Source code for airflow.providers.amazon.aws.hooks.base_aws

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"""
This module contains Base AWS Hook.

.. seealso::
    For more information on how to use this hook, take a look at the guide:
    :ref:`howto/connection:AWSHook`
"""

import configparser
import datetime
import logging
from functools import wraps
from typing import Any, Callable, Dict, Optional, Tuple, Union

import boto3
import botocore
import botocore.session
import requests
import tenacity
from botocore.config import Config
from botocore.credentials import ReadOnlyCredentials
from slugify import slugify

try:
    from functools import cached_property
except ImportError:
    from cached_property import cached_property

from dateutil.tz import tzlocal

from airflow.exceptions import AirflowException
from airflow.hooks.base import BaseHook
from airflow.models.connection import Connection
from airflow.utils.log.logging_mixin import LoggingMixin


class _SessionFactory(LoggingMixin):
    def __init__(self, conn: Connection, region_name: Optional[str], config: Config) -> None:
        super().__init__()
        self.conn = conn
        self.region_name = region_name
        self.config = config
        self.extra_config = self.conn.extra_dejson
        self.basic_session = None
        self.role_arn = None

    def create_session(self) -> boto3.session.Session:
        """Create AWS session."""
        session_kwargs = {}
        if "session_kwargs" in self.extra_config:
            self.log.info(
                "Retrieving session_kwargs from Connection.extra_config['session_kwargs']: %s",
                self.extra_config["session_kwargs"],
            )
            session_kwargs = self.extra_config["session_kwargs"]
        self.basic_session = self._create_basic_session(session_kwargs=session_kwargs)
        self.role_arn = self._read_role_arn_from_extra_config()
        # If role_arn was specified then STS + assume_role
        if self.role_arn is None:
            return self.basic_session

        return self._create_session_with_assume_role(session_kwargs=session_kwargs)

    def _create_basic_session(self, session_kwargs: Dict[str, Any]) -> boto3.session.Session:
        aws_access_key_id, aws_secret_access_key = self._read_credentials_from_connection()
        aws_session_token = self.extra_config.get("aws_session_token")
        region_name = self.region_name
        if self.region_name is None and 'region_name' in self.extra_config:
            self.log.info("Retrieving region_name from Connection.extra_config['region_name']")
            region_name = self.extra_config["region_name"]
        self.log.info(
            "Creating session with aws_access_key_id=%s region_name=%s",
            aws_access_key_id,
            region_name,
        )

        return boto3.session.Session(
            aws_access_key_id=aws_access_key_id,
            aws_secret_access_key=aws_secret_access_key,
            region_name=region_name,
            aws_session_token=aws_session_token,
            **session_kwargs,
        )

    def _create_session_with_assume_role(self, session_kwargs: Dict[str, Any]) -> boto3.session.Session:
        assume_role_method = self.extra_config.get('assume_role_method', 'assume_role')
        self.log.info("assume_role_method=%s", assume_role_method)
        supported_methods = ['assume_role', 'assume_role_with_saml', 'assume_role_with_web_identity']
        if assume_role_method not in supported_methods:
            raise NotImplementedError(
                f'assume_role_method={assume_role_method} in Connection {self.conn.conn_id} Extra.'
                f'Currently {supported_methods} are supported.'
                '(Exclude this setting will default to "assume_role").'
            )
        if assume_role_method == 'assume_role_with_web_identity':
            # Deferred credentials have no initial credentials
            credential_fetcher = self._get_web_identity_credential_fetcher()
            credentials = botocore.credentials.DeferredRefreshableCredentials(
                method='assume-role-with-web-identity',
                refresh_using=credential_fetcher.fetch_credentials,
                time_fetcher=lambda: datetime.datetime.now(tz=tzlocal()),
            )
        else:
            # Refreshable credentials do have initial credentials
            credentials = botocore.credentials.RefreshableCredentials.create_from_metadata(
                metadata=self._refresh_credentials(),
                refresh_using=self._refresh_credentials,
                method="sts-assume-role",
            )
        session = botocore.session.get_session()
        session._credentials = credentials  # pylint: disable=protected-access
        region_name = self.basic_session.region_name
        session.set_config_variable("region", region_name)
        return boto3.session.Session(botocore_session=session, **session_kwargs)

