# ---------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# ---------------------------------------------------------
from enum import Enum
AZUREML_CLOUD_ENV_NAME = "AZUREML_CURRENT_CLOUD"
API_VERSION_2020_09_01_PREVIEW = "2020-09-01-preview"
API_VERSION_2020_09_01_DATAPLANE = "2020-09-01-dataplanepreview"
ONLINE_ENDPOINT_TYPE = "online"
BATCH_ENDPOINT_TYPE = "batch"
BASE_PATH_CONTEXT_KEY = "base_path"
PARAMS_OVERRIDE_KEY = "params_override"
TYPE = "type"
JOBLIMITSTYPE = "JobLimitsType"
DATA_ARM_TYPE = "data"
DATASET_ARM_TYPE = "datasets"
ARM_ID_PREFIX = "azureml:"
FILE_PREFIX = "file:"
FOLDER_PREFIX = "folder:"
HTTP_PREFIX = "http"
HTTPS_PREFIX = "https"
ARM_ID_FULL_PREFIX = "/subscriptions/"
AZUREML_RESOURCE_PROVIDER = "Microsoft.MachineLearningServices"
RESOURCE_ID_FORMAT = "/subscriptions/{}/resourceGroups/{}/providers/{}/workspaces/{}"
NAMED_RESOURCE_ID_FORMAT = "/subscriptions/{}/resourceGroups/{}/providers/{}/workspaces/{}/{}/{}"
LEVEL_ONE_NAMED_RESOURCE_ID_FORMAT = "/subscriptions/{}/resourceGroups/{}/providers/{}/{}/{}"
VERSIONED_RESOURCE_ID_FORMAT = "/subscriptions/{}/resourceGroups/{}/providers/{}/workspaces/{}/{}/{}/versions/{}"
DATASTORE_RESOURCE_ID = (
"/subscriptions/{}/resourceGroups/{}/providers/" "Microsoft.MachineLearningServices/workspaces/{}/datastores/{}"
)
PROVIDER_RESOURCE_ID_WITH_VERSION = (
"/subscriptions/{}/resourceGroups/{}/providers/" "Microsoft.MachineLearningServices/workspaces/{}/{}/{}/versions/{}"
)
ASSET_ID_FORMAT = "azureml://locations/{}/workspaces/{}/{}/{}/versions/{}"
VERSIONED_RESOURCE_NAME = "{}:{}"
PYTHON = "python"
AML_TOKEN_YAML = "aml_token"
AAD_TOKEN_YAML = "aad_token"
KEY = "key"
DEFAULT_ARM_RETRY_INTERVAL = 60
COMPONENT_TYPE = "type"
TID_FMT = "&tid={}"
AZUREML_PRIVATE_FEATURES_ENV_VAR = "AZURE_ML_CLI_PRIVATE_FEATURES_ENABLED"
COMMON_RUNTIME_ENV_VAR = "AZUREML_COMPUTE_USE_COMMON_RUNTIME"
ENDPOINT_DEPLOYMENT_START_MSG = "{}/#blade/HubsExtension/DeploymentDetailsBlade/overview/id/%2Fsubscriptions%2F{}%2FresourceGroups%2F{}%2Fproviders%2FMicrosoft.Resources%2Fdeployments%2F{}\n"
AZUREML_LOCAL_ENDPOINTS_NOT_IMPLEMENTED_ERROR = "This operation for local endpoints is not supported yet."
BATCH_JOB_NOT_SUPPORTED_ERROR_CODE = "BatchJobNotSupported"
ENVIRONMENT_VARIABLES = "environment_variables"
LIMITED_RESULTSET_WARNING_FORMAT = "Displaying top {} results from the list command."
MAX_LIST_CLI_RESULTS = 50
LOCAL_COMPUTE_TARGET = "local"
LOCAL_COMPUTE_PROPERTY = "IsLocal"
CONDA_FILE = "conda_file"
DOCKER_FILE_NAME = "Dockerfile"
COMPUTE_UPDATE_ERROR = (
"Only AmlCompute/KubernetesCompute cluster properties are supported, compute name {}, is {} type."
