From 8b3d2f7281f583f8b87914036c0ce2470a961af9 Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Mon, 23 Dec 2024 15:51:14 +0100 Subject: [PATCH 01/13] DatetimeParser: ref to use datetimeparser Signed-off-by: Artem Inzhyyants --- poetry.lock | 45 ++++++++++++++++++++++++++++++++++++++++++--- pyproject.toml | 1 + 2 files changed, 43 insertions(+), 3 deletions(-) diff --git a/poetry.lock b/poetry.lock index 3fdd1acc..0dedf5bd 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. [[package]] name = "aiohappyeyeballs" @@ -905,6 +905,28 @@ files = [ marshmallow = ">=3.18.0,<4.0.0" typing-inspect = ">=0.4.0,<1" +[[package]] +name = "dateparser" +version = "1.2.0" +description = "Date parsing library designed to parse dates from HTML pages" +optional = false +python-versions = ">=3.7" +files = [ + {file = "dateparser-1.2.0-py2.py3-none-any.whl", hash = "sha256:0b21ad96534e562920a0083e97fd45fa959882d4162acc358705144520a35830"}, + {file = "dateparser-1.2.0.tar.gz", hash = "sha256:7975b43a4222283e0ae15be7b4999d08c9a70e2d378ac87385b1ccf2cffbbb30"}, +] + +[package.dependencies] +python-dateutil = "*" +pytz = "*" +regex = "<2019.02.19 || >2019.02.19,<2021.8.27 || >2021.8.27" +tzlocal = "*" + +[package.extras] +calendars = ["convertdate", "hijri-converter"] +fasttext = ["fasttext"] +langdetect = ["langdetect"] + [[package]] name = "dpath" version = "2.2.0" @@ -3959,7 +3981,7 @@ all = ["numpy"] name = "regex" version = "2024.11.6" description = "Alternative regular expression module, to replace re." -optional = true +optional = false python-versions = ">=3.8" files = [ {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"}, @@ -4728,6 +4750,23 @@ files = [ {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"}, ] +[[package]] +name = "tzlocal" +version = "5.2" +description = "tzinfo object for the local timezone" +optional = false +python-versions = ">=3.8" +files = [ + {file = "tzlocal-5.2-py3-none-any.whl", hash = "sha256:49816ef2fe65ea8ac19d19aa7a1ae0551c834303d5014c6d5a62e4cbda8047b8"}, + {file = "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" @@ -5055,4 +5094,4 @@ vector-db-based = ["cohere", "langchain", "openai", "tiktoken"] [metadata] lock-version = "2.0" python-versions = "^3.10,<3.13" -content-hash = "cf5b77735c19b31a1a97e931b736f6ddd7721c607200b1bcb572eef26bace886" +content-hash = "827514cca6fb60fc9c8bb3f54ac8934e00c3476db82f0c8bee34544472a8229c" diff --git a/pyproject.toml b/pyproject.toml index eab81bb7..1e57be97 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 = "*" From 1ed0071295731e63366db271dc26727b3de1f832 Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Mon, 23 Dec 2024 15:51:27 +0100 Subject: [PATCH 02/13] DatetimeParser: ref to use datetimeparser Signed-off-by: Artem Inzhyyants --- .../sources/declarative/datetime/datetime_parser.py | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py index 93122e29..1ecb4638 100644 --- a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py +++ b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py @@ -5,6 +5,8 @@ import datetime from typing import Union +import dateparser + class DatetimeParser: """ @@ -32,7 +34,15 @@ def parse(self, date: Union[str, int], format: str) -> datetime.datetime: elif format == "%ms": return self._UNIX_EPOCH + datetime.timedelta(milliseconds=int(date)) - parsed_datetime = datetime.datetime.strptime(str(date), format) + parsed_datetime = dateparser.parse( + str(date), + date_formats=[format], + settings={ + "TIMEZONE": "UTC", + "RETURN_AS_TIMEZONE_AWARE": True, + }, + ) + if self._is_naive(parsed_datetime): return parsed_datetime.replace(tzinfo=datetime.timezone.utc) return parsed_datetime From b5c98dc066e31667340f9a9e5dfe64cf7891a955 Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Mon, 23 Dec 2024 15:52:23 +0100 Subject: [PATCH 03/13] DateTimeNormalizerFields: add datetimenormalizer Signed-off-by: Artem Inzhyyants --- .../transformations/datetime_transformer.py | 63 +++++++++++++++++++ 1 file changed, 63 insertions(+) create mode 100644 airbyte_cdk/sources/declarative/transformations/datetime_transformer.py diff --git a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py new file mode 100644 index 00000000..ecf3d2d8 --- /dev/null +++ b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py @@ -0,0 +1,63 @@ +# +# Copyright (c) 2023 Airbyte, Inc., all rights reserved. +# + +from dataclasses import InitVar, dataclass +from typing import Any, Dict, List, Mapping, Optional + +import dpath +import dpath.exceptions +from sources.declarative.datetime.datetime_parser