models.go

package training

// Copyright (c) Microsoft Corporation. All rights reserved.
// Licensed under the MIT License. See License.txt in the project root for license information.
//
// Code generated by Microsoft (R) AutoRest Code Generator.
// Changes may cause incorrect behavior and will be lost if the code is regenerated.

import (
	"encoding/json"
	"github.com/Azure/go-autorest/autorest"
	"github.com/Azure/go-autorest/autorest/date"
	"github.com/gofrs/uuid"
	"io"
)

// The package's fully qualified name.
const fqdn = "github.com/Azure/azure-sdk-for-go/services/preview/cognitiveservices/v3.4-preview/customvision/training"

// Bool ...
type Bool struct {
	autorest.Response `json:"-"`
	Value             *bool `json:"value,omitempty"`
}

// BoundingBox bounding box that defines a region of an image.
type BoundingBox struct {
	// Left - Coordinate of the left boundary.
	Left *float64 `json:"left,omitempty"`
	// Top - Coordinate of the top boundary.
	Top *float64 `json:"top,omitempty"`
	// Width - Width.
	Width *float64 `json:"width,omitempty"`
	// Height - Height.
	Height *float64 `json:"height,omitempty"`
}

// CreateProjectOptions options used for createProject.
type CreateProjectOptions struct {
	// ExportModelContainerURI - The uri to the Azure Storage container that will be used to store exported models.
	ExportModelContainerURI *string `json:"exportModelContainerUri,omitempty"`
	// NotificationQueueURI - The uri to the Azure Storage queue that will be used to send project-related notifications. See <a href="https://go.microsoft.com/fwlink/?linkid=2144149">Storage notifications</a> documentation for setup and message format.
	NotificationQueueURI *string `json:"notificationQueueUri,omitempty"`
}

// CustomBaseModelInfo ...
type CustomBaseModelInfo struct {
	// ProjectID - Project Id of the previously trained project to be used for current iteration's training.
	ProjectID *uuid.UUID `json:"projectId,omitempty"`
	// IterationID - Iteration Id of the previously trained project to be used for current iteration's training.
	IterationID *uuid.UUID `json:"iterationId,omitempty"`
}

// CustomVisionError ...
type CustomVisionError struct {
	// Code - The error code. Possible values include: 'NoError', 'BadRequest', 'BadRequestExceededBatchSize', 'BadRequestNotSupported', 'BadRequestInvalidIds', 'BadRequestProjectName', 'BadRequestProjectNameNotUnique', 'BadRequestProjectDescription', 'BadRequestProjectUnknownDomain', 'BadRequestProjectUnknownClassification', 'BadRequestProjectUnsupportedDomainTypeChange', 'BadRequestProjectUnsupportedExportPlatform', 'BadRequestProjectImagePreprocessingSettings', 'BadRequestProjectDuplicated', 'BadRequestIterationName', 'BadRequestIterationNameNotUnique', 'BadRequestIterationDescription', 'BadRequestIterationIsNotTrained', 'BadRequestIterationValidationFailed', 'BadRequestWorkspaceCannotBeModified', 'BadRequestWorkspaceNotDeletable', 'BadRequestTagName', 'BadRequestTagNameNotUnique', 'BadRequestTagDescription', 'BadRequestTagType', 'BadRequestMultipleNegativeTag', 'BadRequestMultipleGeneralProductTag', 'BadRequestImageTags', 'BadRequestImageRegions', 'BadRequestNegativeAndRegularTagOnSameImage', 'BadRequestUnsupportedDomain', 'BadRequestRequiredParamIsNull', 'BadRequestIterationIsPublished', 'BadRequestInvalidPublishName', 'BadRequestInvalidPublishTarget', 'BadRequestUnpublishFailed', 'BadRequestIterationNotPublished', 'BadRequestSubscriptionAPI', 'BadRequestExceedProjectLimit', 'BadRequestExceedIterationPerProjectLimit', 'BadRequestExceedTagPerProjectLimit', 'BadRequestExceedTagPerImageLimit', 'BadRequestExceededQuota', 'BadRequestCannotMigrateProjectWithName', 'BadRequestNotLimitedTrial', 'BadRequestImageBatch', 'BadRequestImageStream', 'BadRequestImageURL', 'BadRequestImageFormat', 'BadRequestImageSizeBytes', 'BadRequestImageDimensions', 'BadRequestImageAspectRatio', 'BadRequestImageExceededCount', 'BadRequestTrainingNotNeeded', 'BadRequestTrainingNotNeededButTrainingPipelineUpdated', 'BadRequestTrainingValidationFailed', 'BadRequestClassificationTrainingValidationFailed', 'BadRequestMultiClassClassificationTrainingValidationFailed', 'BadRequestMultiLabelClassificationTrainingValidationFailed', 'BadRequestDetectionTrainingValidationFailed', 'BadRequestTrainingAlreadyInProgress', 'BadRequestDetectionTrainingNotAllowNegativeTag', 'BadRequestInvalidEmailAddress', 'BadRequestRetiredDomainNotSupportedForTraining', 'BadRequestDomainNotSupportedForAdvancedTraining', 'BadRequestExportPlatformNotSupportedForAdvancedTraining', 'BadRequestReservedBudgetInHoursNotEnoughForAdvancedTraining', 'BadRequestCustomBaseModelIterationStatusNotCompleted', 'BadRequestCustomBaseModelDomainNotCompatible', 'BadRequestCustomBaseModelArchitectureRetired', 'BadRequestExportValidationFailed', 'BadRequestExportAlreadyInProgress', 'BadRequestPredictionIdsMissing', 'BadRequestPredictionIdsExceededCount', 'BadRequestPredictionTagsExceededCount', 'BadRequestPredictionResultsExceededCount', 'BadRequestPredictionInvalidApplicationName', 'BadRequestPredictionInvalidQueryParameters', 'BadRequestInvalidImportToken', 'BadRequestExportWhileTraining', 'BadRequestImageMetadataKey', 'BadRequestImageMetadataValue', 'BadRequestOperationNotSupported', 'BadRequestInvalidArtifactURI', 'BadRequestCustomerManagedKeyRevoked', 'BadRequestInvalidURI', 'BadRequestInvalid', 'UnsupportedMediaType', 'Forbidden', 'ForbiddenUser', 'ForbiddenUserResource', 'ForbiddenUserSignupDisabled', 'ForbiddenUserSignupAllowanceExceeded', 'ForbiddenUserDoesNotExist', 'ForbiddenUserDisabled', 'ForbiddenUserInsufficientCapability', 'ForbiddenDRModeEnabled', 'ForbiddenInvalid', 'NotFound', 'NotFoundProject', 'NotFoundProjectDefaultIteration', 'NotFoundIteration', 'NotFoundIterationPerformance', 'NotFoundTag', 'NotFoundImage', 'NotFoundDomain', 'NotFoundApimSubscription', 'NotFoundInvalid', 'Conflict', 'ConflictInvalid', 'ErrorUnknown', 'ErrorIterationCopyFailed', 'ErrorPreparePerformanceMigrationFailed', 'ErrorProjectInvalidWorkspace', 'ErrorProjectInvalidPipelineConfiguration', 'ErrorProjectInvalidDomain', 'ErrorProjectTrainingRequestFailed', 'ErrorProjectImportRequestFailed', 'ErrorProjectExportRequestFailed', 'ErrorFeaturizationServiceUnavailable', 'ErrorFeaturizationQueueTimeout', 'ErrorFeaturizationInvalidFeaturizer', 'ErrorFeaturizationAugmentationUnavailable', 'ErrorFeaturizationUnrecognizedJob', 'ErrorFeaturizationAugmentationError', 'ErrorExporterInvalidPlatform', 'ErrorExporterInvalidFeaturizer', 'ErrorExporterInvalidClassifier', 'ErrorPredictionServiceUnavailable', 'ErrorPredictionModelNotFound', 'ErrorPredictionModelNotCached', 'ErrorPrediction', 'ErrorPredictionStorage', 'ErrorRegionProposal', 'ErrorUnknownBaseModel', 'ErrorServerTimeOut', 'ErrorInvalid'
	Code CustomVisionErrorCodes `json:"code,omitempty"`
	// Message - A message explaining the error reported by the service.
	Message *string `json:"message,omitempty"`
}

