|
1 | 1 | # |
2 | 2 | # Copyright (c) 2025 Airbyte, Inc., all rights reserved. |
3 | 3 | # |
| 4 | + |
| 5 | +import json |
| 6 | +from unittest.mock import MagicMock |
| 7 | + |
| 8 | +import freezegun |
| 9 | + |
| 10 | +from airbyte_cdk.models import ( |
| 11 | + AirbyteStateBlob, |
| 12 | + AirbyteStateMessage, |
| 13 | + AirbyteStateType, |
| 14 | + AirbyteStreamState, |
| 15 | + ConfiguredAirbyteCatalog, |
| 16 | + ConfiguredAirbyteStream, |
| 17 | + DestinationSyncMode, |
| 18 | + StreamDescriptor, |
| 19 | + Type, |
| 20 | +) |
| 21 | +from airbyte_cdk.sources.declarative.concurrent_declarative_source import ( |
| 22 | + ConcurrentDeclarativeSource, |
| 23 | +) |
| 24 | +from airbyte_cdk.test.mock_http import HttpMocker, HttpRequest, HttpResponse |
| 25 | + |
| 26 | +_CONFIG = {"start_date": "2024-07-01T00:00:00.000Z"} |
| 27 | +_MANIFEST = { |
| 28 | + "version": "6.0.0", |
| 29 | + "type": "DeclarativeSource", |
| 30 | + "check": {"type": "CheckStream", "stream_names": ["TestStream"]}, |
| 31 | + "definitions": { |
| 32 | + "TestStream": { |
| 33 | + "type": "DeclarativeStream", |
| 34 | + "name": "TestStream", |
| 35 | + "primary_key": [], |
| 36 | + "schema_loader": { |
| 37 | + "type": "InlineSchemaLoader", |
| 38 | + "schema": { |
| 39 | + "$schema": "http://json-schema.org/schema#", |
| 40 | + "properties": {}, |
| 41 | + "type": "object", |
| 42 | + }, |
| 43 | + }, |
| 44 | + "retriever": { |
| 45 | + "type": "SimpleRetriever", |
| 46 | + "lazy_read_pointer": ["items"], |
| 47 | + "requester": { |
| 48 | + "type": "HttpRequester", |
| 49 | + "url_base": "https://api.test.com", |
| 50 | + "path": "parent/{{ stream_partition.parent_id }}/items", |
| 51 | + "http_method": "GET", |
| 52 | + "authenticator": { |
| 53 | + "type": "ApiKeyAuthenticator", |
| 54 | + "header": "apikey", |
| 55 | + "api_token": "{{ config['api_key'] }}", |
| 56 | + }, |
| 57 | + }, |
| 58 | + "record_selector": { |
| 59 | + "type": "RecordSelector", |
| 60 | + "extractor": {"type": "DpathExtractor", "field_path": ["data"]}, |
| 61 | + }, |
| 62 | + "paginator": { |
| 63 | + "type": "DefaultPaginator", |
| 64 | + "page_token_option": { |
| 65 | + "type": "RequestOption", |
| 66 | + "inject_into": "request_parameter", |
| 67 | + "field_name": "starting_after" |
| 68 | + }, |
| 69 | + "pagination_strategy": { |
| 70 | + "type": "CursorPagination", |
| 71 | + "cursor_value": '{{ response["data"][-1]["id"] }}', |
| 72 | + "stop_condition": '{{ not response.get("has_more", False) }}' |
| 73 | + } |
| 74 | + }, |
| 75 | + "partition_router": { |
| 76 | + "type": "SubstreamPartitionRouter", |
| 77 | + "parent_stream_configs": [ |
| 78 | + { |
| 79 | + "type": "ParentStreamConfig", |
| 80 | + "parent_key": "id", |
| 81 | + "partition_field": "parent_id", |
| 82 | + "stream": { |
| 83 | + "type": "DeclarativeStream", |
| 84 | + "name": "parent", |
| 85 | + "retriever": { |
| 86 | + "type": "SimpleRetriever", |
| 87 | + "requester": { |
