Index

_

_build_compute_from_config() (azure_ml_sdk.utils.asset_manager.AssetManager method) _build_environment_from_config() (azure_ml_sdk.utils.asset_manager.AssetManager method) _check_existing_asset() (azure_ml_sdk.utils.asset_manager.AssetManager method) _from_conda_file() (azure_ml_sdk.services.asset.environment.EnvironmentManager static method)

_from_docker_image() (azure_ml_sdk.services.asset.environment.EnvironmentManager static method) _from_dockerfile() (azure_ml_sdk.services.asset.environment.EnvironmentManager static method) _LOADER_MAP (parser.Parser attribute) _PARSER_MAP (parser.Parser attribute) _SCHEMA_MAP (parser.Parser attribute)

A

AML_ENTITY (in module azure_ml_sdk.services.asset.base) app_id (azure_ml_sdk.utils.env_variable.Env attribute) app_secret (azure_ml_sdk.utils.env_variable.Env attribute) asset_client (azure_ml_sdk.services.asset.base.BaseAssetManager attribute) asset_manager_map (azure_ml_sdk.utils.asset_manager.AssetManager attribute) asset_type (azure_ml_sdk.services.asset.base.BaseAssetManager attribute) AssetManager (class in azure_ml_sdk.utils.asset_manager) auth_mode (models.OnlineEndpointConfig attribute) Authenticator (class in azure_ml_sdk.services.connection.authenticate) azure_ml_sdk module azure_ml_sdk.runs module azure_ml_sdk.runs.submit_job module azure_ml_sdk.services module azure_ml_sdk.services.asset module azure_ml_sdk.services.asset.base module azure_ml_sdk.services.asset.compute module azure_ml_sdk.services.asset.dataset module

azure_ml_sdk.services.asset.environment module azure_ml_sdk.services.asset.model module azure_ml_sdk.services.connection module azure_ml_sdk.services.connection.authenticate module azure_ml_sdk.services.connection.workspace module azure_ml_sdk.services.deployment module azure_ml_sdk.services.deployment.endpoint module azure_ml_sdk.utils module azure_ml_sdk.utils.asset_manager module azure_ml_sdk.utils.env_variable module azure_ml_sdk.utils.mlflow_models module azure_ml_sdk.utils.validators module AzureMLBaseConfig (class in models)

B

BaseAssetManager (class in azure_ml_sdk.services.asset.base)

build_environment() (azure_ml_sdk.services.asset.environment.EnvironmentManager method)

C

check_compute() (azure_ml_sdk.utils.asset_manager.AssetManager method) check_dataset() (azure_ml_sdk.utils.asset_manager.AssetManager method) check_environment() (azure_ml_sdk.utils.asset_manager.AssetManager method) check_model() (azure_ml_sdk.utils.asset_manager.AssetManager method) (azure_ml_sdk.utils.mlflow_models.MLFlowModel method) client (azure_ml_sdk.utils.mlflow_models.MLFlowModel attribute), [1] command (models.ComponentConfig attribute) (models.JobConfig attribute) ComponentConfig (class in models)

compute (models.ComponentConfig attribute) (models.JobConfig attribute) ComputeManager (class in azure_ml_sdk.services.asset.compute) config_content (parser.Parser attribute) config_dir (azure_ml_sdk.utils.asset_manager.AssetManager attribute) config_type (parser.Parser attribute) cpu_cluster (azure_ml_sdk.utils.env_variable.Env attribute) create() (azure_ml_sdk.services.asset.compute.ComputeManager method) create_endpoint() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpointManager method) create_or_update_deployment() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint method)

D

DatasetManager (class in azure_ml_sdk.services.asset.dataset) default_compute (models.PipelineConfig attribute) default_connection() (azure_ml_sdk.services.connection.authenticate.Authenticator method)

delete_deployment() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint method) delete_endpoint() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpointManager method) description (models.AzureMLBaseConfig attribute)