// Domain domains are used as the starting point for your project. Each domain is optimized for specific
// types of images. Domains with compact in their name can be exported. For more information visit the <a
// href="https://go.microsoft.com/fwlink/?linkid=2117014">domain documentation</a>.
type Domain struct {
	autorest.Response `json:"-"`
	// ID - READ-ONLY; Domain id.
	ID *uuid.UUID `json:"id,omitempty"`
	// Name - READ-ONLY; Name of the domain, describing the types of images used to train it.
	Name *string `json:"name,omitempty"`
	// Type - READ-ONLY; Domain type: Classification or ObjectDetection. Possible values include: 'Classification', 'ObjectDetection'
	Type DomainType `json:"type,omitempty"`
	// Exportable - READ-ONLY; Indicating if the domain is exportable.
	Exportable *bool `json:"exportable,omitempty"`
	// Enabled - READ-ONLY; Indicating if the domain is enabled.
	Enabled *bool `json:"enabled,omitempty"`
	// ExportablePlatforms - READ-ONLY; Platforms that the domain can be exported to.
	ExportablePlatforms *[]string `json:"exportablePlatforms,omitempty"`
	// ModelInformation - READ-ONLY; Model information.
	ModelInformation *ModelInformation `json:"modelInformation,omitempty"`
}

// Export ...
type Export struct {
	autorest.Response `json:"-"`
	// Platform - READ-ONLY; Platform of the export. Possible values include: 'CoreML', 'TensorFlow', 'DockerFile', 'ONNX', 'VAIDK', 'OpenVino'
	Platform ExportPlatform `json:"platform,omitempty"`
	// Status - READ-ONLY; Status of the export. Possible values include: 'Exporting', 'Failed', 'Done'
	Status ExportStatus `json:"status,omitempty"`
	// DownloadURI - READ-ONLY; URI used to download the model. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	DownloadURI *string `json:"downloadUri,omitempty"`
	// Flavor - READ-ONLY; Flavor of the export. These are specializations of the export platform.
	// Docker platform has valid flavors: Linux, Windows, ARM.
	// Tensorflow platform has valid flavors: TensorFlowNormal, TensorFlowLite.
	// ONNX platform has valid flavors: ONNX10, ONNX12. Possible values include: 'Linux', 'Windows', 'ONNX10', 'ONNX12', 'ARM', 'TensorFlowNormal', 'TensorFlowLite'
	Flavor ExportFlavor `json:"flavor,omitempty"`
	// NewerVersionAvailable - READ-ONLY; Indicates an updated version of the export package is available and should be re-exported for the latest changes.
	NewerVersionAvailable *bool `json:"newerVersionAvailable,omitempty"`
}

// Image image model to be sent as JSON.
type Image struct {
	// ID - READ-ONLY; Id of the image.
	ID *uuid.UUID `json:"id,omitempty"`
	// Created - READ-ONLY; Date the image was created.
	Created *date.Time `json:"created,omitempty"`
	// Width - READ-ONLY; Width of the image.
	Width *int32 `json:"width,omitempty"`
	// Height - READ-ONLY; Height of the image.
	Height *int32 `json:"height,omitempty"`
	// ResizedImageURI - READ-ONLY; The URI to the (resized) image used for training. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ResizedImageURI *string `json:"resizedImageUri,omitempty"`
	// ThumbnailURI - READ-ONLY; The URI to the thumbnail of the original image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ThumbnailURI *string `json:"thumbnailUri,omitempty"`
	// OriginalImageURI - READ-ONLY; The URI to the original uploaded image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	OriginalImageURI *string `json:"originalImageUri,omitempty"`
	// Tags - READ-ONLY; Tags associated with this image.
	Tags *[]ImageTag `json:"tags,omitempty"`
	// Regions - READ-ONLY; Regions associated with this image.
	Regions *[]ImageRegion `json:"regions,omitempty"`
	// Metadata - READ-ONLY; Metadata associated with this image.
	Metadata map[string]*string `json:"metadata"`
}

// MarshalJSON is the custom marshaler for Image.
func (i Image) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	return json.Marshal(objectMap)
}

