|
| 1 | +# --------------------------------------------------------- |
| 2 | +# Copyright (c) Microsoft Corporation. All rights reserved. |
| 3 | +# --------------------------------------------------------- |
| 4 | + |
| 5 | + |
| 6 | +import functools |
| 7 | +import os |
| 8 | +from typing import Optional |
| 9 | + |
| 10 | +from azure.core.pipeline.transport import HttpRequest |
| 11 | + |
| 12 | +from .._internal.managed_identity_base import ManagedIdentityBase |
| 13 | +from .._internal.managed_identity_client import ManagedIdentityClient |
| 14 | + |
| 15 | + |
| 16 | +class _AzureMLSparkOnBehalfOfCredential(ManagedIdentityBase): |
| 17 | + def get_client(self, **kwargs) -> Optional[ManagedIdentityClient]: |
| 18 | + client_args = _get_client_args(**kwargs) |
| 19 | + if client_args: |
| 20 | + return ManagedIdentityClient(**client_args) |
| 21 | + return None |
| 22 | + |
| 23 | + def get_unavailable_message(self) -> str: |
| 24 | + return "AzureML Spark On Behalf of credentials not available in this environment" |
| 25 | + |
| 26 | + |
| 27 | +def _get_client_args(**kwargs) -> Optional[dict]: |
| 28 | + from pyspark.sql import SparkSession # cspell:disable-line # pylint: disable=import-error |
| 29 | + |
| 30 | + try: |
| 31 | + spark = SparkSession.builder.getOrCreate() |
| 32 | + except Exception: |
| 33 | + raise Exception("Fail to get spark session, please check if spark environment is set up.") |
| 34 | + |
| 35 | + spark_conf = spark.sparkContext.getConf() |
| 36 | + spark_conf_vars = { |
| 37 | + "AZUREML_SYNAPSE_CLUSTER_IDENTIFIER": "spark.synapse.clusteridentifier", |
| 38 | + "AZUREML_SYNAPSE_TOKEN_SERVICE_ENDPOINT": "spark.tokenServiceEndpoint", |
| 39 | + } |
| 40 | + for env_key, conf_key in spark_conf_vars.items(): |
| 41 | + value = spark_conf.get(conf_key) |
| 42 | + if value: |
| 43 | + os.environ[env_key] = value |
| 44 | + |
| 45 | + # Override default settings if provided via arguments |
| 46 | + if len(kwargs) > 0: |
| 47 | + env_key_from_kwargs = [ |
| 48 | + "AZUREML_SYNAPSE_CLUSTER_IDENTIFIER", |
| 49 | + "AZUREML_SYNAPSE_TOKEN_SERVICE_ENDPOINT", |
| 50 | + "AZUREML_RUN_ID", |
| 51 | + "AZUREML_RUN_TOKEN_EXPIRY", |
| 52 | + ] |
| 53 | + for env_key in env_key_from_kwargs: |
| 54 | + if env_key in kwargs: |
| 55 | + os.environ[env_key] = kwargs[env_key] |
| 56 | + |
| 57 | + token_service_endpoint = os.environ.get("AZUREML_SYNAPSE_TOKEN_SERVICE_ENDPOINT") |
| 58 | + obo_access_token = os.environ.get("AZUREML_OBO_CANARY_TOKEN") |
| 59 | + subscription_id = os.environ.get("AZUREML_ARM_SUBSCRIPTION") |
| 60 | + resource_group = os.environ.get("AZUREML_ARM_RESOURCEGROUP") |
| 61 | + workspace_name = os.environ.get("AZUREML_ARM_WORKSPACE_NAME") |
| 62 | + |
| 63 | + if not obo_access_token: |
| 64 | + return None |
| 65 | + |
| 66 | + # pylint: disable=line-too-long |
| 67 | + request_url_format = "https://{}/api/v1/proxy/obotoken/v1.0/subscriptions/{}/resourceGroups/{}/providers/Microsoft.MachineLearningServices/workspaces/{}/getuseraccesstokenforrun" # cspell:disable-line |
| 68 | + # pylint: enable=line-too-long |
| 69 | + |
| 70 | + url = request_url_format.format( |
| 71 | + token_service_endpoint, |
| 72 | + subscription_id, |
| 73 | + resource_group, |
| 74 | + workspace_name, |
| 75 | + ) |
| 76 | + |
| 77 | + return dict( |
| 78 | + kwargs, |
| 79 | + request_factory=functools.partial(_get_request, url), |
| 80 | + ) |
| 81 | + |
| 82 | + |
| 83 | +def _get_request(url, resource) -> HttpRequest: |
| 84 | + obo_access_token = os.environ.get("AZUREML_OBO_CANARY_TOKEN") |
| 85 | + experiment_name = os.environ.get("AZUREML_ARM_PROJECT_NAME") |
| 86 | + run_id = os.environ.get("AZUREML_RUN_ID") |
| 87 | + oid = os.environ.get("OID") |
| 88 | + tid = os.environ.get("TID") |
| 89 | + obo_service_endpoint = os.environ.get("AZUREML_OBO_SERVICE_ENDPOINT") |
| 90 | + cluster_identifier = os.environ.get("AZUREML_SYNAPSE_CLUSTER_IDENTIFIER") |
| 91 | + |
| 92 | + request_body = { |
| 93 | + "oboToken": obo_access_token, |
| 94 | + "oid": oid, |
| 95 | + "tid": tid, |
| 96 | + "resource": resource, |
| 97 | + "experimentName": experiment_name, |
| 98 | + "runId": run_id, |
| 99 | + } |
| 100 | + headers = { |
| 101 | + "Content-Type": "application/json;charset=utf-8", |
| 102 | + "x-ms-proxy-host": obo_service_endpoint, |
| 103 | + "obo-access-token": obo_access_token, |
| 104 | + "x-ms-cluster-identifier": cluster_identifier, |
| 105 | + } |
| 106 | + request = HttpRequest(method="POST", url=url, headers=headers) |
| 107 | + request.set_json_body(request_body) |
| 108 | + return request |
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