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models.go
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package training
// Copyright (c) Microsoft and contributors. All rights reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
//
// See the License for the specific language governing permissions and
// limitations under the License.
//
// Code generated by Microsoft (R) AutoRest Code Generator.
// Changes may cause incorrect behavior and will be lost if the code is regenerated.
import (
"github.com/Azure/go-autorest/autorest"
"github.com/Azure/go-autorest/autorest/date"
"github.com/satori/go.uuid"
)
// The package's fully qualified name.
const fqdn = "github.com/Azure/azure-sdk-for-go/services/cognitiveservices/v2.2/customvision/training"
// Classifier enumerates the values for classifier.
type Classifier string
const (
// Multiclass ...
Multiclass Classifier = "Multiclass"
// Multilabel ...
Multilabel Classifier = "Multilabel"
)
// PossibleClassifierValues returns an array of possible values for the Classifier const type.
func PossibleClassifierValues() []Classifier {
return []Classifier{Multiclass, Multilabel}
}
// DomainType enumerates the values for domain type.
type DomainType string
const (
// Classification ...
Classification DomainType = "Classification"
// ObjectDetection ...
ObjectDetection DomainType = "ObjectDetection"
)
// PossibleDomainTypeValues returns an array of possible values for the DomainType const type.
func PossibleDomainTypeValues() []DomainType {
return []DomainType{Classification, ObjectDetection}
}
// ExportFlavorModel enumerates the values for export flavor model.
type ExportFlavorModel string
const (
// Linux ...
Linux ExportFlavorModel = "Linux"
// ONNX10 ...
ONNX10 ExportFlavorModel = "ONNX10"
// ONNX12 ...
ONNX12 ExportFlavorModel = "ONNX12"
// Windows ...
Windows ExportFlavorModel = "Windows"
)
// PossibleExportFlavorModelValues returns an array of possible values for the ExportFlavorModel const type.
func PossibleExportFlavorModelValues() []ExportFlavorModel {
return []ExportFlavorModel{Linux, ONNX10, ONNX12, Windows}
}
// ExportPlatformModel enumerates the values for export platform model.
type ExportPlatformModel string
const (
// CoreML ...
CoreML ExportPlatformModel = "CoreML"
// DockerFile ...
DockerFile ExportPlatformModel = "DockerFile"
// ONNX ...
ONNX ExportPlatformModel = "ONNX"
// TensorFlow ...
TensorFlow ExportPlatformModel = "TensorFlow"
)
// PossibleExportPlatformModelValues returns an array of possible values for the ExportPlatformModel const type.
func PossibleExportPlatformModelValues() []ExportPlatformModel {
return []ExportPlatformModel{CoreML, DockerFile, ONNX, TensorFlow}
}
// ExportStatusModel enumerates the values for export status model.
type ExportStatusModel string
const (
// Done ...
Done ExportStatusModel = "Done"
// Exporting ...
Exporting ExportStatusModel = "Exporting"
// Failed ...
Failed ExportStatusModel = "Failed"
)
// PossibleExportStatusModelValues returns an array of possible values for the ExportStatusModel const type.
func PossibleExportStatusModelValues() []ExportStatusModel {
return []ExportStatusModel{Done, Exporting, Failed}
}
// ImageCreateStatus enumerates the values for image create status.
type ImageCreateStatus string
const (
// ErrorImageFormat ...
ErrorImageFormat ImageCreateStatus = "ErrorImageFormat"
// ErrorImageSize ...
ErrorImageSize ImageCreateStatus = "ErrorImageSize"
// ErrorLimitExceed ...
ErrorLimitExceed ImageCreateStatus = "ErrorLimitExceed"
// ErrorNegativeAndRegularTagOnSameImage ...
ErrorNegativeAndRegularTagOnSameImage ImageCreateStatus = "ErrorNegativeAndRegularTagOnSameImage"
// ErrorRegionLimitExceed ...
ErrorRegionLimitExceed ImageCreateStatus = "ErrorRegionLimitExceed"
// ErrorSource ...
ErrorSource ImageCreateStatus = "ErrorSource"
// ErrorStorage ...
ErrorStorage ImageCreateStatus = "ErrorStorage"
// ErrorTagLimitExceed ...
ErrorTagLimitExceed ImageCreateStatus = "ErrorTagLimitExceed"
// ErrorUnknown ...
ErrorUnknown ImageCreateStatus = "ErrorUnknown"
// OK ...
OK ImageCreateStatus = "OK"
// OKDuplicate ...
