# Copyright (c) 2012-2018, <NAME> <<EMAIL>>
# All rights reserved.
#
# See LICENSE file for full license.

from . import AWSObject, AWSProperty, Tags
from .validators import boolean, integer


class ResourceSpec(AWSProperty):
    props = {
        "InstanceType": (str, False),
        "SageMakerImageArn": (str, False),
        "SageMakerImageVersionArn": (str, False),
    }


class App(AWSObject):
    resource_type = "AWS::SageMaker::App"

    props = {
        "AppName": (str, True),
        "AppType": (str, True),
        "DomainId": (str, True),
        "ResourceSpec": (ResourceSpec, False),
        "Tags": (Tags, False),
        "UserProfileName": (str, True),
    }


class FileSystemConfig(AWSProperty):
    props = {
        "DefaultGid": (integer, False),
        "DefaultUid": (integer, False),
        "MountPath": (str, False),
    }


class KernelSpec(AWSProperty):
    props = {
        "DisplayName": (str, False),
        "Name": (str, True),
    }


class KernelGatewayImageConfig(AWSProperty):
    props = {
        "FileSystemConfig": (FileSystemConfig, False),
        "KernelSpecs": ([KernelSpec], True),
    }


class AppImageConfig(AWSObject):
    resource_type = "AWS::SageMaker::AppImageConfig"

    props = {
        "AppImageConfigName": (str, True),
        "KernelGatewayImageConfig": (KernelGatewayImageConfig, False),
        "Tags": (Tags, False),
    }


class GitConfig(AWSProperty):
    props = {
        "Branch": (str, False),
        "RepositoryUrl": (str, True),
        "SecretArn": (str, False),
    }


class CodeRepository(AWSObject):
    resource_type = "AWS::SageMaker::CodeRepository"

    props = {
        "CodeRepositoryName": (str, False),
        "GitConfig": (GitConfig, True),
    }


class DataQualityAppSpecification(AWSProperty):
    props = {
        "ContainerArguments": ([str], False),
        "ContainerEntrypoint": ([str], False),
        "Environment": (dict, False),
        "ImageUri": (str, True),
        "PostAnalyticsProcessorSourceUri": (str, False),
        "RecordPreprocessorSourceUri": (str, False),
    }


class ConstraintsResource(AWSProperty):
    props = {
        "S3Uri": (str, False),
    }


class StatisticsResource(AWSProperty):
    props = {
        "S3Uri": (str, False),
    }


class DataQualityBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
        "StatisticsResource": (StatisticsResource, False),
    }


class EndpointInput(AWSProperty):
    props = {
        "EndpointName": (str, True),
        "LocalPath": (str, True),
        "S3DataDistributionType": (str, False),
        "S3InputMode": (str, False),
    }


class DataQualityJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
    }


class S3Output(AWSProperty):
    props = {
        "LocalPath": (str, True),
        "S3UploadMode": (str, False),
        "S3Uri": (str, True),
    }


class MonitoringOutput(AWSProperty):
    props = {
        "S3Output": (S3Output, True),
    }


class MonitoringOutputConfig(AWSProperty):
    props = {
        "KmsKeyId": (str, False),
        "MonitoringOutputs": ([MonitoringOutput], True),
    }


class ClusterConfig(AWSProperty):
    props = {
        "InstanceCount": (integer, True),
        "InstanceType": (str, True),
        "VolumeKmsKeyId": (str, False),
        "VolumeSizeInGB": (integer, True),
    }


class MonitoringResources(AWSProperty):
    props = {
        "ClusterConfig": (ClusterConfig, True),
    }


class VpcConfig(AWSProperty):
    props = {
        "Subnets": ([str], True),
        "SecurityGroupIds": ([str], True),
    }


class NetworkConfig(AWSProperty):
    props = {
        "EnableInterContainerTrafficEncryption": (boolean, False),
        "EnableNetworkIsolation": (boolean, False),
        "VpcConfig": (VpcConfig, False),
    }


class StoppingCondition(AWSProperty):
    props = {
        "MaxRuntimeInSeconds": (integer, True),
    }


class DataQualityJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::DataQualityJobDefinition"

    props = {
        "DataQualityAppSpecification": (DataQualityAppSpecification, True),
        "DataQualityBaselineConfig": (DataQualityBaselineConfig, False),
        "DataQualityJobInput": (DataQualityJobInput, True),
        "DataQualityJobOutputConfig": (MonitoringOutputConfig, True),
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class Device(AWSObject):
    resource_type = "AWS::SageMaker::Device"

    props = {
        "Device": (dict, False),
        "DeviceFleetName": (str, True),
        "Tags": (Tags, False),
    }


class EdgeOutputConfig(AWSProperty):
    props = {
        "KmsKeyId": (str, False),
        "S3OutputLocation": (str, True),
    }


class DeviceFleet(AWSObject):
    resource_type = "AWS::SageMaker::DeviceFleet"

    props = {
        "Description": (str, False),
        "DeviceFleetName": (str, True),
        "OutputConfig": (EdgeOutputConfig, True),
        "RoleArn": (str, True),
        "Tags": (Tags, False),
    }


