diff --git a/README.md b/README.md index 946731d..844e01e 100644 --- a/README.md +++ b/README.md @@ -46,6 +46,14 @@ plugins: kind: string - name: use_request_body_not_params kind: boolean + - name: backoff_type + kind: string + - name: backoff_param + kind: string + - name: backoff_time_extension + kind: integer + - name: store_raw_json_message + kind: boolean - name: pagination_page_size kind: integer - name: pagination_results_limit @@ -137,7 +145,11 @@ provided at the top-level will be the default values for each stream.: - `api_url`: required: the base url/endpoint for the desired api. - `pagination_request_style`: optional: style for requesting pagination, defaults to `default` which is the `jsonpath_paginator`, see Pagination below. - `pagination_response_style`: optional: style of pagination results, defaults to `default` which is the `page` style response, see Pagination below. -- `use_request_body_not_params`: optional: sends the request parameters in the request body. This is normally not required, a few API's like OpenSearch require this. Defaults to `False`" +- `use_request_body_not_params`: optional: sends the request parameters in the request body. This is normally not required, a few API's like OpenSearch require this. Defaults to `False`. +- `backoff_type`: optional: The style of Backoff [message|header] applied to rate limited APIs. Backoff times (seconds) come from response either the `message` or `header`. Defaults to `None`. +- `backoff_param`: optional: the header parameter to inspect for a backoff time. Defaults to `Retry-After`. +- `backoff_time_extension`: optional: An additional extension (seconds) to the backoff time over and above a jitter value - use where an API is not precise in it's backoff times. Defaults to `0`. +- `store_raw_json_message`: optional: An additional extension which will emit the whole message into an field `_sdc_raw_json`. Useful for a dynamic schema which cannot be automatically discovered. Defaults to `False`. - `pagination_page_size`: optional: limit for size of page, defaults to None. - `pagination_results_limit`: optional: limits the max number of records. Note: Will cause an exception if the limit is hit (except for the `restapi_header_link_paginator`). This should be used for development purposes to restrict the total number of records returned by the API. Defaults to None. - `pagination_next_page_param`: optional: The name of the param that indicates the page/offset. Defaults to None. diff --git a/meltano.yml b/meltano.yml index b4058f7..7e71b27 100644 --- a/meltano.yml +++ b/meltano.yml @@ -20,6 +20,14 @@ plugins: kind: string - name: use_request_body_not_params kind: boolean + - name: backoff_type + kind: string + - name: backoff_param + kind: string + - name: backoff_time_extension + kind: integer + - name: store_raw_json_message + kind: boolean - name: pagination_page_size kind: integer - name: pagination_results_limit diff --git a/poetry.lock b/poetry.lock index 6506b32..0f5f3cd 100644 --- a/poetry.lock +++ b/poetry.lock @@ -105,38 +105,41 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "boto3" -version = "1.28.19" +version = "1.28.75" description = "The AWS SDK for Python" optional = false python-versions = ">= 3.7" files = [ - {file = "boto3-1.28.19-py3-none-any.whl", hash = "sha256:1bae3e6222c7272af44ab4dc456fc4cb7d2d7044489b7a4a08f9cd0fbad6d213"}, - {file = "boto3-1.28.19.tar.gz", hash = "sha256:8630c2c38c3130e31e1a4182943aee8bc7dd1a1ad9729092b46fdbc8ac045a77"}, + {file = "boto3-1.28.75-py3-none-any.whl", hash = "sha256:b959decd588982bc919bfcbebc7916926b05003a0093e7f2845362da4f5dd9fc"}, + {file = "boto3-1.28.75.tar.gz", hash = "sha256:63d772a784e8e35ee51974eb1c20dff5faa51b007d22c5647783f18966bf4042"}, ] [package.dependencies] -botocore = ">=1.31.19,<1.32.0" +botocore = ">=1.31.75,<1.32.0" jmespath = ">=0.7.1,<2.0.0" -s3transfer = ">=0.6.0,<0.7.0" +s3transfer = ">=0.7.0,<0.8.0" [package.extras] crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.31.19" +version = "1.31.75" description = "Low-level, data-driven core of boto 3." optional = false python-versions = ">= 3.7" files = [ - {file = "botocore-1.31.19-py3-none-any.whl", hash = "sha256:15f269945f319b0263cde9a61a25f2c9a83f6074b62cddae71edafec4a61e637"}, - {file = "botocore-1.31.19.tar.gz", hash = "sha256:724f9a1a91f88291f5adc6347705a31e52312c88cddd56e38709215b161e025a"}, + {file = "botocore-1.31.75-py3-none-any.whl", hash = "sha256:fa078c4aa9a5777b3ede756540e62fec551e13d39cf7abf9a37bb81981496d68"}, + {file = "botocore-1.31.75.tar.gz", hash = "sha256:d704ea9867b2227de0350bc2a5ca2543349e164ecb5d15edbfacbb05f2056482"}, ] [package.dependencies] jmespath = ">=0.7.1,<2.0.0" python-dateutil = ">=2.1,<3.0.0" -urllib3 = ">=1.25.4,<1.27" +urllib3 = [ + {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""}, + {version = ">=1.25.4,<2.1", markers = "python_version >= \"3.10\""}, +] [package.extras] crt = ["awscrt (==0.16.26)"] @@ -230,97 +233,112 @@ pycparser = "*" [[package]] name = "charset-normalizer" -version = "3.2.0" +version = "3.3.1" description = "The Real First Universal Charset Detector. 