    def _refresh_credentials(self) -> Dict[str, Any]:
        self.log.info('Refreshing credentials')
        assume_role_method = self.extra_config.get('assume_role_method', 'assume_role')
        sts_session = self.basic_session
        if assume_role_method == 'assume_role':
            sts_client = sts_session.client("sts", config=self.config)
            sts_response = self._assume_role(sts_client=sts_client)
        elif assume_role_method == 'assume_role_with_saml':
            sts_client = sts_session.client("sts", config=self.config)
            sts_response = self._assume_role_with_saml(sts_client=sts_client)
        else:
            raise NotImplementedError(f'assume_role_method={assume_role_method} not expected')
        sts_response_http_status = sts_response['ResponseMetadata']['HTTPStatusCode']
        if not sts_response_http_status == 200:
            raise Exception(f'sts_response_http_status={sts_response_http_status}')
        credentials = sts_response['Credentials']
        expiry_time = credentials.get('Expiration').isoformat()
        self.log.info(f'New credentials expiry_time:{expiry_time}')
        credentials = {
            "access_key": credentials.get("AccessKeyId"),
            "secret_key": credentials.get("SecretAccessKey"),
            "token": credentials.get("SessionToken"),
            "expiry_time": expiry_time,
        }
        return credentials

    def _read_role_arn_from_extra_config(self) -> Optional[str]:
        aws_account_id = self.extra_config.get("aws_account_id")
        aws_iam_role = self.extra_config.get("aws_iam_role")
        role_arn = self.extra_config.get("role_arn")
        if role_arn is None and aws_account_id is not None and aws_iam_role is not None:
            self.log.info("Constructing role_arn from aws_account_id and aws_iam_role")
            role_arn = f"arn:aws:iam::{aws_account_id}:role/{aws_iam_role}"
        self.log.info("role_arn is %s", role_arn)
        return role_arn

    def _read_credentials_from_connection(self) -> Tuple[Optional[str], Optional[str]]:
        aws_access_key_id = None
        aws_secret_access_key = None
        if self.conn.login:
            aws_access_key_id = self.conn.login
            aws_secret_access_key = self.conn.password
            self.log.info("Credentials retrieved from login")
        elif "aws_access_key_id" in self.extra_config and "aws_secret_access_key" in self.extra_config:
            aws_access_key_id = self.extra_config["aws_access_key_id"]
            aws_secret_access_key = self.extra_config["aws_secret_access_key"]
            self.log.info("Credentials retrieved from extra_config")
        elif "s3_config_file" in self.extra_config:
            aws_access_key_id, aws_secret_access_key = _parse_s3_config(
                self.extra_config["s3_config_file"],
                self.extra_config.get("s3_config_format"),
                self.extra_config.get("profile"),
            )
            self.log.info("Credentials retrieved from extra_config['s3_config_file']")
        else:
            self.log.info("No credentials retrieved from Connection")
        return aws_access_key_id, aws_secret_access_key

    def _strip_invalid_session_name_characters(self, role_session_name: str) -> str:
        return slugify(role_session_name, regex_pattern=r'[^\w+=,.@-]+')

    def _assume_role(self, sts_client: boto3.client) -> Dict:
        assume_role_kwargs = self.extra_config.get("assume_role_kwargs", {})
        if "external_id" in self.extra_config:  # Backwards compatibility
            assume_role_kwargs["ExternalId"] = self.extra_config.get("external_id")
        role_session_name = self._strip_invalid_session_name_characters(f"Airflow_{self.conn.conn_id}")
        self.log.info(
            "Doing sts_client.assume_role to role_arn=%s (role_session_name=%s)",
            self.role_arn,
            role_session_name,
        )
        return sts_client.assume_role(
            RoleArn=self.role_arn, RoleSessionName=role_session_name, **assume_role_kwargs
        )

    def _assume_role_with_saml(self, sts_client: boto3.client) -> Dict[str, Any]:
        saml_config = self.extra_config['assume_role_with_saml']
        principal_arn = saml_config['principal_arn']

        idp_auth_method = saml_config['idp_auth_method']
        if idp_auth_method == 'http_spegno_auth':
            saml_assertion = self._fetch_saml_assertion_using_http_spegno_auth(saml_config)
        else:
            raise NotImplementedError(
                f'idp_auth_method={idp_auth_method} in Connection {self.conn.conn_id} Extra.'
                'Currently only "http_spegno_auth" is supported, and must be specified.'
            )

        self.log.info("Doing sts_client.assume_role_with_saml to role_arn=%s", self.role_arn)
        assume_role_kwargs = self.extra_config.get("assume_role_kwargs", {})
        return sts_client.assume_role_with_saml(
            RoleArn=self.role_arn,
            PrincipalArn=principal_arn,
            SAMLAssertion=saml_assertion,
            **assume_role_kwargs,
        )

    def _get_idp_response(
        self, saml_config: Dict[str, Any], auth: requests.auth.AuthBase
    ) -> requests.models.Response:
        idp_url = saml_config["idp_url"]
        self.log.info("idp_url= %s", idp_url)

        session = requests.Session()