class JupyterServerAppSettings(AWSProperty):
    props = {
        "DefaultResourceSpec": (ResourceSpec, False),
    }


class CustomImage(AWSProperty):
    props = {
        "AppImageConfigName": (str, True),
        "ImageName": (str, True),
        "ImageVersionNumber": (integer, False),
    }


class KernelGatewayAppSettings(AWSProperty):
    props = {
        "CustomImages": ([CustomImage], False),
        "DefaultResourceSpec": (ResourceSpec, False),
    }


class SharingSettings(AWSProperty):
    props = {
        "NotebookOutputOption": (str, False),
        "S3KmsKeyId": (str, False),
        "S3OutputPath": (str, False),
    }


class UserSettings(AWSProperty):
    props = {
        "ExecutionRole": (str, False),
        "JupyterServerAppSettings": (JupyterServerAppSettings, False),
        "KernelGatewayAppSettings": (KernelGatewayAppSettings, False),
        "SecurityGroups": ([str], False),
        "SharingSettings": (SharingSettings, False),
    }


class Domain(AWSObject):
    resource_type = "AWS::SageMaker::Domain"

    props = {
        "AppNetworkAccessType": (str, False),
        "AuthMode": (str, True),
        "DefaultUserSettings": (UserSettings, True),
        "DomainName": (str, True),
        "KmsKeyId": (str, False),
        "SubnetIds": ([str], True),
        "Tags": (Tags, False),
        "VpcId": (str, True),
    }


class Alarm(AWSProperty):
    props = {
        "AlarmName": (str, True),
    }


class AutoRollbackConfig(AWSProperty):
    props = {
        "Alarms": ([Alarm], True),
    }


class CapacitySize(AWSProperty):
    props = {
        "Type": (str, True),
        "Value": (integer, True),
    }


class TrafficRoutingConfig(AWSProperty):
    props = {
        "CanarySize": (CapacitySize, False),
        "Type": (str, True),
        "WaitIntervalInSeconds": (integer, False),
    }


class BlueGreenUpdatePolicy(AWSProperty):
    props = {
        "MaximumExecutionTimeoutInSeconds": (integer, False),
        "TerminationWaitInSeconds": (integer, False),
        "TrafficRoutingConfiguration": (TrafficRoutingConfig, True),
    }


class DeploymentConfig(AWSProperty):
    props = {
        "AutoRollbackConfiguration": (AutoRollbackConfig, False),
        "BlueGreenUpdatePolicy": (BlueGreenUpdatePolicy, True),
    }


class VariantProperty(AWSProperty):
    props = {
        "VariantPropertyType": (str, False),
    }


class Endpoint(AWSObject):
    resource_type = "AWS::SageMaker::Endpoint"

    props = {
        "DeploymentConfig": (DeploymentConfig, False),
        "EndpointConfigName": (str, True),
        "EndpointName": (str, False),
        "ExcludeRetainedVariantProperties": ([VariantProperty], False),
        "RetainAllVariantProperties": (boolean, False),
        "Tags": (Tags, False),
    }


class CaptureContentTypeHeader(AWSProperty):
    props = {
        "CsvContentTypes": ([str], False),
        "JsonContentTypes": ([str], False),
    }


class CaptureOption(AWSProperty):
    props = {
        "CaptureMode": (str, True),
    }


class DataCaptureConfig(AWSProperty):
    props = {
        "CaptureContentTypeHeader": (CaptureContentTypeHeader, False),
        "CaptureOptions": ([CaptureOption], True),
        "DestinationS3Uri": (str, True),
        "EnableCapture": (boolean, False),
        "InitialSamplingPercentage": (integer, True),
        "KmsKeyId": (str, False),
    }


class ProductionVariant(AWSProperty):
    props = {
        "ModelName": (str, True),
        "VariantName": (str, True),
        "InitialInstanceCount": (integer, True),
        "InstanceType": (str, True),
        "InitialVariantWeight": (float, True),
    }


class EndpointConfig(AWSObject):
    resource_type = "AWS::SageMaker::EndpointConfig"

    props = {
        "DataCaptureConfig": (DataCaptureConfig, False),
        "EndpointConfigName": (str, False),
        "KmsKeyId": (str, False),
        "ProductionVariants": ([ProductionVariant], True),
        "Tags": (Tags, False),
    }


class FeatureDefinition(AWSProperty):
    props = {
        "FeatureName": (str, True),
        "FeatureType": (str, True),
    }


class FeatureGroup(AWSObject):
    resource_type = "AWS::SageMaker::FeatureGroup"

    props = {
        "Description": (str, False),
        "EventTimeFeatureName": (str, True),
        "FeatureDefinitions": ([FeatureDefinition], True),
        "FeatureGroupName": (str, True),
        "OfflineStoreConfig": (dict, False),
        "OnlineStoreConfig": (dict, False),
        "RecordIdentifierFeatureName": (str, True),
        "RoleArn": (str, False),
        "Tags": (Tags, False),
    }


class Image(AWSObject):
    resource_type = "AWS::SageMaker::Image"

