diff --git a/sdk/ml/azure-ai-ml/CHANGELOG.md b/sdk/ml/azure-ai-ml/CHANGELOG.md index 317eb6f3879f..9719a7a2feba 100644 --- a/sdk/ml/azure-ai-ml/CHANGELOG.md +++ b/sdk/ml/azure-ai-ml/CHANGELOG.md @@ -10,6 +10,7 @@ - Removed Experimental Tag from Image Metadata on Compute Instances. - Added support for data binding on outputs inside dynamic arguments for dsl pipeline - Added support for serverless compute in pipeline job +- Added support for serverless compute in command, automl and sweep job ### Bugs Fixed diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/_sweep/parameterized_sweep.py b/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/_sweep/parameterized_sweep.py index 054ee503c82a..f935c9cbf582 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/_sweep/parameterized_sweep.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/_sweep/parameterized_sweep.py @@ -4,9 +4,10 @@ # pylint: disable=unused-argument,no-self-use -from azure.ai.ml._schema.core.fields import NestedField, PathAwareSchema +from azure.ai.ml._schema.core.fields import ExperimentalField, NestedField, PathAwareSchema from ..job.job_limits import SweepJobLimitsSchema +from ..queue_settings import QueueSettingsSchema from .sweep_fields_provider import EarlyTerminationField, SamplingAlgorithmField, SearchSpaceField from .sweep_objective import SweepObjectiveSchema @@ -26,3 +27,4 @@ class ParameterizedSweepSchema(PathAwareSchema): SweepJobLimitsSchema, required=True, ) + queue_settings = ExperimentalField(NestedField(QueueSettingsSchema)) diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/automl/automl_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/automl/automl_job.py index 9509128cc513..ebec82c75434 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/automl/automl_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/_schema/automl/automl_job.py @@ -4,10 +4,11 @@ from marshmallow import fields -from azure.ai.ml._schema.core.fields import NestedField, StringTransformedEnum +from azure.ai.ml._schema.core.fields import ExperimentalField, NestedField, StringTransformedEnum from azure.ai.ml._schema.job import BaseJobSchema from azure.ai.ml._schema.job.input_output_fields_provider import OutputsField from azure.ai.ml._schema.job_resource_configuration import JobResourceConfigurationSchema +from azure.ai.ml._schema.queue_settings import QueueSettingsSchema from azure.ai.ml.constants import JobType @@ -17,3 +18,4 @@ class AutoMLJobSchema(BaseJobSchema): environment_variables = fields.Dict(keys=fields.Str(), values=fields.Str()) outputs = OutputsField() resources = NestedField(JobResourceConfigurationSchema()) + queue_settings = ExperimentalField(NestedField(QueueSettingsSchema)) diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/command.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/command.py index 2e25306e21c5..7d1d74cf2dc1 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/command.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/command.py @@ -131,6 +131,8 @@ class Command(BaseNode): Please see https://aka.ms/azuremlexperimental for more information. :type services: Dict[str, Union[JobService, JupyterLabJobService, SshJobService, TensorBoardJobService, VsCodeJobService]] + :param queue_settings: Queue settings for the job. + :type queue_settings: QueueSettings :raises ~azure.ai.ml.exceptions.ValidationException: Raised if Command cannot be successfully validated. Details will be provided in the error message. """ @@ -416,6 +418,7 @@ def sweep( identity: Optional[ Union[ManagedIdentityConfiguration, AmlTokenConfiguration, UserIdentityConfiguration] ] = None, + queue_settings: Optional[QueueSettings] = None, ) -> Sweep: """Turn the command into a sweep node with extra sweep run setting. The command component in current Command node will be used as its trial component. A command node can sweep for multiple times, and the generated sweep @@ -448,6 +451,8 @@ def sweep( ManagedIdentityConfiguration, AmlTokenConfiguration, UserIdentityConfiguration] + :param queue_settings: Queue settings for the job. + :type queue_settings: QueueSettings :return: A sweep node with component from current Command node as its trial component. :rtype: Sweep """ @@ -477,6 +482,7 @@ def sweep( experiment_name=self.experiment_name, identity=self.identity if not identity else identity, _from_component_func=True, + queue_settings=self.queue_settings if queue_settings is None else queue_settings, ) sweep_node.set_limits( max_total_trials=max_total_trials, diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/sweep.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/sweep.py index 3d76a039a58e..154f31853ee0 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/sweep.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_builders/sweep.py @@ -22,6 +22,7 @@ from azure.ai.ml.entities._inputs_outputs import Input, Output from azure.ai.ml.entities._job.job_limits import SweepJobLimits from azure.ai.ml.entities._job.pipeline._io import NodeInput +from azure.ai.ml.entities._job.queue_settings import QueueSettings from azure.ai.ml.entities._job.sweep.early_termination_policy import ( BanditPolicy, EarlyTerminationPolicy, @@ -97,6 +98,8 @@ class Sweep(ParameterizedSweep, BaseNode): ManagedIdentityConfiguration, AmlTokenConfiguration, UserIdentityConfiguration] + :param queue_settings: Queue settings for the job. + :type queue_settings: QueueSettings """ def __init__( @@ -121,6 +124,7 @@ def __init__( identity: Optional[ Union[ManagedIdentityConfiguration, AmlTokenConfiguration, UserIdentityConfiguration] ] = None, + queue_settings: Optional[QueueSettings] = None, **kwargs, ): # TODO: get rid of self._job_inputs, self._job_outputs once we have general Input @@ -145,6 +149,7 @@ def __init__( limits=limits, early_termination=early_termination, search_space=search_space, + queue_settings=queue_settings, ) self.identity = identity @@ -293,6 +298,7 @@ def _to_job(self) -> SweepJob: inputs=self._job_inputs, outputs=self._job_outputs, identity=self.identity, + queue_settings=self.queue_settings, ) @classmethod diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/automl_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/automl_job.py index 30c8a9ec042d..97970b2d7a62 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/automl_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/automl_job.py @@ -8,7 +8,13 @@ from abc import ABC, abstractmethod from typing import Any, Dict, Optional, Union -from azure.ai.ml._restclient.v2023_02_01_preview.models import JobBase, MLTableJobInput, ResourceConfiguration, TaskType +from azure.ai.ml._restclient.v2023_02_01_preview.models import ( + JobBase, + MLTableJobInput, + QueueSettings, + ResourceConfiguration, + TaskType, +) from azure.ai.ml._utils.utils import camel_to_snake from azure.ai.ml.constants import JobType from azure.ai.ml.constants._common import TYPE, AssetTypes @@ -37,6 +43,7 @@ def __init__( identity: Optional[ Union[ManagedIdentityConfiguration, AmlTokenConfiguration, UserIdentityConfiguration] ] = None, + queue_settings: Optional[QueueSettings] = None, **kwargs: Any, ) -> None: """Initialize an AutoML job entity. @@ -45,6 +52,8 @@ def __init__( :param resources: Resource configuration for the job. :param identity: Identity that training job will use while running on compute. :type identity: Union[ManagedIdentity, AmlToken, UserIdentity] + :param queue_settings: Queue settings for the job. + :type queue_settings: QueueSettings :param kwargs: """ kwargs[TYPE] = JobType.AUTOML @@ -56,6 +65,7 @@ def __init__( self.resources = resources self.identity = identity + self.queue_settings = queue_settings @property @abstractmethod diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_job.py index d6c7e1be2368..b91a61634a5a 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_job.py @@ -104,6 +104,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=image_classification_task, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -132,6 +133,7 @@ def _from_rest_object(cls, obj: JobBase) -> "ImageClassificationJob": "identity": _BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + "queue_settings": properties.queue_settings, } image_classification_job = cls( diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_multilabel_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_multilabel_job.py index 31a7463217c2..04ecc26971f3 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_multilabel_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_classification_multilabel_job.py @@ -106,6 +106,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=image_classification_multilabel_task, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -134,6 +135,7 @@ def _from_rest_object(cls, obj: JobBase) -> "ImageClassificationMultilabelJob": "identity": _BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + "queue_settings": properties.queue_settings, } image_classification_multilabel_job = cls( diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_instance_segmentation_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_instance_segmentation_job.py index 4f87d63bdd0b..a362a5c5d685 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_instance_segmentation_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_instance_segmentation_job.py @@ -104,6 +104,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=image_instance_segmentation_task, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -132,6 +133,7 @@ def _from_rest_object(cls, obj: JobBase) -> "ImageInstanceSegmentationJob": "identity": _BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + "queue_settings": properties.queue_settings, } image_instance_segmentation_job = cls( diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_object_detection_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_object_detection_job.py index 150c2347a6a3..1d33a38794ba 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_object_detection_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/image/image_object_detection_job.py @@ -103,6 +103,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=image_object_detection_task, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -131,6 +132,7 @@ def _from_rest_object(cls, obj: JobBase) -> "ImageObjectDetectionJob": "identity": _BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + "queue_settings": properties.queue_settings, } image_object_detection_job = cls( diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_job.py index d2d7941aebd5..71c6d2dd73bb 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_job.py @@ -107,6 +107,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=text_classification, identity=self.identity._to_ob_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -162,6 +163,7 @@ def _from_rest_object(cls, obj: JobBase) -> "TextClassificationJob": identity=_BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + queue_settings=properties.queue_settings, ) text_classification_job._restore_data_inputs() diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_multilabel_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_multilabel_job.py index 226536d5e95e..2955a778c10f 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_multilabel_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_classification_multilabel_job.py @@ -106,6 +106,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=text_classification_multilabel, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -161,6 +162,7 @@ def _from_rest_object(cls, obj: JobBase) -> "TextClassificationMultilabelJob": identity=_BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + queue_settings=properties.queue_settings, ) text_classification_multilabel_job._restore_data_inputs() diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_ner_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_ner_job.py index 53ce6badc8fc..fc124a6bec82 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_ner_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/nlp/text_ner_job.py @@ -103,6 +103,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=text_ner, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -158,6 +159,7 @@ def _from_rest_object(cls, obj: JobBase) -> "TextNerJob": identity=_BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + queue_settings=properties.queue_settings, ) text_ner_job._restore_data_inputs() diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/classification_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/classification_job.py index 9f5b77c02ac1..33e0ddf2dbb8 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/classification_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/classification_job.py @@ -113,6 +113,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=classification_task, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -141,6 +142,7 @@ def _from_rest_object(cls, obj: JobBase) -> "ClassificationJob": "identity": _BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + "queue_settings": properties.queue_settings, } classification_job = cls( diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/forecasting_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/forecasting_job.py index b92330a7569e..7a76aee88957 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/forecasting_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/forecasting_job.py @@ -404,6 +404,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=forecasting_task, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -432,6 +433,7 @@ def _from_rest_object(cls, obj: JobBase) -> "ForecastingJob": "identity": _BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + "queue_settings": properties.queue_settings, } forecasting_job = cls( diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/regression_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/regression_job.py index 457e47418b53..8eaaf4a10723 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/regression_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/automl/tabular/regression_job.py @@ -107,6 +107,7 @@ def _to_rest_object(self) -> JobBase: resources=self.resources, task_details=regression_task, identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings, ) result = JobBase(properties=properties) @@ -135,6 +136,7 @@ def _from_rest_object(cls, obj: JobBase) -> "RegressionJob": "identity": _BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + "queue_settings": properties.queue_settings, } regression_job = cls( diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/parameterized_command.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/parameterized_command.py index 18df47ae72be..89c7b06eea01 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/parameterized_command.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/parameterized_command.py @@ -100,5 +100,6 @@ def _load_from_sweep_job(cls, sweep_job: SweepJob) -> "ParameterizedCommand": environment=sweep_job.trial.environment_id, distribution=DistributionConfiguration._from_rest_object(sweep_job.trial.distribution), resources=JobResourceConfiguration._from_rest_object(sweep_job.trial.resources), + queue_settings=QueueSettings._from_rest_object(sweep_job.queue_settings), ) return parameterized_command diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/parameterized_sweep.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/parameterized_sweep.py index 4c12f15e8ac1..d1b9e385c00b 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/parameterized_sweep.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/parameterized_sweep.py @@ -6,6 +6,7 @@ from azure.ai.ml.exceptions import ErrorCategory, ErrorTarget, ValidationErrorType, ValidationException from ..job_limits import SweepJobLimits +from ..queue_settings import QueueSettings from .early_termination_policy import ( BanditPolicy, EarlyTerminationPolicy, @@ -70,11 +71,13 @@ def __init__( ], ] ] = None, + queue_settings: Optional[QueueSettings] = None, ): self.sampling_algorithm = sampling_algorithm self.early_termination = early_termination self._limits = limits self.search_space = search_space + self.queue_settings = queue_settings if isinstance(objective, Dict): self.objective = Objective(**objective) diff --git a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/sweep_job.py b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/sweep_job.py index eb49f8463cf2..8c943564d31b 100644 --- a/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/sweep_job.py +++ b/sdk/ml/azure-ai-ml/azure/ai/ml/entities/_job/sweep/sweep_job.py @@ -41,6 +41,7 @@ # from ..identity import AmlToken, Identity, ManagedIdentity, UserIdentity from ..job_limits import SweepJobLimits from ..parameterized_command import ParameterizedCommand +from ..queue_settings import QueueSettings from .early_termination_policy import ( BanditPolicy, EarlyTerminationPolicy, @@ -112,6 +113,8 @@ class SweepJob(Job, ParameterizedSweep, JobIOMixin): ~azure.mgmt.machinelearningservices.models.TruncationSelectionPolicy] :param limits: Limits for the sweep job. :type limits: ~azure.ai.ml.entities.SweepJobLimits + :param queue_settings: Queue settings for the job. + :type queue_settings: QueueSettings :param kwargs: A dictionary of additional configuration parameters. :type kwargs: dict """ @@ -143,6 +146,7 @@ def __init__( objective: Optional[Objective] = None, trial: Optional[Union[CommandJob, CommandComponent]] = None, early_termination: Optional[Union[BanditPolicy, MedianStoppingPolicy, TruncationSelectionPolicy]] = None, + queue_settings: Optional[QueueSettings] = None, **kwargs: Any, ): kwargs[TYPE] = JobType.SWEEP @@ -169,6 +173,7 @@ def __init__( objective=objective, early_termination=early_termination, search_space=search_space, + queue_settings=queue_settings, ) def _to_dict(self) -> Dict: @@ -208,6 +213,7 @@ def _to_rest_object(self) -> JobBase: inputs=to_rest_dataset_literal_inputs(self.inputs, job_type=self.type), outputs=to_rest_data_outputs(self.outputs), identity=self.identity._to_job_rest_object() if self.identity else None, + queue_settings=self.queue_settings._to_rest_object() if self.queue_settings else None, ) sweep_job_resource = JobBase(properties=sweep_job) sweep_job_resource.name = self.name @@ -268,6 +274,7 @@ def _load_from_rest(cls, obj: JobBase) -> "SweepJob": identity=_BaseJobIdentityConfiguration._from_rest_object(properties.identity) if properties.identity else None, + queue_settings=properties.queue_settings, ) def _override_missing_properties_from_trial(self): diff --git a/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_classification.py b/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_classification.py index 7d6e27f3e50e..1388ecc6e222 100644 --- a/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_classification.py +++ b/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_classification.py @@ -10,6 +10,7 @@ from azure.ai.ml import MLClient from azure.ai.ml.automl import ColumnTransformer, classification +from azure.ai.ml.entities import QueueSettings from azure.ai.ml.entities._inputs_outputs import Input from azure.ai.ml.entities._job.automl.tabular.classification_job import ClassificationJob from azure.ai.ml.operations._run_history_constants import JobStatus @@ -99,13 +100,15 @@ def test_classification_fail_without_featurization( # Assert Failure without featurization assert_final_job_status(created_job, client, ClassificationJob, JobStatus.FAILED) - def test_classification_with_training_settings( + def test_classification_with_training_settings_serverless( self, bankmarketing_dataset: Tuple[Input, Input, str], client: MLClient ) -> None: # get classification task with validation data classification_task = self.get_classification_task( bankmarketing_dataset, "DPv2-classification-training-settings", add_validation=True ) + classification_task.compute = None + classification_task.queue_settings = QueueSettings(job_tier="standard") # Featurization set to auto by default # Set training # blocked models diff --git a/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_regression.py b/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_regression.py index 9e6e77807cd7..ac96610bb733 100644 --- a/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_regression.py +++ b/sdk/ml/azure-ai-ml/tests/automl_job/e2etests/test_remote_regression.py @@ -10,6 +10,7 @@ from azure.ai.ml import MLClient from azure.ai.ml.automl import ColumnTransformer, regression +from azure.ai.ml.entities import QueueSettings from azure.ai.ml.entities._inputs_outputs import Input from azure.ai.ml.entities._job.automl.tabular.regression_job import RegressionJob from azure.ai.ml.operations._run_history_constants import JobStatus @@ -102,7 +103,7 @@ def test_regression_fail_without_featurization( created_job = client.jobs.create_or_update(regression_task) assert_final_job_status(created_job, client, RegressionJob, JobStatus.FAILED) - def test_regression_with_training_settings( + def test_regression_with_training_settings_serverless( self, machinedata_dataset: Tuple[Input, str], client: MLClient, @@ -111,6 +112,8 @@ def test_regression_with_training_settings( regression_task = self.get_regression_task( machinedata_dataset, "DPv2-regression-training-settings", add_validation=True ) + regression_task.compute = None + regression_task.queue_settings = QueueSettings(job_tier="standard") # Featurization set to auto by default # Set training blocked_models = ["ElasticNet", "XGBoostRegressor", "LightGBM"] diff --git a/sdk/ml/azure-ai-ml/tests/job_common/unittests/test_job_operations.py b/sdk/ml/azure-ai-ml/tests/job_common/unittests/test_job_operations.py index 62150dca0ca9..dcc10b599794 100644 --- a/sdk/ml/azure-ai-ml/tests/job_common/unittests/test_job_operations.py +++ b/sdk/ml/azure-ai-ml/tests/job_common/unittests/test_job_operations.py @@ -14,7 +14,7 @@ from pytest_mock import MockFixture from azure.ai.ml import MLClient, load_job -from azure.ai.ml._restclient.v2022_10_01 import models +from azure.ai.ml._restclient.v2023_02_01_preview import models from azure.ai.ml._scope_dependent_operations import OperationConfig, OperationScope from azure.ai.ml.constants._common import AZUREML_PRIVATE_FEATURES_ENV_VAR, AzureMLResourceType from azure.ai.ml.entities._builders import Command diff --git a/sdk/ml/azure-ai-ml/tests/recordings/automl_job/e2etests/test_remote_classification.pyTestAutoMLClassificationtest_classification_with_training_settings.json 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