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

Article
08/01/2024

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.

2024-07-01-preview

Added:

forecastingSettings.targetLags.jobInputType
forecastingSettings.targetLags.value
forecastingSettings.targetLags.uri
fineTuningDetails
fineTuningDetails.model
fineTuningDetails.model.description
fineTuningDetails.model.jobInputType
fineTuningDetails.model.mode
fineTuningDetails.model.uri
fineTuningDetails.taskType
fineTuningDetails.trainingData
fineTuningDetails.trainingData.description
fineTuningDetails.trainingData.jobInputType
fineTuningDetails.trainingData.mode
fineTuningDetails.trainingData.uri
fineTuningDetails.trainingData.value
fineTuningDetails.validationData
fineTuningDetails.validationData.description
fineTuningDetails.validationData.jobInputType
fineTuningDetails.validationData.mode
fineTuningDetails.validationData.uri
fineTuningDetails.validationData.value
fineTuningDetails.modelProvider
fineTuningDetails.hyperParameters
fineTuningDetails.hyperParameters.batchSize
fineTuningDetails.hyperParameters.learningRateMultiplier
fineTuningDetails.hyperParameters.nEpochs
fineTuningDetails.hyperParameters.{customized property}
resources.instanceTypes
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.properties
trial.resources.properties.{customized property}
trial.resources.shmSize

Removed:

forecastingSettings.targetLags.policyType
forecastingSettings.targetLags.truncationPercentage
jobs
jobs.{customized property}
settings
sourceJobId
archives

Updated:

properties.services.{customized property}.properties.taskDetails.trainingData.trainingSettings.stackEnsembleSettings.trainingSettings.sweepSettings.earlyTermination.trainingSettings.limitSettings.outputs.jobType - Added values: 'FineTuning' (required) - Removed values: 'Pipeline' (required)
properties.services.{customized property}.properties.taskDetails.trainingData.trainingSettings.stackEnsembleSettings.trainingSettings.sweepSettings.earlyTermination.trainingSettings.limitSettings.outputs.outputs changed to required.

2024-04-01

Added:

resources.properties
resources.properties.{customized property}
resources.shmSize
taskDetails.blockedTrainingAlgorithms
taskDetails.enableDnnTraining
taskDetails.enableModelExplainability
taskDetails.enableOnnxCompatibleModels
taskDetails.enableStackEnsemble
taskDetails.enableVoteEnsemble
taskDetails.ensembleModelDownloadTimeout
taskDetails.stackEnsembleSettings
taskDetails.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.stackEnsembleSettings.stackMetaLearnerType
validationDataSize
weightColumnName
cvSplitColumnNames
parameters
forecastingSettings
forecastingSettings.countryOrRegionForHolidays
forecastingSettings.cvStepSize
forecastingSettings.featureLags
forecastingSettings.forecastHorizon
forecastingSettings.forecastHorizon.mode
forecastingSettings.forecastHorizon.value
forecastingSettings.frequency
forecastingSettings.seasonality
forecastingSettings.seasonality.mode
forecastingSettings.seasonality.value
forecastingSettings.shortSeriesHandlingConfig
forecastingSettings.targetAggregateFunction
forecastingSettings.targetLags
forecastingSettings.targetLags.mode
forecastingSettings.targetLags.values
forecastingSettings.targetLags.policyType
forecastingSettings.targetLags.truncationPercentage
forecastingSettings.targetRollingWindowSize
forecastingSettings.targetRollingWindowSize.mode
forecastingSettings.targetRollingWindowSize.value
forecastingSettings.timeColumnName
forecastingSettings.timeSeriesIdColumnNames
forecastingSettings.timeSeriesIdColumnNames.useStl
forecastingSettings.limitSettings
forecastingSettings.limitSettings.enableEarlyTermination
forecastingSettings.limitSettings.exitScore
forecastingSettings.limitSettings.maxConcurrentTrials
forecastingSettings.limitSettings.maxCoresPerTrial
forecastingSettings.limitSettings.maxTrials
forecastingSettings.limitSettings.timeout
forecastingSettings.limitSettings.trialTimeout
forecastingSettings.nCrossValidations
forecastingSettings.nCrossValidations.mode
forecastingSettings.nCrossValidations.value
forecastingSettings.primaryMetric
forecastingSettings.testData
forecastingSettings.testData.description
forecastingSettings.testData.jobInputType
forecastingSettings.testData.mode
forecastingSettings.testData.uri
forecastingSettings.testDataSize
forecastingSettings.trainingSettings
forecastingSettings.trainingSettings.allowedTrainingAlgorithms
forecastingSettings.trainingSettings.uri
forecastingSettings.validationDataSize
forecastingSettings.weightColumnName
forecastingSettings.taskType
forecastingSettings.modelSettings
forecastingSettings.modelSettings.advancedSettings
forecastingSettings.modelSettings.amsGradient
forecastingSettings.modelSettings.augmentations
forecastingSettings.modelSettings.beta1
forecastingSettings.modelSettings.beta2
forecastingSettings.modelSettings.checkpointFrequency
forecastingSettings.modelSettings.checkpointModel
forecastingSettings.modelSettings.checkpointModel.description
forecastingSettings.modelSettings.checkpointModel.jobInputType
forecastingSettings.modelSettings.checkpointModel.mode
forecastingSettings.modelSettings.checkpointModel.uri
forecastingSettings.modelSettings.checkpointRunId
forecastingSettings.modelSettings.distributed
forecastingSettings.modelSettings.earlyStopping
forecastingSettings.modelSettings.earlyStoppingDelay
forecastingSettings.modelSettings.earlyStoppingPatience
forecastingSettings.modelSettings.enableOnnxNormalization
forecastingSettings.modelSettings.evaluationFrequency
forecastingSettings.modelSettings.gradientAccumulationStep
forecastingSettings.modelSettings.layersToFreeze
forecastingSettings.modelSettings.learningRate
forecastingSettings.modelSettings.learningRateScheduler
forecastingSettings.modelSettings.modelName
forecastingSettings.modelSettings.momentum
forecastingSettings.modelSettings.nesterov
forecastingSettings.modelSettings.numberOfEpochs
forecastingSettings.modelSettings.numberOfWorkers
forecastingSettings.modelSettings.optimizer
forecastingSettings.modelSettings.randomSeed
forecastingSettings.modelSettings.stepLRGamma
forecastingSettings.modelSettings.stepLRStepSize
forecastingSettings.modelSettings.trainingBatchSize
forecastingSettings.modelSettings.trainingCropSize
forecastingSettings.modelSettings.validationBatchSize
forecastingSettings.modelSettings.validationCropSize
forecastingSettings.modelSettings.validationResizeSize
forecastingSettings.modelSettings.warmupCosineLRCycles
forecastingSettings.modelSettings.warmupCosineLRWarmupEpochs
forecastingSettings.modelSettings.weightDecay
forecastingSettings.modelSettings.weightedLoss
forecastingSettings.searchSpace
forecastingSettings.evaluationFrequency
forecastingSettings.gradientAccumulationStep
forecastingSettings.layersToFreeze
forecastingSettings.learningRate
forecastingSettings.learningRateScheduler
forecastingSettings.modelName
forecastingSettings.momentum
forecastingSettings.nesterov
forecastingSettings.numberOfEpochs
forecastingSettings.numberOfWorkers
forecastingSettings.optimizer
forecastingSettings.randomSeed
forecastingSettings.stepLRGamma
forecastingSettings.stepLRStepSize
forecastingSettings.trainingBatchSize
forecastingSettings.trainingCropSize
forecastingSettings.validationBatchSize
forecastingSettings.validationCropSize
forecastingSettings.validationResizeSize
forecastingSettings.warmupCosineLRCycles
forecastingSettings.warmupCosineLRWarmupEpochs
forecastingSettings.weightDecay
forecastingSettings.weightedLoss
earlyStoppingPatience
enableOnnxNormalization
evaluationFrequency
gradientAccumulationStep
trainingSettings.blockedTrainingAlgorithms
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType

Removed:

secretsConfiguration
secretsConfiguration.{customized property}
secretsConfiguration.uri
secretsConfiguration.workspaceSecretName
outputs.assetName
outputs.assetVersion
outputs.autoDeleteSetting
outputs.autoDeleteSetting.condition
outputs.autoDeleteSetting.value
outputs.pathOnCompute
queueSettings.priority
resources.locations
taskDetails.trainingData.pathOnCompute
taskDetails.timeout
taskDetails.trialTimeout
positiveLabel
searchSpace.booster
searchSpace.boostingType
searchSpace.growPolicy
searchSpace.learningRate
searchSpace.maxBin
searchSpace.maxDepth
searchSpace.maxLeaves
searchSpace.minDataInLeaf
searchSpace.minSplitGain
searchSpace.modelName
searchSpace.nEstimators
searchSpace.numLeaves
searchSpace.preprocessorName
searchSpace.regAlpha
searchSpace.regLambda
searchSpace.subsample
searchSpace.subsampleFreq
searchSpace.treeMethod
searchSpace.withMean
searchSpace.withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
testData.pathOnCompute
trainingSettings.cvSplitColumnNames
trainingSettings.cvSplitColumnNames.featurizationSettings
trainingSettings.cvSplitColumnNames.featurizationSettings.blockedTransformers
trainingSettings.fixedParameters
trainingSettings.fixedParameters.booster
trainingSettings.fixedParameters.boostingType
trainingSettings.fixedParameters.growPolicy
trainingSettings.fixedParameters.learningRate
trainingSettings.fixedParameters.maxBin
trainingSettings.fixedParameters.maxDepth
trainingSettings.fixedParameters.maxLeaves
trainingSettings.fixedParameters.minDataInLeaf
trainingSettings.fixedParameters.minSplitGain
trainingSettings.fixedParameters.modelName
trainingSettings.fixedParameters.nEstimators
trainingSettings.fixedParameters.numLeaves
trainingSettings.fixedParameters.preprocessorName
trainingSettings.fixedParameters.regAlpha
trainingSettings.fixedParameters.regLambda
trainingSettings.fixedParameters.subsample
trainingSettings.fixedParameters.subsampleFreq
trainingSettings.fixedParameters.treeMethod
trainingSettings.fixedParameters.withMean
trainingSettings.fixedParameters.withStd
trainingSettings.forecastingSettings
trainingSettings.forecastingSettings.countryOrRegionForHolidays
trainingSettings.forecastingSettings.cvStepSize
trainingSettings.forecastingSettings.featureLags
trainingSettings.forecastingSettings.featuresUnknownAtForecastTime
trainingSettings.forecastingSettings.mode
trainingSettings.forecastingSettings.value
trainingSettings.frequency
trainingSettings.seasonality
trainingSettings.seasonality.mode
trainingSettings.seasonality.value
trainingSettings.shortSeriesHandlingConfig
trainingSettings.targetAggregateFunction
trainingSettings.targetLags
trainingSettings.targetLags.mode
trainingSettings.targetLags.values
trainingSettings.targetLags.jobInputType
trainingSettings.targetLags.value
trainingSettings.targetLags.pathOnCompute
trainingSettings.targetLags.uri
trainingSettings.targetRollingWindowSize
trainingSettings.targetRollingWindowSize.mode
trainingSettings.targetRollingWindowSize.value
trainingSettings.timeColumnName
trainingSettings.timeSeriesIdColumnNames
trainingSettings.minSplitGain
trainingSettings.modelName
trainingSettings.nEstimators
trainingSettings.numLeaves
trainingSettings.preprocessorName
trainingSettings.regAlpha
trainingSettings.regLambda
trainingSettings.subsample
trainingSettings.subsampleFreq
trainingSettings.treeMethod
trainingSettings.withMean
trainingSettings.withStd
trainingSettings.limitSettings
trainingSettings.limitSettings.maxConcurrentTrials
trainingSettings.limitSettings.maxTrials
trainingSettings.limitSettings.timeout
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.pathOnCompute
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.primaryMetric
trainingSettings.searchSpace
trainingSettings.learningRateScheduler
trainingSettings.momentum
trainingSettings.nesterov
trainingSettings.numberOfEpochs
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.trainingBatchSize
trainingSettings.trainingCropSize
trainingSettings.validationBatchSize
trainingSettings.validationCropSize
trainingSettings.validationResizeSize
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
trainingSettings.weightDecay
trainingSettings.weightedLoss
logTrainingMetrics
logValidationLoss
maxBin
maxDepth
maxLeaves
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
limitSettings.maxNodes
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.datasetLanguage
trainingSettings.fixedParameters.gradientAccumulationSteps
trainingSettings.fixedParameters.learningRateScheduler
trainingSettings.fixedParameters.numberOfEpochs
trainingSettings.fixedParameters.trainingBatchSize
trainingSettings.fixedParameters.validationBatchSize
trainingSettings.fixedParameters.warmupRatio
trainingSettings.fixedParameters.weightDecay
trainingSettings.limitSettings.maxNodes
trainingSettings.limitSettings.trialTimeout
trainingSettings.gradientAccumulationSteps
trainingSettings.learningRate
trainingSettings.warmupRatio
validationData.pathOnCompute
fixedParameters
fixedParameters.gradientAccumulationSteps
fixedParameters.learningRate
fixedParameters.learningRateScheduler
fixedParameters.modelName
fixedParameters.numberOfEpochs
fixedParameters.trainingBatchSize
fixedParameters.validationBatchSize
fixedParameters.warmupRatio
fixedParameters.weightDecay
warmupRatio
autologgerSettings
autologgerSettings.mlflowAutologger
distribution.address
distribution.dashboardPort
distribution.headNodeAdditionalArgs
distribution.includeDashboard
distribution.port
distribution.workerNodeAdditionalArgs
inputs.pathOnCompute
resources.locations.maxInstanceCount
resources.locations.properties
resources.locations.properties.{customized property}
resources.locations.shmSize
resources.jobType
resources.fineTuningDetails
resources.fineTuningDetails.model
resources.fineTuningDetails.model.description
resources.fineTuningDetails.model.jobInputType
resources.fineTuningDetails.model.mode
resources.fineTuningDetails.model.pathOnCompute
resources.fineTuningDetails.model.uri
resources.fineTuningDetails.taskType
resources.fineTuningDetails.trainingData
resources.fineTuningDetails.trainingData.description
resources.fineTuningDetails.trainingData.jobInputType
resources.fineTuningDetails.trainingData.mode
resources.fineTuningDetails.trainingData.pathOnCompute
resources.fineTuningDetails.trainingData.uri
resources.fineTuningDetails.trainingData.value
resources.fineTuningDetails.validationData
resources.fineTuningDetails.validationData.description
resources.fineTuningDetails.validationData.jobInputType
resources.fineTuningDetails.validationData.mode
resources.fineTuningDetails.validationData.pathOnCompute
resources.fineTuningDetails.validationData.uri
resources.fineTuningDetails.validationData.value
resources.fineTuningDetails.modelProvider
resources.fineTuningDetails.hyperParameters
resources.fineTuningDetails.hyperParameters.batchSize
resources.fineTuningDetails.hyperParameters.learningRateMultiplier
resources.fineTuningDetails.hyperParameters.nEpochs
resources.fineTuningDetails.hyperParameters.{customized property}
resources.outputs
resources.outputs.{customized property}
resources.outputs.description
resources.outputs.jobOutputType
resources.outputs.assetName
resources.outputs.assetVersion
resources.outputs.autoDeleteSetting
resources.outputs.autoDeleteSetting.condition
resources.outputs.autoDeleteSetting.value
resources.outputs.mode
resources.outputs.pathOnCompute
resources.outputs.uri
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
labelingJobMediaProperties
labelingJobMediaProperties.mediaType
labelingJobMediaProperties.annotationType
mlAssistConfiguration
mlAssistConfiguration.mlAssist
mlAssistConfiguration.inferencingComputeBinding
mlAssistConfiguration.trainingComputeBinding
samplingAlgorithmType
logbase
rule
seed
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.address
trial.distribution.dashboardPort
trial.distribution.headNodeAdditionalArgs
trial.distribution.includeDashboard
trial.distribution.port
trial.distribution.workerNodeAdditionalArgs
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.locations
trial.resources.shmSize