// ImageCreateResult ...
type ImageCreateResult struct {
	// SourceURL - READ-ONLY; Source URL of the image.
	SourceURL *string `json:"sourceUrl,omitempty"`
	// Status - READ-ONLY; Status of the image creation. Possible values include: 'ImageCreateStatusOK', 'ImageCreateStatusOKDuplicate', 'ImageCreateStatusErrorSource', 'ImageCreateStatusErrorImageFormat', 'ImageCreateStatusErrorImageSize', 'ImageCreateStatusErrorStorage', 'ImageCreateStatusErrorLimitExceed', 'ImageCreateStatusErrorTagLimitExceed', 'ImageCreateStatusErrorRegionLimitExceed', 'ImageCreateStatusErrorUnknown', 'ImageCreateStatusErrorNegativeAndRegularTagOnSameImage', 'ImageCreateStatusErrorImageDimensions', 'ImageCreateStatusErrorInvalidTag'
	Status ImageCreateStatus `json:"status,omitempty"`
	// Image - READ-ONLY; The image.
	Image *Image `json:"image,omitempty"`
}

// ImageCreateSummary ...
type ImageCreateSummary struct {
	autorest.Response `json:"-"`
	// IsBatchSuccessful - READ-ONLY; True if all of the images in the batch were created successfully, otherwise false.
	IsBatchSuccessful *bool `json:"isBatchSuccessful,omitempty"`
	// Images - READ-ONLY; List of the image creation results.
	Images *[]ImageCreateResult `json:"images,omitempty"`
}

// ImageFileCreateBatch ...
type ImageFileCreateBatch struct {
	Images *[]ImageFileCreateEntry `json:"images,omitempty"`
	TagIds *[]uuid.UUID            `json:"tagIds,omitempty"`
	// Metadata - The metadata of image. Limited to 10 key-value pairs per image. The length of key is limited to 128. The length of value is limited to 256.
	Metadata map[string]*string `json:"metadata"`
}

// MarshalJSON is the custom marshaler for ImageFileCreateBatch.
func (ifcb ImageFileCreateBatch) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if ifcb.Images != nil {
		objectMap["images"] = ifcb.Images
	}
	if ifcb.TagIds != nil {
		objectMap["tagIds"] = ifcb.TagIds
	}
	if ifcb.Metadata != nil {
		objectMap["metadata"] = ifcb.Metadata
	}
	return json.Marshal(objectMap)
}

// ImageFileCreateEntry ...
type ImageFileCreateEntry struct {
	Name     *string      `json:"name,omitempty"`
	Contents *[]byte      `json:"contents,omitempty"`
	TagIds   *[]uuid.UUID `json:"tagIds,omitempty"`
	Regions  *[]Region    `json:"regions,omitempty"`
}

// ImageIDCreateBatch ...
type ImageIDCreateBatch struct {
	Images *[]ImageIDCreateEntry `json:"images,omitempty"`
	TagIds *[]uuid.UUID          `json:"tagIds,omitempty"`
	// Metadata - The metadata of image. Limited to 10 key-value pairs per image. The length of key is limited to 128. The length of value is limited to 256.
	Metadata map[string]*string `json:"metadata"`
}

// MarshalJSON is the custom marshaler for ImageIDCreateBatch.
func (iicb ImageIDCreateBatch) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if iicb.Images != nil {
		objectMap["images"] = iicb.Images
	}
	if iicb.TagIds != nil {
		objectMap["tagIds"] = iicb.TagIds
	}
	if iicb.Metadata != nil {
		objectMap["metadata"] = iicb.Metadata
	}
	return json.Marshal(objectMap)
}

// ImageIDCreateEntry ...
type ImageIDCreateEntry struct {
	// ID - Id of the image.
	ID      *uuid.UUID   `json:"id,omitempty"`
	TagIds  *[]uuid.UUID `json:"tagIds,omitempty"`
	Regions *[]Region    `json:"regions,omitempty"`
}

// ImageMetadataUpdateEntry entry associating a metadata to an image.
type ImageMetadataUpdateEntry struct {
	// ImageID - Id of the image.
	ImageID *uuid.UUID `json:"imageId,omitempty"`
	// Status - Status of the metadata update. Possible values include: 'ImageMetadataUpdateStatusOK', 'ImageMetadataUpdateStatusErrorImageNotFound', 'ImageMetadataUpdateStatusErrorLimitExceed', 'ImageMetadataUpdateStatusErrorUnknown'
	Status ImageMetadataUpdateStatus `json:"status,omitempty"`
	// Metadata - Metadata of the image.
	Metadata map[string]*string `json:"metadata"`
}

// MarshalJSON is the custom marshaler for ImageMetadataUpdateEntry.
func (imue ImageMetadataUpdateEntry) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if imue.ImageID != nil {
		objectMap["imageId"] = imue.ImageID
	}
	if imue.Status != "" {
		objectMap["status"] = imue.Status
	}
	if imue.Metadata != nil {
		objectMap["metadata"] = imue.Metadata
	}
	return json.Marshal(objectMap)
}

// ImageMetadataUpdateSummary ...
type ImageMetadataUpdateSummary struct {
	autorest.Response `json:"-"`
	// IsBatchSuccessful - READ-ONLY
	IsBatchSuccessful *bool `json:"isBatchSuccessful,omitempty"`
	// Images - READ-ONLY
	Images *[]ImageMetadataUpdateEntry `json:"images,omitempty"`
}

// ImagePerformance image performance model.
type ImagePerformance struct {
	// Predictions - READ-ONLY
	Predictions *[]Prediction `json:"predictions,omitempty"`
	// ID - READ-ONLY; Id of the image.
	ID *uuid.UUID `json:"id,omitempty"`
	// Created - READ-ONLY; Date the image was created.
	Created *date.Time `json:"created,omitempty"`
	// Width - READ-ONLY; Width of the image.
	Width *int32 `json:"width,omitempty"`
	// Height - READ-ONLY; Height of the image.
	Height *int32 `json:"height,omitempty"`
	// ImageURI - READ-ONLY; The URI to the image used for training. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ImageURI *string `json:"imageUri,omitempty"`
	// ThumbnailURI - READ-ONLY; The URI to the thumbnail of the original image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ThumbnailURI *string `json:"thumbnailUri,omitempty"`
	// Tags - READ-ONLY; Tags associated with this image.
	Tags *[]ImageTag `json:"tags,omitempty"`
	// Regions - READ-ONLY; Regions associated with this image.
	Regions *[]ImageRegion `json:"regions,omitempty"`
}

