Merge branch 'lazebnyi/add-dynamic-schema-loader' of github.com:airbytehq/airbyte-python-cdk into lazebnyi/add-dynamic-schema-loader

Author: lazebnyi

airbyte_cdk/sources/declarative/declarative_component_schema.yaml

@@ -1331,6 +1331,19 @@ definitions:
       $parameters:
         type: object
         additionalProperties: true
+  ResponseToFileExtractor:
+    title: CSV To File Extractor
+    description: A record extractor designed for handling large responses that may exceed memory limits (to prevent OOM issues). It downloads a CSV file to disk, reads the data from disk, and deletes the file once it has been fully processed.
+    type: object
+    required:
+      - type
+    properties:
+      type:
+        type: string
+        enum: [ResponseToFileExtractor]
+      $parameters:
+        type: object
+        additionalProperties: true
   ExponentialBackoffStrategy:
     title: Exponential Backoff
     description: Backoff strategy with an exponential backoff interval. The interval is defined as factor * 2^attempt_count.
@@ -2766,6 +2779,12 @@ definitions:
         anyOf:
           - "$ref": "#/definitions/CustomRecordExtractor"
           - "$ref": "#/definitions/DpathExtractor"
+      download_extractor:
+        description: Responsible for fetching the records from provided urls.
+        anyOf:
+          - "$ref": "#/definitions/CustomRecordExtractor"
+          - "$ref": "#/definitions/DpathExtractor"
+          - "$ref": "#/definitions/ResponseToFileExtractor"
       creation_requester:
         description: Requester component that describes how to prepare HTTP requests to send to the source API to create the async server-side job.
         anyOf:
@@ -2820,6 +2839,16 @@ definitions:
           - "$ref": "#/definitions/IterableDecoder"
           - "$ref": "#/definitions/XmlDecoder"
           - "$ref": "#/definitions/GzipJsonDecoder"
+      download_decoder:
+        title: Download Decoder
+        description: Component decoding the download response so records can be extracted.
+        anyOf:
+          - "$ref": "#/definitions/CustomDecoder"
+          - "$ref": "#/definitions/JsonDecoder"
+          - "$ref": "#/definitions/JsonlDecoder"
+          - "$ref": "#/definitions/IterableDecoder"
+          - "$ref": "#/definitions/XmlDecoder"
+          - "$ref": "#/definitions/GzipJsonDecoder"
       $parameters:
         type: object
         additionalProperties: true

airbyte_cdk/sources/declarative/extractors/response_to_file_extractor.py

@@ -6,6 +6,7 @@
 import uuid
 import zlib
 from contextlib import closing
+from dataclasses import InitVar, dataclass
 from typing import Any, Dict, Iterable, Mapping, Optional, Tuple
 
 import pandas as pd
@@ -19,6 +20,7 @@
 DOWNLOAD_CHUNK_SIZE: int = 1024 * 10
 
 
+@dataclass
 class ResponseToFileExtractor(RecordExtractor):
     """
     This class is used when having very big HTTP responses (usually streamed) which would require too much memory so we use disk space as
@@ -28,7 +30,9 @@ class ResponseToFileExtractor(RecordExtractor):
     a first iteration so we will only support CSV parsing using pandas as salesforce and sendgrid were doing.
     """
 
-    def __init__(self) -> None:
+    parameters: InitVar[Mapping[str, Any]]
+
+    def __post_init__(self, parameters: Mapping[str, Any]) -> None:
         self.logger = logging.getLogger("airbyte")
 
     def _get_response_encoding(self, headers: Dict[str, Any]) -> str:

airbyte_cdk/sources/declarative/models/declarative_component_schema.py

@@ -567,6 +567,11 @@ class DpathExtractor(BaseModel):
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
 