)
MAX_AUTOINCREMENT_ATTEMPTS = 3
REGISTRY_URI_REGEX_FORMAT = "azureml://registries/*"
REGISTRY_URI_FORMAT = "azureml://registries/"
REGISTRY_VERSION_PATTERN = "^azureml://registries/([^/]+)/([^/]+)/([^/]+)/versions/([^/]+)"
REGISTRY_ASSET_ID = "azureml://registries/{}/{}/{}/versions/{}"
SHORT_URI_FORMAT = "azureml://datastores/{}/paths/{}"
DATASTORE_SHORT_URI = "azureml://datastores/"
MLFLOW_URI_FORMAT = "runs:/{}/{}"
JOB_URI_FORMAT = "azureml://jobs/{}/outputs/{}/paths/{}"
LONG_URI_FORMAT = "azureml://subscriptions/{}/resourcegroups/{}/workspaces/{}/datastores/{}/paths/{}"
SHORT_URI_REGEX_FORMAT = "azureml://datastores/([^/]+)/paths/(.+)"
MLFLOW_URI_REGEX_FORMAT = "runs:/([^/?]+)/(.+)"
JOB_URI_REGEX_FORMAT = "azureml://jobs/([^/]+)/outputs/([^/]+)/paths/(.+)"
OUTPUT_URI_REGEX_FORMAT = "azureml://datastores/([^/]+)/(ExperimentRun/.+)"
LONG_URI_REGEX_FORMAT = (
"azureml://subscriptions/([^/]+)/resource[gG]roups/([^/]+)/workspaces/([^/]+)/datastores/([^/]+)/paths/(.+)"
)
ASSET_ID_URI_REGEX_FORMAT = "azureml://locations/([^/]+)/workspaces/([^/]+)/([^/]+)/([^/]+)/versions/(.+)"
AZUREML_CLI_SYSTEM_EXECUTED_ENV_VAR = "AZUREML_CLI_SYSTEM_EXECUTED"
DOCSTRING_TEMPLATE = ".. note::" " {0} {1}\n\n"
DOCSTRING_DEFAULT_INDENTATION = 8
EXPERIMENTAL_CLASS_MESSAGE = "This is an experimental class,"
EXPERIMENTAL_METHOD_MESSAGE = "This is an experimental method,"
EXPERIMENTAL_FIELD_MESSAGE = "This is an experimental field,"
EXPERIMENTAL_LINK_MESSAGE = (
"and may change at any time. " "Please see https://aka.ms/azuremlexperimental for more information."
)
REF_DOC_YAML_SCHEMA_ERROR_MSG_FORMAT = "For a more detailed breakdown of the {} schema, please see: {}."
STORAGE_AUTH_MISMATCH_ERROR = "AuthorizationPermissionMismatch"
SWEEP_JOB_BEST_CHILD_RUN_ID_PROPERTY_NAME = "best_child_run_id"
BATCH_JOB_CHILD_RUN_NAME = "batchscoring"
BATCH_JOB_CHILD_RUN_OUTPUT_NAME = "score"
DEFAULT_ARTIFACT_STORE_OUTPUT_NAME = "default"
CREATE_ENVIRONMENT_ERROR_MESSAGE = "It looks like you are trying to specify a conda file for the --file/-f argument. --file/-f is reserved for the Azure ML Environment definition (see schema here: {}). To specify a conda file via command-line argument, please use --conda-file/-c argument."
API_URL_KEY = "api"
ANONYMOUS_ENV_NAME = "CliV2AnonymousEnvironment"
SKIP_VALIDATION_MESSAGE = "To skip this validation use the --skip-validation param"
MLTABLE_SCHEMA_URL_FALLBACK = "https://azuremlschemasprod.azureedge.net/latest/MLTable.schema.json"
INVOCATION_ZIP_FILE = "invocation.zip"
INVOCATION_BAT_FILE = "Invocation.bat"
INVOCATION_BASH_FILE = "Invocation.sh"
AZUREML_RUN_SETUP_DIR = "azureml-setup"
AZUREML_RUNS_DIR = "azureml_runs"
EXECUTION_SERVICE_URL_KEY = "&fake="
LOCAL_JOB_FAILURE_MSG = "Failed to start local executable job.\n Detailed message: {}"
STORAGE_ACCOUNT_URLS = {
"AzureBlob": "https://{}.blob.{}",
"AzureDataLakeGen2": "https://{}.dfs.{}",
"AzureFile": "https://{}.file.{}",
}
ANONYMOUS_COMPONENT_NAME = "azureml_anonymous"
[docs]class SearchSpace:
# Hyperparameter search constants
CHOICE = "choice"
UNIFORM = "uniform"
LOGUNIFORM = "loguniform"
QUNIFORM = "quniform"
QLOGUNIFORM = "qloguniform"
NORMAL = "normal"
LOGNORMAL = "lognormal"
QNORMAL = "qnormal"
QLOGNORMAL = "qlognormal"
RANDINT = "randint"
UNIFORM_LOGUNIFORM = [UNIFORM, LOGUNIFORM]
QUNIFORM_QLOGUNIFORM = [QUNIFORM, QLOGUNIFORM]
NORMAL_LOGNORMAL = [NORMAL, LOGNORMAL]
QNORMAL_QLOGNORMAL = [QNORMAL, QLOGNORMAL]