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.jobOutputType - Added values: 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required)

2024-04-01-preview

No new or updated properties

2024-01-01-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
services
services.{customized property}
services.endpoint
services.jobServiceType
services.nodes
services.nodes.nodesValueType
services.port
services.properties
services.properties.{customized property}
outputs.assetName
outputs.assetVersion
outputs.autoDeleteSetting
outputs.autoDeleteSetting.condition
outputs.autoDeleteSetting.value
outputs.pathOnCompute
queueSettings.priority
resources.locations
taskDetails.trainingData.pathOnCompute
taskDetails.timeout
taskDetails.trialTimeout
positiveLabel
searchSpace.booster
searchSpace.boostingType
searchSpace.growPolicy
searchSpace.learningRate
searchSpace.maxBin
searchSpace.maxDepth
searchSpace.maxLeaves
searchSpace.minDataInLeaf
searchSpace.minSplitGain
searchSpace.modelName
searchSpace.nEstimators
searchSpace.numLeaves
searchSpace.preprocessorName
searchSpace.regAlpha
searchSpace.regLambda
searchSpace.subsample
searchSpace.subsampleFreq
searchSpace.treeMethod
searchSpace.withMean
searchSpace.withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
testData.pathOnCompute
trainingSettings.cvSplitColumnNames
trainingSettings.cvSplitColumnNames.featurizationSettings
trainingSettings.cvSplitColumnNames.featurizationSettings.blockedTransformers
trainingSettings.fixedParameters
trainingSettings.fixedParameters.booster
trainingSettings.fixedParameters.boostingType
trainingSettings.fixedParameters.growPolicy
trainingSettings.fixedParameters.learningRate
trainingSettings.fixedParameters.maxBin
trainingSettings.fixedParameters.maxDepth
trainingSettings.fixedParameters.maxLeaves
trainingSettings.fixedParameters.minDataInLeaf
trainingSettings.fixedParameters.minSplitGain
trainingSettings.fixedParameters.modelName
trainingSettings.fixedParameters.nEstimators
trainingSettings.fixedParameters.numLeaves
trainingSettings.fixedParameters.preprocessorName
trainingSettings.fixedParameters.regAlpha
trainingSettings.fixedParameters.regLambda
trainingSettings.fixedParameters.subsample
trainingSettings.fixedParameters.subsampleFreq
trainingSettings.fixedParameters.treeMethod
trainingSettings.fixedParameters.withMean
trainingSettings.fixedParameters.withStd
trainingSettings.forecastingSettings
trainingSettings.forecastingSettings.countryOrRegionForHolidays
trainingSettings.forecastingSettings.cvStepSize
trainingSettings.forecastingSettings.featureLags
trainingSettings.forecastingSettings.featuresUnknownAtForecastTime
trainingSettings.forecastingSettings.mode
trainingSettings.forecastingSettings.value
trainingSettings.frequency
trainingSettings.seasonality
trainingSettings.seasonality.mode
trainingSettings.seasonality.value
trainingSettings.shortSeriesHandlingConfig
trainingSettings.targetAggregateFunction
trainingSettings.targetLags
trainingSettings.targetLags.mode
trainingSettings.targetLags.values
trainingSettings.targetLags.jobInputType
trainingSettings.targetLags.value
trainingSettings.targetLags.pathOnCompute
trainingSettings.targetLags.uri
trainingSettings.targetRollingWindowSize
trainingSettings.targetRollingWindowSize.mode
trainingSettings.targetRollingWindowSize.value
trainingSettings.timeColumnName
trainingSettings.timeSeriesIdColumnNames
trainingSettings.minSplitGain
trainingSettings.modelName
trainingSettings.nEstimators
trainingSettings.numLeaves
trainingSettings.preprocessorName
trainingSettings.regAlpha
trainingSettings.regLambda
trainingSettings.subsample
trainingSettings.subsampleFreq
trainingSettings.treeMethod
trainingSettings.withMean
trainingSettings.withStd
trainingSettings.limitSettings
trainingSettings.limitSettings.maxConcurrentTrials
trainingSettings.limitSettings.maxTrials
trainingSettings.limitSettings.timeout
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.pathOnCompute
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.primaryMetric
trainingSettings.searchSpace
trainingSettings.learningRateScheduler
trainingSettings.momentum
trainingSettings.nesterov
trainingSettings.numberOfEpochs