// ImagePrediction result of an image prediction request.
type ImagePrediction struct {
	autorest.Response `json:"-"`
	// ID - READ-ONLY; Prediction Id.
	ID *uuid.UUID `json:"id,omitempty"`
	// Project - READ-ONLY; Project Id.
	Project *uuid.UUID `json:"project,omitempty"`
	// Iteration - READ-ONLY; Iteration Id.
	Iteration *uuid.UUID `json:"iteration,omitempty"`
	// Created - READ-ONLY; Date this prediction was created.
	Created *date.Time `json:"created,omitempty"`
	// Predictions - READ-ONLY; List of predictions.
	Predictions *[]Prediction `json:"predictions,omitempty"`
}

// ImageProcessingSettings represents image preprocessing settings used by image augmentation.
type ImageProcessingSettings struct {
	// AugmentationMethods - Gets or sets enabled image transforms. The key corresponds to the transform name. If value is set to true, then correspondent transform is enabled. Otherwise this transform will not be used.
	// Augmentation will be uniformly distributed among enabled transforms.
	AugmentationMethods map[string]*bool `json:"augmentationMethods"`
}

// MarshalJSON is the custom marshaler for ImageProcessingSettings.
func (ips ImageProcessingSettings) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if ips.AugmentationMethods != nil {
		objectMap["augmentationMethods"] = ips.AugmentationMethods
	}
	return json.Marshal(objectMap)
}

// ImageRegion ...
type ImageRegion struct {
	// RegionID - READ-ONLY
	RegionID *uuid.UUID `json:"regionId,omitempty"`
	// TagName - READ-ONLY
	TagName *string `json:"tagName,omitempty"`
	// Created - READ-ONLY
	Created *date.Time `json:"created,omitempty"`
	// TagID - Id of the tag associated with this region.
	TagID *uuid.UUID `json:"tagId,omitempty"`
	// Left - Coordinate of the left boundary.
	Left *float64 `json:"left,omitempty"`
	// Top - Coordinate of the top boundary.
	Top *float64 `json:"top,omitempty"`
	// Width - Width.
	Width *float64 `json:"width,omitempty"`
	// Height - Height.
	Height *float64 `json:"height,omitempty"`
}

// MarshalJSON is the custom marshaler for ImageRegion.
func (ir ImageRegion) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if ir.TagID != nil {
		objectMap["tagId"] = ir.TagID
	}
	if ir.Left != nil {
		objectMap["left"] = ir.Left
	}
	if ir.Top != nil {
		objectMap["top"] = ir.Top
	}
	if ir.Width != nil {
		objectMap["width"] = ir.Width
	}
	if ir.Height != nil {
		objectMap["height"] = ir.Height
	}
	return json.Marshal(objectMap)
}

// ImageRegionCreateBatch batch of image region information to create.
type ImageRegionCreateBatch struct {
	Regions *[]ImageRegionCreateEntry `json:"regions,omitempty"`
}

// ImageRegionCreateEntry entry associating a region to an image.
type ImageRegionCreateEntry struct {
	// ImageID - Id of the image.
	ImageID *uuid.UUID `json:"imageId,omitempty"`
	// TagID - Id of the tag associated with this region.
	TagID *uuid.UUID `json:"tagId,omitempty"`
	// Left - Coordinate of the left boundary.
	Left *float64 `json:"left,omitempty"`
	// Top - Coordinate of the top boundary.
	Top *float64 `json:"top,omitempty"`
	// Width - Width.
	Width *float64 `json:"width,omitempty"`
	// Height - Height.
	Height *float64 `json:"height,omitempty"`
}

// ImageRegionCreateResult ...
type ImageRegionCreateResult struct {
	// ImageID - READ-ONLY
	ImageID *uuid.UUID `json:"imageId,omitempty"`
	// RegionID - READ-ONLY
	RegionID *uuid.UUID `json:"regionId,omitempty"`
	// TagName - READ-ONLY
	TagName *string `json:"tagName,omitempty"`
	// Created - READ-ONLY
	Created *date.Time `json:"created,omitempty"`
	// TagID - Id of the tag associated with this region.
	TagID *uuid.UUID `json:"tagId,omitempty"`
	// Left - Coordinate of the left boundary.
	Left *float64 `json:"left,omitempty"`
	// Top - Coordinate of the top boundary.
	Top *float64 `json:"top,omitempty"`
	// Width - Width.
	Width *float64 `json:"width,omitempty"`
	// Height - Height.
	Height *float64 `json:"height,omitempty"`
}

// MarshalJSON is the custom marshaler for ImageRegionCreateResult.
func (ircr ImageRegionCreateResult) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if ircr.TagID != nil {
		objectMap["tagId"] = ircr.TagID
	}
	if ircr.Left != nil {
		objectMap["left"] = ircr.Left
	}
	if ircr.Top != nil {
		objectMap["top"] = ircr.Top
	}
	if ircr.Width != nil {
		objectMap["width"] = ircr.Width
	}
	if ircr.Height != nil {
		objectMap["height"] = ircr.Height
	}
	return json.Marshal(objectMap)
}

// ImageRegionCreateSummary ...
type ImageRegionCreateSummary struct {
	autorest.Response `json:"-"`
	Created           *[]ImageRegionCreateResult `json:"created,omitempty"`
	Duplicated        *[]ImageRegionCreateEntry  `json:"duplicated,omitempty"`
	Exceeded          *[]ImageRegionCreateEntry  `json:"exceeded,omitempty"`
}

// ImageRegionProposal ...
type ImageRegionProposal struct {
	autorest.Response `json:"-"`
	// ProjectID - READ-ONLY
	ProjectID *uuid.UUID `json:"projectId,omitempty"`
	// ImageID - READ-ONLY
	ImageID *uuid.UUID `json:"imageId,omitempty"`
	// Proposals - READ-ONLY
	Proposals *[]RegionProposal `json:"proposals,omitempty"`
}

// ImageTag ...
type ImageTag struct {
	// TagID - READ-ONLY
	TagID *uuid.UUID `json:"tagId,omitempty"`
	// TagName - READ-ONLY
	TagName *string `json:"tagName,omitempty"`
	// Created - READ-ONLY
	Created *date.Time `json:"created,omitempty"`
}

// ImageTagCreateBatch batch of image tags.
type ImageTagCreateBatch struct {
	// Tags - Image Tag entries to include in this batch.
	Tags *[]ImageTagCreateEntry `json:"tags,omitempty"`
}