[docs]class DistributionType:
MPI = "mpi"
TENSORFLOW = "tensorflow"
PYTORCH = "pytorch"
[docs]class ComputeType(object):
MANAGED = "managed"
AMLCOMPUTE = "amlcompute"
COMPUTEINSTANCE = "computeinstance"
VIRTUALMACHINE = "virtualmachine"
KUBERNETES = "kubernetes"
[docs]class ComputeTier(object):
LOWPRIORITY = "low_priority"
DEDICATED = "dedicated"
[docs]class IdentityType(object):
SYSTEM_ASSIGNED = "system_assigned"
USER_ASSIGNED = "user_assigned"
BOTH = "system_assigned,user_assigned"
[docs]class DeploymentType(object):
K8S = "Kubernetes"
MANAGED = "Managed"
[docs]class EndpointDeploymentLogContainerType(object):
STORAGE_INITIALIZER_REST = "StorageInitializer"
INFERENCE_SERVER_REST = "InferenceServer"
INFERENCE_SERVER = "inference-server"
STORAGE_INITIALIZER = "storage-initializer"
[docs]class EndpointKeyType(object):
PRIMARY_KEY_TYPE = "primary"
SECONDARY_KEY_TYPE = "secondary"
[docs]class JobType(object):
COMMAND = "command"
SWEEP = "sweep"
PIPELINE = "pipeline"
AUTOML = "automl"
COMPONENT = "component"
BASE = "base"
PARALLEL = "parallel"
[docs]class JobLimitsType(object):
SWEEP = "Sweep"
[docs]class JobLogPattern:
COMMAND_JOB_LOG_PATTERN = "azureml-logs/[\\d]{2}.+\\.txt"
PIPELINE_JOB_LOG_PATTERN = "logs/azureml/executionlogs\\.txt"
SWEEP_JOB_LOG_PATTERN = "azureml-logs/hyperdrive\\.txt"
COMMON_RUNTIME_STREAM_LOG_PATTERN = "user_logs/std_log[\\D]*[0]*(?:_ps)?\\.txt"
COMMON_RUNTIME_ALL_USER_LOG_PATTERN = "user_logs/std_log.*\\.txt"
[docs]class JobServices:
STUDIO = "Studio"
[docs]class AzureMLResourceType(object):
CODE = "codes"
COMPUTE = "computes"
DATA = "data"
DATASET = "datasets"
DATASTORE = "datastores"
ONLINE_ENDPOINT = "online_endpoints"
BATCH_ENDPOINT = "batch_endpoints"
ONLINE_DEPLOYMENT = "online_deployments"
DEPLOYMENT = "deployments"
BATCH_DEPLOYMENT = "batch_deployments"
ENVIRONMENT = "environments"
JOB = "jobs"
MODEL = "models"
VIRTUALCLUSTER = "virtualclusters"
WORKSPACE = "workspaces"
WORKSPACE_CONNECTION = "workspace_connections"
COMPONENT = "components"
NAMED_TYPES = {
JOB,
COMPUTE,
WORKSPACE,
ONLINE_ENDPOINT,
ONLINE_DEPLOYMENT,
DATASTORE,
}
VERSIONED_TYPES = {MODEL, DATA, DATASET, CODE, ENVIRONMENT, COMPONENT}
[docs]class ArmConstants(object):
CODE_PARAMETER_NAME = "codes"
CODE_VERSION_PARAMETER_NAME = "codeVersions"
MODEL_PARAMETER_NAME = "models"
MODEL_VERSION_PARAMETER_NAME = "modelVersions"
ENVIRONMENT_PARAMETER_NAME = "environments"
WORKSPACE_PARAMETER_NAME = "workspaceName"
LOCATION_PARAMETER_NAME = "location"
ENDPOINT_IDENTITY_PARAMETER_NAME = "onlineEndpointIdentity"
ENDPOINT_PARAMETER_NAME = "onlineEndpoint"
ENDPOINT_PROPERTIES_PARAMETER_NAME = "onlineEndpointProperties"
ENDPOINT_PROPERTIES_TRAFFIC_UPDATE_PARAMETER_NAME = "onlineEndpointPropertiesTrafficUpdate"
ENDPOINT_NAME_PARAMETER_NAME = "onlineEndpointName"
ENDPOINT_TAGS_PARAMETER_NAME = "onlineEndpointTags"
DEPLOYMENTS_PARAMETER_NAME = "onlineDeployments"
PROPERTIES_PARAMETER_NAME = "properties"
DEPENDSON_PARAMETER_NAME = "dependsOn"
TRAFFIC_PARAMETER_NAME = "trafficRules"
CODE_RESOURCE_NAME = "codeDeploymentCopy"
CODE_VERSION_RESOURCE_NAME = "codeVersionDeploymentCopy"
MODEL_RESOURCE_NAME = "modelDeploymentCopy"
MODEL_VERSION_RESOURCE_NAME = "modelVersionDeploymentCopy"
ENVIRONMENT_VERSION_RESOURCE_NAME = "environmentVersionDeploymentCopy"
ONLINE_DEPLOYMENT_RESOURCE_NAME = "onlineDeploymentCopy"
ONLINE_ENDPOINT_RESOURCE_NAME = "onlineEndpointCopy"
UPDATE_RESOURCE_NAME = "updateEndpointWithTraffic"