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.trainingBatchSize
trainingSettings.trainingCropSize
trainingSettings.validationBatchSize
trainingSettings.validationCropSize
trainingSettings.validationResizeSize
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
trainingSettings.weightDecay
trainingSettings.weightedLoss
logTrainingMetrics
logValidationLoss
maxBin
maxDepth
maxLeaves
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
limitSettings.maxNodes
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.datasetLanguage
trainingSettings.fixedParameters.gradientAccumulationSteps
trainingSettings.fixedParameters.learningRateScheduler
trainingSettings.fixedParameters.numberOfEpochs
trainingSettings.fixedParameters.trainingBatchSize
trainingSettings.fixedParameters.validationBatchSize
trainingSettings.fixedParameters.warmupRatio
trainingSettings.fixedParameters.weightDecay
trainingSettings.limitSettings.maxNodes
trainingSettings.limitSettings.trialTimeout
trainingSettings.gradientAccumulationSteps
trainingSettings.learningRate
trainingSettings.warmupRatio
validationData.pathOnCompute
fixedParameters
fixedParameters.gradientAccumulationSteps
fixedParameters.learningRate
fixedParameters.learningRateScheduler
fixedParameters.modelName
fixedParameters.numberOfEpochs
fixedParameters.trainingBatchSize
fixedParameters.validationBatchSize
fixedParameters.warmupRatio
fixedParameters.weightDecay
warmupRatio
autologgerSettings
autologgerSettings.mlflowAutologger
distribution.address
distribution.dashboardPort
distribution.headNodeAdditionalArgs
distribution.includeDashboard
distribution.port
distribution.workerNodeAdditionalArgs
inputs.pathOnCompute
resources.locations.maxInstanceCount
resources.locations.properties
resources.locations.properties.{customized property}
resources.locations.shmSize
resources.jobType
resources.fineTuningDetails
resources.fineTuningDetails.model
resources.fineTuningDetails.model.description
resources.fineTuningDetails.model.jobInputType
resources.fineTuningDetails.model.mode
resources.fineTuningDetails.model.pathOnCompute
resources.fineTuningDetails.model.uri
resources.fineTuningDetails.taskType
resources.fineTuningDetails.trainingData
resources.fineTuningDetails.trainingData.description
resources.fineTuningDetails.trainingData.jobInputType
resources.fineTuningDetails.trainingData.mode
resources.fineTuningDetails.trainingData.pathOnCompute
resources.fineTuningDetails.trainingData.uri
resources.fineTuningDetails.trainingData.value
resources.fineTuningDetails.validationData
resources.fineTuningDetails.validationData.description
resources.fineTuningDetails.validationData.jobInputType
resources.fineTuningDetails.validationData.mode
resources.fineTuningDetails.validationData.pathOnCompute
resources.fineTuningDetails.validationData.uri
resources.fineTuningDetails.validationData.value
resources.fineTuningDetails.modelProvider
resources.fineTuningDetails.hyperParameters
resources.fineTuningDetails.hyperParameters.batchSize
resources.fineTuningDetails.hyperParameters.learningRateMultiplier
resources.fineTuningDetails.hyperParameters.nEpochs
resources.fineTuningDetails.hyperParameters.{customized property}
resources.outputs
resources.outputs.{customized property}
resources.outputs.description
resources.outputs.jobOutputType
resources.outputs.assetName
resources.outputs.assetVersion
resources.outputs.autoDeleteSetting
resources.outputs.autoDeleteSetting.condition
resources.outputs.autoDeleteSetting.value
resources.outputs.mode
resources.outputs.pathOnCompute
resources.outputs.uri
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
labelingJobMediaProperties
labelingJobMediaProperties.mediaType
labelingJobMediaProperties.annotationType
mlAssistConfiguration
mlAssistConfiguration.mlAssist
mlAssistConfiguration.inferencingComputeBinding
mlAssistConfiguration.trainingComputeBinding
archives
samplingAlgorithmType
logbase
rule
seed
trial.distribution.address
trial.distribution.dashboardPort
trial.distribution.headNodeAdditionalArgs
trial.distribution.includeDashboard
trial.distribution.port
trial.distribution.workerNodeAdditionalArgs
trial.resources.locations