// ImageTagCreateEntry entry associating a tag to an image.
type ImageTagCreateEntry struct {
	// ImageID - Id of the image.
	ImageID *uuid.UUID `json:"imageId,omitempty"`
	// TagID - Id of the tag.
	TagID *uuid.UUID `json:"tagId,omitempty"`
}

// ImageTagCreateSummary ...
type ImageTagCreateSummary struct {
	autorest.Response `json:"-"`
	Created           *[]ImageTagCreateEntry `json:"created,omitempty"`
	Duplicated        *[]ImageTagCreateEntry `json:"duplicated,omitempty"`
	Exceeded          *[]ImageTagCreateEntry `json:"exceeded,omitempty"`
}

// ImageURL image url.
type ImageURL struct {
	// URL - Url of the image.
	URL *string `json:"url,omitempty"`
}

// ImageURLCreateBatch ...
type ImageURLCreateBatch struct {
	Images *[]ImageURLCreateEntry `json:"images,omitempty"`
	TagIds *[]uuid.UUID           `json:"tagIds,omitempty"`
	// Metadata - The metadata of image. Limited to 10 key-value pairs per image. The length of key is limited to 128. The length of value is limited to 256.
	Metadata map[string]*string `json:"metadata"`
}

// MarshalJSON is the custom marshaler for ImageURLCreateBatch.
func (iucb ImageURLCreateBatch) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if iucb.Images != nil {
		objectMap["images"] = iucb.Images
	}
	if iucb.TagIds != nil {
		objectMap["tagIds"] = iucb.TagIds
	}
	if iucb.Metadata != nil {
		objectMap["metadata"] = iucb.Metadata
	}
	return json.Marshal(objectMap)
}

// ImageURLCreateEntry ...
type ImageURLCreateEntry struct {
	// URL - Url of the image.
	URL     *string      `json:"url,omitempty"`
	TagIds  *[]uuid.UUID `json:"tagIds,omitempty"`
	Regions *[]Region    `json:"regions,omitempty"`
}

// Int32 ...
type Int32 struct {
	autorest.Response `json:"-"`
	Value             *int32 `json:"value,omitempty"`
}

// Iteration iteration model to be sent over JSON.
type Iteration struct {
	autorest.Response `json:"-"`
	// ID - READ-ONLY; Gets the id of the iteration.
	ID *uuid.UUID `json:"id,omitempty"`
	// Name - Gets or sets the name of the iteration.
	Name *string `json:"name,omitempty"`
	// Status - READ-ONLY; Gets the current iteration status.
	Status *string `json:"status,omitempty"`
	// Created - READ-ONLY; Gets the time this iteration was completed.
	Created *date.Time `json:"created,omitempty"`
	// LastModified - READ-ONLY; Gets the time this iteration was last modified.
	LastModified *date.Time `json:"lastModified,omitempty"`
	// TrainedAt - READ-ONLY; Gets the time this iteration was last modified.
	TrainedAt *date.Time `json:"trainedAt,omitempty"`
	// ProjectID - READ-ONLY; Gets the project id of the iteration.
	ProjectID *uuid.UUID `json:"projectId,omitempty"`
	// Exportable - READ-ONLY; Whether the iteration can be exported to another format for download.
	Exportable *bool `json:"exportable,omitempty"`
	// ExportableTo - READ-ONLY; A set of platforms this iteration can export to.
	ExportableTo *[]string `json:"exportableTo,omitempty"`
	// DomainID - READ-ONLY; Get or sets a guid of the domain the iteration has been trained on.
	DomainID *uuid.UUID `json:"domainId,omitempty"`
	// ClassificationType - READ-ONLY; Gets the classification type of the project. Possible values include: 'Multiclass', 'Multilabel'
	ClassificationType Classifier `json:"classificationType,omitempty"`
	// TrainingType - READ-ONLY; Gets the training type of the iteration. Possible values include: 'TypeRegular', 'TypeAdvanced'
	TrainingType Type `json:"trainingType,omitempty"`
	// ReservedBudgetInHours - READ-ONLY; Gets the reserved advanced training budget for the iteration.
	ReservedBudgetInHours *int32 `json:"reservedBudgetInHours,omitempty"`
	// TrainingTimeInMinutes - READ-ONLY; Gets the training time for the iteration.
	TrainingTimeInMinutes *int32 `json:"trainingTimeInMinutes,omitempty"`
	// PublishName - READ-ONLY; Name of the published model.
	PublishName *string `json:"publishName,omitempty"`
	// OriginalPublishResourceID - READ-ONLY; Resource Provider Id this iteration was originally published to.
	OriginalPublishResourceID *string `json:"originalPublishResourceId,omitempty"`
	// CustomBaseModelInfo - READ-ONLY; Information of the previously trained iteration which provides the base model for current iteration's training.
	// Default value of null specifies that no previously trained iteration will be used for incremental learning.
	CustomBaseModelInfo *CustomBaseModelInfo `json:"customBaseModelInfo,omitempty"`
	// TrainingErrorDetails - READ-ONLY; Training error details, when training fails.
	// Value is null when training succeeds.
	TrainingErrorDetails *string `json:"trainingErrorDetails,omitempty"`
}

// MarshalJSON is the custom marshaler for Iteration.
func (i Iteration) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if i.Name != nil {
		objectMap["name"] = i.Name
	}
	return json.Marshal(objectMap)
}

// IterationPerformance represents the detailed performance data for a trained iteration.
type IterationPerformance struct {
	autorest.Response `json:"-"`
	// PerTagPerformance - READ-ONLY; Gets the per-tag performance details for this iteration.
	PerTagPerformance *[]TagPerformance `json:"perTagPerformance,omitempty"`
	// Precision - READ-ONLY; Gets the precision.
	Precision *float64 `json:"precision,omitempty"`
	// PrecisionStdDeviation - READ-ONLY; Gets the standard deviation for the precision.
	PrecisionStdDeviation *float64 `json:"precisionStdDeviation,omitempty"`
	// Recall - READ-ONLY; Gets the recall.
	Recall *float64 `json:"recall,omitempty"`
	// RecallStdDeviation - READ-ONLY; Gets the standard deviation for the recall.
	RecallStdDeviation *float64 `json:"recallStdDeviation,omitempty"`
	// AveragePrecision - READ-ONLY; Gets the average precision when applicable.
	AveragePrecision *float64 `json:"averagePrecision,omitempty"`
}

// ListDomain ...
type ListDomain struct {
	autorest.Response `json:"-"`
	Value             *[]Domain `json:"value,omitempty"`
}