 
+class ResponseToFileExtractor(BaseModel):
+    type: Literal["ResponseToFileExtractor"]
+    parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
+
+
 class ExponentialBackoffStrategy(BaseModel):
     type: Literal["ExponentialBackoffStrategy"]
     factor: Optional[Union[float, str]] = Field(
@@ -1835,6 +1840,9 @@ class AsyncRetriever(BaseModel):
         ...,
         description="Responsible for fetching the final result `urls` provided by the completed / finished / ready async job.",
     )
+    download_extractor: Optional[
+        Union[CustomRecordExtractor, DpathExtractor, ResponseToFileExtractor]
+    ] = Field(None, description="Responsible for fetching the records from provided urls.")
     creation_requester: Union[CustomRequester, HttpRequester] = Field(
         ...,
         description="Requester component that describes how to prepare HTTP requests to send to the source API to create the async server-side job.",
@@ -1885,6 +1893,20 @@ class AsyncRetriever(BaseModel):
         description="Component decoding the response so records can be extracted.",
         title="Decoder",
     )
+    download_decoder: Optional[
+        Union[
+            CustomDecoder,
+            JsonDecoder,
+            JsonlDecoder,
+            IterableDecoder,
+            XmlDecoder,
+            GzipJsonDecoder,
+        ]
+    ] = Field(
+        None,
+        description="Component decoding the download response so records can be extracted.",
+        title="Download Decoder",
+    )
     parameters: Optional[Dict[str, Any]] = Field(None, alias="$parameters")
 
 

airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py

@@ -273,6 +273,9 @@
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     RequestPath as RequestPathModel,
 )
+from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
+    ResponseToFileExtractor as ResponseToFileExtractorModel,
+)
 from airbyte_cdk.sources.declarative.models.declarative_component_schema import (
     SchemaTypeIdentifier as SchemaTypeIdentifierModel,
 )
@@ -440,6 +443,7 @@ def _init_mappings(self) -> None:
             DefaultErrorHandlerModel: self.create_default_error_handler,
             DefaultPaginatorModel: self.create_default_paginator,
             DpathExtractorModel: self.create_dpath_extractor,
+            ResponseToFileExtractorModel: self.create_response_to_file_extractor,
             ExponentialBackoffStrategyModel: self.create_exponential_backoff_strategy,
             SessionTokenAuthenticatorModel: self.create_session_token_authenticator,
             HttpRequesterModel: self.create_http_requester,
@@ -1471,6 +1475,13 @@ def create_dpath_extractor(
             parameters=model.parameters or {},
         )
 
+    def create_response_to_file_extractor(
+        self,
+        model: ResponseToFileExtractorModel,
+        **kwargs: Any,
+    ) -> ResponseToFileExtractor:
+        return ResponseToFileExtractor(parameters=model.parameters or {})
+
     @staticmethod
     def create_exponential_backoff_strategy(
         model: ExponentialBackoffStrategyModel, config: Config
@@ -2092,6 +2103,7 @@ def create_async_retriever(
             model=model.record_selector,
             config=config,
             decoder=decoder,
+            name=name,
             transformations=transformations,
             client_side_incremental_sync=client_side_incremental_sync,
         )
@@ -2109,16 +2121,36 @@ def create_async_retriever(
             name=f"job polling - {name}",
         )
         job_download_components_name = f"job download - {name}"
+        download_decoder = (
+            self._create_component_from_model(model=model.download_decoder, config=config)
+            if model.download_decoder
+            else JsonDecoder(parameters={})
+        )
+        download_extractor = (
+            self._create_component_from_model(
+                model=model.download_extractor,
+                config=config,
+                decoder=download_decoder,
+                parameters=model.parameters,
+            )
+            if model.download_extractor
+            else DpathExtractor(
+                [],
+                config=config,
+                decoder=download_decoder,
+                parameters=model.parameters or {},
+            )
+        )
         download_requester = self._create_component_from_model(
             model=model.download_requester,
-            decoder=decoder,
+            decoder=download_decoder,
             config=config,
             name=job_download_components_name,
         )
         download_retriever = SimpleRetriever(
             requester=download_requester,
             record_selector=RecordSelector(
-                extractor=ResponseToFileExtractor(),
+                extractor=download_extractor,
                 name=name,
                 record_filter=None,
                 transformations=[],

airbyte_cdk/sources/declarative/requesters/http_job_repository.py

@@ -42,7 +42,7 @@ class AsyncHttpJobRepository(AsyncJobRepository):
 