    props = {
        "ImageDescription": (str, False),
        "ImageDisplayName": (str, False),
        "ImageName": (str, True),
        "ImageRoleArn": (str, True),
        "Tags": (Tags, False),
    }


class ImageVersion(AWSObject):
    resource_type = "AWS::SageMaker::ImageVersion"

    props = {
        "BaseImage": (str, True),
        "ImageName": (str, True),
    }


class ImageConfig(AWSProperty):
    props = {
        "RepositoryAccessMode": (str, True),
    }


class MultiModelConfig(AWSProperty):
    props = {
        "ModelCacheSetting": (str, False),
    }


class ContainerDefinition(AWSProperty):
    props = {
        "ContainerHostname": (str, False),
        "Environment": (dict, False),
        "Image": (str, False),
        "ImageConfig": (ImageConfig, False),
        "Mode": (str, False),
        "ModelDataUrl": (str, False),
        "ModelPackageName": (str, False),
        "MultiModelConfig": (MultiModelConfig, False),
    }


class InferenceExecutionConfig(AWSProperty):
    props = {
        "Mode": (str, True),
    }


class Model(AWSObject):
    resource_type = "AWS::SageMaker::Model"

    props = {
        "Containers": ([ContainerDefinition], False),
        "EnableNetworkIsolation": (boolean, False),
        "ExecutionRoleArn": (str, True),
        "InferenceExecutionConfig": (InferenceExecutionConfig, False),
        "ModelName": (str, False),
        "PrimaryContainer": (ContainerDefinition, False),
        "Tags": (Tags, False),
        "VpcConfig": (VpcConfig, False),
    }


class ModelBiasAppSpecification(AWSProperty):
    props = {
        "ConfigUri": (str, True),
        "Environment": (dict, False),
        "ImageUri": (str, True),
    }


class ModelBiasBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
    }


class MonitoringGroundTruthS3Input(AWSProperty):
    props = {
        "S3Uri": (str, True),
    }


class ModelBiasJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
        "GroundTruthS3Input": (MonitoringGroundTruthS3Input, True),
    }


class ModelBiasJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::ModelBiasJobDefinition"

    props = {
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "ModelBiasAppSpecification": (ModelBiasAppSpecification, True),
        "ModelBiasBaselineConfig": (ModelBiasBaselineConfig, False),
        "ModelBiasJobInput": (ModelBiasJobInput, True),
        "ModelBiasJobOutputConfig": (MonitoringOutputConfig, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class ModelExplainabilityAppSpecification(AWSProperty):
    props = {
        "ConfigUri": (str, True),
        "Environment": (dict, False),
        "ImageUri": (str, True),
    }


class ModelExplainabilityBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
    }


class ModelExplainabilityJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
    }


class ModelExplainabilityJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::ModelExplainabilityJobDefinition"

    props = {
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "ModelExplainabilityAppSpecification": (
            ModelExplainabilityAppSpecification,
            True,
        ),
        "ModelExplainabilityBaselineConfig": (ModelExplainabilityBaselineConfig, False),
        "ModelExplainabilityJobInput": (ModelExplainabilityJobInput, True),
        "ModelExplainabilityJobOutputConfig": (MonitoringOutputConfig, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class ModelPackageGroup(AWSObject):
    resource_type = "AWS::SageMaker::ModelPackageGroup"

    props = {
        "ModelPackageGroupDescription": (str, False),
        "ModelPackageGroupName": (str, True),
        "ModelPackageGroupPolicy": (dict, False),
        "Tags": (Tags, False),
    }


class ModelQualityAppSpecification(AWSProperty):
    props = {
        "ContainerArguments": ([str], False),
        "ContainerEntrypoint": ([str], False),
        "Environment": (dict, False),
        "ImageUri": (str, True),
        "PostAnalyticsProcessorSourceUri": (str, False),
        "ProblemType": (str, True),
        "RecordPreprocessorSourceUri": (str, False),
    }


class ModelQualityBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
    }


class ModelQualityJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
        "GroundTruthS3Input": (MonitoringGroundTruthS3Input, True),
    }


class ModelQualityJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::ModelQualityJobDefinition"

    props = {
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "ModelQualityAppSpecification": (ModelQualityAppSpecification, True),
        "ModelQualityBaselineConfig": (ModelQualityBaselineConfig, False),
        "ModelQualityJobInput": (ModelQualityJobInput, True),
        "ModelQualityJobOutputConfig": (MonitoringOutputConfig, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class MonitoringExecutionSummary(AWSProperty):
    props = {
        "CreationTime": (str, True),
        "EndpointName": (str, False),
        "FailureReason": (str, False),
        "LastModifiedTime": (str, True),
        "MonitoringExecutionStatus": (str, True),
        "MonitoringScheduleName": (str, True),
        "ProcessingJobArn": (str, False),
        "ScheduledTime": (str, True),
    }


class BaselineConfig(AWSProperty):
    props = {
        "ConstraintsResource": (ConstraintsResource, False),
        "StatisticsResource": (StatisticsResource, False),
    }