ENDPOINT_CREATE_OR_UPDATE_PARAMETER_NAME = "endpointCreateOrUpdate"
TAGS = "tags"
SKU = "sku"
KEY_VAULT_PARAMETER_NAME = "vaults"
STORAGE_ACCOUNT_PARAMETER_NAME = "storageAccounts"
APP_INSIGHTS_PARAMETER_NAME = "components"
CONTAINER_REGISTRY_PARAMETER_NAME = "registries"
CODE_TYPE = "code"
CODE_VERSION_TYPE = "code_version"
MODEL_TYPE = "model"
MODEL_VERSION_TYPE = "model_version"
ENVIRONMENT_TYPE = "environment"
ENVIRONMENT_VERSION_TYPE = "environment_version"
ONLINE_ENDPOINT_TYPE = "online_endpoint"
ONLINE_DEPLOYMENT_TYPE = "online_deployment"
UPDATE_ONLINE_ENDPOINT_TYPE = "update_online_endpoint"
BASE_TYPE = "base"
WORKSPACE_BASE = "workspace_base"
WORKSPACE_PARAM = "workspace_param"
OPERATION_CREATE = "create"
OPERATION_UPDATE = "update"
NAME = "name"
VERSION = "version"
ASSET_PATH = "assetPath"
DATASTORE_ID = "datastoreId"
OBJECT = "Object"
ARRAY = "Array"
STRING = "String"
DEFAULT_VALUE = "defaultValue"
STORAGE = "StorageAccount"
KEY_VAULT = "KeyVault"
APP_INSIGHTS = "AppInsights"
WORKSPACE = "Workspace"
AZURE_MGMT_RESOURCE_API_VERSION = "2020-06-01"
AZURE_MGMT_STORAGE_API_VERSION = "2019-06-01"
AZURE_MGMT_APPINSIGHT_API_VERSION = "2015-05-01"
AZURE_MGMT_KEYVAULT_API_VERSION = "2019-09-01"
AZURE_MGMT_CONTAINER_REG_API_VERSION = "2019-05-01"
[docs]class WorkspaceResourceConstants(object):
ENCRYPTION_STATUS_ENABLED = "Enabled"
[docs]class HttpResponseStatusCode(object):
NOT_FOUND = 404
[docs]class OperationStatus(object):
SUCCEEDED = "Succeeded"
FAILED = "Failed"
CANCELED = "Canceled"
RUNNING = "Running"
[docs]class EndpointInvokeFields(object):
DEFAULT_HEADER = {"Content-Type": "application/json"}
AUTHORIZATION = "Authorization"
MODEL_DEPLOYMENT = "azureml-model-deployment"
[docs]class EndpointGetLogsFields(object):
LINES = 5000
[docs]class CommonYamlFields(object):
TYPE = "type"
[docs]class JobComputePropertyFields(object):
# Legacy name
AISUPERCOMPUTER = "AISuperComputer"
SINGULARITY = "Singularity"
[docs]class EndpointYamlFields(object):
TYPE = "type"
TRAFFIC_NAME = "traffic"
NAME = "name"
SCALE_SETTINGS = "scale_settings"
SCALE_TYPE = "scale_type"
INSTANCE_COUNT = "instance_count"
MINIMUM = "min_instances"
MAXIMUM = "max_instances"
POLLING_INTERVAL = "polling_interval"
TARGET_UTILIZATION_PERCENTAGE = "target_utilization_percentage"
SKU_DEFAULT = "Standard_F4s_v2"
COMPUTE = "compute"
CODE_CONFIGURATION = "code_configuration"
CODE = "code"
SCORING_SCRIPT = "scoring_script"
SCORING_URI = "scoring_uri"
SWAGGER_URI = "swagger_uri"
PROVISIONING_STATE = "provisioning_state"
MINI_BATCH_SIZE = "mini_batch_size"
RETRY_SETTINGS = "retry_settings"
BATCH_JOB_INPUT_DATA = "input_data"
BATCH_JOB_INSTANCE_COUNT = "compute.instance_count"
BATCH_JOB_OUTPUT_PATH = "output_dataset.path"
BATCH_JOB_OUTPUT_DATSTORE = "output_dataset.datastore_id"
BATCH_JOB_DATASET = "dataset"
BATCH_JOB_NAME = "job_name"
[docs]class GitProperties(object):
ENV_REPOSITORY_URI = "AZUREML_GIT_REPOSITORY_URI"
ENV_BRANCH = "AZUREML_GIT_BRANCH"
ENV_COMMIT = "AZUREML_GIT_COMMIT"
ENV_DIRTY = "AZUREML_GIT_DIRTY"
ENV_BUILD_ID = "AZUREML_GIT_BUILD_ID"
ENV_BUILD_URI = "AZUREML_GIT_BUILD_URI"
PROP_DIRTY = "azureml.git.dirty"
PROP_BUILD_ID = "azureml.git.build_id"
PROP_BUILD_URI = "azureml.git.build_uri"
PROP_MLFLOW_GIT_BRANCH = "mlflow.source.git.branch"
PROP_MLFLOW_GIT_COMMIT = "mlflow.source.git.commit"
PROP_MLFLOW_GIT_REPO_URL = "mlflow.source.git.repoURL"
[docs]class AutoMLConstants:
# The following are fields found in the yaml for AutoML Job
GENERAL_YAML = "general"
DATA_YAML = "data"
FEATURIZATION_YAML = "featurization"
LIMITS_YAML = "limits"
SWEEP_YAML = "sweep"
FORECASTING_YAML = "forecasting"
TRAINING_YAML = "training"
MAX_TRIALS_YAML = "max_trials"
DATASET_YAML = "dataset"
VALIDATION_DATASET_SIZE_YAML = "validation_dataset_size"
TRAINING_DATA_SETTINGS_YAML = "training"
TEST_DATA_SETTINGS_YAML = "test"
VALIDATION_DATA_SETTINGS_YAML = "validation"
COUNTRY_OR_REGION_YAML = "country_or_region_for_holidays"
TASK_TYPE_YAML = "task"
TIMEOUT_YAML = "timeout_minutes"
TRIAL_TIMEOUT_YAML = "trial_timeout_minutes"
BLOCKED_ALGORITHMS_YAML = "blocked_training_algorithms"
ALLOWED_ALGORITHMS_YAML = "allowed_training_algorithms"
ENSEMBLE_MODEL_DOWNLOAD_TIMEOUT_YAML = "ensemble_model_download_timeout_minutes"
TERMINATION_POLICY_TYPE_YAML = "type"
# TASK TYPES
CLASSIFICATION_YAML = "classification"
REGRESSION_YAML = "regression"
FORECASTING_YAML = "forecasting"
# The following are general purpose AutoML fields
TARGET_LAGS = "target_lags"
AUTO = "auto"
OFF = "off"
CUSTOM = "custom"
TIME_SERIES_ID_COLUMN_NAMES = "time_series_id_column_names"
TRANSFORMER_PARAMS = "transformer_params"
MODE = "mode"
[docs]class PipelineConstants:
DEFAULT_DATASTORE_SDK = "default_datastore_name"
DEFAULT_DATASTORE_REST = "defaultDatastoreName"
DEFAULT_DATASTORE = "default_datastore"
DEFAULT_COMPUTE = "default_compute"
CONTINUE_ON_STEP_FAILURE = "continue_on_step_failure"
DATASTORE_REST = "Datastore"
ENVIRONMENT = "environment"
CODE = "code"
REUSED_FLAG_FIELD = "azureml.isreused"
REUSED_FLAG_TRUE = "true"
REUSED_JOB_ID = "azureml.reusedrunid"
[docs]class OnlineEndpointConfigurations:
MIN_NAME_LENGTH = 3
MAX_NAME_LENGTH = 32
NAME_REGEX_PATTERN = r"^[a-zA-Z]([-a-zA-Z0-9]*[a-zA-Z0-9])?$"
[docs]class LROConfigurations:
MAX_WAIT_COUNT = 400
POLLING_TIMEOUT = 720
POLL_INTERVAL = 5
SLEEP_TIME = 5
[docs]class OrderString:
CREATED_AT = "createdtime asc"
CREATED_AT_DESC = "createdtime desc"
[docs]class ComputeDefaults:
VMSIZE = "STANDARD_DS3_V2"
ADMIN_USER = "azureuser"
MIN_NODES = 0
MAX_NODES = 4
IDLE_TIME = 1800
PRIORITY = "Dedicated"
[docs]class ComponentJobConstants(object):
INPUT_PATTERN = r"^\$\{\{parent\.(inputs|jobs)\.(.*?)\}\}$"
OUTPUT_PATTERN = r"^\$\{\{parent\.outputs\.(.*?)\}\}$"
LEGACY_INPUT_PATTERN = r"^\$\{\{(inputs|jobs)\.(.*?)\}\}$"
LEGACY_OUTPUT_PATTERN = r"^\$\{\{outputs\.(.*?)\}\}$"
INPUT_DESTINATION_FORMAT = "jobs.{}.inputs.{}"
OUTPUT_DESTINATION_FORMAT = "jobs.{}.outputs.{}"
[docs]class DockerTypes:
IMAGE = "Image"
BUILD = "Build"
[docs]class DataType:
SIMPLE = "Simple"
DATAFLOW = "Dataflow"
[docs]class LocalEndpointConstants:
CONDA_FILE_NAME = "conda.yml"
DOCKER_PORT = "5001"
LABEL_KEY_AZUREML_LOCAL_ENDPOINT = "azureml-local-endpoint"
LABEL_KEY_ENDPOINT_NAME = "endpoint"
LABEL_KEY_DEPLOYMENT_NAME = "deployment"
LABEL_KEY_ENDPOINT_JSON = "endpoint-data"
LABEL_KEY_DEPLOYMENT_JSON = "deployment-data"
LABEL_KEY_AZUREML_PORT = "azureml-port"
DEFAULT_STARTUP_WAIT_TIME_SECONDS = 15
CONTAINER_EXITED = "exited"
ENDPOINT_STATE_FAILED = "Failed"
ENDPOINT_STATE_SUCCEEDED = "Succeeded"
ENDPOINT_STATE_LOCATION = "local"
AZUREML_APP_PATH = "/var/azureml-app/"
ENVVAR_KEY_AZUREML_ENTRY_SCRIPT = "AZUREML_ENTRY_SCRIPT"
ENVVAR_KEY_AZUREML_MODEL_DIR = "AZUREML_MODEL_DIR"
ENVVAR_KEY_AML_APP_ROOT = "AML_APP_ROOT"
ENVVAR_KEY_AZUREML_INFERENCE_PYTHON_PATH = "AZUREML_INFERENCE_PYTHON_PATH"