| 88 | + "type": "HttpRequester", |
| 89 | + "url_base": "https://api.test.com", |
| 90 | + "path": "/parents", |
| 91 | + "http_method": "GET", |
| 92 | + "authenticator": { |
| 93 | + "type": "ApiKeyAuthenticator", |
| 94 | + "header": "apikey", |
| 95 | + "api_token": "{{ config['api_key'] }}", |
| 96 | + }, |
| 97 | + }, |
| 98 | + "record_selector": { |
| 99 | + "type": "RecordSelector", |
| 100 | + "extractor": { |
| 101 | + "type": "DpathExtractor", |
| 102 | + "field_path": ["data"], |
| 103 | + }, |
| 104 | + }, |
| 105 | + }, |
| 106 | + "schema_loader": { |
| 107 | + "type": "InlineSchemaLoader", |
| 108 | + "schema": { |
| 109 | + "$schema": "http://json-schema.org/schema#", |
| 110 | + "properties": {"id": {"type": "integer"}}, |
| 111 | + "type": "object", |
| 112 | + }, |
| 113 | + }, |
| 114 | + }, |
| 115 | + } |
| 116 | + ], |
| 117 | + }, |
| 118 | + }, |
| 119 | + "incremental_sync": { |
| 120 | + "type": "DatetimeBasedCursor", |
| 121 | + "start_datetime": { |
| 122 | + "datetime": "{{ format_datetime(config['start_date'], '%Y-%m-%d') }}" |
| 123 | + }, |
| 124 | + "end_datetime": {"datetime": "{{ now_utc().strftime('%Y-%m-%d') }}"}, |
| 125 | + "datetime_format": "%Y-%m-%d", |
| 126 | + "cursor_datetime_formats": ["%Y-%m-%d", "%Y-%m-%dT%H:%M:%S"], |
| 127 | + "cursor_granularity": "P1D", |
| 128 | + "step": "P15D", |
| 129 | + "cursor_field": "updated_at", |
| 130 | + "start_time_option": { |
| 131 | + "type": "RequestOption", |
| 132 | + "field_name": "start", |
| 133 | + "inject_into": "request_parameter", |
| 134 | + }, |
| 135 | + "end_time_option": { |
| 136 | + "type": "RequestOption", |
| 137 | + "field_name": "end", |
| 138 | + "inject_into": "request_parameter", |
| 139 | + }, |
| 140 | + }, |
| 141 | + }, |
| 142 | + }, |
| 143 | + "streams": [{"$ref": "#/definitions/TestStream"}], |
| 144 | + "spec": { |
| 145 | + "connection_specification": { |
| 146 | + "$schema": "http://json-schema.org/draft-07/schema#", |
| 147 | + "type": "object", |
| 148 | + "required": [], |
| 149 | + "properties": {}, |
| 150 | + "additionalProperties": True, |
| 151 | + }, |
| 152 | + "documentation_url": "https://example.org", |
| 153 | + "type": "Spec", |
| 154 | + }, |
| 155 | +} |
| 156 | + |
| 157 | + |
| 158 | +def to_configured_stream( |
| 159 | + stream, |
| 160 | + sync_mode=None, |
| 161 | + destination_sync_mode=DestinationSyncMode.append, |
| 162 | + cursor_field=None, |
| 163 | + primary_key=None, |
| 164 | +) -> ConfiguredAirbyteStream: |
| 165 | + return ConfiguredAirbyteStream( |
| 166 | + stream=stream, |
| 167 | + sync_mode=sync_mode, |
| 168 | + destination_sync_mode=destination_sync_mode, |
| 169 | + cursor_field=cursor_field, |
| 170 | + primary_key=primary_key, |
| 171 | + ) |
| 172 | + |
| 173 | + |
| 174 | +def to_configured_catalog( |
| 175 | + configured_streams, |
| 176 | +) -> ConfiguredAirbyteCatalog: |
| 177 | + return ConfiguredAirbyteCatalog(streams=configured_streams) |