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b/tap_rest_api_msdk/auth.py index 62ee034..e54abab 100644 --- a/tap_rest_api_msdk/auth.py +++ b/tap_rest_api_msdk/auth.py @@ -6,6 +6,7 @@ import boto3 from requests_aws4auth import AWS4Auth from singer_sdk.authenticators import ( + APIAuthenticatorBase, APIKeyAuthenticator, BasicAuthenticator, BearerTokenAuthenticator, @@ -271,3 +272,38 @@ def select_authenticator(self) -> Any: f"Unknown authentication method {auth_method}. Use api_key, basic, oauth, " f"bearer_token, or aws." ) + + +def get_authenticator(self) -> Any: + """Retrieve the appropriate authenticator in tap and stream. + + If the authenticator already exists, use the cached + Authenticator + + Note: Store the authenticator in class variables used by the SDK. + + Returns: + None + + """ + # Test where the config is located in self + if self.config: # Tap Config + my_config = self.config + elif self._config: # Stream Config + my_config = self._config + + auth_method = my_config.get("auth_method", None) + self.http_auth = None + + if not self._authenticator: + self._authenticator = select_authenticator(self) + if not self._authenticator: + # No Auth Method, use default Authenticator + self._authenticator = APIAuthenticatorBase(stream=self) + if auth_method == "oauth": + if not self._authenticator.is_token_valid(): + # Obtain a new OAuth token as it has expired + self._authenticator = select_authenticator(self) + if auth_method == "aws": + # Set the http_auth which is used in the Request call for AWS + self.http_auth = self._authenticator diff --git a/tap_rest_api_msdk/client.py b/tap_rest_api_msdk/client.py index 1694a1a..51bb7d9 100644 --- a/tap_rest_api_msdk/client.py +++ b/tap_rest_api_msdk/client.py @@ -3,9 +3,8 @@ from pathlib import Path from typing import Any -from singer_sdk.authenticators import APIAuthenticatorBase from singer_sdk.streams import RESTStream -from tap_rest_api_msdk.auth import select_authenticator +from tap_rest_api_msdk.auth import get_authenticator SCHEMAS_DIR = Path(__file__).parent / Path("./schemas") @@ -13,10 +12,10 @@ class RestApiStream(RESTStream): """rest-api stream class.""" - # Intialise self.http_auth used by prepare_request - http_auth = None - # Cache the authenticator using a Smart Singleton pattern - _authenticator = None + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + self.http_auth = None + self._authenticator = getattr(self, "assigned_authenticator", None) @property def url_base(self) -> Any: @@ -50,16 +49,7 @@ def authenticator(self) -> Any: A SDK Authenticator or APIAuthenticatorBase if no auth_method supplied. """ - auth_method = self.config.get("auth_method", None) - - if not self._authenticator: - self._authenticator = select_authenticator(self) - if not self._authenticator: - # No Auth Method, use default Authenticator - self._authenticator = APIAuthenticatorBase(stream=self) - elif auth_method == "oauth": - if not self._authenticator.is_token_valid(): - # Obtain a new OAuth token as it has expired - self._authenticator = select_authenticator(self) + # Obtaining Authenticator for authorisation to extract data. + get_authenticator(self) return self._authenticator diff --git a/tap_rest_api_msdk/streams.py b/tap_rest_api_msdk/streams.py index 59b7601..0accf71 100644 --- a/tap_rest_api_msdk/streams.py +++ b/tap_rest_api_msdk/streams.py @@ -4,7 +4,7 @@ import json from datetime import datetime from string import Template -from typing import Any, Dict, Iterable, Optional +from typing import Any, Dict, Generator, Iterable, Optional, Union from urllib.parse import parse_qs, parse_qsl, urlparse import requests @@ -64,6 +64,11 @@ def __init__( source_search_field: Optional[str] = None, source_search_query: Optional[str] = None, use_request_body_not_params: Optional[bool] = False, + backoff_type: Optional[str] = None, + backoff_param: Optional[str] = "Retry-After", + backoff_time_extension: Optional[int] = 0, + store_raw_json_message: Optional[bool] = False, + authenticator: Optional[object] = None, ) -> None: """Class initialization. @@ -90,6 +95,11 @@ def __init__( source_search_field: see tap.py source_search_query: see tap.py use_request_body_not_params: see tap.py + backoff_type: see tap.py + backoff_param: see tap.py + backoff_time_extension: see tap.py + store_raw_json_message: see tap.py + authenticator: see tap.py """ super().