slices(SyncMode.incremental, stream_state=None)] | ||
assert slices == expected_slices |