class MonitoringAppSpecification(AWSProperty):
    props = {
        "ContainerArguments": ([str], False),
        "ContainerEntrypoint": ([str], False),
        "ImageUri": (str, True),
        "PostAnalyticsProcessorSourceUri": (str, False),
        "RecordPreprocessorSourceUri": (str, False),
    }


class MonitoringInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
    }


class MonitoringInputs(AWSProperty):
    props = {
        "MonitoringInputs": ([MonitoringInput], False),
    }


class MonitoringJobDefinition(AWSProperty):
    props = {
        "BaselineConfig": (BaselineConfig, False),
        "Environment": (dict, False),
        "MonitoringAppSpecification": (MonitoringAppSpecification, True),
        "MonitoringInputs": (MonitoringInputs, True),
        "MonitoringOutputConfig": (MonitoringOutputConfig, True),
        "MonitoringResources": (MonitoringResources, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
    }


class ScheduleConfig(AWSProperty):
    props = {
        "ScheduleExpression": (str, True),
    }


class MonitoringScheduleConfig(AWSProperty):
    props = {
        "MonitoringJobDefinition": (MonitoringJobDefinition, True),
        "ScheduleConfig": (ScheduleConfig, False),
    }


class MonitoringSchedule(AWSObject):
    resource_type = "AWS::SageMaker::MonitoringSchedule"

    props = {
        "CreationTime": (str, False),
        "EndpointName": (str, False),
        "FailureReason": (str, False),
        "LastModifiedTime": (str, False),
        "LastMonitoringExecutionSummary": (MonitoringExecutionSummary, False),
        "MonitoringScheduleArn": (str, False),
        "MonitoringScheduleConfig": (MonitoringScheduleConfig, True),
        "MonitoringScheduleName": (str, True),
        "MonitoringScheduleStatus": (str, False),
        "Tags": (Tags, False),
    }


class NotebookInstance(AWSObject):
    resource_type = "AWS::SageMaker::NotebookInstance"

    props = {
        "AcceleratorTypes": ([str], False),
        "AdditionalCodeRepositories": ([str], False),
        "DefaultCodeRepository": (str, False),
        "DirectInternetAccess": (str, False),
        "InstanceType": (str, True),
        "KmsKeyId": (str, False),
        "LifecycleConfigName": (str, False),
        "NotebookInstanceName": (str, False),
        "RoleArn": (str, True),
        "RootAccess": (str, False),
        "SecurityGroupIds": ([str], False),
        "SubnetId": (str, False),
        "Tags": (Tags, False),
        "VolumeSizeInGB": (integer, False),
    }


class NotebookInstanceLifecycleHook(AWSProperty):
    props = {
        "Content": (str, False),
    }


class NotebookInstanceLifecycleConfig(AWSObject):
    resource_type = "AWS::SageMaker::NotebookInstanceLifecycleConfig"

    props = {
        "NotebookInstanceLifecycleConfigName": (str, False),
        "OnCreate": ([NotebookInstanceLifecycleHook], False),
        "OnStart": ([NotebookInstanceLifecycleHook], False),
    }


class Pipeline(AWSObject):
    resource_type = "AWS::SageMaker::Pipeline"

    props = {
        "PipelineDefinition": (dict, True),
        "PipelineDescription": (str, False),
        "PipelineDisplayName": (str, False),
        "PipelineName": (str, True),
        "RoleArn": (str, True),
        "Tags": (Tags, False),
    }


class Project(AWSObject):
    resource_type = "AWS::SageMaker::Project"

    props = {
        "ProjectDescription": (str, False),
        "ProjectName": (str, True),
        "ServiceCatalogProvisioningDetails": (dict, True),
        "Tags": (Tags, False),
    }


class UserProfile(AWSObject):
    resource_type = "AWS::SageMaker::UserProfile"

    props = {
        "DomainId": (str, True),
        "SingleSignOnUserIdentifier": (str, False),
        "SingleSignOnUserValue": (str, False),
        "Tags": (Tags, False),
        "UserProfileName": (str, True),
        "UserSettings": (UserSettings, False),
    }


class CognitoMemberDefinition(AWSProperty):
    props = {
        "CognitoClientId": (str, True),
        "CognitoUserGroup": (str, True),
        "CognitoUserPool": (str, True),
    }


class MemberDefinition(AWSProperty):
    props = {
        "CognitoMemberDefinition": (CognitoMemberDefinition, True),
    }


class NotificationConfiguration(AWSProperty):
    props = {
        "NotificationTopicArn": (str, True),
    }


class Workteam(AWSObject):
    resource_type = "AWS::SageMaker::Workteam"

    props = {
        "Description": (str, False),
        "MemberDefinitions": ([MemberDefinition], False),
        "NotificationConfiguration": (NotificationConfiguration, False),
        "Tags": (Tags, False),
        "WorkteamName": (str, False),
    }