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}
resources.properties
resources.properties.{customized property}
resources.shmSize
taskDetails.blockedTrainingAlgorithms
taskDetails.enableDnnTraining
taskDetails.enableModelExplainability
taskDetails.enableOnnxCompatibleModels
taskDetails.enableStackEnsemble
taskDetails.enableVoteEnsemble
taskDetails.ensembleModelDownloadTimeout
taskDetails.stackEnsembleSettings
taskDetails.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.stackEnsembleSettings.stackMetaLearnerType
validationDataSize
weightColumnName
cvSplitColumnNames
parameters
forecastingSettings
forecastingSettings.countryOrRegionForHolidays
forecastingSettings.cvStepSize
forecastingSettings.featureLags
forecastingSettings.forecastHorizon
forecastingSettings.forecastHorizon.mode
forecastingSettings.forecastHorizon.value
forecastingSettings.frequency
forecastingSettings.seasonality
forecastingSettings.seasonality.mode
forecastingSettings.seasonality.value
forecastingSettings.shortSeriesHandlingConfig
forecastingSettings.targetAggregateFunction
forecastingSettings.targetLags
forecastingSettings.targetLags.mode
forecastingSettings.targetLags.values
forecastingSettings.targetRollingWindowSize
forecastingSettings.targetRollingWindowSize.mode
forecastingSettings.targetRollingWindowSize.value
forecastingSettings.timeColumnName
forecastingSettings.timeSeriesIdColumnNames
forecastingSettings.timeSeriesIdColumnNames.useStl
forecastingSettings.limitSettings
forecastingSettings.limitSettings.enableEarlyTermination
forecastingSettings.limitSettings.exitScore
forecastingSettings.limitSettings.maxConcurrentTrials
forecastingSettings.limitSettings.maxCoresPerTrial
forecastingSettings.limitSettings.maxTrials
forecastingSettings.limitSettings.timeout
forecastingSettings.limitSettings.trialTimeout
forecastingSettings.nCrossValidations
forecastingSettings.nCrossValidations.mode
forecastingSettings.nCrossValidations.value
forecastingSettings.primaryMetric
forecastingSettings.testData
forecastingSettings.testData.description
forecastingSettings.testData.jobInputType
forecastingSettings.testData.mode
forecastingSettings.testData.uri
forecastingSettings.testDataSize
forecastingSettings.trainingSettings
forecastingSettings.trainingSettings.allowedTrainingAlgorithms
forecastingSettings.trainingSettings.uri
forecastingSettings.validationDataSize
forecastingSettings.weightColumnName
forecastingSettings.taskType
forecastingSettings.modelSettings
forecastingSettings.modelSettings.advancedSettings
forecastingSettings.modelSettings.amsGradient
forecastingSettings.modelSettings.augmentations
forecastingSettings.modelSettings.beta1
forecastingSettings.modelSettings.beta2
forecastingSettings.modelSettings.checkpointFrequency
forecastingSettings.modelSettings.checkpointModel
forecastingSettings.modelSettings.checkpointModel.description
forecastingSettings.modelSettings.checkpointModel.jobInputType
forecastingSettings.modelSettings.checkpointModel.mode
forecastingSettings.modelSettings.checkpointModel.uri
forecastingSettings.modelSettings.checkpointRunId
forecastingSettings.modelSettings.distributed
forecastingSettings.modelSettings.earlyStopping
forecastingSettings.modelSettings.earlyStoppingDelay
forecastingSettings.modelSettings.earlyStoppingPatience
forecastingSettings.modelSettings.enableOnnxNormalization
forecastingSettings.modelSettings.evaluationFrequency
forecastingSettings.modelSettings.gradientAccumulationStep
forecastingSettings.modelSettings.layersToFreeze
forecastingSettings.modelSettings.learningRate
forecastingSettings.modelSettings.learningRateScheduler
forecastingSettings.modelSettings.modelName
forecastingSettings.modelSettings.momentum
forecastingSettings.modelSettings.nesterov
forecastingSettings.modelSettings.numberOfEpochs
forecastingSettings.modelSettings.numberOfWorkers
forecastingSettings.modelSettings.optimizer
forecastingSettings.modelSettings.randomSeed
forecastingSettings.modelSettings.stepLRGamma
forecastingSettings.modelSettings.stepLRStepSize
forecastingSettings.modelSettings.trainingBatchSize
forecastingSettings.modelSettings.trainingCropSize
forecastingSettings.modelSettings.validationBatchSize
forecastingSettings.modelSettings.validationCropSize
forecastingSettings.modelSettings.validationResizeSize
forecastingSettings.modelSettings.warmupCosineLRCycles
forecastingSettings.modelSettings.warmupCosineLRWarmupEpochs
forecastingSettings.modelSettings.weightDecay
forecastingSettings.modelSettings.weightedLoss
forecastingSettings.searchSpace
forecastingSettings.evaluationFrequency
forecastingSettings.gradientAccumulationStep
forecastingSettings.layersToFreeze
forecastingSettings.learningRate
forecastingSettings.learningRateScheduler
forecastingSettings.modelName
forecastingSettings.momentum
forecastingSettings.nesterov
forecastingSettings.numberOfEpochs
forecastingSettings.numberOfWorkers
forecastingSettings.optimizer
forecastingSettings.randomSeed
forecastingSettings.stepLRGamma
forecastingSettings.stepLRStepSize
forecastingSettings.trainingBatchSize
forecastingSettings.trainingCropSize
forecastingSettings.validationBatchSize
forecastingSettings.validationCropSize
forecastingSettings.validationResizeSize
forecastingSettings.warmupCosineLRCycles
forecastingSettings.warmupCosineLRWarmupEpochs
forecastingSettings.weightDecay
forecastingSettings.weightedLoss
earlyStoppingPatience
enableOnnxNormalization
evaluationFrequency
gradientAccumulationStep
trainingSettings.blockedTrainingAlgorithms
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
earlyTermination
earlyTermination.delayEvaluation
earlyTermination.evaluationInterval
earlyTermination.policyType
earlyTermination.slackAmount
earlyTermination.slackFactor
earlyTermination.truncationPercentage
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed
trial.resources.properties
trial.resources.properties.{customized property}

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.jobOutputType - Removed values: 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required)
properties.services.{customized property}.properties.outputs.{customized property}.mode - Added values: 'Direct'

2023-10-01

Added:

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}
resources.properties
resources.properties.{customized property}
resources.shmSize
taskDetails.blockedTrainingAlgorithms
taskDetails.enableDnnTraining
taskDetails.enableModelExplainability
taskDetails.enableOnnxCompatibleModels
taskDetails.enableStackEnsemble
taskDetails.enableVoteEnsemble
taskDetails.ensembleModelDownloadTimeout
taskDetails.stackEnsembleSettings
taskDetails.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.stackEnsembleSettings.stackMetaLearnerType
validationDataSize
weightColumnName
cvSplitColumnNames
parameters
forecastingSettings.forecastHorizon
forecastingSettings.forecastHorizon.mode
forecastingSettings.forecastHorizon.value
forecastingSettings.frequency
forecastingSettings.seasonality
forecastingSettings.seasonality.mode
forecastingSettings.seasonality.value
forecastingSettings.shortSeriesHandlingConfig
forecastingSettings.targetAggregateFunction
forecastingSettings.targetLags
forecastingSettings.targetLags.mode
forecastingSettings.targetLags.values
forecastingSettings.targetRollingWindowSize
forecastingSettings.targetRollingWindowSize.mode
forecastingSettings.targetRollingWindowSize.value
forecastingSettings.timeColumnName
forecastingSettings.timeSeriesIdColumnNames
forecastingSettings.timeSeriesIdColumnNames.useStl
forecastingSettings.limitSettings
forecastingSettings.limitSettings.enableEarlyTermination
forecastingSettings.limitSettings.exitScore
forecastingSettings.limitSettings.maxConcurrentTrials
forecastingSettings.limitSettings.maxCoresPerTrial
forecastingSettings.limitSettings.maxTrials
forecastingSettings.limitSettings.timeout
forecastingSettings.limitSettings.trialTimeout
forecastingSettings.nCrossValidations
forecastingSettings.nCrossValidations.mode
forecastingSettings.nCrossValidations.value
forecastingSettings.primaryMetric
forecastingSettings.testData
forecastingSettings.testData.description
forecastingSettings.testData.jobInputType
forecastingSettings.testData.mode
forecastingSettings.testData.uri
forecastingSettings.testDataSize
forecastingSettings.trainingSettings
forecastingSettings.trainingSettings.allowedTrainingAlgorithms
forecastingSettings.trainingSettings.uri
forecastingSettings.validationDataSize
forecastingSettings.weightColumnName
forecastingSettings.taskType
forecastingSettings.modelSettings
forecastingSettings.modelSettings.advancedSettings
forecastingSettings.modelSettings.amsGradient
forecastingSettings.modelSettings.augmentations
forecastingSettings.modelSettings.beta1
forecastingSettings.modelSettings.beta2
forecastingSettings.modelSettings.checkpointFrequency
forecastingSettings.modelSettings.checkpointModel
forecastingSettings.modelSettings.checkpointModel.description
forecastingSettings.modelSettings.checkpointModel.jobInputType
forecastingSettings.modelSettings.checkpointModel.mode
forecastingSettings.modelSettings.checkpointModel.uri
forecastingSettings.modelSettings.checkpointRunId
forecastingSettings.modelSettings.distributed
forecastingSettings.modelSettings.earlyStopping
forecastingSettings.modelSettings.earlyStoppingDelay
forecastingSettings.modelSettings.earlyStoppingPatience
forecastingSettings.modelSettings.enableOnnxNormalization
forecastingSettings.modelSettings.evaluationFrequency
forecastingSettings.modelSettings.gradientAccumulationStep
forecastingSettings.modelSettings.layersToFreeze
forecastingSettings.modelSettings.learningRate
forecastingSettings.modelSettings.learningRateScheduler
forecastingSettings.modelSettings.modelName
forecastingSettings.modelSettings.momentum
forecastingSettings.modelSettings.nesterov
forecastingSettings.modelSettings.numberOfEpochs
forecastingSettings.modelSettings.numberOfWorkers
forecastingSettings.modelSettings.optimizer
forecastingSettings.modelSettings.randomSeed
forecastingSettings.modelSettings.stepLRGamma
forecastingSettings.modelSettings.stepLRStepSize
forecastingSettings.modelSettings.trainingBatchSize
forecastingSettings.modelSettings.trainingCropSize
forecastingSettings.modelSettings.validationBatchSize
forecastingSettings.modelSettings.validationCropSize
forecastingSettings.modelSettings.validationResizeSize
forecastingSettings.modelSettings.warmupCosineLRCycles
forecastingSettings.modelSettings.warmupCosineLRWarmupEpochs
forecastingSettings.modelSettings.weightDecay
forecastingSettings.modelSettings.weightedLoss
forecastingSettings.searchSpace
forecastingSettings.evaluationFrequency
forecastingSettings.gradientAccumulationStep
forecastingSettings.layersToFreeze
forecastingSettings.learningRate
forecastingSettings.learningRateScheduler
forecastingSettings.modelName
forecastingSettings.momentum
forecastingSettings.nesterov
forecastingSettings.numberOfEpochs
forecastingSettings.numberOfWorkers
forecastingSettings.optimizer
forecastingSettings.randomSeed
forecastingSettings.stepLRGamma
forecastingSettings.stepLRStepSize
forecastingSettings.trainingBatchSize
forecastingSettings.trainingCropSize
forecastingSettings.validationBatchSize
forecastingSettings.validationCropSize
forecastingSettings.validationResizeSize
forecastingSettings.warmupCosineLRCycles
forecastingSettings.warmupCosineLRWarmupEpochs
forecastingSettings.weightDecay
forecastingSettings.weightedLoss
earlyStoppingPatience
enableOnnxNormalization
evaluationFrequency
gradientAccumulationStep
imageSize
trainingSettings.blockedTrainingAlgorithms
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
earlyTermination
earlyTermination.delayEvaluation
earlyTermination.evaluationInterval
earlyTermination.policyType
earlyTermination.slackAmount
earlyTermination.slackFactor
earlyTermination.truncationPercentage
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed
trial.resources.properties
trial.resources.properties.{customized property}