        # Configurable Retry when querying the IDP endpoint
        if "idp_request_retry_kwargs" in saml_config:
            idp_request_retry_kwargs = saml_config["idp_request_retry_kwargs"]
            self.log.info("idp_request_retry_kwargs= %s", idp_request_retry_kwargs)
            from requests.adapters import HTTPAdapter
            from requests.packages.urllib3.util.retry import Retry

            retry_strategy = Retry(**idp_request_retry_kwargs)
            adapter = HTTPAdapter(max_retries=retry_strategy)
            session.mount("https://", adapter)
            session.mount("http://", adapter)

        idp_request_kwargs = {}
        if "idp_request_kwargs" in saml_config:
            idp_request_kwargs = saml_config["idp_request_kwargs"]

        idp_response = session.get(idp_url, auth=auth, **idp_request_kwargs)
        idp_response.raise_for_status()

        return idp_response

    def _fetch_saml_assertion_using_http_spegno_auth(self, saml_config: Dict[str, Any]) -> str:
        # requests_gssapi will need paramiko > 2.6 since you'll need
        # 'gssapi' not 'python-gssapi' from PyPi.
        # https://github.com/paramiko/paramiko/pull/1311
        import requests_gssapi
        from lxml import etree

        auth = requests_gssapi.HTTPSPNEGOAuth()
        if 'mutual_authentication' in saml_config:
            mutual_auth = saml_config['mutual_authentication']
            if mutual_auth == 'REQUIRED':
                auth = requests_gssapi.HTTPSPNEGOAuth(requests_gssapi.REQUIRED)
            elif mutual_auth == 'OPTIONAL':
                auth = requests_gssapi.HTTPSPNEGOAuth(requests_gssapi.OPTIONAL)
            elif mutual_auth == 'DISABLED':
                auth = requests_gssapi.HTTPSPNEGOAuth(requests_gssapi.DISABLED)
            else:
                raise NotImplementedError(
                    f'mutual_authentication={mutual_auth} in Connection {self.conn.conn_id} Extra.'
                    'Currently "REQUIRED", "OPTIONAL" and "DISABLED" are supported.'
                    '(Exclude this setting will default to HTTPSPNEGOAuth() ).'
                )
        # Query the IDP
        idp_response = self._get_idp_response(saml_config, auth=auth)
        # Assist with debugging. Note: contains sensitive info!
        xpath = saml_config['saml_response_xpath']
        log_idp_response = 'log_idp_response' in saml_config and saml_config['log_idp_response']
        if log_idp_response:
            self.log.warning(
                'The IDP response contains sensitive information, but log_idp_response is ON (%s).',
                log_idp_response,
            )
            self.log.info('idp_response.content= %s', idp_response.content)
            self.log.info('xpath= %s', xpath)
        # Extract SAML Assertion from the returned HTML / XML
        xml = etree.fromstring(idp_response.content)
        saml_assertion = xml.xpath(xpath)
        if isinstance(saml_assertion, list):
            if len(saml_assertion) == 1:
                saml_assertion = saml_assertion[0]
        if not saml_assertion:
            raise ValueError('Invalid SAML Assertion')
        return saml_assertion

    def _get_web_identity_credential_fetcher(
        self,
    ) -> botocore.credentials.AssumeRoleWithWebIdentityCredentialFetcher:
        base_session = self.basic_session._session or botocore.session.get_session()
        client_creator = base_session.create_client
        federation = self.extra_config.get('assume_role_with_web_identity_federation')
        if federation == 'google':
            web_identity_token_loader = self._get_google_identity_token_loader()
        else:
            raise AirflowException(
                f'Unsupported federation: {federation}. Currently "google" only are supported.'
            )
        assume_role_kwargs = self.extra_config.get("assume_role_kwargs", {})
        return botocore.credentials.AssumeRoleWithWebIdentityCredentialFetcher(
            client_creator=client_creator,
            web_identity_token_loader=web_identity_token_loader,
            role_arn=self.role_arn,
            extra_args=assume_role_kwargs,
        )

    def _get_google_identity_token_loader(self):
        from google.auth.transport import requests as requests_transport

