diff --git a/airbyte_cdk/sources/declarative/declarative_component_schema.yaml b/airbyte_cdk/sources/declarative/declarative_component_schema.yaml index fd8f6f22..8ab117c9 100644 --- a/airbyte_cdk/sources/declarative/declarative_component_schema.yaml +++ b/airbyte_cdk/sources/declarative/declarative_component_schema.yaml @@ -892,6 +892,35 @@ definitions: $parameters: type: object additionalProperties: true + DateTimeNormalizer: + title: DateTime Normalizer + description: Transformation which normalize datetime fields in record to RFC3339. The path of the datetime fields can be nested. + type: object + required: + - type + - field_pointers + properties: + type: + type: string + enum: [DateTimeNormalizer] + field_pointers: + title: Field Paths + description: Array of paths defining the field to normalize. + type: array + items: + items: + type: string + examples: + - ["created_at"] + - [["content", "created_at"]] + datetime_format: + title: DateTime Format + description: Expected datetime format + type: string + examples: + - "%Y-%m-%d %H:%M:%S %Z" + - "%m/%d/%Y %I:%M %p" + - "%A, %B %d, %Y %I:%M:%S %p %Z" JwtAuthenticator: title: JWT Authenticator description: Authenticator for requests using JWT authentication flow. @@ -1237,6 +1266,7 @@ definitions: anyOf: - "$ref": "#/definitions/AddFields" - "$ref": "#/definitions/CustomTransformation" + - "$ref": "#/definitions/DateTimeNormalizer" - "$ref": "#/definitions/RemoveFields" - "$ref": "#/definitions/KeysToLower" - "$ref": "#/definitions/KeysToSnakeCase" @@ -1781,6 +1811,7 @@ definitions: anyOf: - "$ref": "#/definitions/AddFields" - "$ref": "#/definitions/CustomTransformation" + - "$ref": "#/definitions/DateTimeNormalizer" - "$ref": "#/definitions/RemoveFields" - "$ref": "#/definitions/KeysToLower" - "$ref": "#/definitions/KeysToSnakeCase" diff --git a/airbyte_cdk/sources/declarative/models/declarative_component_schema.py b/airbyte_cdk/sources/declarative/models/declarative_component_schema.py index 66b90c5d..4cd08d9f 100644 --- a/airbyte_cdk/sources/declarative/models/declarative_component_schema.py +++ b/airbyte_cdk/sources/declarative/models/declarative_component_schema.py @@ -303,6 +303,26 @@ class Config: type: Optional[Literal["LegacyToPerPartitionStateMigration"]] = None +class DateTimeNormalizer(BaseModel): + type: Literal["DateTimeNormalizer"] + field_pointers: List[List[str]] = Field( + ..., + description="Array of paths defining the field to normalize.", + examples=[["created_at"], [["content", "created_at"]]], + title="Field Paths", + ) + datetime_format: Optional[str] = Field( + None, + description="Expected datetime format", + examples=[ + "%Y-%m-%d %H:%M:%S %Z", + "%m/%d/%Y %I:%M %p", + "%A, %B %d, %Y %I:%M:%S %p %Z", + ], + title="DateTime Format", + ) + + class Algorithm(Enum): HS256 = "HS256" HS384 = "HS384" @@ -1208,6 +1228,8 @@ class ComponentMappingDefinition(BaseModel): "{{ components_values['updates'] }}", "{{ components_values['MetaData']['LastUpdatedTime'] }}", "{{ config['segment_id'] }}", + "{{ stream_slice['parent_id'] }}", + "{{ stream_slice['extra_fields']['name'] }}", ], title="Value", ) @@ -1674,6 +1696,7 @@ class Config: Union[ AddFields, CustomTransformation, + DateTimeNormalizer, RemoveFields, KeysToLower, KeysToSnakeCase, @@ -1848,6 +1871,7 @@ class DynamicSchemaLoader(BaseModel): Union[ AddFields, CustomTransformation, + DateTimeNormalizer, RemoveFields, KeysToLower, KeysToSnakeCase, diff --git a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py index deebbe86..91a2f235 100644 --- a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py +++ b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py @@ -179,6 +179,9 @@ from airbyte_cdk.sources.declarative.models.declarative_component_schema import ( DatetimeBasedCursor as DatetimeBasedCursorModel, ) +from airbyte_cdk.sources.declarative.models.declarative_component_schema import ( + DateTimeNormalizer as DateTimeNormalizerModel, +) from airbyte_cdk.sources.declarative.models.declarative_component_schema import ( DeclarativeStream as DeclarativeStreamModel, ) @@ -396,6 +399,7 @@ RemoveFields, ) from airbyte_cdk.sources.declarative.transformations.add_fields import AddedFieldDefinition +from airbyte_cdk.sources.declarative.transformations.datetime_normalizer import DateTimeNormalizer from airbyte_cdk.sources.declarative.transformations.flatten_fields import ( FlattenFields, ) @@ -473,6 +477,7 @@ def _init_mappings(self) -> None: CustomPartitionRouterModel: self.create_custom_component, CustomTransformationModel: self.create_custom_component, DatetimeBasedCursorModel: self.create_datetime_based_cursor, + DateTimeNormalizerModel: self.create_datetime_normalizer, DeclarativeStreamModel: self.create_declarative_stream, DefaultErrorHandlerModel: self.create_default_error_handler, DefaultPaginatorModel: self.create_default_paginator, @@ -1222,6 +1227,16 @@ def create_datetime_based_cursor( parameters=model.parameters or {}, ) + @staticmethod + def