CONDA_ENV_NAME = "inf-conda-env"
CONDA_ENV_BIN_PATH = "/opt/miniconda/envs/inf-conda-env/bin"
CONDA_ENV_PYTHON_PATH = "/opt/miniconda/envs/inf-conda-env/bin/python"
[docs]class LegacyAssetTypes:
PATH = "path"
[docs]class AssetTypes:
URI_FILE = "uri_file"
URI_FOLDER = "uri_folder"
MLTABLE = "mltable"
MLFLOW_MODEL = "mlflow_model"
TRITON_MODEL = "triton_model"
CUSTOM_MODEL = "custom_model"
[docs]class BatchDeploymentOutputAction:
APPEND_ROW = "append_row"
SUMMARY_ONLY = "summary_only"
[docs]class PublicNetworkAccess:
ENABLED = "Enabled"
DISABLED = "Disabled"
[docs]class ModelType:
CUSTOM = "CustomModel"
MLFLOW = "MLFlowModel"
TRITON = "TritonModel"
[docs]class YAMLRefDocLinks:
WORKSPACE = "https://aka.ms/ml-cli-v2-workspace-yaml-reference"
ENVIRONMENT = "https://aka.ms/ml-cli-v2-environment-yaml-reference"
DATASET = "https://aka.ms/ml-cli-v2-dataset-yaml-reference"
DATA = "https://aka.ms/ml-cli-v2-data-yaml-reference"
MODEL = "https://aka.ms/ml-cli-v2-model-yaml-reference"
AML_COMPUTE = "https://aka.ms/ml-cli-v2-compute-aml-yaml-reference"
COMPUTE_INSTANCE = "https://aka.ms/ml-cli-v2-compute-aml-yaml-reference"
VIRTUAL_MACHINE_COMPUTE = "https://aka.ms/ml-cli-v2-compute-vm-yaml-reference"
COMMAND_JOB = "https://aka.ms/ml-cli-v2-job-command-yaml-reference"
PARALLEL_JOB = "https://aka.ms/ml-cli-v2-job-parallel-yaml-reference"
SWEEP_JOB = "https://aka.ms/ml-cli-v2-job-sweep-yaml-reference"
PIPELINE_JOB = "https://aka.ms/ml-cli-v2-job-pipeline-yaml-reference"
DATASTORE_BLOB = "https://aka.ms/ml-cli-v2-datastore-blob-yaml-reference"
DATASTORE_FILE = "https://aka.ms/ml-cli-v2-datastore-file-yaml-reference"
DATASTORE_DATA_LAKE_GEN_1 = "https://aka.ms/ml-cli-v2-datastore-data-lake-gen1-yaml-reference"
DATASTORE_DATA_LAKE_GEN_2 = "https://aka.ms/ml-cli-v2-datastore-data-lake-gen2-yaml-reference"
ONLINE_ENDPOINT = "https://aka.ms/ml-cli-v2-endpoint-online-yaml-reference"
BATCH_ENDPOINT = "https://aka.ms/ml-cli-v2-endpoint-batch-yaml-reference"
MANAGED_ONLINE_DEPLOYMENT = "https://aka.ms/ml-cli-v2-deployment-managed-online-yaml-reference"
KUBERNETES_ONLINE_DEPLOYMENT = "https://aka.ms/ml-cli-v2-deployment-kubernetes-online-yaml-reference"
BATCH_DEPLOYMENT = "https://aka.ms/ml-cli-v2-deployment-batch-yaml-reference"
COMMAND_COMPONENT = "https://aka.ms/ml-cli-v2-component-command-yaml-reference"
PARALLEL_COMPONENT = "https://aka.ms/ml-cli-v2-component-parallel-yaml-reference"
[docs]class YAMLRefDocSchemaNames:
WORKSPACE = "Workspace"
ENVIRONMENT = "Environment"
DATA = "Data"
DATASET = "Dataset"
MODEL = "Model"
AML_COMPUTE = "AMLCompute"
COMPUTE_INSTANCE = "ComputeInstance"
VIRTUAL_MACHINE_COMPUTE = "VirtualMachineCompute"
COMMAND_JOB = "CommandJob"
SWEEP_JOB = "SweepJob"
PARALLEL_JOB = "ParallelJob"
PIPELINE_JOB = "PipelineJob"
DATASTORE_BLOB = "AzureBlobDatastore"
DATASTORE_FILE = "AzureFileDatastore"
DATASTORE_DATA_LAKE_GEN_1 = "AzureDataLakeGen1Datastore"
DATASTORE_DATA_LAKE_GEN_2 = "AzureDataLakeGen2Datastore"
ONLINE_ENDPOINT = "OnlineEndpoint"
BATCH_ENDPOINT = "BatchEndpoint"
MANAGED_ONLINE_DEPLOYMENT = "ManagedOnlineDeployment"
KUBERNETES_ONLINE_DEPLOYMENT = "KubernetesOnlineDeployment"
BATCH_DEPLOYMENT = "BatchDeployment"
COMMAND_COMPONENT = "CommandComponent"
PARALLEL_COMPONENT = "ParallelComponent"
[docs]class NodeType(object):
COMMAND = "command"
SWEEP = "sweep"
PARALLEL = "parallel"
AUTOML = "automl"
[docs]class ComponentSource:
"""Indicate where the component is constructed."""