        from airflow.providers.google.common.utils.id_token_credentials import (
            get_default_id_token_credentials,
        )

        audience = self.extra_config.get('assume_role_with_web_identity_federation_audience')

        google_id_token_credentials = get_default_id_token_credentials(target_audience=audience)

        def web_identity_token_loader():
            if not google_id_token_credentials.valid:
                request_adapter = requests_transport.Request()
                google_id_token_credentials.refresh(request=request_adapter)
            return google_id_token_credentials.token

        return web_identity_token_loader


[docs]class AwsBaseHook(BaseHook): """ Interact with AWS. This class is a thin wrapper around the boto3 python library. :param aws_conn_id: The Airflow connection used for AWS credentials. If this is None or empty then the default boto3 behaviour is used. If running Airflow in a distributed manner and aws_conn_id is None or empty, then default boto3 configuration would be used (and must be maintained on each worker node). :type aws_conn_id: str :param verify: Whether or not to verify SSL certificates. https://boto3.amazonaws.com/v1/documentation/api/latest/reference/core/session.html :type verify: Union[bool, str, None] :param region_name: AWS region_name. If not specified then the default boto3 behaviour is used. :type region_name: Optional[str] :param client_type: boto3.client client_type. Eg 's3', 'emr' etc :type client_type: Optional[str] :param resource_type: boto3.resource resource_type. Eg 'dynamodb' etc :type resource_type: Optional[str] :param config: Configuration for botocore client. (https://boto3.amazonaws.com/v1/documentation/api/latest/reference/core/session.html) :type config: Optional[botocore.client.Config] """
[docs] conn_name_attr = 'aws_conn_id'
[docs] default_conn_name = 'aws_default'
[docs] conn_type = 'aws'
[docs] hook_name = 'Amazon Web Services'
def __init__( self, aws_conn_id: Optional[str] = default_conn_name, verify: Union[bool, str, None] = None, region_name: Optional[str] = None, client_type: Optional[str] = None, resource_type: Optional[str] = None, config: Optional[Config] = None, ) -> None: super().__init__() self.aws_conn_id = aws_conn_id self.verify = verify self.client_type = client_type self.resource_type = resource_type self.region_name = region_name self.config = config if not (self.client_type or self.resource_type): raise AirflowException('Either client_type or resource_type must be provided.') def _get_credentials(self, region_name: Optional[str]) -> Tuple[boto3.session.Session, Optional[str]]: if not self.aws_conn_id: session = boto3.session.Session(region_name=region_name) return session, None self.log.info("Airflow Connection: aws_conn_id=%s", self.aws_conn_id) try: # Fetch the Airflow connection object connection_object = self.get_connection(self.aws_conn_id) extra_config = connection_object.extra_dejson endpoint_url = extra_config.get("host") # https://botocore.amazonaws.com/v1/documentation/api/latest/reference/config.html#botocore.config.Config if "config_kwargs" in extra_config: self.log.info( "Retrieving config_kwargs from Connection.extra_config['config_kwargs']: %s", extra_config["config_kwargs"], ) self.config = Config(**extra_config["config_kwargs"]) session = _SessionFactory( conn=connection_object, region_name=region_name, config=self.config ).create_session() return session, endpoint_url except AirflowException: self.log.warning("Unable to use Airflow Connection for credentials.") self.log.info("Fallback on boto3 credential strategy") # http://boto3.readthedocs.io/en/latest/guide/configuration.html self.log.info( "Creating session using boto3 credential strategy region_name=%s", region_name, ) session = boto3.session.Session(region_name=region_name) return session, None
[docs] def get_client_type( self, client_type: str, region_name: Optional[str] = None, config: Optional[Config] = None, ) -> boto3.client: """Get the underlying boto3 client using boto3 session""" session, endpoint_url = self._get_credentials(region_name) # No AWS Operators use the config argument to this method. # Keep backward compatibility with other users who might use it if config is None: config = self.config return session.client(client_type, endpoint_url=endpoint_url, config=config, verify=self.verify)
[docs] def get_resource_type( self, resource_type: str, region_name: Optional[str] = None, config: Optional[Config] = None, ) -> boto3.resource: """Get the underlying boto3 resource using boto3 session""" session, endpoint_url = self._get_credentials(region_name) # No AWS Operators use the config argument to this method. # Keep backward compatibility with other users who might use it if config is None: config = self.config return session.resource(resource_type, endpoint_url=endpoint_url, config=config, verify=self.verify)