OKDuplicate ImageCreateStatus = "OKDuplicate"
)
// PossibleImageCreateStatusValues returns an array of possible values for the ImageCreateStatus const type.
func PossibleImageCreateStatusValues() []ImageCreateStatus {
return []ImageCreateStatus{ErrorImageFormat, ErrorImageSize, ErrorLimitExceed, ErrorNegativeAndRegularTagOnSameImage, ErrorRegionLimitExceed, ErrorSource, ErrorStorage, ErrorTagLimitExceed, ErrorUnknown, OK, OKDuplicate}
}
// OrderBy enumerates the values for order by.
type OrderBy string
const (
// Newest ...
Newest OrderBy = "Newest"
// Oldest ...
Oldest OrderBy = "Oldest"
// Suggested ...
Suggested OrderBy = "Suggested"
)
// PossibleOrderByValues returns an array of possible values for the OrderBy const type.
func PossibleOrderByValues() []OrderBy {
return []OrderBy{Newest, Oldest, Suggested}
}
// TagType enumerates the values for tag type.
type TagType string
const (
// Negative ...
Negative TagType = "Negative"
// Regular ...
Regular TagType = "Regular"
)
// PossibleTagTypeValues returns an array of possible values for the TagType const type.
func PossibleTagTypeValues() []TagType {
return []TagType{Negative, Regular}
}
// BoundingBox ...
type BoundingBox struct {
Left *float64 `json:"left,omitempty"`
Top *float64 `json:"top,omitempty"`
Width *float64 `json:"width,omitempty"`
Height *float64 `json:"height,omitempty"`
}
// Domain ...
type Domain struct {
autorest.Response `json:"-"`
ID *uuid.UUID `json:"id,omitempty"`
Name *string `json:"name,omitempty"`
// Type - Possible values include: 'Classification', 'ObjectDetection'
Type DomainType `json:"type,omitempty"`
Exportable *bool `json:"exportable,omitempty"`
Enabled *bool `json:"enabled,omitempty"`
}
// Export ...
type Export struct {
autorest.Response `json:"-"`
// Platform - Platform of the export. Possible values include: 'CoreML', 'TensorFlow', 'DockerFile', 'ONNX'
Platform ExportPlatformModel `json:"platform,omitempty"`
// Status - Status of the export. Possible values include: 'Exporting', 'Failed', 'Done'
Status ExportStatusModel `json:"status,omitempty"`
// DownloadURI - URI used to download the model.
DownloadURI *string `json:"downloadUri,omitempty"`
// Flavor - Flavor of the export. Possible values include: 'Linux', 'Windows', 'ONNX10', 'ONNX12'
Flavor ExportFlavorModel `json:"flavor,omitempty"`
// NewerVersionAvailable - 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 - Id of the image.
ID *uuid.UUID `json:"id,omitempty"`
// Created - Date the image was created.
Created *date.Time `json:"created,omitempty"`
// Width - Width of the image.
Width *int32 `json:"width,omitempty"`
// Height - Height of the image.
Height *int32 `json:"height,omitempty"`
// ResizedImageURI - The URI to the (resized) image used for training.
ResizedImageURI *string `json:"resizedImageUri,omitempty"`
// ThumbnailURI - The URI to the thumbnail of the original image.
ThumbnailURI *string `json:"thumbnailUri,omitempty"`
// OriginalImageURI - The URI to the original uploaded image.
OriginalImageURI *string `json:"originalImageUri,omitempty"`
// Tags - Tags associated with this image.
Tags *[]ImageTag `json:"tags,omitempty"`
// Regions - Regions associated with this image.
Regions *[]ImageRegion `json:"regions,omitempty"`
}
// ImageCreateResult ...
type ImageCreateResult struct {
// SourceURL - Source URL of the image.
SourceURL *string `json:"sourceUrl,omitempty"`
// Status - Status of the image creation. Possible values include: 'OK', 'OKDuplicate', 'ErrorSource', 'ErrorImageFormat', 'ErrorImageSize', 'ErrorStorage', 'ErrorLimitExceed', 'ErrorTagLimitExceed', 'ErrorRegionLimitExceed', 'ErrorUnknown', 'ErrorNegativeAndRegularTagOnSameImage'
Status ImageCreateStatus `json:"status,omitempty"`
// Image - The image.
Image *Image `json:"image,omitempty"`
}
// ImageCreateSummary ...
type ImageCreateSummary struct {
autorest.Response `json:"-"`
// IsBatchSuccessful - True if all of the images in the batch were created successfully, otherwise false.