# Copyright (c) 2012-2018, <NAME> <<EMAIL>>
# All rights reserved.
#
# See LICENSE file for full license.

from . import AWSObject, AWSProperty, Tags
from .validators import boolean, integer


class ResourceSpec(AWSProperty):
    props = {
        "InstanceType": (str, False),
        "SageMakerImageArn": (str, False),
        "SageMakerImageVersionArn": (str, False),
    }


class App(AWSObject):
    resource_type = "AWS::SageMaker::App"

    props = {
        "AppName": (str, True),
        "AppType": (str, True),
        "DomainId": (str, True),
        "ResourceSpec": (ResourceSpec, False),
        "Tags": (Tags, False),
        "UserProfileName": (str, True),
    }


class FileSystemConfig(AWSProperty):
    props = {
        "DefaultGid": (integer, False),
        "DefaultUid": (integer, False),
        "MountPath": (str, False),
    }


class KernelSpec(AWSProperty):
    props = {
        "DisplayName": (str, False),
        "Name": (str, True),
    }


class KernelGatewayImageConfig(AWSProperty):
    props = {
        "FileSystemConfig": (FileSystemConfig, False),
        "KernelSpecs": ([KernelSpec], True),
    }


class AppImageConfig(AWSObject):
    resource_type = "AWS::SageMaker::AppImageConfig"

    props = {
        "AppImageConfigName": (str, True),
        "KernelGatewayImageConfig": (KernelGatewayImageConfig, False),
        "Tags": (Tags, False),
    }


class GitConfig(AWSProperty):
    props = {
        "Branch": (str, False),
        "RepositoryUrl": (str, True),
        "SecretArn": (str, False),
    }


class CodeRepository(AWSObject):
    resource_type = "AWS::SageMaker::CodeRepository"

    props = {
        "CodeRepositoryName": (str, False),
        "GitConfig": (GitConfig, True),
    }


class DataQualityAppSpecification(AWSProperty):
    props = {
        "ContainerArguments": ([str], False),
        "ContainerEntrypoint": ([str], False),
        "Environment": (dict, False),
        "ImageUri": (str, True),
        "PostAnalyticsProcessorSourceUri": (str, False),
        "RecordPreprocessorSourceUri": (str, False),
    }


class ConstraintsResource(AWSProperty):
    props = {
        "S3Uri": (str, False),
    }


class StatisticsResource(AWSProperty):
    props = {
        "S3Uri": (str, False),
    }


class DataQualityBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
        "StatisticsResource": (StatisticsResource, False),
    }


class EndpointInput(AWSProperty):
    props = {
        "EndpointName": (str, True),
        "LocalPath": (str, True),
        "S3DataDistributionType": (str, False),
        "S3InputMode": (str, False),
    }


class DataQualityJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
    }


class S3Output(AWSProperty):
    props = {
        "LocalPath": (str, True),
        "S3UploadMode": (str, False),
        "S3Uri": (str, True),
    }


class MonitoringOutput(AWSProperty):
    props = {
        "S3Output": (S3Output, True),
    }


class MonitoringOutputConfig(AWSProperty):
    props = {
        "KmsKeyId": (str, False),
        "MonitoringOutputs": ([MonitoringOutput], True),
    }


class ClusterConfig(AWSProperty):
    props = {
        "InstanceCount": (integer, True),
        "InstanceType": (str, True),
        "VolumeKmsKeyId": (str, False),
        "VolumeSizeInGB": (integer, True),
    }


class MonitoringResources(AWSProperty):
    props = {
        "ClusterConfig": (ClusterConfig, True),
    }


class VpcConfig(AWSProperty):
    props = {
        "Subnets": ([str], True),
        "SecurityGroupIds": ([str], True),
    }


class NetworkConfig(AWSProperty):
    props = {
        "EnableInterContainerTrafficEncryption": (boolean, False),
        "EnableNetworkIsolation": (boolean, False),
        "VpcConfig": (VpcConfig, False),
    }


class StoppingCondition(AWSProperty):
    props = {
        "MaxRuntimeInSeconds": (integer, True),
    }


class DataQualityJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::DataQualityJobDefinition"

    props = {
        "DataQualityAppSpecification": (DataQualityAppSpecification, True),
        "DataQualityBaselineConfig": (DataQualityBaselineConfig, False),
        "DataQualityJobInput": (DataQualityJobInput, True),
        "DataQualityJobOutputConfig": (MonitoringOutputConfig, True),
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class Device(AWSObject):
    resource_type = "AWS::SageMaker::Device"

    props = {
        "Device": (dict, False),
        "DeviceFleetName": (str, True),
        "Tags": (Tags, False),
    }


class EdgeOutputConfig(AWSProperty):
    props = {
        "KmsKeyId": (str, False),
        "S3OutputLocation": (str, True),
    }


class DeviceFleet(AWSObject):
    resource_type = "AWS::SageMaker::DeviceFleet"

    props = {
        "Description": (str, False),
        "DeviceFleetName": (str, True),
        "OutputConfig": (EdgeOutputConfig, True),
        "RoleArn": (str, True),
        "Tags": (Tags, False),
    }


class JupyterServerAppSettings(AWSProperty):
    props = {
        "DefaultResourceSpec": (ResourceSpec, False),
    }


class CustomImage(AWSProperty):
    props = {
        "AppImageConfigName": (str, True),
        "ImageName": (str, True),
        "ImageVersionNumber": (integer, False),
    }