| 178 | + |
| 179 | + |
| 180 | +def create_configured_catalog( |
| 181 | + source: ConcurrentDeclarativeSource, config: dict |
| 182 | +) -> ConfiguredAirbyteCatalog: |
| 183 | + """ |
| 184 | + Discovers streams from the source and converts them into a configured catalog. |
| 185 | + """ |
| 186 | + actual_catalog = source.discover(logger=source.logger, config=config) |
| 187 | + configured_streams = [ |
| 188 | + to_configured_stream(stream, primary_key=stream.source_defined_primary_key) |
| 189 | + for stream in actual_catalog.streams |
| 190 | + ] |
| 191 | + return to_configured_catalog(configured_streams) |
| 192 | + |
| 193 | + |
| 194 | +def get_records( |
| 195 | + source: ConcurrentDeclarativeSource, |
| 196 | + config: dict, |
| 197 | + catalog: ConfiguredAirbyteCatalog, |
| 198 | + state: list = None, |
| 199 | +) -> list: |
| 200 | + """ |
| 201 | + Reads records from the source given a configuration, catalog, and optional state. |
| 202 | + Returns a list of record data dictionaries. |
| 203 | + """ |
| 204 | + return [ |
| 205 | + message.record.data |
| 206 | + for message in source.read(logger=MagicMock(), config=config, catalog=catalog, state=state) |
| 207 | + if message.type == Type.RECORD |
| 208 | + ] |
| 209 | + |
| 210 | + |
| 211 | +@freezegun.freeze_time("2024-07-15") |
| 212 | +def test_retriever_with_lazy_reading(): |
| 213 | + """Test the lazy loading behavior of the SimpleRetriever with paginated substream data.""" |
| 214 | + with HttpMocker() as http_mocker: |
| 215 | + http_mocker.get( |
| 216 | + HttpRequest(url="https://api.test.com/parents"), |
| 217 | + HttpResponse( |
| 218 | + body=json.dumps( |
| 219 | + { |
| 220 | + "data": [ |
| 221 | + {"id": 1, "name": "parent_1", "updated_at": "2024-07-13", "items": {"data": [{"id": 1}, {"id": 2}], "has_more": True}}, |
| 222 | + {"id": 2, "name": "parent_2", "updated_at": "2024-07-13", "items": {"data": [{"id": 3}, {"id": 4}], "has_more": False}}, |
| 223 | + ], |
| 224 | + "has_more": False |
| 225 | + } |
| 226 | + ) |
| 227 | + ), |
| 228 | + ) |
| 229 | + |
| 230 | + http_mocker.get( |
| 231 | + HttpRequest(url="https://api.test.com/parent/1/items?starting_after=2&start=2024-07-01&end=2024-07-15"), |
| 232 | + HttpResponse( |
| 233 | + body=json.dumps( |
| 234 | + { |
| 235 | + "data": [{"id": 5}, {"id": 6}], |
| 236 | + "has_more": True |
| 237 | + } |
| 238 | + ) |
| 239 | + ), |
| 240 | + ) |
| 241 | + |
| 242 | + http_mocker.get( |
| 243 | + HttpRequest(url="https://api.test.com/parent/1/items?starting_after=6&start=2024-07-01&end=2024-07-15"), |
| 244 | + HttpResponse( |
| 245 | + body=json.dumps( |
| 246 | + { |
| 247 | + "data": [{"id": 7}], |
| 248 | + "has_more": False |
| 249 | + } |
| 250 | + ) |
| 251 | + ), |
| 252 | + ) |
| 253 | + |
| 254 | + source = ConcurrentDeclarativeSource( |
| 255 | + source_config=_MANIFEST, config=_CONFIG, catalog=None, state=None |
| 256 | + ) |
| 257 | + configured_catalog = create_configured_catalog(source, _CONFIG) |