import DatetimeParser + +from airbyte_cdk.sources.declarative.transformations import RecordTransformation +from airbyte_cdk.sources.types import Config, FieldPointer, StreamSlice, StreamState + + +@dataclass +class DateTimeNormalizerFields(RecordTransformation): + """ + A transformation which removes fields from a record. The fields removed are designated using FieldPointers. + During transformation, if a field or any of its parents does not exist in the record, no error is thrown. + + 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: str = "" + _parser = DatetimeParser() + + 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: str | int = dpath.get(record, pointer) + new_val = self._parser.parse( + date=current_date_time_value, format=self.datetime_format + ).isoformat() + dpath.set(record, pointer, new_val) + except dpath.exceptions.PathNotFound: + # if the (potentially nested) property does not exist, silently skip + pass From 0d98458671cfae9d2145941c24ec89f1a69c843e Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Mon, 23 Dec 2024 16:05:14 +0100 Subject: [PATCH 04/13] DateTimeNormalizer: ref Signed-off-by: Artem Inzhyyants --- .../declarative/transformations/datetime_transformer.py | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py index ecf3d2d8..673d58a9 100644 --- a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py +++ b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py @@ -14,10 +14,9 @@ @dataclass -class DateTimeNormalizerFields(RecordTransformation): +class DateTimeNormalizer(RecordTransformation): """ - A transformation which removes fields from a record. The fields removed are designated using FieldPointers. - During transformation, if a field or any of its parents does not exist in the record, no error is thrown. + A transformation which transform specified datetime fields into RFC3339 format. Usage syntax: From be44c9473005ebabdadcbeb32d0a40c9b91e7f37 Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Mon, 23 Dec 2024 16:06:14 +0100 Subject: [PATCH 05/13] DateTimeNormalizer: fix import Signed-off-by: Artem Inzhyyants --- .../sources/declarative/transformations/datetime_transformer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py index 673d58a9..d658e746 100644 --- a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py +++ b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py @@ -7,8 +7,8 @@ import dpath import dpath.exceptions -from sources.declarative.datetime.datetime_parser import DatetimeParser +from airbyte_cdk.sources.declarative.datetime.datetime_parser import DatetimeParser from airbyte_cdk.sources.declarative.transformations import RecordTransformation from airbyte_cdk.sources.types import Config, FieldPointer, StreamSlice, StreamState From d029e61d7b3033713895ef40294242a0f58dfaae Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Mon, 23 Dec 2024 17:43:32 +0100 Subject: [PATCH 06/13] DateTimeNormalizer: add isoformat method Signed-off-by: Artem Inzhyyants --- .../sources/declarative/datetime/datetime_parser.py | 10 ++++++++++ .../transformations/datetime_transformer.py | 6 +++--- 2 files changed, 13 insertions(+), 3 deletions(-) diff --git a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py index 1ecb4638..33eeb22f 100644 --- a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py +++ b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py @@ -63,3 +63,13 @@ def format(self, dt: datetime.datetime, format: str) -> str: def _is_naive(self, dt: datetime.datetime) -> bool: return dt.tzinfo is None or dt.tzinfo.utcoffset(dt) is None + + def isoformat(self, dt: datetime.datetime) -> str: + """ + Convert a datetime object to an ISO 8601 formatted string. + + :param dt: (datetime.datetime) The datetime object to format. + + :return: str: The ISO 8601 formatted string representation of the datetime. + """ + return dt.isoformat() diff --git a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py index d658e746..cd83333e 100644 --- a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py +++ b/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py @@ -53,10 +53,10 @@ def transform( for pointer in self.field_pointers: try: current_date_time_value: str | int = dpath.get(record, pointer) - new_val = self._parser.parse( + parsed_datetime = self._parser.parse( date=current_date_time_value, format=self.datetime_format - ).isoformat() - dpath.set(record, pointer, new_val) + ) + dpath.set(record, pointer, self._parser.isoformat(parsed_datetime)) except dpath.exceptions.PathNotFound: # if the (potentially nested) property does not exist, silently skip pass From 2bb6f568dfb2db441046be39eeaca046c09fd89f Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Tue, 24 Dec 2024 15:16:21 +0100 Subject: [PATCH 07/13] CDK: does not work with all formats Signed-off-by: Artem Inzhyyants --- .../declarative/datetime/datetime_parser.py | 20 +++++++++++-------- 1 file changed, 12 insertions(+), 8 deletions(-) diff --git a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py index 33eeb22f..64fa7e37 100644 --- a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py +++ b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py @@ -20,6 +20,9 @@ class DatetimeParser: _UNIX_EPOCH = datetime.datetime(1970, 1, 1, tzinfo=datetime.timezone.utc) + def __init__(self): + self._parser = dateparser.date.DateDataParser + def parse(self, date: Union[str, int], format: str) -> datetime.datetime: # "%s" is a valid (but unreliable) directive for formatting, but not for parsing # It is defined as @@ -34,14 +37,15 @@ def parse(self, date: Union[str, int], format: str) -> datetime.datetime: elif format == "%ms": return self._UNIX_EPOCH + datetime.timedelta(milliseconds=int(date)) - parsed_datetime = dateparser.parse( - str(date), - date_formats=[format], - settings={ - "TIMEZONE": "UTC", - "RETURN_AS_TIMEZONE_AWARE": True, - }, - ) + settings = dateparser.conf.Settings().replace(**{ + "TIMEZONE": "UTC", + "RETURN_AS_TIMEZONE_AWARE": True + }) + + parsed_datetime = dateparser.date.parse_with_formats(str(date), date_formats=[format], settings=settings).date_obj + + if not parsed_datetime: + raise ValueError(f"Could not parse {date} as {format}") if self._is_naive(parsed_datetime): return parsed_datetime.replace(tzinfo=datetime.timezone.utc) From eacf5ac81f0ac040c362202e44e4c4d4a4b809ed Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Tue, 24 Dec 2024 15:16:42 +0100 Subject: [PATCH 08/13] CDK: fmt [skip ci] Signed-off-by: Artem Inzhyyants --- .../sources/declarative/datetime/datetime_parser.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py index 64fa7e37..9a9dd31d 100644 --- a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py +++ b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py @@ -37,12 +37,13 @@ def parse(self, date: Union[str, int], format: str) -> datetime.datetime: elif format == "%ms": return self._UNIX_EPOCH + datetime.timedelta(milliseconds=int(date)) - settings = dateparser.conf.Settings().replace(**{ - "TIMEZONE": "UTC", - "RETURN_AS_TIMEZONE_AWARE": True - }) + settings = dateparser.conf.Settings().replace( + **{"TIMEZONE": "UTC", "RETURN_AS_TIMEZONE_AWARE": True} + ) - parsed_datetime = dateparser.date.parse_with_formats(str(date), date_formats=[format], settings=settings).date_obj + parsed_datetime = dateparser.date.parse_with_formats( + str(date), date_formats=[format], settings=settings + ).date_obj if not parsed_datetime: raise ValueError(f"Could not parse {date} as {format}") From 511499a1a7523cb05a879a18f42da7931899f232 Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Tue, 24 Dec 2024 17:14:01 +0100 Subject: [PATCH 09/13] CDK: rev datetime parser usage Signed-off-by: Artem Inzhyyants --- .../declarative/datetime/datetime_parser.py | 27 +------------------ 1 file changed, 1 insertion(+), 26 deletions(-) diff --git a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py index 9a9dd31d..93122e29 100644 --- a/airbyte_cdk/sources/declarative/datetime/datetime_parser.py +++ b/airbyte_cdk/sources/declarative/datetime/datetime_parser.py @@ -5,8 +5,6 @@ import datetime from typing import Union -import dateparser - class DatetimeParser: """ @@ -20,9 +18,6 @@ class DatetimeParser: _UNIX_EPOCH = datetime.datetime(1970, 1, 1, tzinfo=datetime.timezone.utc) - def __init__(self): - self._parser = dateparser.date.DateDataParser - def parse(self, date: Union[str, int], format: str) -> datetime.datetime: # "%s" is a valid (but unreliable) directive for formatting, but not for parsing # It is defined as @@ -37,17 +32,7 @@ def parse(self, date: Union[str, int], format: str) -> datetime.datetime: elif format == "%ms": return self._UNIX_EPOCH + datetime.timedelta(milliseconds=int(date)) - settings = dateparser.conf.Settings().replace( - **{"TIMEZONE": "UTC", "RETURN_AS_TIMEZONE_AWARE": True} - ) - - parsed_datetime = dateparser.date.parse_with_formats( - str(date), date_formats=[format], settings=settings - ).date_obj - - if not parsed_datetime: - raise ValueError(f"Could not parse {date} as {format}") - + parsed_datetime = datetime.datetime.strptime(str(date), format) if