class KernelGatewayAppSettings(AWSProperty):
    props = {
        "CustomImages": ([CustomImage], False),
        "DefaultResourceSpec": (ResourceSpec, False),
    }


class SharingSettings(AWSProperty):
    props = {
        "NotebookOutputOption": (str, False),
        "S3KmsKeyId": (str, False),
        "S3OutputPath": (str, False),
    }


class UserSettings(AWSProperty):
    props = {
        "ExecutionRole": (str, False),
        "JupyterServerAppSettings": (JupyterServerAppSettings, False),
        "KernelGatewayAppSettings": (KernelGatewayAppSettings, False),
        "SecurityGroups": ([str], False),
        "SharingSettings": (SharingSettings, False),
    }


class Domain(AWSObject):
    resource_type = "AWS::SageMaker::Domain"

    props = {
        "AppNetworkAccessType": (str, False),
        "AuthMode": (str, True),
        "DefaultUserSettings": (UserSettings, True),
        "DomainName": (str, True),
        "KmsKeyId": (str, False),
        "SubnetIds": ([str], True),
        "Tags": (Tags, False),
        "VpcId": (str, True),
    }


class Alarm(AWSProperty):
    props = {
        "AlarmName": (str, True),
    }


class AutoRollbackConfig(AWSProperty):
    props = {
        "Alarms": ([Alarm], True),
    }


class CapacitySize(AWSProperty):
    props = {
        "Type": (str, True),
        "Value": (integer, True),
    }


class TrafficRoutingConfig(AWSProperty):
    props = {
        "CanarySize": (CapacitySize, False),
        "Type": (str, True),
        "WaitIntervalInSeconds": (integer, False),
    }


class BlueGreenUpdatePolicy(AWSProperty):
    props = {
        "MaximumExecutionTimeoutInSeconds": (integer, False),
        "TerminationWaitInSeconds": (integer, False),
        "TrafficRoutingConfiguration": (TrafficRoutingConfig, True),
    }


class DeploymentConfig(AWSProperty):
    props = {
        "AutoRollbackConfiguration": (AutoRollbackConfig, False),
        "BlueGreenUpdatePolicy": (BlueGreenUpdatePolicy, True),
    }


class VariantProperty(AWSProperty):
    props = {
        "VariantPropertyType": (str, False),
    }


class Endpoint(AWSObject):
    resource_type = "AWS::SageMaker::Endpoint"

    props = {
        "DeploymentConfig": (DeploymentConfig, False),
        "EndpointConfigName": (str, True),
        "EndpointName": (str, False),
        "ExcludeRetainedVariantProperties": ([VariantProperty], False),
        "RetainAllVariantProperties": (boolean, False),
        "Tags": (Tags, False),
    }


class CaptureContentTypeHeader(AWSProperty):
    props = {
        "CsvContentTypes": ([str], False),
        "JsonContentTypes": ([str], False),
    }


class CaptureOption(AWSProperty):
    props = {
        "CaptureMode": (str, True),
    }


class DataCaptureConfig(AWSProperty):
    props = {
        "CaptureContentTypeHeader": (CaptureContentTypeHeader, False),
        "CaptureOptions": ([CaptureOption], True),
        "DestinationS3Uri": (str, True),
        "EnableCapture": (boolean, False),
        "InitialSamplingPercentage": (integer, True),
        "KmsKeyId": (str, False),
    }


class ProductionVariant(AWSProperty):
    props = {
        "ModelName": (str, True),
        "VariantName": (str, True),
        "InitialInstanceCount": (integer, True),
        "InstanceType": (str, True),
        "InitialVariantWeight": (float, True),
    }


class EndpointConfig(AWSObject):
    resource_type = "AWS::SageMaker::EndpointConfig"

    props = {
        "DataCaptureConfig": (DataCaptureConfig, False),
        "EndpointConfigName": (str, False),
        "KmsKeyId": (str, False),
        "ProductionVariants": ([ProductionVariant], True),
        "Tags": (Tags, False),
    }


class FeatureDefinition(AWSProperty):
    props = {
        "FeatureName": (str, True),
        "FeatureType": (str, True),
    }


class FeatureGroup(AWSObject):
    resource_type = "AWS::SageMaker::FeatureGroup"

    props = {
        "Description": (str, False),
        "EventTimeFeatureName": (str, True),
        "FeatureDefinitions": ([FeatureDefinition], True),
        "FeatureGroupName": (str, True),
        "OfflineStoreConfig": (dict, False),
        "OnlineStoreConfig": (dict, False),
        "RecordIdentifierFeatureName": (str, True),
        "RoleArn": (str, False),
        "Tags": (Tags, False),
    }


class Image(AWSObject):
    resource_type = "AWS::SageMaker::Image"

    props = {
        "ImageDescription": (str, False),
        "ImageDisplayName": (str, False),
        "ImageName": (str, True),
        "ImageRoleArn": (str, True),
        "Tags": (Tags, False),
    }


class ImageVersion(AWSObject):
    resource_type = "AWS::SageMaker::ImageVersion"

    props = {
        "BaseImage": (str, True),
        "ImageName": (str, True),
    }