E

endpoint_name (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment attribute) (models.OnlineDeploymentConfig attribute) EndpointComputeSkuValidator (class in azure_ml_sdk.utils.validators) EndpointDeploymentNameValidator (class in azure_ml_sdk.utils.validators) entity (models.AzureMLBaseConfig attribute) (models.ComponentConfig attribute) (models.JobConfig attribute) (models.OnlineDeploymentConfig attribute) (models.OnlineEndpointConfig attribute) (models.PipelineConfig attribute)

Env (class in azure_ml_sdk.utils.env_variable) environment (models.ComponentConfig attribute) (models.JobConfig attribute) (models.OnlineDeploymentConfig attribute) EnvironmentManager (class in azure_ml_sdk.services.asset.environment) experiment_name (azure_ml_sdk.utils.env_variable.Env attribute)

F

file_path (parser.Parser attribute) find_best_model() (azure_ml_sdk.utils.mlflow_models.MLFlowModel method)

find_best_value() (azure_ml_sdk.utils.mlflow_models.MLFlowModel method) functional module

G

get() (azure_ml_sdk.services.asset.base.BaseAssetManager method) (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment method) (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint method) get_assets() (parser.Parser method) get_config_type() (parser.Parser class method) get_deployment() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint method) get_endpoint() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpointManager method)

get_latest_version() (azure_ml_sdk.services.asset.base.BaseAssetManager method) (azure_ml_sdk.services.asset.compute.ComputeManager method) get_loader() (parser.Parser class method) get_logs() (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment method) get_parser() (parser.Parser class method) get_ws() (azure_ml_sdk.services.connection.workspace.WorkspaceLoader method) gpu_cluster (azure_ml_sdk.utils.env_variable.Env attribute)

I

id (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment property) (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint property) inputs (models.ComponentConfig attribute) (models.JobConfig attribute) (models.PipelineConfig attribute)

instance_count (models.OnlineDeploymentConfig attribute) instance_type (models.OnlineDeploymentConfig attribute) interactive_connection() (azure_ml_sdk.services.connection.authenticate.Authenticator method) invoke() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint method)

J

JobConfig (class in models)

jobs (models.PipelineConfig attribute)

K

keys (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint property)

L

list() (azure_ml_sdk.services.asset.base.BaseAssetManager method) list_deployments() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint method) list_endpoints() (azure_ml_sdk.services.deployment.endpoint.OnlineEndpointManager method) list_models() (azure_ml_sdk.utils.mlflow_models.MLFlowModel method)

list_versions() (azure_ml_sdk.services.asset.base.BaseAssetManager method) (azure_ml_sdk.services.asset.compute.ComputeManager method) list_workspaces() (azure_ml_sdk.services.connection.workspace.WorkspaceLoader method) load_yaml() (parser.Parser static method) loader (parser.Parser attribute)

M

main() (in module azure_ml_sdk.runs.submit_job) managed_identity_connection() (azure_ml_sdk.services.connection.authenticate.Authenticator method) ml_client (azure_ml_sdk.services.asset.base.BaseAssetManager attribute) (azure_ml_sdk.services.connection.workspace.WorkspaceLoader attribute) (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment attribute) (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint attribute) (azure_ml_sdk.services.deployment.endpoint.OnlineEndpointManager attribute) (azure_ml_sdk.utils.asset_manager.AssetManager attribute) MLFlowModel (class in azure_ml_sdk.utils.mlflow_models) model (models.OnlineDeploymentConfig attribute) model_name (azure_ml_sdk.utils.env_variable.Env attribute) ModelManager (class in azure_ml_sdk.services.asset.model) models module module azure_ml_sdk azure_ml_sdk.runs azure_ml_sdk.runs.submit_job azure_ml_sdk.services azure_ml_sdk.services.asset azure_ml_sdk.services.asset.base azure_ml_sdk.services.asset.compute azure_ml_sdk.services.asset.dataset azure_ml_sdk.services.asset.environment azure_ml_sdk.services.asset.model azure_ml_sdk.services.connection azure_ml_sdk.services.connection.authenticate azure_ml_sdk.services.connection.workspace azure_ml_sdk.services.deployment azure_ml_sdk.services.deployment.endpoint azure_ml_sdk.utils azure_ml_sdk.utils.asset_manager azure_ml_sdk.utils.env_variable azure_ml_sdk.utils.mlflow_models azure_ml_sdk.utils.validators functional models parser