@cached_property
[docs] def conn(self) -> Union[boto3.client, boto3.resource]: """ Get the underlying boto3 client/resource (cached) :return: boto3.client or boto3.resource :rtype: Union[boto3.client, boto3.resource] """ if self.client_type: return self.get_client_type(self.client_type, region_name=self.region_name) elif self.resource_type: return self.get_resource_type(self.resource_type, region_name=self.region_name) else: # Rare possibility - subclasses have not specified a client_type or resource_type raise NotImplementedError('Could not get boto3 connection!')
[docs] def get_conn(self) -> Union[boto3.client, boto3.resource]: """ Get the underlying boto3 client/resource (cached) Implemented so that caching works as intended. It exists for compatibility with subclasses that rely on a super().get_conn() method. :return: boto3.client or boto3.resource :rtype: Union[boto3.client, boto3.resource] """ # Compat shim return self.conn
[docs] def get_session(self, region_name: Optional[str] = None) -> boto3.session.Session: """Get the underlying boto3.session.""" session, _ = self._get_credentials(region_name) return session
[docs] def get_credentials(self, region_name: Optional[str] = None) -> ReadOnlyCredentials: """ Get the underlying `botocore.Credentials` object. This contains the following authentication attributes: access_key, secret_key and token. """ session, _ = self._get_credentials(region_name) # Credentials are refreshable, so accessing your access key and # secret key separately can lead to a race condition. # See https://stackoverflow.com/a/36291428/8283373 return session.get_credentials().get_frozen_credentials()
[docs] def expand_role(self, role: str) -> str: """ If the IAM role is a role name, get the Amazon Resource Name (ARN) for the role. If IAM role is already an IAM role ARN, no change is made. :param role: IAM role name or ARN :return: IAM role ARN """ if "/" in role: return role else: return self.get_client_type("iam").get_role(RoleName=role)["Role"]["Arn"]
@staticmethod
[docs] def retry(should_retry: Callable[[Exception], bool]): """ A decorator that provides a mechanism to repeat requests in response to exceeding a temporary quote limit. """ def retry_decorator(fun: Callable): @wraps(fun) def decorator_f(self, *args, **kwargs): retry_args = getattr(self, 'retry_args', None) if retry_args is None: return fun(self, *args, **kwargs) multiplier = retry_args.get('multiplier', 1) min_limit = retry_args.get('min', 1) max_limit = retry_args.get('max', 1) stop_after_delay = retry_args.get('stop_after_delay', 10) tenacity_logger = tenacity.before_log(self.log, logging.DEBUG) if self.log else None default_kwargs = { 'wait': tenacity.wait_exponential(multiplier=multiplier, max=max_limit, min=min_limit), 'retry': tenacity.retry_if_exception(should_retry), 'stop': tenacity.stop_after_delay(stop_after_delay), 'before': tenacity_logger, 'after': tenacity_logger, } return tenacity.retry(**default_kwargs)(fun)(self, *args, **kwargs) return decorator_f return retry_decorator
def _parse_s3_config( config_file_name: str, config_format: Optional[str] = "boto", profile: Optional[str] = None ) -> Tuple[Optional[str], Optional[str]]: """ Parses a config file for s3 credentials. Can currently parse boto, s3cmd.conf and AWS SDK config formats :param config_file_name: path to the config file :type config_file_name: str :param config_format: config type. One of "boto", "s3cmd" or "aws". Defaults to "boto" :type config_format: str :param profile: profile name in AWS type config file :type profile: str """ config = configparser.ConfigParser() if config.read(config_file_name): # pragma: no cover sections = config.sections() else: raise AirflowException(f"Couldn't read {config_file_name}") # Setting option names depending on file format if config_format is None: config_format = "boto" conf_format = config_format.lower() if conf_format == "boto": # pragma: no cover if profile is not None and "profile " + profile in sections: cred_section = "profile " + profile else: cred_section = "Credentials" elif conf_format == "aws" and profile is not None: cred_section = profile else: cred_section = "default" # Option names if conf_format in ("boto", "aws"): # pragma: no cover key_id_option = "aws_access_key_id" secret_key_option = "aws_secret_access_key" # security_token_option = 'aws_security_token' else: key_id_option = "access_key" secret_key_option = "secret_key" # Actual Parsing if cred_section not in sections: raise AirflowException("This config file format is not recognized") else: try: access_key = config.get(cred_section, key_id_option) secret_key = config.get(cred_section, secret_key_option) except Exception: logging.warning("Option Error in parsing s3 config file") raise return access_key, secret_key

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