// ListExport ...
type ListExport struct {
	autorest.Response `json:"-"`
	Value             *[]Export `json:"value,omitempty"`
}

// ListImage ...
type ListImage struct {
	autorest.Response `json:"-"`
	Value             *[]Image `json:"value,omitempty"`
}

// ListImagePerformance ...
type ListImagePerformance struct {
	autorest.Response `json:"-"`
	Value             *[]ImagePerformance `json:"value,omitempty"`
}

// ListIteration ...
type ListIteration struct {
	autorest.Response `json:"-"`
	Value             *[]Iteration `json:"value,omitempty"`
}

// ListProject ...
type ListProject struct {
	autorest.Response `json:"-"`
	Value             *[]Project `json:"value,omitempty"`
}

// ListSuggestedTagAndRegion ...
type ListSuggestedTagAndRegion struct {
	autorest.Response `json:"-"`
	Value             *[]SuggestedTagAndRegion `json:"value,omitempty"`
}

// ListTag ...
type ListTag struct {
	autorest.Response `json:"-"`
	Value             *[]Tag `json:"value,omitempty"`
}

// ModelInformation model information.
type ModelInformation struct {
	// EstimatedModelSizeInMegabytes - Estimation of the exported FP32 Onnx model size (2 tags) in megabytes. This information is not present if the model cannot be exported.
	EstimatedModelSizeInMegabytes *int32 `json:"estimatedModelSizeInMegabytes,omitempty"`
	// Description - Model description.
	Description *string `json:"description,omitempty"`
}

// Parameters parameters used for training.
type Parameters struct {
	// SelectedTags - List of tags selected for this training session, other tags in the project will be ignored.
	SelectedTags *[]uuid.UUID `json:"selectedTags,omitempty"`
	// CustomBaseModelInfo - Information of the previously trained iteration which provides the base model for current iteration's training.
	CustomBaseModelInfo *CustomBaseModelInfo `json:"customBaseModelInfo,omitempty"`
}

// Prediction prediction result.
type Prediction struct {
	// Probability - READ-ONLY; Probability of the tag.
	Probability *float64 `json:"probability,omitempty"`
	// TagID - READ-ONLY; Id of the predicted tag.
	TagID *uuid.UUID `json:"tagId,omitempty"`
	// TagName - READ-ONLY; Name of the predicted tag.
	TagName *string `json:"tagName,omitempty"`
	// BoundingBox - READ-ONLY; Bounding box of the prediction.
	BoundingBox *BoundingBox `json:"boundingBox,omitempty"`
	// TagType - READ-ONLY; Type of the predicted tag. Possible values include: 'Regular', 'Negative', 'GeneralProduct'
	TagType TagType `json:"tagType,omitempty"`
}

// PredictionQueryResult query result of the prediction images that were sent to your prediction endpoint.
type PredictionQueryResult struct {
	autorest.Response `json:"-"`
	// Token - Prediction Query Token.
	Token *PredictionQueryToken `json:"token,omitempty"`
	// Results - READ-ONLY; Result of an image prediction request.
	Results *[]StoredImagePrediction `json:"results,omitempty"`
}

// MarshalJSON is the custom marshaler for PredictionQueryResult.
func (pqr PredictionQueryResult) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if pqr.Token != nil {
		objectMap["token"] = pqr.Token
	}
	return json.Marshal(objectMap)
}

// PredictionQueryTag ...
type PredictionQueryTag struct {
	ID           *uuid.UUID `json:"id,omitempty"`
	MinThreshold *float64   `json:"minThreshold,omitempty"`
	MaxThreshold *float64   `json:"maxThreshold,omitempty"`
}

// PredictionQueryToken ...
type PredictionQueryToken struct {
	Session      *string `json:"session,omitempty"`
	Continuation *string `json:"continuation,omitempty"`
	MaxCount     *int32  `json:"maxCount,omitempty"`
	// OrderBy - Possible values include: 'Newest', 'Oldest', 'Suggested'
	OrderBy     OrderBy               `json:"orderBy,omitempty"`
	Tags        *[]PredictionQueryTag `json:"tags,omitempty"`
	IterationID *uuid.UUID            `json:"iterationId,omitempty"`
	StartTime   *date.Time            `json:"startTime,omitempty"`
	EndTime     *date.Time            `json:"endTime,omitempty"`
	Application *string               `json:"application,omitempty"`
}

// Project represents a project.
type Project struct {
	autorest.Response `json:"-"`
	// ID - READ-ONLY; Gets the project id.
	ID *uuid.UUID `json:"id,omitempty"`
	// Name - Gets or sets the name of the project.
	Name *string `json:"name,omitempty"`
	// Description - Gets or sets the description of the project.
	Description *string `json:"description,omitempty"`
	// Settings - Gets or sets the project settings.
	Settings *ProjectSettings `json:"settings,omitempty"`
	// Created - READ-ONLY; Gets the date this project was created.
	Created *date.Time `json:"created,omitempty"`
	// LastModified - READ-ONLY; Gets the date this project was last modified.
	LastModified *date.Time `json:"lastModified,omitempty"`
	// ThumbnailURI - READ-ONLY; Gets the thumbnail url representing the image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ThumbnailURI *string `json:"thumbnailUri,omitempty"`
	// DrModeEnabled - READ-ONLY; Gets if the Disaster Recovery (DR) mode is on, indicating the project is temporarily read-only.
	DrModeEnabled *bool `json:"drModeEnabled,omitempty"`
	// Status - Gets the status of the project. Possible values include: 'ProjectStatusSucceeded', 'ProjectStatusImporting', 'ProjectStatusFailed'
	Status ProjectStatus `json:"status,omitempty"`
}

// MarshalJSON is the custom marshaler for Project.
func (p Project) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if p.Name != nil {
		objectMap["name"] = p.Name
	}
	if p.Description != nil {
		objectMap["description"] = p.Description
	}
	if p.Settings != nil {
		objectMap["settings"] = p.Settings
	}
	if p.Status != "" {
		objectMap["status"] = p.Status
	}
	return json.Marshal(objectMap)
}