BUILDER = "BUILDER"
DSL = "DSL"
SDK = "SDK"
REST = "REST"
YAML = "YAML"
[docs]class LoggingLevel:
WARN = "WARNING"
INFO = "INFO"
DEBUG = "DEBUG"
[docs]class ParallelTaskType:
FUNCTION = "function"
MODEL = "model"
[docs]class TimeZone(str, Enum):
"Time zones that a job or compute instance schedule accepts"
DATELINE_STANDARD_TIME = "Dateline Standard Time"
UTC_11 = "UTC-11"
ALEUTIAN_STANDARD_TIME = "Aleutian Standard Time"
HAWAIIAN_STANDARD_TIME = "Hawaiian Standard Time"
MARQUESAS_STANDARD_TIME = "Marquesas Standard Time"
ALASKAN_STANDARD_TIME = "Alaskan Standard Time"
UTC_09 = "UTC-09"
PACIFIC_STANDARD_TIME_MEXICO = "Pacific Standard Time (Mexico)"
UTC_08 = "UTC-08"
PACIFIC_STANDARD_TIME = "Pacific Standard Time"
US_MOUNTAIN_STANDARD_TIME = "US Mountain Standard Time"
MOUNTAIN_STANDARD_TIME_MEXICO = "Mountain Standard Time (Mexico)"
MOUNTAIN_STANDARD_TIME = "Mountain Standard Time"
CENTRAL_AMERICA_STANDARD_TIME = "Central America Standard Time"
CENTRAL_STANDARD_TIME = "Central Standard Time"
EASTER_ISLAND_STANDARD_TIME = "Easter Island Standard Time"
CENTRAL_STANDARD_TIME_MEXICO = "Central Standard Time (Mexico)"
CANADA_CENTRAL_STANDARD_TIME = "Canada Central Standard Time"
SA_PACIFIC_STANDARD_TIME = "SA Pacific Standard Time"
EASTERN_STANDARD_TIME_MEXICO = "Eastern Standard Time (Mexico)"
EASTERN_STANDARD_TIME = "Eastern Standard Time"
HAITI_STANDARD_TIME = "Haiti Standard Time"
CUBA_STANDARD_TIME = "Cuba Standard Time"
US_EASTERN_STANDARD_TIME = "US Eastern Standard Time"
PARAGUAY_STANDARD_TIME = "Paraguay Standard Time"
ATLANTIC_STANDARD_TIME = "Atlantic Standard Time"
VenezuelaStandardTime = "Venezuela Standard Time"
CENTRAL_BRAZILIAN_STANDARD_TIME = "Central Brazilian Standard Time"
SA_WESTERN_STANDARD_TIME = "SA Western Standard Time"
PACIFIC_SA_STANDARD_TIME = "Pacific SA Standard Time"
TURKS_AND_CAICOS_STANDARD_TIME = "Turks And Caicos Standard Time"
NEWFOUNDLAND_STANDARD_TIME = "Newfoundland Standard Time"
TOCANTINS_STANDARD_TIME = "Tocantins Standard Time"
E_SOUTH_AMERICAN_STANDARD_TIME = "E. South America Standard Time"
SA_EASTERN_STANDARD_TIME = "SA Eastern Standard Time"
ARGENTINA_STANDARD_TIME = "Argentina Standard Time"
GREENLAND_STANDARD_TIME = "Greenland Standard Time"
MONTEVIDEO_STANDARD_TIME = "Montevideo Standard Time"
SAINT_PIERRE_STANDARD_TIME = "Saint Pierre Standard Time"
BAHIA_STANDARD_TIME = "Bahia Standard Time"
UTC_02 = "UTC-02"
MID_ATLANTIC_STANDARD_TIME = "Mid-Atlantic Standard Time"
AZORES_STANDARD_TIME = "Azores Standard Time"
CAPE_VERDE_STANDARD_TIME = "Cape Verde Standard Time"
UTC = "UTC"
MOROCCO_STANDARD_TIME = "Morocco Standard Time"
GMT_STANDARD_TIME = "GMT Standard Time"
GREENWICH_STANDARD_TIME = "Greenwich Standard Time"
W_EUROPE_STANDARD_TIME = "W. Europe Standard Time"
CENTRAL_EUROPE_STANDARD_TIME = "Central Europe Standard Time"
ROMANCE_STANDARD_TIME = "Romance Standard Time"
CENTRAL_EUROPEAN_STANDARD_TIME = "Central European Standard Time"
W_CENTEAL_AFRICA_STANDARD_TIME = "W. Central Africa Standard Time"
NAMIBIA_STANDARD_TIME = "Namibia Standard Time"
JORDAN_STANDARD_TIME = "Jordan Standard Time"
GTB_STANDARD_TIME = "GTB Standard Time"
MIDDLE_EAST_STANDARD_TIME = "Middle East Standard Time"
EGYPT_STANDARD_TIME = "Egypt Standard Time"
E_EUROPE_STANDARD_TIME = "E. Europe Standard Time"
SYRIA_STANDARD_TIME = "Syria Standard Time"
WEST_BANK_STANDARD_TIME = "West Bank Standard Time"
SOUTH_AFRICA_STANDARD_TIME = "South Africa Standard Time"
FLE_STANDARD_TIME = "FLE Standard Time"