N

name (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment attribute) (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint attribute) (azure_ml_sdk.utils.validators.EndpointComputeSkuValidator attribute), [1] (azure_ml_sdk.utils.validators.EndpointDeploymentNameValidator attribute), [1] (models.AzureMLBaseConfig attribute)

O

OnlineDeployment (class in azure_ml_sdk.services.deployment.endpoint) OnlineDeploymentConfig (class in models) OnlineEndpoint (class in azure_ml_sdk.services.deployment.endpoint) OnlineEndpointConfig (class in models)

OnlineEndpointManager (class in azure_ml_sdk.services.deployment.endpoint) outputs (models.ComponentConfig attribute) (models.JobConfig attribute) (models.PipelineConfig attribute)

P

parse() (parser.Parser method) parse_component() (in module functional) parse_job() (in module functional) parse_online_deployment() (in module functional) parse_online_endpoint() (in module functional) parse_pipeline() (in module functional) parser module

Parser (class in parser) parser (parser.Parser attribute) PipelineConfig (class in models) preprocess_input_dataset (azure_ml_sdk.utils.env_variable.Env attribute) preprocess_input_dataset_version (azure_ml_sdk.utils.env_variable.Env attribute) preprocess_output_dataset (azure_ml_sdk.utils.env_variable.Env attribute) preprocess_output_dataset_description (azure_ml_sdk.utils.env_variable.Env attribute) preprocess_pipeline_description (azure_ml_sdk.utils.env_variable.Env attribute) preprocess_pipeline_name (azure_ml_sdk.utils.env_variable.Env attribute)

Q

query_model() (azure_ml_sdk.utils.mlflow_models.MLFlowModel method)

R

rebuild_compute (azure_ml_sdk.utils.env_variable.Env attribute) rebuild_env (azure_ml_sdk.utils.env_variable.Env attribute)

register() (azure_ml_sdk.services.asset.dataset.DatasetManager method) resource_group (azure_ml_sdk.services.connection.authenticate.Authenticator attribute), [1] (azure_ml_sdk.utils.env_variable.Env attribute)

S

scoring_path (models.OnlineDeploymentConfig attribute) scoring_script (models.OnlineDeploymentConfig attribute) scoring_uri (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint property) service_principal_connection() (azure_ml_sdk.services.connection.authenticate.Authenticator method)

set() (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment method) status (azure_ml_sdk.services.deployment.endpoint.OnlineDeployment property) (azure_ml_sdk.services.deployment.endpoint.OnlineEndpoint property) subscription_id (azure_ml_sdk.services.connection.authenticate.Authenticator attribute), [1] (azure_ml_sdk.utils.env_variable.Env attribute)

T

tenant_id (azure_ml_sdk.utils.env_variable.Env attribute) train_dataset (azure_ml_sdk.utils.env_variable.Env attribute)

train_dataset_version (azure_ml_sdk.utils.env_variable.Env attribute) train_pipeline_description (azure_ml_sdk.utils.env_variable.Env attribute) train_pipeline_name (azure_ml_sdk.utils.env_variable.Env attribute)

V

validate_assets() (azure_ml_sdk.utils.asset_manager.AssetManager method)

validate_name() (azure_ml_sdk.utils.validators.EndpointDeploymentNameValidator method)

W

workload_identity_connection() (azure_ml_sdk.services.connection.authenticate.Authenticator method) workspace_name (azure_ml_sdk.services.connection.authenticate.Authenticator attribute), [1] (azure_ml_sdk.utils.env_variable.Env attribute)

WorkspaceLoader (class in azure_ml_sdk.services.connection.workspace)