// ProjectExport represents information about a project export.
type ProjectExport struct {
	autorest.Response `json:"-"`
	// IterationCount - READ-ONLY; Count of iterations that will be exported.
	IterationCount *int32 `json:"iterationCount,omitempty"`
	// ImageCount - READ-ONLY; Count of images that will be exported.
	ImageCount *int32 `json:"imageCount,omitempty"`
	// TagCount - READ-ONLY; Count of tags that will be exported.
	TagCount *int32 `json:"tagCount,omitempty"`
	// RegionCount - READ-ONLY; Count of regions that will be exported.
	RegionCount *int32 `json:"regionCount,omitempty"`
	// EstimatedImportTimeInMS - READ-ONLY; Estimated time this project will take to import, can change based on network connectivity and load between
	// source and destination regions.
	EstimatedImportTimeInMS *int32 `json:"estimatedImportTimeInMS,omitempty"`
	// Token - READ-ONLY; Opaque token that should be passed to ImportProject to perform the import. This token grants access to import this
	// project to all that have the token.
	Token *string `json:"token,omitempty"`
}

// ProjectSettings represents settings associated with a project.
type ProjectSettings struct {
	// DomainID - Gets or sets the id of the Domain to use with this project.
	DomainID *uuid.UUID `json:"domainId,omitempty"`
	// ClassificationType - Gets or sets the classification type of the project. Possible values include: 'Multiclass', 'Multilabel'
	ClassificationType Classifier `json:"classificationType,omitempty"`
	// TargetExportPlatforms - A list of ExportPlatform that the trained model should be able to support.
	TargetExportPlatforms *[]string `json:"targetExportPlatforms,omitempty"`
	// UseNegativeSet - READ-ONLY; Indicates if negative set is being used.
	UseNegativeSet *bool `json:"useNegativeSet,omitempty"`
	// DetectionParameters - READ-ONLY; Detection parameters in use, if any.
	DetectionParameters *string `json:"detectionParameters,omitempty"`
	// ImageProcessingSettings - Gets or sets image preprocessing settings.
	ImageProcessingSettings *ImageProcessingSettings `json:"imageProcessingSettings,omitempty"`
	// ExportModelContainerURI - READ-ONLY; The uri to the Azure Storage container that will be used to store exported models.
	ExportModelContainerURI *string `json:"exportModelContainerUri,omitempty"`
	// NotificationQueueURI - READ-ONLY; The uri to the Azure Storage queue that will be used to send project-related notifications. See <a href="https://go.microsoft.com/fwlink/?linkid=2144149">Storage notifications</a> documentation for setup and message format.
	NotificationQueueURI *string `json:"notificationQueueUri,omitempty"`
}

// MarshalJSON is the custom marshaler for ProjectSettings.
func (ps ProjectSettings) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if ps.DomainID != nil {
		objectMap["domainId"] = ps.DomainID
	}
	if ps.ClassificationType != "" {
		objectMap["classificationType"] = ps.ClassificationType
	}
	if ps.TargetExportPlatforms != nil {
		objectMap["targetExportPlatforms"] = ps.TargetExportPlatforms
	}
	if ps.ImageProcessingSettings != nil {
		objectMap["imageProcessingSettings"] = ps.ImageProcessingSettings
	}
	return json.Marshal(objectMap)
}

// ReadCloser ...
type ReadCloser struct {
	autorest.Response `json:"-"`
	Value             *io.ReadCloser `json:"value,omitempty"`
}

// Region ...
type Region struct {
	// TagID - Id of the tag associated with this region.
	TagID *uuid.UUID `json:"tagId,omitempty"`
	// Left - Coordinate of the left boundary.
	Left *float64 `json:"left,omitempty"`
	// Top - Coordinate of the top boundary.
	Top *float64 `json:"top,omitempty"`
	// Width - Width.
	Width *float64 `json:"width,omitempty"`
	// Height - Height.
	Height *float64 `json:"height,omitempty"`
}

// RegionProposal ...
type RegionProposal struct {
	// Confidence - READ-ONLY
	Confidence *float64 `json:"confidence,omitempty"`
	// BoundingBox - READ-ONLY
	BoundingBox *BoundingBox `json:"boundingBox,omitempty"`
}

// SetInt32 ...
type SetInt32 struct {
	autorest.Response `json:"-"`
	Value             map[string]*int32 `json:"value"`
}

// MarshalJSON is the custom marshaler for SetInt32.
func (si3 SetInt32) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if si3.Value != nil {
		objectMap["value"] = si3.Value
	}
	return json.Marshal(objectMap)
}

// StoredImagePrediction result of an image prediction request.
type StoredImagePrediction struct {
	// ResizedImageURI - READ-ONLY; The URI to the (resized) prediction image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ResizedImageURI *string `json:"resizedImageUri,omitempty"`
	// ThumbnailURI - READ-ONLY; The URI to the thumbnail of the original prediction image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ThumbnailURI *string `json:"thumbnailUri,omitempty"`
	// OriginalImageURI - READ-ONLY; The URI to the original prediction image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	OriginalImageURI *string `json:"originalImageUri,omitempty"`
	// Domain - READ-ONLY; Domain used for the prediction.
	Domain *uuid.UUID `json:"domain,omitempty"`
	// ID - READ-ONLY; Prediction Id.
	ID *uuid.UUID `json:"id,omitempty"`
	// Project - READ-ONLY; Project Id.
	Project *uuid.UUID `json:"project,omitempty"`
	// Iteration - READ-ONLY; Iteration Id.
	Iteration *uuid.UUID `json:"iteration,omitempty"`
	// Created - READ-ONLY; Date this prediction was created.
	Created *date.Time `json:"created,omitempty"`
	// Predictions - READ-ONLY; List of predictions.
	Predictions *[]Prediction `json:"predictions,omitempty"`
}