| 258 | + |
| 259 | + # Test full data retrieval (without state) |
| 260 | + full_records = get_records(source, _CONFIG, configured_catalog) |
| 261 | + expected_full = [ |
| 262 | + {"id": 1}, |
| 263 | + {"id": 2}, |
| 264 | + {"id": 5}, |
| 265 | + {"id": 6}, |
| 266 | + {"id": 7}, |
| 267 | + {"id": 3}, |
| 268 | + {"id": 4}, |
| 269 | + ] |
| 270 | + assert expected_full == full_records |
| 271 | + |
| 272 | + |
| 273 | +@freezegun.freeze_time("2024-07-15") |
| 274 | +def test_incremental_sync_with_state(): |
| 275 | + """Test incremental sync behavior using state to fetch only new records.""" |
| 276 | + with HttpMocker() as http_mocker: |
| 277 | + http_mocker.get( |
| 278 | + HttpRequest(url="https://api.test.com/parents"), |
| 279 | + HttpResponse( |
| 280 | + body=json.dumps( |
| 281 | + { |
| 282 | + "data": [ |
| 283 | + {"id": 1, "name": "parent_1", "updated_at": "2024-07-13", |
| 284 | + "items": {"data": [{"id": 1}, {"id": 2}], "has_more": False}}, |
| 285 | + {"id": 2, "name": "parent_2", "updated_at": "2024-07-13", |
| 286 | + "items": {"data": [{"id": 3}, {"id": 4}], "has_more": False}}, |
| 287 | + ], |
| 288 | + "has_more": False |
| 289 | + } |
| 290 | + ) |
| 291 | + ), |
| 292 | + ) |
| 293 | + |
| 294 | + http_mocker.get( |
| 295 | + HttpRequest(url="https://api.test.com/parent/1/items?start=2024-07-13&end=2024-07-15"), |
| 296 | + HttpResponse( |
| 297 | + body=json.dumps( |
| 298 | + { |
| 299 | + "data": [{"id": 10, "updated_at": "2024-07-13"}], |
| 300 | + "has_more": False |
| 301 | + } |
| 302 | + ) |
| 303 | + ), |
| 304 | + ) |
| 305 | + http_mocker.get( |
| 306 | + HttpRequest(url="https://api.test.com/parent/2/items?start=2024-07-13&end=2024-07-15"), |
| 307 | + HttpResponse( |
| 308 | + body=json.dumps( |
| 309 | + { |
| 310 | + "data": [{"id": 11, "updated_at": "2024-07-13"}], |
| 311 | + "has_more": False |
| 312 | + } |
| 313 | + ) |
| 314 | + ), |
| 315 | + ) |
| 316 | + |
| 317 | + state = [ |
| 318 | + AirbyteStateMessage( |
| 319 | + type=AirbyteStateType.STREAM, |
| 320 | + stream=AirbyteStreamState( |
| 321 | + stream_descriptor=StreamDescriptor(name="TestStream", namespace=None), |
| 322 | + stream_state=AirbyteStateBlob(updated_at="2024-07-13"), |
| 323 | + ), |
| 324 | + ) |
| 325 | + ] |
| 326 | + source = ConcurrentDeclarativeSource( |
| 327 | + source_config=_MANIFEST, config=_CONFIG, catalog=None, state=state |
| 328 | + ) |
| 329 | + configured_catalog = create_configured_catalog(source, _CONFIG) |
| 330 | + |
| 331 | + # Test incremental data retrieval (with state) |
| 332 | + incremental_records = get_records(source, _CONFIG, configured_catalog, state) |
| 333 | + expected_incremental = [ |
| 334 | + {"id": 10, "updated_at": "2024-07-13"}, |
| 335 | + {"id": 11, "updated_at": "2024-07-13"}, |
| 336 | + ] |
| 337 | + assert expected_incremental == incremental_records |
| 338 | + |
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