API version change log for deployment of Microsoft.MachineLearningServices/workspaces/jobs

This article describes the properties that changed in each API version for Microsoft.MachineLearningServices/workspaces/jobs. It only covers properties that are available during deployments.

2023-10-01

Added:

Removed:

  • properties.notificationSetting
  • properties.notificationSetting.emailOn
  • properties.notificationSetting.emails
  • properties.notificationSetting.webhooks
  • properties.notificationSetting.webhooks.{customized property}
  • properties.notificationSetting.webhooks.eventType
  • properties.notificationSetting.webhooks.webhookType
  • properties.{customized property}
  • secretsConfiguration
  • secretsConfiguration.{customized property}
  • secretsConfiguration.uri
  • secretsConfiguration.workspaceSecretName
  • {customized property}
  • uri
  • workspaceSecretName
  • services
  • services.{customized property}
  • services.endpoint
  • services.jobServiceType
  • services.nodes
  • services.nodes.nodesValueType
  • services.port
  • services.properties
  • services.properties.{customized property}
  • endpoint
  • jobServiceType
  • nodes
  • nodes.nodesValueType
  • port
  • outputs.assetName
  • outputs.assetVersion
  • outputs.autoDeleteSetting
  • outputs.autoDeleteSetting.condition
  • outputs.autoDeleteSetting.value
  • queueSettings.priority
  • resources.locations
  • resources.maxInstanceCount
  • taskDetails.fixedParameters
  • taskDetails.fixedParameters.booster
  • taskDetails.fixedParameters.boostingType
  • taskDetails.fixedParameters.growPolicy
  • taskDetails.fixedParameters.learningRate
  • taskDetails.fixedParameters.maxBin
  • taskDetails.fixedParameters.maxDepth
  • taskDetails.fixedParameters.maxLeaves
  • taskDetails.fixedParameters.minDataInLeaf
  • taskDetails.fixedParameters.minSplitGain
  • taskDetails.fixedParameters.modelName
  • taskDetails.fixedParameters.nEstimators
  • taskDetails.fixedParameters.numLeaves
  • taskDetails.fixedParameters.preprocessorName
  • taskDetails.fixedParameters.regAlpha
  • taskDetails.fixedParameters.regLambda
  • taskDetails.fixedParameters.subsample
  • taskDetails.fixedParameters.subsampleFreq
  • taskDetails.fixedParameters.treeMethod
  • taskDetails.fixedParameters.withMean
  • taskDetails.fixedParameters.withStd
  • taskDetails.limitSettings.maxNodes
  • taskDetails.limitSettings.sweepConcurrentTrials
  • taskDetails.limitSettings.sweepTrials
  • taskDetails.searchSpace.booster
  • taskDetails.searchSpace.boostingType
  • taskDetails.searchSpace.growPolicy
  • taskDetails.searchSpace.maxBin
  • taskDetails.searchSpace.maxDepth
  • taskDetails.searchSpace.maxLeaves
  • taskDetails.searchSpace.minDataInLeaf
  • taskDetails.searchSpace.minSplitGain
  • taskDetails.searchSpace.nEstimators
  • taskDetails.searchSpace.numLeaves
  • taskDetails.searchSpace.preprocessorName
  • taskDetails.searchSpace.regAlpha
  • taskDetails.searchSpace.regLambda
  • taskDetails.searchSpace.subsample
  • taskDetails.searchSpace.subsampleFreq
  • taskDetails.searchSpace.treeMethod
  • taskDetails.searchSpace.withMean
  • taskDetails.searchSpace.withStd
  • taskDetails.trainingSettings.trainingMode
  • taskDetails.forecastingSettings.featuresUnknownAtForecastTime
  • taskDetails.modelSettings.logTrainingMetrics
  • taskDetails.modelSettings.logValidationLoss
  • taskDetails.fixedParameters.gradientAccumulationSteps
  • taskDetails.fixedParameters.learningRateScheduler
  • taskDetails.fixedParameters.numberOfEpochs
  • taskDetails.fixedParameters.trainingBatchSize
  • taskDetails.fixedParameters.validationBatchSize
  • taskDetails.fixedParameters.warmupRatio
  • taskDetails.fixedParameters.weightDecay
  • taskDetails.searchSpace.gradientAccumulationSteps
  • taskDetails.searchSpace.warmupRatio
  • autologgerSettings
  • autologgerSettings.mlflowAutologger
  • distribution.address
  • distribution.dashboardPort
  • distribution.headNodeAdditionalArgs
  • distribution.includeDashboard
  • distribution.port
  • distribution.workerNodeAdditionalArgs
  • dataConfiguration
  • dataConfiguration.dataId
  • dataConfiguration.incrementalDataRefresh
  • jobInstructions
  • jobInstructions.uri
  • labelCategories
  • labelCategories.{customized property}
  • labelCategories.classes
  • labelCategories.classes.{customized property}
  • labelCategories.classes.displayName
  • labelCategories.classes.subclasses
  • labelCategories.classes.subclasses.{customized property}
  • labelCategories.displayName
  • labelCategories.multiSelect
  • classes
  • classes.{customized property}
  • classes.displayName
  • classes.subclasses
  • classes.subclasses.{customized property}
  • displayName
  • multiSelect
  • labelingJobMediaProperties
  • labelingJobMediaProperties.mediaType
  • labelingJobMediaProperties.annotationType
  • mlAssistConfiguration
  • mlAssistConfiguration.mlAssist
  • mlAssistConfiguration.inferencingComputeBinding
  • mlAssistConfiguration.trainingComputeBinding
  • archives
  • args
  • conf
  • conf.{customized property}
  • entry
  • entry.sparkJobEntryType
  • entry.file
  • entry.className
  • files
  • jars
  • pyFiles
  • resources.runtimeVersion
  • componentConfiguration
  • componentConfiguration.pipelineSettings
  • samplingAlgorithm.logbase
  • trial.distribution.address
  • trial.distribution.dashboardPort
  • trial.distribution.headNodeAdditionalArgs
  • trial.distribution.includeDashboard
  • trial.distribution.port
  • trial.distribution.workerNodeAdditionalArgs
  • trial.resources.locations
  • trial.resources.maxInstanceCount

2023-08-01-preview

Added:

  • componentConfiguration
  • componentConfiguration.pipelineSettings

Updated:

2023-06-01-preview

Added:

  • properties.notificationSetting
  • properties.notificationSetting.emailOn
  • properties.notificationSetting.emails
  • properties.notificationSetting.webhooks
  • properties.notificationSetting.webhooks.{customized property}
  • properties.notificationSetting.webhooks.eventType
  • properties.notificationSetting.webhooks.webhookType
  • properties.{customized property}
  • secretsConfiguration
  • secretsConfiguration.{customized property}
  • secretsConfiguration.uri
  • secretsConfiguration.workspaceSecretName
  • {customized property}
  • uri
  • workspaceSecretName
  • services
  • services.{customized property}
  • services.endpoint
  • services.jobServiceType
  • services.nodes
  • services.nodes.nodesValueType
  • services.port
  • services.properties
  • services.properties.{customized property}
  • endpoint
  • jobServiceType
  • nodes
  • nodes.nodesValueType
  • port
  • outputs.assetName
  • outputs.assetVersion
  • outputs.autoDeleteSetting
  • outputs.autoDeleteSetting.condition
  • outputs.autoDeleteSetting.value
  • queueSettings
  • queueSettings.jobTier
  • queueSettings.priority
  • resources.locations
  • resources.maxInstanceCount
  • taskDetails.fixedParameters
  • taskDetails.fixedParameters.booster
  • taskDetails.fixedParameters.boostingType
  • taskDetails.fixedParameters.growPolicy
  • taskDetails.fixedParameters.learningRate
  • taskDetails.fixedParameters.maxBin
  • taskDetails.fixedParameters.maxDepth
  • taskDetails.fixedParameters.maxLeaves
  • taskDetails.fixedParameters.minDataInLeaf
  • taskDetails.fixedParameters.minSplitGain
  • taskDetails.fixedParameters.modelName
  • taskDetails.fixedParameters.nEstimators
  • taskDetails.fixedParameters.numLeaves
  • taskDetails.fixedParameters.preprocessorName
  • taskDetails.fixedParameters.regAlpha
  • taskDetails.fixedParameters.regLambda
  • taskDetails.fixedParameters.subsample
  • taskDetails.fixedParameters.subsampleFreq
  • taskDetails.fixedParameters.treeMethod
  • taskDetails.fixedParameters.withMean
  • taskDetails.fixedParameters.withStd
  • taskDetails.limitSettings.maxNodes
  • taskDetails.limitSettings.sweepConcurrentTrials
  • taskDetails.limitSettings.sweepTrials
  • taskDetails.searchSpace.booster
  • taskDetails.searchSpace.boostingType
  • taskDetails.searchSpace.growPolicy
  • taskDetails.searchSpace.maxBin
  • taskDetails.searchSpace.maxDepth
  • taskDetails.searchSpace.maxLeaves
  • taskDetails.searchSpace.minDataInLeaf
  • taskDetails.searchSpace.minSplitGain
  • taskDetails.searchSpace.nEstimators
  • taskDetails.searchSpace.numLeaves
  • taskDetails.searchSpace.preprocessorName
  • taskDetails.searchSpace.regAlpha
  • taskDetails.searchSpace.regLambda
  • taskDetails.searchSpace.subsample
  • taskDetails.searchSpace.subsampleFreq
  • taskDetails.searchSpace.treeMethod
  • taskDetails.searchSpace.withMean
  • taskDetails.searchSpace.withStd
  • taskDetails.trainingSettings.trainingMode
  • taskDetails.forecastingSettings.featuresUnknownAtForecastTime
  • taskDetails.modelSettings.logTrainingMetrics
  • taskDetails.modelSettings.logValidationLoss
  • taskDetails.fixedParameters.gradientAccumulationSteps
  • taskDetails.fixedParameters.learningRateScheduler
  • taskDetails.fixedParameters.numberOfEpochs
  • taskDetails.fixedParameters.trainingBatchSize
  • taskDetails.fixedParameters.validationBatchSize
  • taskDetails.fixedParameters.warmupRatio
  • taskDetails.fixedParameters.weightDecay
  • taskDetails.searchSpace.gradientAccumulationSteps
  • taskDetails.searchSpace.warmupRatio
  • autologgerSettings
  • autologgerSettings.mlflowAutologger
  • distribution.address
  • distribution.dashboardPort
  • distribution.headNodeAdditionalArgs
  • distribution.includeDashboard
  • distribution.port
  • distribution.workerNodeAdditionalArgs
  • dataConfiguration
  • dataConfiguration.dataId
  • dataConfiguration.incrementalDataRefresh
  • jobInstructions
  • jobInstructions.uri
  • labelCategories
  • labelCategories.{customized property}
  • labelCategories.classes
  • labelCategories.classes.{customized property}
  • labelCategories.classes.displayName
  • labelCategories.classes.subclasses
  • labelCategories.classes.subclasses.{customized property}
  • labelCategories.displayName
  • labelCategories.multiSelect
  • classes
  • classes.{customized property}
  • classes.displayName
  • classes.subclasses
  • classes.subclasses.{customized property}
  • displayName
  • multiSelect
  • labelingJobMediaProperties
  • labelingJobMediaProperties.mediaType
  • labelingJobMediaProperties.annotationType
  • mlAssistConfiguration
  • mlAssistConfiguration.mlAssist
  • mlAssistConfiguration.inferencingComputeBinding
  • mlAssistConfiguration.trainingComputeBinding
  • archives
  • args
  • conf
  • conf.{customized property}
  • entry
  • entry.sparkJobEntryType
  • entry.file
  • entry.className
  • files
  • jars
  • pyFiles
  • resources.runtimeVersion
  • samplingAlgorithm.logbase
  • trial.distribution.address
  • trial.distribution.dashboardPort
  • trial.distribution.headNodeAdditionalArgs
  • trial.distribution.includeDashboard
  • trial.distribution.port
  • trial.distribution.workerNodeAdditionalArgs
  • trial.resources.locations
  • trial.resources.maxInstanceCount

Removed:

  • properties.properties
  • properties.properties.{customized property}
  • properties.services
  • properties.services.{customized property}
  • properties.services.endpoint
  • properties.services.jobServiceType
  • properties.services.nodes
  • properties.services.nodes.nodesValueType
  • properties.services.port
  • properties.services.properties
  • properties.services.properties.{customized property}

2023-04-01

Added:

Removed:

  • properties.notificationSetting
  • properties.notificationSetting.emailOn
  • properties.notificationSetting.emails
  • properties.notificationSetting.webhooks
  • properties.notificationSetting.webhooks.{customized property}
  • properties.notificationSetting.webhooks.eventType
  • properties.notificationSetting.webhooks.webhookType
  • properties.{customized property}
  • secretsConfiguration
  • secretsConfiguration.{customized property}
  • secretsConfiguration.uri
  • secretsConfiguration.workspaceSecretName
  • {customized property}
  • uri
  • workspaceSecretName
  • services
  • services.{customized property}
  • services.endpoint
  • services.jobServiceType
  • services.nodes
  • services.nodes.nodesValueType
  • services.port
  • services.properties
  • services.properties.{customized property}
  • endpoint
  • jobServiceType
  • nodes
  • nodes.nodesValueType
  • port
  • outputs.assetName
  • outputs.assetVersion
  • outputs.autoDeleteSetting
  • outputs.autoDeleteSetting.condition
  • outputs.autoDeleteSetting.value
  • queueSettings
  • queueSettings.jobTier
  • queueSettings.priority
  • resources.locations
  • resources.maxInstanceCount
  • taskDetails.fixedParameters
  • taskDetails.fixedParameters.booster
  • taskDetails.fixedParameters.boostingType
  • taskDetails.fixedParameters.growPolicy
  • taskDetails.fixedParameters.learningRate
  • taskDetails.fixedParameters.maxBin
  • taskDetails.fixedParameters.maxDepth
  • taskDetails.fixedParameters.maxLeaves
  • taskDetails.fixedParameters.minDataInLeaf
  • taskDetails.fixedParameters.minSplitGain
  • taskDetails.fixedParameters.modelName
  • taskDetails.fixedParameters.nEstimators
  • taskDetails.fixedParameters.numLeaves
  • taskDetails.fixedParameters.preprocessorName
  • taskDetails.fixedParameters.regAlpha
  • taskDetails.fixedParameters.regLambda
  • taskDetails.fixedParameters.subsample
  • taskDetails.fixedParameters.subsampleFreq
  • taskDetails.fixedParameters.treeMethod
  • taskDetails.fixedParameters.withMean
  • taskDetails.fixedParameters.withStd
  • taskDetails.limitSettings.maxNodes
  • taskDetails.limitSettings.sweepConcurrentTrials
  • taskDetails.limitSettings.sweepTrials
  • taskDetails.searchSpace.booster
  • taskDetails.searchSpace.boostingType
  • taskDetails.searchSpace.growPolicy
  • taskDetails.searchSpace.maxBin
  • taskDetails.searchSpace.maxDepth
  • taskDetails.searchSpace.maxLeaves
  • taskDetails.searchSpace.minDataInLeaf
  • taskDetails.searchSpace.minSplitGain
  • taskDetails.searchSpace.nEstimators
  • taskDetails.searchSpace.numLeaves
  • taskDetails.searchSpace.preprocessorName
  • taskDetails.searchSpace.regAlpha
  • taskDetails.searchSpace.regLambda
  • taskDetails.searchSpace.subsample
  • taskDetails.searchSpace.subsampleFreq
  • taskDetails.searchSpace.treeMethod
  • taskDetails.searchSpace.withMean
  • taskDetails.searchSpace.withStd
  • taskDetails.trainingSettings.trainingMode
  • taskDetails.forecastingSettings.featuresUnknownAtForecastTime
  • taskDetails.modelSettings.logTrainingMetrics
  • taskDetails.modelSettings.logValidationLoss
  • taskDetails.fixedParameters.gradientAccumulationSteps
  • taskDetails.fixedParameters.learningRateScheduler
  • taskDetails.fixedParameters.numberOfEpochs
  • taskDetails.fixedParameters.trainingBatchSize
  • taskDetails.fixedParameters.validationBatchSize
  • taskDetails.fixedParameters.warmupRatio
  • taskDetails.fixedParameters.weightDecay
  • taskDetails.searchSpace.gradientAccumulationSteps
  • taskDetails.searchSpace.warmupRatio
  • autologgerSettings
  • autologgerSettings.mlflowAutologger
  • distribution.address
  • distribution.dashboardPort
  • distribution.headNodeAdditionalArgs
  • distribution.includeDashboard
  • distribution.port
  • distribution.workerNodeAdditionalArgs
  • dataConfiguration
  • dataConfiguration.dataId
  • dataConfiguration.incrementalDataRefresh
  • jobInstructions
  • jobInstructions.uri
  • labelCategories
  • labelCategories.{customized property}
  • labelCategories.classes
  • labelCategories.classes.{customized property}
  • labelCategories.classes.displayName
  • labelCategories.classes.subclasses
  • labelCategories.classes.subclasses.{customized property}
  • labelCategories.displayName
  • labelCategories.multiSelect
  • classes
  • classes.{customized property}
  • classes.displayName
  • classes.subclasses
  • classes.subclasses.{customized property}
  • displayName
  • multiSelect
  • labelingJobMediaProperties
  • labelingJobMediaProperties.mediaType
  • labelingJobMediaProperties.annotationType
  • mlAssistConfiguration
  • mlAssistConfiguration.mlAssist
  • mlAssistConfiguration.inferencingComputeBinding
  • mlAssistConfiguration.trainingComputeBinding
  • archives
  • args
  • conf
  • conf.{customized property}
  • entry
  • entry.sparkJobEntryType
  • entry.file
  • entry.className
  • files
  • jars
  • pyFiles
  • resources.runtimeVersion
  • samplingAlgorithm.logbase
  • trial.distribution.address
  • trial.distribution.dashboardPort
  • trial.distribution.headNodeAdditionalArgs
  • trial.distribution.includeDashboard
  • trial.distribution.port
  • trial.distribution.workerNodeAdditionalArgs
  • trial.resources.locations
  • trial.resources.maxInstanceCount