create_datetime_normalizer( + model: DateTimeNormalizerModel, config: Config, **kwargs: Any + ) -> DateTimeNormalizer: + return DateTimeNormalizer( + field_pointers=model.field_pointers, + datetime_format=model.datetime_format, + parameters={}, + ) + def create_declarative_stream( self, model: DeclarativeStreamModel, config: Config, **kwargs: Any ) -> DeclarativeStream: diff --git a/airbyte_cdk/sources/declarative/transformations/datetime_normalizer.py b/airbyte_cdk/sources/declarative/transformations/datetime_normalizer.py new file mode 100644 index 00000000..2124fa61 --- /dev/null +++ b/airbyte_cdk/sources/declarative/transformations/datetime_normalizer.py @@ -0,0 +1,73 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# +import logging +from dataclasses import InitVar, dataclass +from typing import Any, Dict, List, Mapping, Optional + +import dateparser +import dpath + +from airbyte_cdk.sources.declarative.transformations import RecordTransformation +from airbyte_cdk.sources.types import Config, FieldPointer, StreamSlice, StreamState + +logger = logging.getLogger("airbyte") + + +@dataclass +class DateTimeNormalizer(RecordTransformation): + """ + A transformation which transform specified datetime fields into RFC3339 format. + + Usage syntax: + + ```yaml + my_stream: + + transformations: + - type: DateTimeNormalizer + field_pointers: + - ["path", "to", "field1"] + - ["path2"] + ``` + + Attributes: + field_pointers (List[FieldPointer]): pointers to the fields that should be removed + """ + + field_pointers: List[FieldPointer] + parameters: InitVar[Mapping[str, Any]] + datetime_format: Optional[str] = None + + def transform( + self, + record: Dict[str, Any], + config: Optional[Config] = None, + stream_state: Optional[StreamState] = None, + stream_slice: Optional[StreamSlice] = None, + ) -> None: + """ + :param record: The record to be transformed + :return: the input record with the requested fields removed + """ + for pointer in self.field_pointers: + try: + current_date_time_value = dpath.get(record, pointer) # type: ignore [arg-type] + parsed_datetime = self.parse_datetime_to_rfc3339(current_date_time_value) # type: ignore [arg-type] + dpath.set(record, pointer, parsed_datetime) + except dpath.exceptions.PathNotFound: + # if the (potentially nested) property does not exist, silently skip + pass + + def parse_datetime_to_rfc3339(self, datetime_value: str) -> str: + value = dateparser.parse( + datetime_value, + # date_format will be used as the main source of format; will remove + date_formats=[self.datetime_format] if self.datetime_format else None, + settings={"TIMEZONE": "UTC", "RETURN_AS_TIMEZONE_AWARE": True}, + ) + if value: + return value.isoformat() + else: + logger.warning("Could not parse datetime value %s", datetime_value) + return datetime_value diff --git a/poetry.lock b/poetry.lock index 3fdd1acc..4b1a163e 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 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"tzlocal-5.2.tar.gz", hash = "sha256:8d399205578f1a9342816409cc1e46a93ebd5755e39ea2d85334bea911bf0e6e"}, +] + +[package.dependencies] +tzdata = {version = "*", markers = "platform_system == \"Windows\""} + +[package.extras] +devenv = ["check-manifest", "pytest (>=4.3)", "pytest-cov", "pytest-mock (>=3.3)", "zest.releaser"] + [[package]] name = "uc-micro-py" version = "1.0.3" @@ -4864,13 +4867,13 @@ six = "*" [[package]] name = "urllib3" -version = "2.2.3" +version = "2.3.0" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" files = [ - {file = "urllib3-2.2.3-py3-none-any.whl", hash = "sha256:ca899ca043dcb1bafa3e262d73aa25c465bfb49e0bd9dd5d59f1d0acba2f8fac"}, - {file = "urllib3-2.2.3.tar.gz", hash = "sha256:e7d814a81dad81e6caf2ec9fdedb284ecc9c73076b62654547cc64ccdcae26e9"}, + {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"}, + {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"}, ] [package.extras] @@ -5055,4 +5058,4 @@ vector-db-based = ["cohere", "langchain", "openai", "tiktoken"] [metadata] lock-version = "2.0" python-versions = "^3.10,<3.13" -content-hash = "cf5b77735c19b31a1a97e931b736f6ddd7721c607200b1bcb572eef26bace886" +content-hash = "636bf21884019c5baead6e8be914f3ab1523a3105763890a98fc945bbf6a24b9" diff --git a/pyproject.toml b/pyproject.toml index e08e29aa..cfe32163 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -81,6 +81,7 @@ serpyco-rs = "^1.10.2" sqlalchemy = {version = "^2.0,!=2.0.36", optional = true } xmltodict = "^0.13.0" Unidecode = "^1.3" +dateparser = "^1.2.0" [tool.poetry.group.dev.dependencies] freezegun = "*" @@ -102,6 +103,7 @@ types-requests = "^2.32.0.20241016" types-python-dateutil = "^2.9.0.20241003" types-pyyaml = "^6.0.12.20240917" types-cachetools = "^5.5.0.20240820" +types-dateparser = "^1.2.0.20240420" [tool.poetry.extras] file-based = ["avro", "fastavro", "pyarrow", "unstructured", "pdf2image", "pdfminer.six", "unstructured.pytesseract", "pytesseract", "markdown", "python-calamine", "python-snappy"]