self._is_naive(parsed_datetime): return parsed_datetime.replace(tzinfo=datetime.timezone.utc) return parsed_datetime @@ -68,13 +53,3 @@ def format(self, dt: datetime.datetime, format: str) -> str: def _is_naive(self, dt: datetime.datetime) -> bool: return dt.tzinfo is None or dt.tzinfo.utcoffset(dt) is None - - def isoformat(self, dt: datetime.datetime) -> str: - """ - Convert a datetime object to an ISO 8601 formatted string. - - :param dt: (datetime.datetime) The datetime object to format. - - :return: str: The ISO 8601 formatted string representation of the datetime. - """ - return dt.isoformat() From a5faeba12e1dd9ae05493183ae4f40630097cd22 Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Tue, 24 Dec 2024 18:17:03 +0100 Subject: [PATCH 10/13] CDK: add datetime normalizer Signed-off-by: Artem Inzhyyants --- .../declarative_component_schema.yaml | 31 +++++++++++++++++++ .../models/declarative_component_schema.py | 24 ++++++++++++++ .../parsers/model_to_component_factory.py | 15 +++++++++ ..._transformer.py => datetime_normalizer.py} | 29 +++++++++++------ 4 files changed, 90 insertions(+), 9 deletions(-) rename airbyte_cdk/sources/declarative/transformations/{datetime_transformer.py => datetime_normalizer.py} (66%) 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..75781ec2 100644 --- a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py +++ b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py @@ -26,6 +26,7 @@ from isodate import parse_duration from pydantic.v1 import BaseModel +from sources.declarative.transformations.datetime_normalizer import DateTimeNormalizer from airbyte_cdk.models import FailureType, Level from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager @@ -179,6 +180,9 @@ 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, ) @@ -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_transformer.py b/airbyte_cdk/sources/declarative/transformations/datetime_normalizer.py similarity index 66% rename from airbyte_cdk/sources/declarative/transformations/datetime_transformer.py rename to airbyte_cdk/sources/declarative/transformations/datetime_normalizer.py index cd83333e..e13a59d8 100644 --- a/airbyte_cdk/sources/declarative/transformations/datetime_transformer.py +++ b/airbyte_cdk/sources/declarative/transformations/datetime_normalizer.py @@ -1,17 +1,18 @@ # # 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 -import dpath.exceptions -from airbyte_cdk.sources.declarative.datetime.datetime_parser import DatetimeParser 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): @@ -36,8 +37,7 @@ class DateTimeNormalizer(RecordTransformation): field_pointers: List[FieldPointer] parameters: InitVar[Mapping[str, Any]] - datetime_format: str = "" - _parser = DatetimeParser() + datetime_format: Optional[str] = None def transform( self, @@ -53,10 +53,21 @@ def transform( for pointer in self.field_pointers: try: current_date_time_value: str | int = dpath.get(record, pointer) - parsed_datetime = self._parser.parse( - date=current_date_time_value, format=self.datetime_format - ) - dpath.set(record, pointer, self._parser.isoformat(parsed_datetime)) + parsed_datetime = self.parse_datetime_to_rfc3339(current_date_time_value) + 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 From 0ca24717a0f52bc6d5d8354538d24c7b71dadc31 Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Tue, 24 Dec 2024 18:22:15 +0100 Subject: [PATCH 11/13] CDK: fix import Signed-off-by: Artem Inzhyyants --- .../sources/declarative/parsers/model_to_component_factory.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) 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 75781ec2..91a2f235 100644 --- a/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py +++ b/airbyte_cdk/sources/declarative/parsers/model_to_component_factory.py @@ -26,7 +26,6 @@ from isodate import parse_duration from pydantic.v1 import BaseModel -from sources.declarative.transformations.datetime_normalizer import DateTimeNormalizer from airbyte_cdk.models import FailureType, Level from airbyte_cdk.sources.connector_state_manager import ConnectorStateManager @@ -400,6 +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, ) From e57093a2cfb15bc5b57b1f842f41ee346ecde8db Mon Sep 17 00:00:00 2001 From: Artem Inzhyyants Date: Tue, 24 Dec 2024 23:25:40 +0100 Subject: [PATCH 12/13] CDK: install types-dateparser Signed-off-by: Artem Inzhyyants --- poetry.lock | 1062 +++++++++++++++++++++++------------------------- pyproject.toml 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