2023-04-01-preview

Added:

  • properties.notificationSetting.webhooks
  • properties.notificationSetting.webhooks.{customized property}
  • properties.notificationSetting.webhooks.eventType
  • properties.notificationSetting.webhooks.webhookType
  • secretsConfiguration
  • secretsConfiguration.{customized property}
  • secretsConfiguration.uri
  • secretsConfiguration.workspaceSecretName
  • uri
  • workspaceSecretName
  • services
  • services.{customized property}
  • services.endpoint
  • services.jobServiceType
  • services.nodes
  • services.nodes.nodesValueType
  • services.port
  • services.properties
  • services.properties.{customized property}
  • endpoint
  • jobServiceType
  • nodes
  • nodes.nodesValueType
  • port
  • outputs.autoDeleteSetting
  • outputs.autoDeleteSetting.condition
  • outputs.autoDeleteSetting.value
  • resources.maxInstanceCount
  • taskDetails.forecastingSettings.featuresUnknownAtForecastTime
  • taskDetails.modelSettings.logTrainingMetrics
  • taskDetails.modelSettings.logValidationLoss
  • distribution.address
  • distribution.dashboardPort
  • distribution.headNodeAdditionalArgs
  • distribution.includeDashboard
  • distribution.port
  • distribution.workerNodeAdditionalArgs
  • trial.distribution.address
  • trial.distribution.dashboardPort
  • trial.distribution.headNodeAdditionalArgs
  • trial.distribution.includeDashboard
  • trial.distribution.port
  • trial.distribution.workerNodeAdditionalArgs
  • trial.resources.maxInstanceCount

Removed:

  • properties.properties
  • properties.properties.{customized property}
  • properties.services
  • properties.services.{customized property}
  • properties.services.endpoint
  • properties.services.jobServiceType
  • properties.services.nodes
  • properties.services.nodes.nodesValueType
  • properties.services.port
  • properties.services.properties
  • properties.services.properties.{customized property}
  • properties.endpoint
  • properties.jobServiceType
  • properties.nodes
  • properties.nodes.nodesValueType
  • properties.port

Updated:

2023-02-01-preview

Added:

Updated:

2022-12-01-preview

Added:

  • properties.services.nodes
  • properties.services.nodes.nodesValueType
  • properties.{customized property}
  • properties.endpoint
  • properties.jobServiceType
  • properties.nodes
  • properties.nodes.nodesValueType
  • properties.port
  • outputs.assetName
  • outputs.assetVersion
  • taskDetails.fixedParameters
  • taskDetails.fixedParameters.booster
  • taskDetails.fixedParameters.boostingType
  • taskDetails.fixedParameters.growPolicy
  • taskDetails.fixedParameters.learningRate
  • taskDetails.fixedParameters.maxBin
  • taskDetails.fixedParameters.maxDepth
  • taskDetails.fixedParameters.maxLeaves
  • taskDetails.fixedParameters.minDataInLeaf
  • taskDetails.fixedParameters.minSplitGain
  • taskDetails.fixedParameters.modelName
  • taskDetails.fixedParameters.nEstimators
  • taskDetails.fixedParameters.numLeaves
  • taskDetails.fixedParameters.preprocessorName
  • taskDetails.fixedParameters.regAlpha
  • taskDetails.fixedParameters.regLambda
  • taskDetails.fixedParameters.subsample
  • taskDetails.fixedParameters.subsampleFreq
  • taskDetails.fixedParameters.treeMethod
  • taskDetails.fixedParameters.withMean
  • taskDetails.fixedParameters.withStd
  • taskDetails.limitSettings.maxNodes
  • taskDetails.limitSettings.sweepConcurrentTrials
  • taskDetails.limitSettings.sweepTrials
  • taskDetails.searchSpace.booster
  • taskDetails.searchSpace.boostingType
  • taskDetails.searchSpace.growPolicy
  • taskDetails.searchSpace.maxBin
  • taskDetails.searchSpace.maxDepth
  • taskDetails.searchSpace.maxLeaves
  • taskDetails.searchSpace.minDataInLeaf
  • taskDetails.searchSpace.minSplitGain
  • taskDetails.searchSpace.nEstimators
  • taskDetails.searchSpace.numLeaves
  • taskDetails.searchSpace.preprocessorName
  • taskDetails.searchSpace.regAlpha
  • taskDetails.searchSpace.regLambda
  • taskDetails.searchSpace.subsample
  • taskDetails.searchSpace.subsampleFreq
  • taskDetails.searchSpace.treeMethod
  • taskDetails.searchSpace.withMean
  • taskDetails.searchSpace.withStd
  • taskDetails.trainingSettings.trainingMode
  • taskDetails.fixedParameters.gradientAccumulationSteps
  • taskDetails.fixedParameters.learningRateScheduler
  • taskDetails.fixedParameters.numberOfEpochs
  • taskDetails.fixedParameters.trainingBatchSize
  • taskDetails.fixedParameters.validationBatchSize
  • taskDetails.fixedParameters.warmupRatio
  • taskDetails.fixedParameters.weightDecay
  • taskDetails.searchSpace.gradientAccumulationSteps
  • taskDetails.searchSpace.warmupRatio
  • autologgerSettings
  • autologgerSettings.mlflowAutologger
  • dataConfiguration
  • dataConfiguration.dataId
  • dataConfiguration.incrementalDataRefresh
  • jobInstructions
  • jobInstructions.uri
  • labelCategories
  • labelCategories.{customized property}
  • labelCategories.classes
  • labelCategories.classes.{customized property}
  • labelCategories.classes.displayName
  • labelCategories.classes.subclasses
  • labelCategories.classes.subclasses.{customized property}
  • labelCategories.displayName
  • labelCategories.multiSelect
  • {customized property}
  • classes
  • classes.{customized property}
  • classes.displayName
  • classes.subclasses
  • classes.subclasses.{customized property}
  • displayName
  • multiSelect
  • labelingJobMediaProperties
  • labelingJobMediaProperties.mediaType
  • labelingJobMediaProperties.annotationType
  • mlAssistConfiguration
  • mlAssistConfiguration.mlAssist
  • mlAssistConfiguration.inferencingComputeBinding
  • mlAssistConfiguration.trainingComputeBinding
  • archives
  • args
  • conf
  • conf.{customized property}
  • entry
  • entry.sparkJobEntryType
  • entry.file
  • entry.className
  • files
  • jars
  • pyFiles
  • resources.runtimeVersion
  • samplingAlgorithm.logbase

2022-10-01

Removed:

  • properties.services.nodes
  • properties.services.nodes.nodesValueType
  • properties.{customized property}
  • properties.endpoint
  • properties.jobServiceType
  • properties.nodes
  • properties.nodes.nodesValueType
  • properties.port
  • taskDetails.fixedParameters
  • taskDetails.fixedParameters.booster
  • taskDetails.fixedParameters.boostingType
  • taskDetails.fixedParameters.growPolicy
  • taskDetails.fixedParameters.learningRate
  • taskDetails.fixedParameters.maxBin
  • taskDetails.fixedParameters.maxDepth
  • taskDetails.fixedParameters.maxLeaves
  • taskDetails.fixedParameters.minDataInLeaf
  • taskDetails.fixedParameters.minSplitGain
  • taskDetails.fixedParameters.modelName
  • taskDetails.fixedParameters.nEstimators
  • taskDetails.fixedParameters.numLeaves
  • taskDetails.fixedParameters.preprocessorName
  • taskDetails.fixedParameters.regAlpha
  • taskDetails.fixedParameters.regLambda
  • taskDetails.fixedParameters.subsample
  • taskDetails.fixedParameters.subsampleFreq
  • taskDetails.fixedParameters.treeMethod
  • taskDetails.fixedParameters.withMean
  • taskDetails.fixedParameters.withStd
  • taskDetails.limitSettings.sweepConcurrentTrials
  • taskDetails.limitSettings.sweepTrials
  • taskDetails.searchSpace.booster
  • taskDetails.searchSpace.boostingType
  • taskDetails.searchSpace.growPolicy
  • taskDetails.searchSpace.maxBin
  • taskDetails.searchSpace.maxDepth
  • taskDetails.searchSpace.maxLeaves
  • taskDetails.searchSpace.minDataInLeaf
  • taskDetails.searchSpace.minSplitGain
  • taskDetails.searchSpace.nEstimators
  • taskDetails.searchSpace.numLeaves
  • taskDetails.searchSpace.preprocessorName
  • taskDetails.searchSpace.regAlpha
  • taskDetails.searchSpace.regLambda
  • taskDetails.searchSpace.subsample
  • taskDetails.searchSpace.subsampleFreq
  • taskDetails.searchSpace.treeMethod
  • taskDetails.searchSpace.withMean
  • taskDetails.searchSpace.withStd
  • taskDetails.fixedParameters.gradientAccumulationSteps
  • taskDetails.fixedParameters.learningRateScheduler
  • taskDetails.fixedParameters.numberOfEpochs
  • taskDetails.fixedParameters.trainingBatchSize
  • taskDetails.fixedParameters.validationBatchSize
  • taskDetails.fixedParameters.warmupRatio
  • taskDetails.fixedParameters.weightDecay
  • taskDetails.limitSettings.maxNodes
  • taskDetails.searchSpace.gradientAccumulationSteps
  • taskDetails.searchSpace.warmupRatio
  • autologgerSettings
  • autologgerSettings.mlflowAutologger
  • dataConfiguration
  • dataConfiguration.dataId
  • dataConfiguration.incrementalDataRefreshEnabled
  • jobInstructions
  • jobInstructions.uri
  • labelCategories
  • labelCategories.{customized property}
  • labelCategories.classes
  • labelCategories.classes.{customized property}
  • labelCategories.classes.displayName
  • labelCategories.classes.subclasses
  • labelCategories.classes.subclasses.{customized property}
  • labelCategories.displayName
  • labelCategories.multiSelectEnabled
  • {customized property}
  • classes
  • classes.{customized property}
  • classes.displayName
  • classes.subclasses
  • classes.subclasses.{customized property}
  • displayName
  • multiSelectEnabled
  • labelingJobMediaProperties
  • labelingJobMediaProperties.mediaType
  • labelingJobMediaProperties.annotationType
  • mlAssistConfiguration
  • mlAssistConfiguration.mlAssist
  • mlAssistConfiguration.inferencingComputeBinding
  • mlAssistConfiguration.trainingComputeBinding
  • archives
  • args
  • conf
  • conf.{customized property}
  • entry
  • entry.sparkJobEntryType
  • entry.file
  • entry.className
  • files
  • jars
  • pyFiles
  • resources.runtimeVersion

2022-10-01-preview

Added:

  • properties.services.nodes
  • properties.services.nodes.nodesValueType
  • properties.nodes
  • properties.nodes.nodesValueType
  • taskDetails.fixedParameters
  • taskDetails.fixedParameters.booster
  • taskDetails.fixedParameters.boostingType
  • taskDetails.fixedParameters.growPolicy
  • taskDetails.fixedParameters.learningRate
  • taskDetails.fixedParameters.maxBin
  • taskDetails.fixedParameters.maxDepth
  • taskDetails.fixedParameters.maxLeaves
  • taskDetails.fixedParameters.minDataInLeaf
  • taskDetails.fixedParameters.minSplitGain
  • taskDetails.fixedParameters.modelName
  • taskDetails.fixedParameters.nEstimators
  • taskDetails.fixedParameters.numLeaves
  • taskDetails.fixedParameters.preprocessorName
  • taskDetails.fixedParameters.regAlpha
  • taskDetails.fixedParameters.regLambda
  • taskDetails.fixedParameters.subsample
  • taskDetails.fixedParameters.subsampleFreq
  • taskDetails.fixedParameters.treeMethod
  • taskDetails.fixedParameters.withMean
  • taskDetails.fixedParameters.withStd
  • taskDetails.limitSettings.sweepConcurrentTrials
  • taskDetails.limitSettings.sweepTrials
  • taskDetails.searchSpace.booster
  • taskDetails.searchSpace.boostingType
  • taskDetails.searchSpace.growPolicy
  • taskDetails.searchSpace.maxBin
  • taskDetails.searchSpace.maxDepth
  • taskDetails.searchSpace.maxLeaves
  • taskDetails.searchSpace.minDataInLeaf
  • taskDetails.searchSpace.minSplitGain
  • taskDetails.searchSpace.nEstimators
  • taskDetails.searchSpace.numLeaves
  • taskDetails.searchSpace.preprocessorName
  • taskDetails.searchSpace.regAlpha
  • taskDetails.searchSpace.regLambda
  • taskDetails.searchSpace.subsample
  • taskDetails.searchSpace.subsampleFreq
  • taskDetails.searchSpace.treeMethod
  • taskDetails.searchSpace.withMean
  • taskDetails.searchSpace.withStd
  • taskDetails.fixedParameters.gradientAccumulationSteps
  • taskDetails.fixedParameters.learningRateScheduler
  • taskDetails.fixedParameters.numberOfEpochs
  • taskDetails.fixedParameters.trainingBatchSize
  • taskDetails.fixedParameters.validationBatchSize
  • taskDetails.fixedParameters.warmupRatio
  • taskDetails.fixedParameters.weightDecay
  • taskDetails.limitSettings.maxNodes
  • taskDetails.searchSpace.gradientAccumulationSteps
  • taskDetails.searchSpace.warmupRatio
  • autologgerSettings
  • autologgerSettings.mlflowAutologger

Removed:

  • taskDetails.sweepSettings.limits
  • taskDetails.sweepSettings.limits.maxConcurrentTrials
  • taskDetails.sweepSettings.limits.maxTrials

Updated:

2022-06-01-preview

Added:

  • properties.componentId
  • properties.{customized property}
  • properties.endpoint
  • properties.jobServiceType
  • properties.port
  • resources.dockerArgs
  • resources.shmSize
  • taskDetails
  • taskDetails.logVerbosity
  • taskDetails.targetColumnName
  • taskDetails.trainingData
  • taskDetails.trainingData.description
  • taskDetails.trainingData.jobInputType
  • taskDetails.trainingData.mode
  • taskDetails.trainingData.uri
  • taskDetails.taskType
  • taskDetails.cvSplitColumnNames
  • taskDetails.featurizationSettings
  • taskDetails.featurizationSettings.blockedTransformers
  • taskDetails.featurizationSettings.columnNameAndTypes
  • taskDetails.featurizationSettings.columnNameAndTypes.{customized property}
  • taskDetails.featurizationSettings.datasetLanguage
  • taskDetails.featurizationSettings.enableDnnFeaturization
  • taskDetails.featurizationSettings.mode
  • taskDetails.featurizationSettings.transformerParams
  • taskDetails.featurizationSettings.transformerParams.{customized property}
  • taskDetails.featurizationSettings.transformerParams.{customized property}.fields
  • taskDetails.featurizationSettings.transformerParams.{customized property}.parameters
  • taskDetails.limitSettings
  • taskDetails.limitSettings.enableEarlyTermination
  • taskDetails.limitSettings.exitScore
  • taskDetails.limitSettings.maxConcurrentTrials
  • taskDetails.limitSettings.maxCoresPerTrial
  • taskDetails.limitSettings.maxTrials
  • taskDetails.limitSettings.timeout
  • taskDetails.limitSettings.trialTimeout
  • taskDetails.nCrossValidations
  • taskDetails.nCrossValidations.mode
  • taskDetails.nCrossValidations.value
  • taskDetails.positiveLabel
  • taskDetails.primaryMetric
  • taskDetails.testData
  • taskDetails.testData.description
  • taskDetails.testData.jobInputType
  • taskDetails.testData.mode
  • taskDetails.testData.uri
  • taskDetails.testDataSize
  • taskDetails.trainingSettings
  • taskDetails.trainingSettings.allowedTrainingAlgorithms
  • taskDetails.trainingSettings.blockedTrainingAlgorithms
  • taskDetails.trainingSettings.enableDnnTraining
  • taskDetails.trainingSettings.enableModelExplainability
  • taskDetails.trainingSettings.enableOnnxCompatibleModels
  • taskDetails.trainingSettings.enableStackEnsemble
  • taskDetails.trainingSettings.enableVoteEnsemble
  • taskDetails.trainingSettings.ensembleModelDownloadTimeout
  • taskDetails.trainingSettings.stackEnsembleSettings
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerType
  • taskDetails.validationData
  • taskDetails.validationData.description
  • taskDetails.validationData.jobInputType
  • taskDetails.validationData.mode
  • taskDetails.validationData.uri
  • taskDetails.validationDataSize
  • taskDetails.weightColumnName
  • taskDetails.forecastingSettings
  • taskDetails.forecastingSettings.countryOrRegionForHolidays
  • taskDetails.forecastingSettings.cvStepSize
  • taskDetails.forecastingSettings.featureLags
  • taskDetails.forecastingSettings.forecastHorizon
  • taskDetails.forecastingSettings.forecastHorizon.mode
  • taskDetails.forecastingSettings.forecastHorizon.value
  • taskDetails.forecastingSettings.frequency
  • taskDetails.forecastingSettings.seasonality
  • taskDetails.forecastingSettings.seasonality.mode
  • taskDetails.forecastingSettings.seasonality.value
  • taskDetails.forecastingSettings.shortSeriesHandlingConfig
  • taskDetails.forecastingSettings.targetAggregateFunction
  • taskDetails.forecastingSettings.targetLags
  • taskDetails.forecastingSettings.targetLags.mode
  • taskDetails.forecastingSettings.targetLags.values
  • taskDetails.forecastingSettings.targetRollingWindowSize
  • taskDetails.forecastingSettings.targetRollingWindowSize.mode
  • taskDetails.forecastingSettings.targetRollingWindowSize.value
  • taskDetails.forecastingSettings.timeColumnName
  • taskDetails.forecastingSettings.timeSeriesIdColumnNames
  • taskDetails.forecastingSettings.useStl
  • taskDetails.modelSettings
  • taskDetails.modelSettings.advancedSettings
  • taskDetails.modelSettings.amsGradient
  • taskDetails.modelSettings.augmentations
  • taskDetails.modelSettings.beta1
  • taskDetails.modelSettings.beta2
  • taskDetails.modelSettings.checkpointFrequency
  • taskDetails.modelSettings.checkpointModel
  • taskDetails.modelSettings.checkpointModel.description
  • taskDetails.modelSettings.checkpointModel.jobInputType
  • taskDetails.modelSettings.checkpointModel.mode
  • taskDetails.modelSettings.checkpointModel.uri
  • taskDetails.modelSettings.checkpointRunId
  • taskDetails.modelSettings.distributed
  • taskDetails.modelSettings.earlyStopping
  • taskDetails.modelSettings.earlyStoppingDelay
  • taskDetails.modelSettings.earlyStoppingPatience
  • taskDetails.modelSettings.enableOnnxNormalization
  • taskDetails.modelSettings.evaluationFrequency
  • taskDetails.modelSettings.gradientAccumulationStep
  • taskDetails.modelSettings.layersToFreeze
  • taskDetails.modelSettings.learningRate
  • taskDetails.modelSettings.learningRateScheduler
  • taskDetails.modelSettings.modelName
  • taskDetails.modelSettings.momentum
  • taskDetails.modelSettings.nesterov
  • taskDetails.modelSettings.numberOfEpochs
  • taskDetails.modelSettings.numberOfWorkers
  • taskDetails.modelSettings.optimizer
  • taskDetails.modelSettings.randomSeed
  • taskDetails.modelSettings.stepLRGamma
  • taskDetails.modelSettings.stepLRStepSize
  • taskDetails.modelSettings.trainingBatchSize
  • taskDetails.modelSettings.trainingCropSize
  • taskDetails.modelSettings.validationBatchSize
  • taskDetails.modelSettings.validationCropSize
  • taskDetails.modelSettings.validationResizeSize
  • taskDetails.modelSettings.warmupCosineLRCycles
  • taskDetails.modelSettings.warmupCosineLRWarmupEpochs
  • taskDetails.modelSettings.weightDecay
  • taskDetails.modelSettings.weightedLoss
  • taskDetails.searchSpace
  • taskDetails.searchSpace.amsGradient
  • taskDetails.searchSpace.augmentations
  • taskDetails.searchSpace.beta1
  • taskDetails.searchSpace.beta2
  • taskDetails.searchSpace.distributed
  • taskDetails.searchSpace.earlyStopping
  • taskDetails.searchSpace.earlyStoppingDelay
  • taskDetails.searchSpace.earlyStoppingPatience
  • taskDetails.searchSpace.enableOnnxNormalization
  • taskDetails.searchSpace.evaluationFrequency
  • taskDetails.searchSpace.gradientAccumulationStep
  • taskDetails.searchSpace.layersToFreeze
  • taskDetails.searchSpace.learningRate
  • taskDetails.searchSpace.learningRateScheduler
  • taskDetails.searchSpace.modelName
  • taskDetails.searchSpace.momentum
  • taskDetails.searchSpace.nesterov
  • taskDetails.searchSpace.numberOfEpochs
  • taskDetails.searchSpace.numberOfWorkers
  • taskDetails.searchSpace.optimizer
  • taskDetails.searchSpace.randomSeed
  • taskDetails.searchSpace.stepLRGamma
  • taskDetails.searchSpace.stepLRStepSize
  • taskDetails.searchSpace.trainingBatchSize
  • taskDetails.searchSpace.trainingCropSize
  • taskDetails.searchSpace.validationBatchSize
  • taskDetails.searchSpace.validationCropSize
  • taskDetails.searchSpace.validationResizeSize
  • taskDetails.searchSpace.warmupCosineLRCycles
  • taskDetails.searchSpace.warmupCosineLRWarmupEpochs
  • taskDetails.searchSpace.weightDecay
  • taskDetails.searchSpace.weightedLoss
  • taskDetails.sweepSettings
  • taskDetails.sweepSettings.earlyTermination
  • taskDetails.sweepSettings.earlyTermination.delayEvaluation
  • taskDetails.sweepSettings.earlyTermination.evaluationInterval
  • taskDetails.sweepSettings.earlyTermination.policyType
  • taskDetails.sweepSettings.earlyTermination.slackAmount
  • taskDetails.sweepSettings.earlyTermination.slackFactor
  • taskDetails.sweepSettings.earlyTermination.truncationPercentage
  • taskDetails.sweepSettings.limits
  • taskDetails.sweepSettings.limits.maxConcurrentTrials
  • taskDetails.sweepSettings.limits.maxTrials
  • taskDetails.sweepSettings.samplingAlgorithm
  • taskDetails.modelSettings.boxDetectionsPerImage
  • taskDetails.modelSettings.boxScoreThreshold
  • taskDetails.modelSettings.imageSize
  • taskDetails.modelSettings.maxSize
  • taskDetails.modelSettings.minSize
  • taskDetails.modelSettings.modelSize
  • taskDetails.modelSettings.multiScale
  • taskDetails.modelSettings.nmsIouThreshold
  • taskDetails.modelSettings.tileGridSize
  • taskDetails.modelSettings.tileOverlapRatio
  • taskDetails.modelSettings.tilePredictionsNmsThreshold
  • taskDetails.modelSettings.validationIouThreshold
  • taskDetails.modelSettings.validationMetricType
  • taskDetails.searchSpace.boxDetectionsPerImage
  • taskDetails.searchSpace.boxScoreThreshold
  • taskDetails.searchSpace.imageSize
  • taskDetails.searchSpace.maxSize
  • taskDetails.searchSpace.minSize
  • taskDetails.searchSpace.modelSize
  • taskDetails.searchSpace.multiScale
  • taskDetails.searchSpace.nmsIouThreshold
  • taskDetails.searchSpace.tileGridSize
  • taskDetails.searchSpace.tileOverlapRatio
  • taskDetails.searchSpace.tilePredictionsNmsThreshold
  • taskDetails.searchSpace.validationIouThreshold
  • taskDetails.searchSpace.validationMetricType
  • dataConfiguration
  • dataConfiguration.dataId
  • dataConfiguration.incrementalDataRefreshEnabled
  • jobInstructions
  • jobInstructions.uri
  • labelCategories
  • labelCategories.{customized property}
  • labelCategories.classes
  • labelCategories.classes.{customized property}
  • labelCategories.classes.displayName
  • labelCategories.classes.subclasses
  • labelCategories.classes.subclasses.{customized property}
  • labelCategories.displayName
  • labelCategories.multiSelectEnabled
  • {customized property}
  • classes
  • classes.{customized property}
  • classes.displayName
  • classes.subclasses
  • classes.subclasses.{customized property}
  • displayName
  • multiSelectEnabled
  • labelingJobMediaProperties
  • labelingJobMediaProperties.mediaType
  • labelingJobMediaProperties.annotationType
  • mlAssistConfiguration
  • mlAssistConfiguration.mlAssist
  • mlAssistConfiguration.inferencingComputeBinding
  • mlAssistConfiguration.trainingComputeBinding
  • sourceJobId
  • archives
  • args
  • conf
  • conf.{customized property}
  • entry
  • entry.sparkJobEntryType
  • entry.file
  • entry.className
  • files
  • jars
  • pyFiles
  • resources.runtimeVersion
  • trial.resources.dockerArgs
  • trial.resources.shmSize

2022-05-01

Removed:

  • properties.schedule
  • properties.schedule.endTime
  • properties.schedule.scheduleStatus
  • properties.schedule.startTime
  • properties.schedule.timeZone
  • properties.schedule.scheduleType
  • properties.schedule.expression
  • properties.schedule.frequency
  • properties.schedule.interval
  • properties.schedule.pattern
  • properties.schedule.pattern.hours
  • properties.schedule.pattern.minutes
  • properties.schedule.pattern.weekdays
  • taskDetails
  • taskDetails.logVerbosity
  • taskDetails.taskType
  • taskDetails.allowedModels
  • taskDetails.blockedModels
  • taskDetails.dataSettings
  • taskDetails.dataSettings.targetColumnName
  • taskDetails.dataSettings.testData
  • taskDetails.dataSettings.testData.data
  • taskDetails.dataSettings.testData.data.description
  • taskDetails.dataSettings.testData.data.jobInputType
  • taskDetails.dataSettings.testData.data.mode
  • taskDetails.dataSettings.testData.data.uri
  • taskDetails.dataSettings.testData.testDataSize
  • taskDetails.dataSettings.trainingData
  • taskDetails.dataSettings.trainingData.data
  • taskDetails.dataSettings.trainingData.data.description
  • taskDetails.dataSettings.trainingData.data.jobInputType
  • taskDetails.dataSettings.trainingData.data.mode
  • taskDetails.dataSettings.trainingData.data.uri
  • taskDetails.dataSettings.validationData
  • taskDetails.dataSettings.validationData.cvSplitColumnNames
  • taskDetails.dataSettings.validationData.data
  • taskDetails.dataSettings.validationData.data.description
  • taskDetails.dataSettings.validationData.data.jobInputType
  • taskDetails.dataSettings.validationData.data.mode
  • taskDetails.dataSettings.validationData.data.uri
  • taskDetails.dataSettings.validationData.nCrossValidations
  • taskDetails.dataSettings.validationData.nCrossValidations.mode
  • taskDetails.dataSettings.validationData.nCrossValidations.value
  • taskDetails.dataSettings.validationData.validationDataSize
  • taskDetails.dataSettings.weightColumnName
  • taskDetails.featurizationSettings
  • taskDetails.featurizationSettings.blockedTransformers
  • taskDetails.featurizationSettings.columnNameAndTypes
  • taskDetails.featurizationSettings.columnNameAndTypes.{customized property}
  • taskDetails.featurizationSettings.datasetLanguage
  • taskDetails.featurizationSettings.dropColumns
  • taskDetails.featurizationSettings.enableDnnFeaturization
  • taskDetails.featurizationSettings.mode
  • taskDetails.featurizationSettings.transformerParams
  • taskDetails.featurizationSettings.transformerParams.{customized property}
  • taskDetails.featurizationSettings.transformerParams.{customized property}.fields
  • taskDetails.featurizationSettings.transformerParams.{customized property}.parameters
  • taskDetails.limitSettings
  • taskDetails.limitSettings.enableEarlyTermination
  • taskDetails.limitSettings.exitScore
  • taskDetails.limitSettings.maxConcurrentTrials
  • taskDetails.limitSettings.maxCoresPerTrial
  • taskDetails.limitSettings.maxTrials
  • taskDetails.limitSettings.timeout
  • taskDetails.limitSettings.trialTimeout
  • taskDetails.primaryMetric
  • taskDetails.trainingSettings
  • taskDetails.trainingSettings.enableDnnTraining
  • taskDetails.trainingSettings.enableModelExplainability
  • taskDetails.trainingSettings.enableOnnxCompatibleModels
  • taskDetails.trainingSettings.enableStackEnsemble
  • taskDetails.trainingSettings.enableVoteEnsemble
  • taskDetails.trainingSettings.ensembleModelDownloadTimeout
  • taskDetails.trainingSettings.stackEnsembleSettings
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerType
  • taskDetails.forecastingSettings
  • taskDetails.forecastingSettings.countryOrRegionForHolidays
  • taskDetails.forecastingSettings.cvStepSize
  • taskDetails.forecastingSettings.featureLags
  • taskDetails.forecastingSettings.forecastHorizon
  • taskDetails.forecastingSettings.forecastHorizon.mode
  • taskDetails.forecastingSettings.forecastHorizon.value
  • taskDetails.forecastingSettings.frequency
  • taskDetails.forecastingSettings.seasonality
  • taskDetails.forecastingSettings.seasonality.mode
  • taskDetails.forecastingSettings.seasonality.value
  • taskDetails.forecastingSettings.shortSeriesHandlingConfig
  • taskDetails.forecastingSettings.targetAggregateFunction
  • taskDetails.forecastingSettings.targetLags
  • taskDetails.forecastingSettings.targetLags.mode
  • taskDetails.forecastingSettings.targetLags.values
  • taskDetails.forecastingSettings.targetRollingWindowSize
  • taskDetails.forecastingSettings.targetRollingWindowSize.mode
  • taskDetails.forecastingSettings.targetRollingWindowSize.value
  • taskDetails.forecastingSettings.timeColumnName
  • taskDetails.forecastingSettings.timeSeriesIdColumnNames
  • taskDetails.forecastingSettings.useStl
  • taskDetails.modelSettings
  • taskDetails.modelSettings.advancedSettings
  • taskDetails.modelSettings.amsGradient
  • taskDetails.modelSettings.augmentations
  • taskDetails.modelSettings.beta1
  • taskDetails.modelSettings.beta2
  • taskDetails.modelSettings.checkpointDatasetId
  • taskDetails.modelSettings.checkpointFilename
  • taskDetails.modelSettings.checkpointFrequency
  • taskDetails.modelSettings.checkpointRunId
  • taskDetails.modelSettings.distributed
  • taskDetails.modelSettings.earlyStopping
  • taskDetails.modelSettings.earlyStoppingDelay
  • taskDetails.modelSettings.earlyStoppingPatience
  • taskDetails.modelSettings.enableOnnxNormalization
  • taskDetails.modelSettings.evaluationFrequency
  • taskDetails.modelSettings.gradientAccumulationStep
  • taskDetails.modelSettings.layersToFreeze
  • taskDetails.modelSettings.learningRate
  • taskDetails.modelSettings.learningRateScheduler
  • taskDetails.modelSettings.modelName
  • taskDetails.modelSettings.momentum
  • taskDetails.modelSettings.nesterov
  • taskDetails.modelSettings.numberOfEpochs
  • taskDetails.modelSettings.numberOfWorkers
  • taskDetails.modelSettings.optimizer
  • taskDetails.modelSettings.randomSeed
  • taskDetails.modelSettings.splitRatio
  • taskDetails.modelSettings.stepLRGamma
  • taskDetails.modelSettings.stepLRStepSize
  • taskDetails.modelSettings.trainingBatchSize
  • taskDetails.modelSettings.trainingCropSize
  • taskDetails.modelSettings.validationBatchSize
  • taskDetails.modelSettings.validationCropSize
  • taskDetails.modelSettings.validationResizeSize
  • taskDetails.modelSettings.warmupCosineLRCycles
  • taskDetails.modelSettings.warmupCosineLRWarmupEpochs
  • taskDetails.modelSettings.weightDecay
  • taskDetails.modelSettings.weightedLoss
  • taskDetails.searchSpace
  • taskDetails.searchSpace.amsGradient
  • taskDetails.searchSpace.augmentations
  • taskDetails.searchSpace.beta1
  • taskDetails.searchSpace.beta2
  • taskDetails.searchSpace.distributed
  • taskDetails.searchSpace.earlyStopping
  • taskDetails.searchSpace.earlyStoppingDelay
  • taskDetails.searchSpace.earlyStoppingPatience
  • taskDetails.searchSpace.enableOnnxNormalization
  • taskDetails.searchSpace.evaluationFrequency
  • taskDetails.searchSpace.gradientAccumulationStep
  • taskDetails.searchSpace.layersToFreeze
  • taskDetails.searchSpace.learningRate
  • taskDetails.searchSpace.learningRateScheduler
  • taskDetails.searchSpace.modelName
  • taskDetails.searchSpace.momentum
  • taskDetails.searchSpace.nesterov
  • taskDetails.searchSpace.numberOfEpochs
  • taskDetails.searchSpace.numberOfWorkers
  • taskDetails.searchSpace.optimizer
  • taskDetails.searchSpace.randomSeed
  • taskDetails.searchSpace.splitRatio
  • taskDetails.searchSpace.stepLRGamma
  • taskDetails.searchSpace.stepLRStepSize
  • taskDetails.searchSpace.trainingBatchSize
  • taskDetails.searchSpace.trainingCropSize
  • taskDetails.searchSpace.validationBatchSize
  • taskDetails.searchSpace.validationCropSize
  • taskDetails.searchSpace.validationResizeSize
  • taskDetails.searchSpace.warmupCosineLRCycles
  • taskDetails.searchSpace.warmupCosineLRWarmupEpochs
  • taskDetails.searchSpace.weightDecay
  • taskDetails.searchSpace.weightedLoss
  • taskDetails.sweepSettings
  • taskDetails.sweepSettings.earlyTermination
  • taskDetails.sweepSettings.earlyTermination.delayEvaluation
  • taskDetails.sweepSettings.earlyTermination.evaluationInterval
  • taskDetails.sweepSettings.earlyTermination.policyType
  • taskDetails.sweepSettings.earlyTermination.slackAmount
  • taskDetails.sweepSettings.earlyTermination.slackFactor
  • taskDetails.sweepSettings.earlyTermination.truncationPercentage
  • taskDetails.sweepSettings.limits
  • taskDetails.sweepSettings.limits.maxConcurrentTrials
  • taskDetails.sweepSettings.limits.maxTrials
  • taskDetails.sweepSettings.samplingAlgorithm
  • taskDetails.modelSettings.boxDetectionsPerImage
  • taskDetails.modelSettings.boxScoreThreshold
  • taskDetails.modelSettings.imageSize
  • taskDetails.modelSettings.maxSize
  • taskDetails.modelSettings.minSize
  • taskDetails.modelSettings.modelSize
  • taskDetails.modelSettings.multiScale
  • taskDetails.modelSettings.nmsIouThreshold
  • taskDetails.modelSettings.tileGridSize
  • taskDetails.modelSettings.tileOverlapRatio
  • taskDetails.modelSettings.tilePredictionsNmsThreshold
  • taskDetails.modelSettings.validationIouThreshold
  • taskDetails.modelSettings.validationMetricType
  • taskDetails.searchSpace.boxDetectionsPerImage
  • taskDetails.searchSpace.boxScoreThreshold
  • taskDetails.searchSpace.imageSize
  • taskDetails.searchSpace.maxSize
  • taskDetails.searchSpace.minSize
  • taskDetails.searchSpace.modelSize
  • taskDetails.searchSpace.multiScale
  • taskDetails.searchSpace.nmsIouThreshold
  • taskDetails.searchSpace.tileGridSize
  • taskDetails.searchSpace.tileOverlapRatio
  • taskDetails.searchSpace.tilePredictionsNmsThreshold
  • taskDetails.searchSpace.validationIouThreshold
  • taskDetails.searchSpace.validationMetricType