TURKEY_STANDARD_TIME = "Turkey Standard Time"
ISRAEL_STANDARD_TIME = "Israel Standard Time"
KALININGRAD_STANDARD_TIME = "Kaliningrad Standard Time"
LIBYA_STANDARD_TIME = "Libya Standard Time"
ARABIC_STANDARD_TIME = "Arabic Standard Time"
ARAB_STANDARD_TIME = "Arab Standard Time"
BELARUS_STANDARD_TIME = "Belarus Standard Time"
RUSSIAN_STANDARD_TIME = "Russian Standard Time"
E_AFRICA_STANDARD_TIME = "E. Africa Standard Time"
IRAN_STANDARD_TIME = "Iran Standard Time"
ARABIAN_STANDARD_TIME = "Arabian Standard Time"
ASTRAKHAN_STANDARD_TIME = "Astrakhan Standard Time"
AZERBAIJAN_STANDARD_TIME = "Azerbaijan Standard Time"
RUSSIA_TIME_ZONE_3 = "Russia Time Zone 3"
MAURITIUS_STANDARD_TIME = "Mauritius Standard Time"
GEORGIAN_STANDARD_TIME = "Georgian Standard Time"
CAUCASUS_STANDARD_TIME = "Caucasus Standard Time"
AFGHANISTANA_STANDARD_TIME = "Afghanistan Standard Time"
WEST_ASIA_STANDARD_TIME = "West Asia Standard Time"
EKATERINBURG_STANDARD_TIME = "Ekaterinburg Standard Time"
PAKISTAN_STANDARD_TIME = "Pakistan Standard Time"
INDIA_STANDARD_TIME = "India Standard Time"
SRI_LANKA_STANDARD_TIME = "Sri Lanka Standard Time"
NEPAL_STANDARD_TIME = "Nepal Standard Time"
CENTRAL_ASIA_STANDARD_TIME = "Central Asia Standard Time"
BANGLADESH_STANDARD_TIME = "Bangladesh Standard Time"
N_CENTRAL_ASIA_STANDARD_TIME = "N. Central Asia Standard Time"
MYANMAR_STANDARD_TIME = "Myanmar Standard Time"
SE_ASIA_STANDARD_TIME = "SE Asia Standard Time"
ALTAI_STANDARD_TIME = "Altai Standard Time"
W_MONGOLIA_STANDARD_TIME = "W. Mongolia Standard Time"
NORTH_ASIA_STANDARD_TIME = "North Asia Standard Time"
TOMSK_STANDARD_TIME = "Tomsk Standard Time"
CHINA_STANDARD_TIME = "China Standard Time"
NORTH_ASIA_EAST_STANDARD_TIME = "North Asia East Standard Time"
SINGAPORE_STANDARD_TIME = "Singapore Standard Time"
W_AUSTRALIA_STANDARD_TIME = "W. Australia Standard Time"
TAIPEI_STANDARD_TIME = "Taipei Standard Time"
ULAANBAATAR_STANDARD_TIME = "Ulaanbaatar Standard Time"
NORTH_KOREA_STANDARD_TIME = "North Korea Standard Time"
AUS_CENTRAL_W_STANDARD_TIME = "Aus Central W. Standard Time"
TRANSBAIKAL_STANDARD_TIME = "Transbaikal Standard Time"
TOKYO_STANDARD_TIME = "Tokyo Standard Time"
KOREA_STANDARD_TIME = "Korea Standard Time"
YAKUTSK_STANDARD_TIME = "Yakutsk Standard Time"
CEN_AUSTRALIA_STANDARD_TIME = "Cen. Australia Standard Time"
AUS_CENTRAL_STANDARD_TIME = "AUS Central Standard Time"
E_AUSTRALIAN_STANDARD_TIME = "E. Australia Standard Time"
AUS_EASTERN_STANDARD_TIME = "AUS Eastern Standard Time"
WEST_PACIFIC_STANDARD_TIME = "West Pacific Standard Time"
TASMANIA_STANDARD_TIME = "Tasmania Standard Time"
VLADIVOSTOK_STANDARD_TIME = "Vladivostok Standard Time"
LORDE_HOWE_STANDARD_TIME = "Lord Howe Standard Time"
BOUGAINVILLE_STANDARD_TIME = "Bougainville Standard Time"
RUSSIA_TIME_ZONE_10 = "Russia Time Zone 10"
MAGADAN_STANDARD_TIME = "Magadan Standard Time"
NORFOLK_STANDARD_TIME = "Norfolk Standard Time"
SAKHALIN_STANDARD_TIME = "Sakhalin Standard Time"
CENTRAL_PACIFIC_STANDARD_TIME = "Central Pacific Standard Time"
RUSSIA_TIME_ZONE_11 = "Russia Time Zone 11"
NEW_ZEALAND_STANDARD_TIME = "New Zealand Standard Time"
UTC_12 = "UTC+12"
FIJI_STANDARD_TIME = "Fiji Standard Time"
KAMCHATKA_STANDARD_TIME = "Kamchatka Standard Time"
CHATHAM_ISLANDS_STANDARD_TIME = "Chatham Islands Standard Time"
TONGA__STANDARD_TIME = "Tonga Standard Time"
SAMOA_STANDARD_TIME = "Samoa Standard Time"
LINE_ISLANDS_STANDARD_TIME = "Line Islands Standard Time"