__init__(tap=tap, name=tap.name, schema=schema) @@ -101,6 +111,8 @@ def __init__( self.path = path self.params = params if params else {} self.headers = headers + self.assigned_authenticator = authenticator + self._authenticator = authenticator self.primary_keys = primary_keys self.replication_key = replication_key self.except_keys = except_keys @@ -129,6 +141,10 @@ def __init__( # processing is invoked. self.use_request_body_not_params = use_request_body_not_params + self.backoff_type = backoff_type + self.backoff_param = backoff_param + self.backoff_time_extension = backoff_time_extension + self.store_raw_json_message = store_raw_json_message if self.use_request_body_not_params: self.prepare_request_payload = get_url_params_styles.get( # type: ignore pagination_response_style, self._get_url_params_page_style @@ -212,11 +228,51 @@ def http_headers(self) -> dict: return headers + def backoff_wait_generator( + self, + ) -> Generator[Union[int, float], None, None]: + """Return a backoff generator as required to manage Rate Limited APIs. + + Supply a backoff_type in the config to indicate the style of backoff. + If the backoff response is in a header, supply a backoff_param + indicating what key contains the backoff delay. + + Note: If the backoff_type is message, the message is parsed for numeric + values. It is assumed that the highest numeric value discovered is the + backoff value in seconds. + + Returns: + Backoff Generator with value to wait based on the API Response. + + """ + + def _backoff_from_headers(exception): + response_headers = exception.response.headers + + return ( + int(response_headers.get(self.backoff_param, 0)) + + self.backoff_time_extension + ) + + def _get_wait_time_from_response(exception): + response_message = exception.response.json().get("message", 0) + res = [int(i) for i in response_message.split() if i.isdigit()] + + return int(max(res)) + self.backoff_time_extension + + if self.backoff_type == "message": + return self.backoff_runtime(value=_get_wait_time_from_response) + elif self.backoff_type == "header": + return self.backoff_runtime(value=_backoff_from_headers) + else: + # No override required. Use SDK backoff_wait_generator + return super().backoff_wait_generator() + def get_new_paginator(self): """Return the requested paginator required to retrieve all data from the API. Returns: - Paginator Class. + Paginator Class. """ self.logger.info( @@ -521,4 +577,4 @@ def post_process(self, row: dict, context: Optional[dict] = None) -> dict: A record that has been processed. """ - return flatten_json(row, self.except_keys) + return flatten_json(row, self.except_keys, self.store_raw_json_message) diff --git a/tap_rest_api_msdk/tap.py b/tap_rest_api_msdk/tap.py index 629b0dd..484384e 100644 --- a/tap_rest_api_msdk/tap.py +++ b/tap_rest_api_msdk/tap.py @@ -9,7 +9,7 @@ from singer_sdk import Tap from singer_sdk import typing as th from singer_sdk.helpers.jsonpath import extract_jsonpath -from tap_rest_api_msdk.auth import select_authenticator +from tap_rest_api_msdk.auth import get_authenticator from tap_rest_api_msdk.streams import DynamicStream from tap_rest_api_msdk.utils import flatten_json @@ -22,6 +22,10 @@ class TapRestApiMsdk(Tap): # Required for Authentication in tap.py - function APIAuthenticatorBase tap_name = name + # Used to cache the Authenticator to prevent over hitting the Authentication + # end-point for each stream. + _authenticator = None + common_properties = th.PropertiesList( th.Property( "path", @@ -303,6 +307,46 @@ class TapRestApiMsdk(Tap): "This is normally not required, a few API's like OpenSearch" "require this. Defaults to `False`", ), + th.Property( + "backoff_type", + th.StringType, + default=None, + required=False, + allowed_values=[None, "message", "header"], + description="The style of Backoff applied to rate limited APIs." + "None: Default Meltano SDK backoff_wait_generator, message: Scans " + "the response message for a time interval, header: retrieves the " + "backoff value from a header key response." + " Defaults to `None`", + ), + th.Property( + "backoff_param", + th.StringType, + default="Retry-After", + required=False, + description="The