class ImageConfig(AWSProperty):
    props = {
        "RepositoryAccessMode": (str, True),
    }


class MultiModelConfig(AWSProperty):
    props = {
        "ModelCacheSetting": (str, False),
    }


class ContainerDefinition(AWSProperty):
    props = {
        "ContainerHostname": (str, False),
        "Environment": (dict, False),
        "Image": (str, False),
        "ImageConfig": (ImageConfig, False),
        "Mode": (str, False),
        "ModelDataUrl": (str, False),
        "ModelPackageName": (str, False),
        "MultiModelConfig": (MultiModelConfig, False),
    }


class InferenceExecutionConfig(AWSProperty):
    props = {
        "Mode": (str, True),
    }


class Model(AWSObject):
    resource_type = "AWS::SageMaker::Model"

    props = {
        "Containers": ([ContainerDefinition], False),
        "EnableNetworkIsolation": (boolean, False),
        "ExecutionRoleArn": (str, True),
        "InferenceExecutionConfig": (InferenceExecutionConfig, False),
        "ModelName": (str, False),
        "PrimaryContainer": (ContainerDefinition, False),
        "Tags": (Tags, False),
        "VpcConfig": (VpcConfig, False),
    }


class ModelBiasAppSpecification(AWSProperty):
    props = {
        "ConfigUri": (str, True),
        "Environment": (dict, False),
        "ImageUri": (str, True),
    }


class ModelBiasBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
    }


class MonitoringGroundTruthS3Input(AWSProperty):
    props = {
        "S3Uri": (str, True),
    }


class ModelBiasJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
        "GroundTruthS3Input": (MonitoringGroundTruthS3Input, True),
    }


class ModelBiasJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::ModelBiasJobDefinition"

    props = {
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "ModelBiasAppSpecification": (ModelBiasAppSpecification, True),
        "ModelBiasBaselineConfig": (ModelBiasBaselineConfig, False),
        "ModelBiasJobInput": (ModelBiasJobInput, True),
        "ModelBiasJobOutputConfig": (MonitoringOutputConfig, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class ModelExplainabilityAppSpecification(AWSProperty):
    props = {
        "ConfigUri": (str, True),
        "Environment": (dict, False),
        "ImageUri": (str, True),
    }


class ModelExplainabilityBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
    }


class ModelExplainabilityJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
    }


class ModelExplainabilityJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::ModelExplainabilityJobDefinition"

    props = {
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "ModelExplainabilityAppSpecification": (
            ModelExplainabilityAppSpecification,
            True,
        ),
        "ModelExplainabilityBaselineConfig": (ModelExplainabilityBaselineConfig, False),
        "ModelExplainabilityJobInput": (ModelExplainabilityJobInput, True),
        "ModelExplainabilityJobOutputConfig": (MonitoringOutputConfig, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class ModelPackageGroup(AWSObject):
    resource_type = "AWS::SageMaker::ModelPackageGroup"

    props = {
        "ModelPackageGroupDescription": (str, False),
        "ModelPackageGroupName": (str, True),
        "ModelPackageGroupPolicy": (dict, False),
        "Tags": (Tags, False),
    }


class ModelQualityAppSpecification(AWSProperty):
    props = {
        "ContainerArguments": ([str], False),
        "ContainerEntrypoint": ([str], False),
        "Environment": (dict, False),
        "ImageUri": (str, True),
        "PostAnalyticsProcessorSourceUri": (str, False),
        "ProblemType": (str, True),
        "RecordPreprocessorSourceUri": (str, False),
    }


class ModelQualityBaselineConfig(AWSProperty):
    props = {
        "BaseliningJobName": (str, False),
        "ConstraintsResource": (ConstraintsResource, False),
    }


class ModelQualityJobInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
        "GroundTruthS3Input": (MonitoringGroundTruthS3Input, True),
    }


class ModelQualityJobDefinition(AWSObject):
    resource_type = "AWS::SageMaker::ModelQualityJobDefinition"

    props = {
        "JobDefinitionName": (str, False),
        "JobResources": (MonitoringResources, True),
        "ModelQualityAppSpecification": (ModelQualityAppSpecification, True),
        "ModelQualityBaselineConfig": (ModelQualityBaselineConfig, False),
        "ModelQualityJobInput": (ModelQualityJobInput, True),
        "ModelQualityJobOutputConfig": (MonitoringOutputConfig, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
        "Tags": (Tags, False),
    }


class MonitoringExecutionSummary(AWSProperty):
    props = {
        "CreationTime": (str, True),
        "EndpointName": (str, False),
        "FailureReason": (str, False),
        "LastModifiedTime": (str, True),
        "MonitoringExecutionStatus": (str, True),
        "MonitoringScheduleName": (str, True),
        "ProcessingJobArn": (str, False),
        "ScheduledTime": (str, True),
    }


class BaselineConfig(AWSProperty):
    props = {
        "ConstraintsResource": (ConstraintsResource, False),
        "StatisticsResource": (StatisticsResource, False),
    }