Updated:

  • properties.services.{customized property}.properties.jobType - Added values: 'Command' (required) - Removed values: 'AutoML' (required)
  • properties.services.{customized property}.properties.environmentId changed to required.
  • properties.services.{customized property}.properties.outputs.{customized property}.jobOutputType - Added values: 'custom_model' (required) 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required) - Removed values: 'CustomModel' (required) 'MLFlowModel' (required) 'MLTable' (required) 'TritonModel' (required) 'UriFile' (required) 'UriFolder' (required)
  • properties.services.{customized property}.jobType - Added values: 'Command' (required) - Removed values: 'AutoML' (required)
  • properties.services.{customized property}.environmentId changed to required.
  • properties.services.{customized property}.properties.outputs.jobOutputType - Added values: 'custom_model' (required) 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required) - Removed values: 'CustomModel' (required) 'MLFlowModel' (required) 'MLTable' (required) 'TritonModel' (required) 'UriFile' (required) 'UriFolder' (required)

2022-02-01-preview

Added:

  • properties.computeId
  • properties.displayName
  • properties.isArchived
  • properties.schedule
  • properties.schedule.endTime
  • properties.schedule.scheduleStatus
  • properties.schedule.startTime
  • properties.schedule.timeZone
  • properties.schedule.scheduleType
  • properties.schedule.expression
  • properties.schedule.frequency
  • properties.schedule.interval
  • properties.schedule.pattern
  • properties.schedule.pattern.hours
  • properties.schedule.pattern.minutes
  • properties.schedule.pattern.weekdays
  • properties.services
  • properties.services.{customized property}
  • properties.services.endpoint
  • properties.services.jobServiceType
  • properties.services.port
  • properties.services.properties
  • properties.services.properties.{customized property}
  • tags
  • tags.{customized property}
  • environmentId
  • environmentVariables
  • environmentVariables.{customized property}
  • outputs
  • outputs.{customized property}
  • outputs.description
  • outputs.jobOutputType
  • outputs.mode
  • outputs.uri
  • resources
  • resources.instanceCount
  • resources.instanceType
  • resources.properties
  • resources.properties.{customized property}
  • taskDetails
  • taskDetails.logVerbosity
  • taskDetails.taskType
  • taskDetails.allowedModels
  • taskDetails.blockedModels
  • taskDetails.dataSettings
  • taskDetails.dataSettings.targetColumnName
  • taskDetails.dataSettings.testData
  • taskDetails.dataSettings.testData.data
  • taskDetails.dataSettings.testData.data.description
  • taskDetails.dataSettings.testData.data.jobInputType
  • taskDetails.dataSettings.testData.data.mode
  • taskDetails.dataSettings.testData.data.uri
  • taskDetails.dataSettings.testData.testDataSize
  • taskDetails.dataSettings.trainingData
  • taskDetails.dataSettings.trainingData.data
  • taskDetails.dataSettings.trainingData.data.description
  • taskDetails.dataSettings.trainingData.data.jobInputType
  • taskDetails.dataSettings.trainingData.data.mode
  • taskDetails.dataSettings.trainingData.data.uri
  • taskDetails.dataSettings.validationData
  • taskDetails.dataSettings.validationData.cvSplitColumnNames
  • taskDetails.dataSettings.validationData.data
  • taskDetails.dataSettings.validationData.data.description
  • taskDetails.dataSettings.validationData.data.jobInputType
  • taskDetails.dataSettings.validationData.data.mode
  • taskDetails.dataSettings.validationData.data.uri
  • taskDetails.dataSettings.validationData.nCrossValidations
  • taskDetails.dataSettings.validationData.nCrossValidations.mode
  • taskDetails.dataSettings.validationData.nCrossValidations.value
  • taskDetails.dataSettings.validationData.validationDataSize
  • taskDetails.dataSettings.weightColumnName
  • taskDetails.featurizationSettings
  • taskDetails.featurizationSettings.blockedTransformers
  • taskDetails.featurizationSettings.columnNameAndTypes
  • taskDetails.featurizationSettings.columnNameAndTypes.{customized property}
  • taskDetails.featurizationSettings.datasetLanguage
  • taskDetails.featurizationSettings.dropColumns
  • taskDetails.featurizationSettings.enableDnnFeaturization
  • taskDetails.featurizationSettings.mode
  • taskDetails.featurizationSettings.transformerParams
  • taskDetails.featurizationSettings.transformerParams.{customized property}
  • taskDetails.featurizationSettings.transformerParams.{customized property}.fields
  • taskDetails.featurizationSettings.transformerParams.{customized property}.parameters
  • taskDetails.limitSettings
  • taskDetails.limitSettings.enableEarlyTermination
  • taskDetails.limitSettings.exitScore
  • taskDetails.limitSettings.maxConcurrentTrials
  • taskDetails.limitSettings.maxCoresPerTrial
  • taskDetails.limitSettings.maxTrials
  • taskDetails.limitSettings.timeout
  • taskDetails.limitSettings.trialTimeout
  • taskDetails.primaryMetric
  • taskDetails.trainingSettings
  • taskDetails.trainingSettings.enableDnnTraining
  • taskDetails.trainingSettings.enableModelExplainability
  • taskDetails.trainingSettings.enableOnnxCompatibleModels
  • taskDetails.trainingSettings.enableStackEnsemble
  • taskDetails.trainingSettings.enableVoteEnsemble
  • taskDetails.trainingSettings.ensembleModelDownloadTimeout
  • taskDetails.trainingSettings.stackEnsembleSettings
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
  • taskDetails.trainingSettings.stackEnsembleSettings.stackMetaLearnerType
  • taskDetails.forecastingSettings
  • taskDetails.forecastingSettings.countryOrRegionForHolidays
  • taskDetails.forecastingSettings.cvStepSize
  • taskDetails.forecastingSettings.featureLags
  • taskDetails.forecastingSettings.forecastHorizon
  • taskDetails.forecastingSettings.forecastHorizon.mode
  • taskDetails.forecastingSettings.forecastHorizon.value
  • taskDetails.forecastingSettings.frequency
  • taskDetails.forecastingSettings.seasonality
  • taskDetails.forecastingSettings.seasonality.mode
  • taskDetails.forecastingSettings.seasonality.value
  • taskDetails.forecastingSettings.shortSeriesHandlingConfig
  • taskDetails.forecastingSettings.targetAggregateFunction
  • taskDetails.forecastingSettings.targetLags
  • taskDetails.forecastingSettings.targetLags.mode
  • taskDetails.forecastingSettings.targetLags.values
  • taskDetails.forecastingSettings.targetRollingWindowSize
  • taskDetails.forecastingSettings.targetRollingWindowSize.mode
  • taskDetails.forecastingSettings.targetRollingWindowSize.value
  • taskDetails.forecastingSettings.timeColumnName
  • taskDetails.forecastingSettings.timeSeriesIdColumnNames
  • taskDetails.forecastingSettings.useStl
  • taskDetails.modelSettings
  • taskDetails.modelSettings.advancedSettings
  • taskDetails.modelSettings.amsGradient
  • taskDetails.modelSettings.augmentations
  • taskDetails.modelSettings.beta1
  • taskDetails.modelSettings.beta2
  • taskDetails.modelSettings.checkpointDatasetId
  • taskDetails.modelSettings.checkpointFilename
  • taskDetails.modelSettings.checkpointFrequency
  • taskDetails.modelSettings.checkpointRunId
  • taskDetails.modelSettings.distributed
  • taskDetails.modelSettings.earlyStopping