IsBatchSuccessful *bool `json:"isBatchSuccessful,omitempty"`
// Images - 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"`
}
// 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"`
}
// ImageIDCreateEntry ...
type ImageIDCreateEntry struct {
ID *uuid.UUID `json:"id,omitempty"`
TagIds *[]uuid.UUID `json:"tagIds,omitempty"`
Regions *[]Region `json:"regions,omitempty"`
}
// ImagePerformance image performance model.
type ImagePerformance struct {
Predictions *[]Prediction `json:"predictions,omitempty"`
ID *uuid.UUID `json:"id,omitempty"`
Created *date.Time `json:"created,omitempty"`
Width *int32 `json:"width,omitempty"`
Height *int32 `json:"height,omitempty"`
ImageURI *string `json:"imageUri,omitempty"`
ThumbnailURI *string `json:"thumbnailUri,omitempty"`
Tags *[]ImageTag `json:"tags,omitempty"`
Regions *[]ImageRegion `json:"regions,omitempty"`
}
// ImagePrediction ...
type ImagePrediction struct {
autorest.Response `json:"-"`
ID *uuid.UUID `json:"id,omitempty"`
Project *uuid.UUID `json:"project,omitempty"`
Iteration *uuid.UUID `json:"iteration,omitempty"`
Created *date.Time `json:"created,omitempty"`
Predictions *[]Prediction `json:"predictions,omitempty"`
}
// ImageRegion ...
type ImageRegion struct {
RegionID *uuid.UUID `json:"regionId,omitempty"`
TagName *string `json:"tagName,omitempty"`
Created *date.Time `json:"created,omitempty"`
// TagID - Id of the tag associated with this region.
TagID *uuid.UUID `json:"tagId,omitempty"`
Left *float64 `json:"left,omitempty"`
Top *float64 `json:"top,omitempty"`
Width *float64 `json:"width,omitempty"`
Height *float64 `json:"height,omitempty"`
}
// 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 *float64 `json:"left,omitempty"`
Top *float64 `json:"top,omitempty"`
Width *float64 `json:"width,omitempty"`
Height *float64 `json:"height,omitempty"`
}
// ImageRegionCreateResult ...
type ImageRegionCreateResult struct {
ImageID *uuid.UUID `json:"imageId,omitempty"`
RegionID *uuid.UUID `json:"regionId,omitempty"`
TagName *string `json:"tagName,omitempty"`
Created *date.Time `json:"created,omitempty"`
// TagID - Id of the tag associated with this region.
TagID *uuid.UUID `json:"tagId,omitempty"`
Left *float64 `json:"left,omitempty"`
Top *float64 `json:"top,omitempty"`
Width *float64 `json:"width,omitempty"`
Height *float64 `json:"height,omitempty"`
}
// 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 *uuid.UUID `json:"projectId,omitempty"`
ImageID *uuid.UUID `json:"imageId,omitempty"`
Proposals *[]RegionProposal `json:"proposals,omitempty"`
}
// ImageTag ...
type ImageTag struct {
TagID *uuid.UUID `json:"tagId,omitempty"`
TagName *string `json:"tagName,omitempty"`
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 ...
type ImageURL struct {
URL *string `json:"url,omitempty"`
}
// ImageURLCreateBatch ...
type ImageURLCreateBatch struct {
Images *[]ImageURLCreateEntry `json:"images,omitempty"`
TagIds *[]uuid.UUID `json:"tagIds,omitempty"`
}
// ImageURLCreateEntry ...
type ImageURLCreateEntry struct {
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 - 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"`
// IsDefault - Gets or sets a value indicating whether the iteration is the default iteration for the project.
IsDefault *bool `json:"isDefault,omitempty"`
// Status - Gets the current iteration status.
Status *string `json:"status,omitempty"`
// Created - Gets the time this iteration was completed.
Created *date.Time `json:"created,omitempty"`
// LastModified - Gets the time this iteration was last modified.
LastModified *date.Time `json:"lastModified,omitempty"`
// TrainedAt - Gets the time this iteration was last modified.
TrainedAt *date.Time `json:"trainedAt,omitempty"`
// ProjectID - Gets The project id. of the iteration.
ProjectID *uuid.UUID `json:"projectId,omitempty"`
// Exportable - Whether the iteration can be exported to another format for download.
Exportable *bool `json:"exportable,omitempty"`
// DomainID - Get or sets a guid of the domain the iteration has been trained on.