class MonitoringAppSpecification(AWSProperty):
    props = {
        "ContainerArguments": ([str], False),
        "ContainerEntrypoint": ([str], False),
        "ImageUri": (str, True),
        "PostAnalyticsProcessorSourceUri": (str, False),
        "RecordPreprocessorSourceUri": (str, False),
    }


class MonitoringInput(AWSProperty):
    props = {
        "EndpointInput": (EndpointInput, True),
    }


class MonitoringInputs(AWSProperty):
    props = {
        "MonitoringInputs": ([MonitoringInput], False),
    }


class MonitoringJobDefinition(AWSProperty):
    props = {
        "BaselineConfig": (BaselineConfig, False),
        "Environment": (dict, False),
        "MonitoringAppSpecification": (MonitoringAppSpecification, True),
        "MonitoringInputs": (MonitoringInputs, True),
        "MonitoringOutputConfig": (MonitoringOutputConfig, True),
        "MonitoringResources": (MonitoringResources, True),
        "NetworkConfig": (NetworkConfig, False),
        "RoleArn": (str, True),
        "StoppingCondition": (StoppingCondition, False),
    }


class ScheduleConfig(AWSProperty):
    props = {
        "ScheduleExpression": (str, True),
    }


class MonitoringScheduleConfig(AWSProperty):
    props = {
        "MonitoringJobDefinition": (MonitoringJobDefinition, True),
        "ScheduleConfig": (ScheduleConfig, False),
    }


class MonitoringSchedule(AWSObject):
    resource_type = "AWS::SageMaker::MonitoringSchedule"

    props = {
        "CreationTime": (str, False),
        "EndpointName": (str, False),
        "FailureReason": (str, False),
        "LastModifiedTime": (str, False),
        "LastMonitoringExecutionSummary": (MonitoringExecutionSummary, False),
        "MonitoringScheduleArn": (str, False),
        "MonitoringScheduleConfig": (MonitoringScheduleConfig, True),
        "MonitoringScheduleName": (str, True),
        "MonitoringScheduleStatus": (str, False),
        "Tags": (Tags, False),
    }


class NotebookInstance(AWSObject):
    resource_type = "AWS::SageMaker::NotebookInstance"

    props = {
        "AcceleratorTypes": ([str], False),
        "AdditionalCodeRepositories": ([str], False),
        "DefaultCodeRepository": (str, False),
        "DirectInternetAccess": (str, False),
        "InstanceType": (str, True),
        "KmsKeyId": (str, False),
        "LifecycleConfigName": (str, False),
        "NotebookInstanceName": (str, False),
        "RoleArn": (str, True),
        "RootAccess": (str, False),
        "SecurityGroupIds": ([str], False),
        "SubnetId": (str, False),
        "Tags": (Tags, False),
        "VolumeSizeInGB": (integer, False),
    }


class NotebookInstanceLifecycleHook(AWSProperty):
    props = {
        "Content": (str, False),
    }


class NotebookInstanceLifecycleConfig(AWSObject):
    resource_type = "AWS::SageMaker::NotebookInstanceLifecycleConfig"

    props = {
        "NotebookInstanceLifecycleConfigName": (str, False),
        "OnCreate": ([NotebookInstanceLifecycleHook], False),
        "OnStart": ([NotebookInstanceLifecycleHook], False),
    }


class Pipeline(AWSObject):
    resource_type = "AWS::SageMaker::Pipeline"

    props = {
        "PipelineDefinition": (dict, True),
        "PipelineDescription": (str, False),
        "PipelineDisplayName": (str, False),
        "PipelineName": (str, True),
        "RoleArn": (str, True),
        "Tags": (Tags, False),
    }


class Project(AWSObject):
    resource_type = "AWS::SageMaker::Project"

    props = {
        "ProjectDescription": (str, False),
        "ProjectName": (str, True),
        "ServiceCatalogProvisioningDetails": (dict, True),
        "Tags": (Tags, False),
    }


class UserProfile(AWSObject):
    resource_type = "AWS::SageMaker::UserProfile"

    props = {
        "DomainId": (str, True),
        "SingleSignOnUserIdentifier": (str, False),
        "SingleSignOnUserValue": (str, False),
        "Tags": (Tags, False),
        "UserProfileName": (str, True),
        "UserSettings": (UserSettings, False),
    }


class CognitoMemberDefinition(AWSProperty):
    props = {
        "CognitoClientId": (str, True),
        "CognitoUserGroup": (str, True),
        "CognitoUserPool": (str, True),
    }


class MemberDefinition(AWSProperty):
    props = {
        "CognitoMemberDefinition": (CognitoMemberDefinition, True),
    }


class NotificationConfiguration(AWSProperty):
    props = {
        "NotificationTopicArn": (str, True),
    }


class Workteam(AWSObject):
    resource_type = "AWS::SageMaker::Workteam"

    props = {
        "Description": (str, False),
        "MemberDefinitions": ([MemberDefinition], False),
        "NotificationConfiguration": (NotificationConfiguration, False),
        "Tags": (Tags, False),
        "WorkteamName": (str, False),
    }

# Copyright (c) 2012-2018, <NAME> <<EMAIL>> # All rights reserved. # # See LICENSE file for full license.