  • taskDetails.modelSettings.earlyStoppingDelay
  • taskDetails.modelSettings.earlyStoppingPatience
  • taskDetails.modelSettings.enableOnnxNormalization
  • taskDetails.modelSettings.evaluationFrequency
  • taskDetails.modelSettings.gradientAccumulationStep
  • taskDetails.modelSettings.layersToFreeze
  • taskDetails.modelSettings.learningRate
  • taskDetails.modelSettings.learningRateScheduler
  • taskDetails.modelSettings.modelName
  • taskDetails.modelSettings.momentum
  • taskDetails.modelSettings.nesterov
  • taskDetails.modelSettings.numberOfEpochs
  • taskDetails.modelSettings.numberOfWorkers
  • taskDetails.modelSettings.optimizer
  • taskDetails.modelSettings.randomSeed
  • taskDetails.modelSettings.splitRatio
  • taskDetails.modelSettings.stepLRGamma
  • taskDetails.modelSettings.stepLRStepSize
  • taskDetails.modelSettings.trainingBatchSize
  • taskDetails.modelSettings.trainingCropSize
  • taskDetails.modelSettings.validationBatchSize
  • taskDetails.modelSettings.validationCropSize
  • taskDetails.modelSettings.validationResizeSize
  • taskDetails.modelSettings.warmupCosineLRCycles
  • taskDetails.modelSettings.warmupCosineLRWarmupEpochs
  • taskDetails.modelSettings.weightDecay
  • taskDetails.modelSettings.weightedLoss
  • taskDetails.searchSpace
  • taskDetails.searchSpace.amsGradient
  • taskDetails.searchSpace.augmentations
  • taskDetails.searchSpace.beta1
  • taskDetails.searchSpace.beta2
  • taskDetails.searchSpace.distributed
  • taskDetails.searchSpace.earlyStopping
  • taskDetails.searchSpace.earlyStoppingDelay
  • taskDetails.searchSpace.earlyStoppingPatience
  • taskDetails.searchSpace.enableOnnxNormalization
  • taskDetails.searchSpace.evaluationFrequency
  • taskDetails.searchSpace.gradientAccumulationStep
  • taskDetails.searchSpace.layersToFreeze
  • taskDetails.searchSpace.learningRate
  • taskDetails.searchSpace.learningRateScheduler
  • taskDetails.searchSpace.modelName
  • taskDetails.searchSpace.momentum
  • taskDetails.searchSpace.nesterov
  • taskDetails.searchSpace.numberOfEpochs
  • taskDetails.searchSpace.numberOfWorkers
  • taskDetails.searchSpace.optimizer
  • taskDetails.searchSpace.randomSeed
  • taskDetails.searchSpace.splitRatio
  • taskDetails.searchSpace.stepLRGamma
  • taskDetails.searchSpace.stepLRStepSize
  • taskDetails.searchSpace.trainingBatchSize
  • taskDetails.searchSpace.trainingCropSize
  • taskDetails.searchSpace.validationBatchSize
  • taskDetails.searchSpace.validationCropSize
  • taskDetails.searchSpace.validationResizeSize
  • taskDetails.searchSpace.warmupCosineLRCycles
  • taskDetails.searchSpace.warmupCosineLRWarmupEpochs
  • taskDetails.searchSpace.weightDecay
  • taskDetails.searchSpace.weightedLoss
  • taskDetails.sweepSettings
  • taskDetails.sweepSettings.earlyTermination
  • taskDetails.sweepSettings.earlyTermination.delayEvaluation
  • taskDetails.sweepSettings.earlyTermination.evaluationInterval
  • taskDetails.sweepSettings.earlyTermination.policyType
  • taskDetails.sweepSettings.earlyTermination.slackAmount
  • taskDetails.sweepSettings.earlyTermination.slackFactor
  • taskDetails.sweepSettings.earlyTermination.truncationPercentage
  • taskDetails.sweepSettings.limits
  • taskDetails.sweepSettings.limits.maxConcurrentTrials
  • taskDetails.sweepSettings.limits.maxTrials
  • taskDetails.sweepSettings.samplingAlgorithm
  • taskDetails.modelSettings.boxDetectionsPerImage
  • taskDetails.modelSettings.boxScoreThreshold
  • taskDetails.modelSettings.imageSize
  • taskDetails.modelSettings.maxSize
  • taskDetails.modelSettings.minSize
  • taskDetails.modelSettings.modelSize
  • taskDetails.modelSettings.multiScale
  • taskDetails.modelSettings.nmsIouThreshold
  • taskDetails.modelSettings.tileGridSize
  • taskDetails.modelSettings.tileOverlapRatio
  • taskDetails.modelSettings.tilePredictionsNmsThreshold
  • taskDetails.modelSettings.validationIouThreshold
  • taskDetails.modelSettings.validationMetricType
  • taskDetails.searchSpace.boxDetectionsPerImage
  • taskDetails.searchSpace.boxScoreThreshold
  • taskDetails.searchSpace.imageSize
  • taskDetails.searchSpace.maxSize
  • taskDetails.searchSpace.minSize
  • taskDetails.searchSpace.modelSize
  • taskDetails.searchSpace.multiScale
  • taskDetails.searchSpace.nmsIouThreshold
  • taskDetails.searchSpace.tileGridSize
  • taskDetails.searchSpace.tileOverlapRatio
  • taskDetails.searchSpace.tilePredictionsNmsThreshold
  • taskDetails.searchSpace.validationIouThreshold
  • taskDetails.searchSpace.validationMetricType
  • codeId
  • command
  • distribution
  • distribution.distributionType
  • distribution.processCountPerInstance
  • distribution.parameterServerCount
  • distribution.workerCount
  • inputs
  • inputs.{customized property}
  • inputs.description
  • inputs.jobInputType
  • inputs.mode
  • inputs.uri
  • inputs.value
  • limits
  • limits.jobLimitsType
  • limits.timeout
  • jobs
  • jobs.{customized property}
  • settings
  • limits.maxConcurrentTrials
  • limits.maxTotalTrials
  • limits.trialTimeout
  • samplingAlgorithm
  • samplingAlgorithm.samplingAlgorithmType
  • samplingAlgorithm.rule
  • samplingAlgorithm.seed
  • trial.resources
  • trial.resources.instanceCount
  • trial.resources.instanceType
  • trial.resources.properties
  • trial.resources.properties.{customized property}

Removed:

  • properties.tags
  • properties.tags.{customized property}
  • properties.jobType
  • properties.codeId
  • properties.command
  • properties.compute
  • properties.compute.instanceCount
  • properties.compute.instanceType
  • properties.compute.isLocal
  • properties.compute.location
  • properties.compute.properties
  • properties.compute.properties.{customized property}
  • properties.compute.target
  • properties.distribution
  • properties.distribution.distributionType
  • properties.distribution.processCountPerInstance
  • properties.distribution.processCount
  • properties.distribution.parameterServerCount
  • properties.distribution.workerCount
  • properties.environmentId
  • properties.environmentVariables
  • properties.environmentVariables.{customized property}
  • properties.inputDataBindings
  • properties.inputDataBindings.{customized property}
  • properties.inputDataBindings.dataId
  • properties.inputDataBindings.mode
  • properties.inputDataBindings.pathOnCompute
  • outputDataBindings
  • outputDataBindings.{customized property}
  • outputDataBindings.datastoreId
  • outputDataBindings.mode
  • outputDataBindings.pathOnCompute
  • outputDataBindings.pathOnDatastore
  • priority
  • timeout
  • algorithm
  • compute
  • compute.instanceCount
  • compute.instanceType
  • compute.isLocal
  • compute.location
  • compute.properties
  • compute.properties.{customized property}
  • compute.target
  • experimentName
  • identity
  • identity.identityType
  • identity.clientId
  • identity.objectId
  • identity.resourceId
  • maxConcurrentTrials
  • maxTotalTrials
  • searchSpace.{customized property}
  • trial.distribution.processCount
  • trial.inputDataBindings
  • trial.inputDataBindings.{customized property}
  • trial.inputDataBindings.dataId
  • trial.inputDataBindings.mode
  • trial.inputDataBindings.pathOnCompute

Updated:

2021-03-01-preview

Oldest version tracked in change log