DomainID *uuid.UUID `json:"domainId,omitempty"`
// ClassificationType - Gets the classification type of the project. Possible values include: 'Multiclass', 'Multilabel'
ClassificationType Classifier `json:"classificationType,omitempty"`
}
// IterationPerformance represents the detailed performance data for a trained iteration.
type IterationPerformance struct {
autorest.Response `json:"-"`
// PerTagPerformance - Gets the per-tag performance details for this iteration.
PerTagPerformance *[]TagPerformance `json:"perTagPerformance,omitempty"`
// Precision - Gets the precision.
Precision *float64 `json:"precision,omitempty"`
// PrecisionStdDeviation - Gets the standard deviation for the precision.
PrecisionStdDeviation *float64 `json:"precisionStdDeviation,omitempty"`
// Recall - Gets the recall.
Recall *float64 `json:"recall,omitempty"`
// RecallStdDeviation - Gets the standard deviation for the recall.
RecallStdDeviation *float64 `json:"recallStdDeviation,omitempty"`
// AveragePrecision - 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"`
}
// ListTag ...
type ListTag struct {
autorest.Response `json:"-"`
Value *[]Tag `json:"value,omitempty"`
}
// Prediction ...
type Prediction struct {
Probability *float64 `json:"probability,omitempty"`
TagID *uuid.UUID `json:"tagId,omitempty"`
TagName *string `json:"tagName,omitempty"`
BoundingBox *BoundingBox `json:"boundingBox,omitempty"`
}
// PredictionQueryResult ...
type PredictionQueryResult struct {
autorest.Response `json:"-"`
Token *PredictionQueryToken `json:"token,omitempty"`
Results *[]StoredImagePrediction `json:"results,omitempty"`
}
// 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 - 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 - Gets the date this project was created.
Created *date.Time `json:"created,omitempty"`
// LastModified - Gets the date this project was last modified.
LastModified *date.Time `json:"lastModified,omitempty"`
// ThumbnailURI - Gets the thumbnail url representing the project.
ThumbnailURI *string `json:"thumbnailUri,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"`
}
// Region ...
type Region struct {
// TagID - Id of the tag associated with this region.
TagID *uuid.UUID `json:"tagId,omitempty"`
Left *float64 `json:"left,omitempty"`
Top *float64 `json:"top,omitempty"`
Width *float64 `json:"width,omitempty"`
Height *float64 `json:"height,omitempty"`
}
// RegionProposal ...
type RegionProposal struct {
Confidence *float64 `json:"confidence,omitempty"`
BoundingBox *BoundingBox `json:"boundingBox,omitempty"`
}
// StoredImagePrediction result of an image classification request.
type StoredImagePrediction struct {
// ResizedImageURI - The URI to the (resized) prediction image.
ResizedImageURI *string `json:"resizedImageUri,omitempty"`
// ThumbnailURI - The URI to the thumbnail of the original prediction image.
ThumbnailURI *string `json:"thumbnailUri,omitempty"`
// OriginalImageURI - The URI to the original prediction image.
OriginalImageURI *string `json:"originalImageUri,omitempty"`
// Domain - Domain used for the prediction.
Domain *uuid.UUID `json:"domain,omitempty"`
ID *uuid.UUID `json:"id,omitempty"`
Project *uuid.UUID `json:"project,omitempty"`
Iteration *uuid.UUID `json:"iteration,omitempty"`
Created *date.Time `json:"created,omitempty"`
Predictions *[]Prediction `json:"predictions,omitempty"`
}
// Tag represents a Tag.
type Tag struct {
autorest.Response `json:"-"`
// ID - 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'
Type TagType `json:"type,omitempty"`
// ImageCount - Gets the number of images with this tag.
ImageCount *int32 `json:"imageCount,omitempty"`
}
// TagPerformance represents performance data for a particular tag in a trained iteration.
type TagPerformance struct {
ID *uuid.UUID `json:"id,omitempty"`
Name *string `json:"name,omitempty"`
// Precision - Gets the precision.
Precision *float64 `json:"precision,omitempty"`
// PrecisionStdDeviation - Gets the standard deviation for the precision.
PrecisionStdDeviation *float64 `json:"precisionStdDeviation,omitempty"`
// Recall - Gets the recall.
Recall *float64 `json:"recall,omitempty"`
// RecallStdDeviation - Gets the standard deviation for the recall.
RecallStdDeviation *float64 `json:"recallStdDeviation,omitempty"`
// AveragePrecision - Gets the average precision when applicable.
AveragePrecision *float64 `json:"averagePrecision,omitempty"`
}