name of the key which contains a the " + "backoff value in the response. This is very applicable to backoff" + " values in headers. Defaults to `Retry-After`", + ), + th.Property( + "backoff_time_extension", + th.IntegerType, + default=0, + required=False, + description="A time extension (in seconds) to add to the backoff " + "value from the API plus jitter. Some APIs are not precise" + ", this adds an additional wait delay. Defaults to `0`", + ), + th.Property( + "store_raw_json_message", + th.BooleanType, + default=False, + required=False, + description="Adds an additional _SDC_RAW_JSON column as an " + "object. This will store the raw incoming message in this " + "column when provisioned. Useful for semi-structured records " + "when the schema is not well defined. Defaults to `False`", + ), th.Property( "pagination_page_size", th.IntegerType, @@ -475,6 +519,11 @@ def discover_streams(self) -> List[DynamicStream]: # type: ignore use_request_body_not_params=self.config.get( "use_request_body_not_params" ), + backoff_type=self.config.get("backoff_type"), + backoff_param=self.config.get("backoff_param"), + backoff_time_extension=self.config.get("backoff_time_extension"), + store_raw_json_message=self.config.get("store_raw_json_message"), + authenticator=self._authenticator, ) ) @@ -491,9 +540,11 @@ def get_schema( ) -> Any: """Infer schema from the first records returned by api. Creates a Stream object. - If auth_method is set, will call select_authenticator to obtain credentials - to issue a request to sample some records. The select_authenticator will - set the self.http_auth if required by the request authenticator. + If auth_method is set, will call get_authenticator to obtain credentials + to issue a request to sample some records. The get_authenticator will: + - stores the authenticator in self._authenticator + - sets the self.http_auth if required by a given authenticator + - use an existing authenticator if one exists and is cached. Args: records_path: required - see config_jsonschema. @@ -517,13 +568,11 @@ def get_schema( self.http_auth = None if auth_method and not auth_method == "no_auth": - # Initializing Authenticator for authorisation to obtain a schema. - # Will set the self.http_auth if required by a given authenticator - authenticator = select_authenticator(self) - if hasattr(authenticator, "auth_headers"): - headers.update(authenticator.auth_headers or {}) - if hasattr(authenticator, "auth_params"): - params.update(authenticator.auth_params or {}) + # Obtaining Authenticator for authorisation to obtain a schema. + get_authenticator(self) + + headers.update(getattr(self._authenticator, "auth_headers", {})) + params.update(getattr(self._authenticator, "auth_params", {})) r = requests.get( self.config["api_url"] + path, @@ -544,8 +593,14 @@ def get_schema( self.logger.error("Input must be a dict object.") raise ValueError("Input must be a dict object.") - flat_record = flatten_json(record, except_keys) + flat_record = flatten_json( + record, except_keys, store_raw_json_message=False + ) + builder.add_object(flat_record) + # Optional add _sdc_raw_json field to store the raw message + if self.config.get("store_raw_json_message"): + builder.add_object({"_sdc_raw_json": {}}) if i >= inference_records: break diff --git a/tap_rest_api_msdk/utils.py b/tap_rest_api_msdk/utils.py index 6e6f22d..d149e01 100644 --- a/tap_rest_api_msdk/utils.py +++ b/tap_rest_api_msdk/utils.py @@ -4,7 +4,11 @@ from typing import Any, Optional -def flatten_json(obj: dict, except_keys: Optional[list] = None) -> dict: +def flatten_json( + obj: dict, + except_keys: Optional[list] = None, + store_raw_json_message: Optional[bool] = False, +) -> dict: """Flattens a json object by appending the patch as a key in the returned object. Automatically converts arrays and any provided keys into json strings to prevent @@ -14,6 +18,8 @@ def flatten_json(obj: dict, except_keys: Optional[list] = None) -> dict: obj: the json object to be flattened. except_keys: list of the keys of the nodes that should be converted to json strings. + store_raw_json_message: Additionally adds the raw JSON message to a field + named _sdc_raw_json. Note: The field is a JSON type of object. Returns: A flattened json object. @@ -63,6 +69,9 @@ def flatten(o: Any, exception_keys: list, name: str = "") -> None: out[t(name[:-1])] = o flatten(obj, exception_keys=except_keys) + # Optional store the whole row in the _sdc_raw_json field. + if store_raw_json_message: + out["_sdc_raw_json"] = obj # type: ignore[assignment] return out