// StoredSuggestedTagAndRegion result of a suggested tags and regions request of the untagged image.
type StoredSuggestedTagAndRegion struct {
	// Width - READ-ONLY; Width of the resized image.
	Width *int32 `json:"width,omitempty"`
	// Height - READ-ONLY; Height of the resized image.
	Height *int32 `json:"height,omitempty"`
	// ResizedImageURI - READ-ONLY; The URI to the (resized) prediction image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ResizedImageURI *string `json:"resizedImageUri,omitempty"`
	// ThumbnailURI - READ-ONLY; The URI to the thumbnail of the original prediction image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	ThumbnailURI *string `json:"thumbnailUri,omitempty"`
	// OriginalImageURI - READ-ONLY; The URI to the original prediction image. If VNET feature is enabled this will be a relative path to be used with GetArtifact, otherwise this will be an absolute URI to the resource.
	OriginalImageURI *string `json:"originalImageUri,omitempty"`
	// Domain - READ-ONLY; Domain used for the prediction.
	Domain *uuid.UUID `json:"domain,omitempty"`
	// ID - READ-ONLY; Prediction Id.
	ID *uuid.UUID `json:"id,omitempty"`
	// Project - READ-ONLY; Project Id.
	Project *uuid.UUID `json:"project,omitempty"`
	// Iteration - READ-ONLY; Iteration Id.
	Iteration *uuid.UUID `json:"iteration,omitempty"`
	// Created - READ-ONLY; Date this prediction was created.
	Created *date.Time `json:"created,omitempty"`
	// Predictions - READ-ONLY; List of predictions.
	Predictions *[]Prediction `json:"predictions,omitempty"`
	// PredictionUncertainty - READ-ONLY; Uncertainty (entropy) of suggested tags or regions per image.
	PredictionUncertainty *float64 `json:"predictionUncertainty,omitempty"`
}

// SuggestedTagAndRegion result of a suggested tags and regions request.
type SuggestedTagAndRegion struct {
	// ID - READ-ONLY; Prediction Id.
	ID *uuid.UUID `json:"id,omitempty"`
	// Project - READ-ONLY; Project Id.
	Project *uuid.UUID `json:"project,omitempty"`
	// Iteration - READ-ONLY; Iteration Id.
	Iteration *uuid.UUID `json:"iteration,omitempty"`
	// Created - READ-ONLY; Date this prediction was created.
	Created *date.Time `json:"created,omitempty"`
	// Predictions - READ-ONLY; List of predictions.
	Predictions *[]Prediction `json:"predictions,omitempty"`
	// PredictionUncertainty - READ-ONLY; Uncertainty (entropy) of suggested tags or regions per image.
	PredictionUncertainty *float64 `json:"predictionUncertainty,omitempty"`
}

// SuggestedTagAndRegionQuery the array of result images and token containing session and continuation Ids
// for the next query.
type SuggestedTagAndRegionQuery struct {
	autorest.Response `json:"-"`
	// Token - Contains properties we need to fetch suggested tags for.
	Token *SuggestedTagAndRegionQueryToken `json:"token,omitempty"`
	// Results - READ-ONLY; Result of a suggested tags and regions request of the untagged image.
	Results *[]StoredSuggestedTagAndRegion `json:"results,omitempty"`
}

// MarshalJSON is the custom marshaler for SuggestedTagAndRegionQuery.
func (starq SuggestedTagAndRegionQuery) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if starq.Token != nil {
		objectMap["token"] = starq.Token
	}
	return json.Marshal(objectMap)
}

// SuggestedTagAndRegionQueryToken contains properties we need to fetch suggested tags for. For the first
// call, Session and continuation set to null.
// Then on subsequent calls, uses the session/continuation from the previous SuggestedTagAndRegionQuery
// result to fetch additional results.
type SuggestedTagAndRegionQueryToken struct {
	// TagIds - Existing TagIds in project to filter suggested tags on.
	TagIds *[]uuid.UUID `json:"tagIds,omitempty"`
	// Threshold - Confidence threshold to filter suggested tags on.
	Threshold *float64 `json:"threshold,omitempty"`
	// Session - SessionId for database query. Initially set to null but later used to paginate.
	Session *string `json:"session,omitempty"`
	// Continuation - Continuation Id for database pagination. Initially null but later used to paginate.
	Continuation *string `json:"continuation,omitempty"`
	// MaxCount - Maximum number of results you want to be returned in the response.
	MaxCount *int32 `json:"maxCount,omitempty"`
	// SortBy - OrderBy. Ordering mechanism for your results. Possible values include: 'UncertaintyAscending', 'UncertaintyDescending'
	SortBy SortBy `json:"sortBy,omitempty"`
}

// Tag represents a Tag.
type Tag struct {
	autorest.Response `json:"-"`
	// ID - READ-ONLY; Gets the Tag ID.
	ID *uuid.UUID `json:"id,omitempty"`
	// Name - Gets or sets the name of the tag.
	Name *string `json:"name,omitempty"`
	// Description - Gets or sets the description of the tag.
	Description *string `json:"description,omitempty"`
	// Type - Gets or sets the type of the tag. Possible values include: 'Regular', 'Negative', 'GeneralProduct'
	Type TagType `json:"type,omitempty"`
	// ImageCount - READ-ONLY; Gets the number of images with this tag.
	ImageCount *int32 `json:"imageCount,omitempty"`
}

// MarshalJSON is the custom marshaler for Tag.
func (t Tag) MarshalJSON() ([]byte, error) {
	objectMap := make(map[string]interface{})
	if t.Name != nil {
		objectMap["name"] = t.Name
	}
	if t.Description != nil {
		objectMap["description"] = t.Description
	}
	if t.Type != "" {
		objectMap["type"] = t.Type
	}
	return json.Marshal(objectMap)
}

// TagFilter model that query for counting of images whose suggested tags match given tags and their
// probability are greater than or equal to the given threshold.
type TagFilter struct {
	// TagIds - Existing TagIds in project to get suggested tags count for.
	TagIds *[]uuid.UUID `json:"tagIds,omitempty"`
	// Threshold - Confidence threshold to filter suggested tags on.
	Threshold *float64 `json:"threshold,omitempty"`
}

// TagPerformance represents performance data for a particular tag in a trained iteration.
type TagPerformance struct {
	// ID - READ-ONLY
	ID *uuid.UUID `json:"id,omitempty"`
	// Name - READ-ONLY
	Name *string `json:"name,omitempty"`
	// Precision - READ-ONLY; Gets the precision.
	Precision *float64 `json:"precision,omitempty"`
	// PrecisionStdDeviation - READ-ONLY; Gets the standard deviation for the precision.
	PrecisionStdDeviation *float64 `json:"precisionStdDeviation,omitempty"`
	// Recall - READ-ONLY; Gets the recall.
	Recall *float64 `json:"recall,omitempty"`
	// RecallStdDeviation - READ-ONLY; Gets the standard deviation for the recall.
	RecallStdDeviation *float64 `json:"recallStdDeviation,omitempty"`
	// AveragePrecision - READ-ONLY; Gets the average precision when applicable.
	AveragePrecision *float64 `json:"averagePrecision,omitempty"`
}