     job_timeout: Optional[timedelta] = None
     record_extractor: RecordExtractor = field(
-        init=False, repr=False, default_factory=lambda: ResponseToFileExtractor()
+        init=False, repr=False, default_factory=lambda: ResponseToFileExtractor({})
     )
 
     def __post_init__(self) -> None:

unit_tests/sources/declarative/extractors/test_response_to_file_extractor.py

@@ -14,7 +14,7 @@
 
 class ResponseToFileExtractorTest(TestCase):
     def setUp(self) -> None:
-        self._extractor = ResponseToFileExtractor()
+        self._extractor = ResponseToFileExtractor({})
         self._http_mocker = requests_mock.Mocker()
         self._http_mocker.__enter__()
 
@@ -76,7 +76,7 @@ def large_event_response_fixture():
 @pytest.mark.limit_memory("20 MB")
 def test_response_to_file_extractor_memory_usage(requests_mock, large_events_response):
     lines_in_response, file_path = large_events_response
-    extractor = ResponseToFileExtractor()
+    extractor = ResponseToFileExtractor({})
 
     url = "https://for-all-mankind.nasa.com/api/v1/users/users1"
     requests_mock.get(url, body=open(file_path, "rb"))

unit_tests/sources/declarative/parsers/test_model_to_component_factory.py

@@ -4,11 +4,12 @@
 
 # mypy: ignore-errors
 import datetime
-from typing import Any, Mapping
+from typing import Any, Iterable, Mapping
 
 import freezegun
 import pendulum
 import pytest
+import requests
 
 from airbyte_cdk import AirbyteTracedException
 from airbyte_cdk.models import FailureType, Level
@@ -27,6 +28,7 @@
 from airbyte_cdk.sources.declarative.declarative_stream import DeclarativeStream
 from airbyte_cdk.sources.declarative.decoders import JsonDecoder, PaginationDecoderDecorator
 from airbyte_cdk.sources.declarative.extractors import DpathExtractor, RecordFilter, RecordSelector
+from airbyte_cdk.sources.declarative.extractors.record_extractor import RecordExtractor
 from airbyte_cdk.sources.declarative.extractors.record_filter import (
     ClientSideIncrementalRecordFilterDecorator,
 )
@@ -47,6 +49,9 @@
 from airbyte_cdk.sources.declarative.models import (
     CustomPartitionRouter as CustomPartitionRouterModel,
 )
+from airbyte_cdk.sources.declarative.models import (
+    CustomRecordExtractor as CustomRecordExtractorModel,
+)
 from airbyte_cdk.sources.declarative.models import CustomSchemaLoader as CustomSchemaLoaderModel
 from airbyte_cdk.sources.declarative.models import DatetimeBasedCursor as DatetimeBasedCursorModel
 from airbyte_cdk.sources.declarative.models import DeclarativeStream as DeclarativeStreamModel
@@ -3271,3 +3276,20 @@ def test_create_concurrent_cursor_uses_min_max_datetime_format_if_defined():
         "state_type": "date-range",
         "legacy": {},
     }
+
+
+class CustomRecordExtractor(RecordExtractor):
+    def extract_records(
+        self,
+        response: requests.Response,
+    ) -> Iterable[Mapping[str, Any]]:
+        yield from response.json()
+
+
+def test_create_custom_record_extractor():
+    definition = {
+        "type": "CustomRecordExtractor",
+        "class_name": "unit_tests.sources.declarative.parsers.test_model_to_component_factory.CustomRecordExtractor",
+    }
+    component = factory.create_component(CustomRecordExtractorModel, definition, {})
+    assert isinstance(component, CustomRecordExtractor)

unit_tests/sources/declarative/requesters/test_http_job_repository.py

@@ -95,7 +95,7 @@ def setUp(self) -> None:
                 stream_response=True,
             ),
             record_selector=RecordSelector(
-                extractor=ResponseToFileExtractor(),
+                extractor=ResponseToFileExtractor({}),
                 record_filter=None,
                 transformations=[],
                 schema_normalization=TypeTransformer(TransformConfig.NoTransform),