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
services
services.{customized property}
services.endpoint
services.jobServiceType
services.nodes
services.nodes.nodesValueType
services.port
services.properties
services.properties.{customized property}
outputs.assetName
outputs.assetVersion
outputs.autoDeleteSetting
outputs.autoDeleteSetting.condition
outputs.autoDeleteSetting.value
queueSettings.priority
resources.locations
taskDetails.sweepTrials
taskDetails.timeout
taskDetails.trialTimeout
positiveLabel
searchSpace.booster
searchSpace.boostingType
searchSpace.growPolicy
searchSpace.learningRate
searchSpace.maxBin
searchSpace.maxDepth
searchSpace.maxLeaves
searchSpace.minDataInLeaf
searchSpace.minSplitGain
searchSpace.modelName
searchSpace.nEstimators
searchSpace.numLeaves
searchSpace.preprocessorName
searchSpace.regAlpha
searchSpace.regLambda
searchSpace.subsample
searchSpace.subsampleFreq
searchSpace.treeMethod
searchSpace.withMean
searchSpace.withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.blockedTransformers
fixedParameters
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.learningRate
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.modelName
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
forecastingSettings.featuresUnknownAtForecastTime
forecastingSettings.mode
forecastingSettings.value
frequency
seasonality
seasonality.mode
seasonality.value
shortSeriesHandlingConfig
targetAggregateFunction
targetLags
targetLags.mode
targetLags.values
targetLags.distributionType
targetLags.address
targetLags.dashboardPort
targetLags.headNodeAdditionalArgs
targetLags.includeDashboard
targetLags.port
targetLags.workerNodeAdditionalArgs
targetLags.parameterServerCount
targetLags.workerCount
targetRollingWindowSize
targetRollingWindowSize.mode
targetRollingWindowSize.value
timeColumnName
timeSeriesIdColumnNames
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
trainingSettings.maxConcurrentTrials
trainingSettings.maxTrials
trainingSettings.timeout
modelSettings
modelSettings.advancedSettings
modelSettings.amsGradient
modelSettings.augmentations
modelSettings.beta1
modelSettings.beta2
modelSettings.checkpointFrequency
modelSettings.checkpointModel
modelSettings.checkpointModel.description
modelSettings.checkpointModel.jobInputType
modelSettings.checkpointModel.mode
modelSettings.checkpointModel.uri
modelSettings.checkpointRunId
modelSettings.distributed
modelSettings.earlyStopping
modelSettings.earlyStoppingDelay
modelSettings.earlyStoppingPatience
modelSettings.enableOnnxNormalization
modelSettings.evaluationFrequency
modelSettings.gradientAccumulationStep
modelSettings.layersToFreeze
modelSettings.learningRate
modelSettings.learningRateScheduler
modelSettings.modelName
modelSettings.momentum
modelSettings.nesterov
modelSettings.numberOfEpochs
modelSettings.numberOfWorkers
modelSettings.optimizer
modelSettings.randomSeed
modelSettings.stepLRGamma
modelSettings.stepLRStepSize
modelSettings.trainingBatchSize
modelSettings.trainingCropSize
modelSettings.validationBatchSize
modelSettings.validationCropSize
modelSettings.validationResizeSize
modelSettings.warmupCosineLRCycles
modelSettings.warmupCosineLRWarmupEpochs
modelSettings.weightDecay
modelSettings.weightedLoss
trainingCropSize
validationCropSize
validationResizeSize
weightedLoss
logTrainingMetrics
logValidationLoss
maxBin
maxDepth
maxLeaves
limitSettings.maxNodes
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
trainingSettings.datasetLanguage
fixedParameters.gradientAccumulationSteps
fixedParameters.learningRateScheduler
fixedParameters.numberOfEpochs
fixedParameters.trainingBatchSize
fixedParameters.validationBatchSize
fixedParameters.warmupRatio
fixedParameters.weightDecay
gradientAccumulationSteps
warmupRatio
autologgerSettings
autologgerSettings.mlflowAutologger
distribution.address
distribution.dashboardPort
distribution.headNodeAdditionalArgs
distribution.includeDashboard
distribution.port
distribution.workerNodeAdditionalArgs
resources.mlAssistConfiguration
resources.mlAssistConfiguration.mlAssist
resources.mlAssistConfiguration.inferencingComputeBinding
resources.mlAssistConfiguration.trainingComputeBinding
resources.jobType
resources.inputs
resources.inputs.{customized property}
resources.inputs.description
resources.inputs.jobInputType
resources.inputs.mode
resources.inputs.uri
resources.inputs.value
archives
description
jobOutputType
assetName
assetVersion
autoDeleteSetting
autoDeleteSetting.condition
autoDeleteSetting.value
mode
uri
pyFiles
samplingAlgorithmType
logbase
rule
seed
trial.distribution.address
trial.distribution.dashboardPort
trial.distribution.headNodeAdditionalArgs
trial.distribution.includeDashboard
trial.distribution.port
trial.distribution.workerNodeAdditionalArgs
trial.resources.locations

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.jobOutputType - Added values: 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required)
properties.services.{customized property}.properties.outputs.{customized property}.mode - Removed values: 'Direct'

2023-08-01-preview

Added:

targetLags.distributionType
targetLags.address
targetLags.dashboardPort
targetLags.headNodeAdditionalArgs
targetLags.includeDashboard
targetLags.port
targetLags.workerNodeAdditionalArgs
targetLags.parameterServerCount
targetLags.workerCount
description
jobOutputType
assetName
assetVersion
autoDeleteSetting
autoDeleteSetting.condition
autoDeleteSetting.value
mode
uri
samplingAlgorithmType
logbase
rule
seed
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.address
trial.distribution.dashboardPort
trial.distribution.headNodeAdditionalArgs
trial.distribution.includeDashboard
trial.distribution.port
trial.distribution.workerNodeAdditionalArgs
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.locations
trial.resources.shmSize

Removed:

locations
identityType
clientId
objectId
resourceId

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
services
services.{customized property}
services.endpoint
services.jobServiceType
services.nodes
services.nodes.nodesValueType
services.port
services.properties
services.properties.{customized property}
outputs.assetName
outputs.assetVersion
outputs.autoDeleteSetting
outputs.autoDeleteSetting.condition
outputs.autoDeleteSetting.value
queueSettings
queueSettings.jobTier
queueSettings.priority
resources.locations
taskDetails.sweepTrials
taskDetails.timeout
taskDetails.trialTimeout
positiveLabel
searchSpace.booster
searchSpace.boostingType
searchSpace.growPolicy
searchSpace.learningRate
searchSpace.maxBin
searchSpace.maxDepth
searchSpace.maxLeaves
searchSpace.minDataInLeaf
searchSpace.minSplitGain
searchSpace.modelName
searchSpace.nEstimators
searchSpace.numLeaves
searchSpace.preprocessorName
searchSpace.regAlpha
searchSpace.regLambda
searchSpace.subsample
searchSpace.subsampleFreq
searchSpace.treeMethod
searchSpace.withMean
searchSpace.withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.blockedTransformers
fixedParameters
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.learningRate
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.modelName
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
forecastingSettings.featuresUnknownAtForecastTime
forecastingSettings.mode
forecastingSettings.value
frequency
seasonality
seasonality.mode
seasonality.value
shortSeriesHandlingConfig
targetAggregateFunction
targetLags
targetLags.mode
targetLags.values
targetRollingWindowSize
targetRollingWindowSize.mode
targetRollingWindowSize.value
timeColumnName
timeSeriesIdColumnNames
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
trainingSettings.maxConcurrentTrials
trainingSettings.maxTrials
trainingSettings.timeout
modelSettings
modelSettings.advancedSettings
modelSettings.amsGradient
modelSettings.augmentations
modelSettings.beta1
modelSettings.beta2
modelSettings.checkpointFrequency
modelSettings.checkpointModel
modelSettings.checkpointModel.description
modelSettings.checkpointModel.jobInputType
modelSettings.checkpointModel.mode
modelSettings.checkpointModel.uri
modelSettings.checkpointRunId
modelSettings.distributed
modelSettings.earlyStopping
modelSettings.earlyStoppingDelay
modelSettings.earlyStoppingPatience
modelSettings.enableOnnxNormalization
modelSettings.evaluationFrequency
modelSettings.gradientAccumulationStep
modelSettings.layersToFreeze
modelSettings.learningRate
modelSettings.learningRateScheduler
modelSettings.modelName
modelSettings.momentum
modelSettings.nesterov
modelSettings.numberOfEpochs
modelSettings.numberOfWorkers
modelSettings.optimizer
modelSettings.randomSeed
modelSettings.stepLRGamma
modelSettings.stepLRStepSize
modelSettings.trainingBatchSize
modelSettings.trainingCropSize
modelSettings.validationBatchSize
modelSettings.validationCropSize
modelSettings.validationResizeSize
modelSettings.warmupCosineLRCycles
modelSettings.warmupCosineLRWarmupEpochs
modelSettings.weightDecay
modelSettings.weightedLoss
trainingCropSize
validationCropSize
validationResizeSize
weightedLoss
logTrainingMetrics
logValidationLoss
maxBin
maxDepth
maxLeaves
limitSettings.maxNodes
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
trainingSettings.datasetLanguage
fixedParameters.gradientAccumulationSteps
fixedParameters.learningRateScheduler
fixedParameters.numberOfEpochs
fixedParameters.trainingBatchSize
fixedParameters.validationBatchSize
fixedParameters.warmupRatio
fixedParameters.weightDecay
gradientAccumulationSteps
warmupRatio
autologgerSettings
autologgerSettings.mlflowAutologger
distribution.address
distribution.dashboardPort
distribution.headNodeAdditionalArgs
distribution.includeDashboard
distribution.port
distribution.workerNodeAdditionalArgs
resources.mlAssistConfiguration
resources.mlAssistConfiguration.mlAssist
resources.mlAssistConfiguration.inferencingComputeBinding
resources.mlAssistConfiguration.trainingComputeBinding
resources.jobType
resources.inputs
resources.inputs.{customized property}
resources.inputs.description
resources.inputs.jobInputType
resources.inputs.mode
resources.inputs.uri
resources.inputs.value
archives
pyFiles
locations
identityType
clientId
objectId
resourceId

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}
resources.properties
resources.properties.{customized property}
resources.shmSize
taskDetails.trainingSettings
taskDetails.trainingSettings.allowedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableDnnTraining
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableModelExplainability
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableOnnxCompatibleModels
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableStackEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableVoteEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.ensembleModelDownloadTimeout
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerType
taskDetails.trainingSettings.validationData
taskDetails.trainingSettings.validationData.description
taskDetails.trainingSettings.validationData.jobInputType
taskDetails.trainingSettings.validationData.mode
taskDetails.trainingSettings.validationData.uri
taskDetails.trainingSettings.validationDataSize
taskDetails.trainingSettings.weightColumnName
taskDetails.trainingSettings.taskType
taskDetails.trainingSettings.cvSplitColumnNames
taskDetails.trainingSettings.{customized property}
taskDetails.trainingSettings.parameters
forecastingSettings.forecastHorizon
forecastingSettings.forecastHorizon.mode
forecastingSettings.forecastHorizon.value
forecastingSettings.frequency
forecastingSettings.seasonality
forecastingSettings.seasonality.mode
forecastingSettings.seasonality.value
forecastingSettings.shortSeriesHandlingConfig
forecastingSettings.targetAggregateFunction
forecastingSettings.targetLags
forecastingSettings.targetLags.mode
forecastingSettings.targetLags.values
forecastingSettings.targetLags.jobInputType
forecastingSettings.targetLags.value
forecastingSettings.targetLags.uri
forecastingSettings.targetRollingWindowSize
forecastingSettings.targetRollingWindowSize.mode
forecastingSettings.targetRollingWindowSize.value
forecastingSettings.timeColumnName
forecastingSettings.timeSeriesIdColumnNames
forecastingSettings.useStl
trainingSettings.allowedTrainingAlgorithms.blockedTrainingAlgorithms
trainingSettings.allowedTrainingAlgorithms.description
trainingSettings.allowedTrainingAlgorithms.jobInputType
trainingSettings.allowedTrainingAlgorithms.mode
trainingSettings.allowedTrainingAlgorithms.uri
trainingSettings.validationDataSize
trainingSettings.weightColumnName
trainingSettings.taskType
trainingSettings.limitSettings
trainingSettings.limitSettings.maxConcurrentTrials
trainingSettings.limitSettings.maxTrials
trainingSettings.limitSettings.timeout
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.primaryMetric
trainingSettings.searchSpace
trainingSettings.earlyStoppingDelay
trainingSettings.earlyStoppingPatience
trainingSettings.enableOnnxNormalization
trainingSettings.evaluationFrequency
trainingSettings.gradientAccumulationStep
trainingSettings.layersToFreeze
trainingSettings.learningRate
trainingSettings.learningRateScheduler
trainingSettings.modelName
trainingSettings.momentum
trainingSettings.nesterov
trainingSettings.numberOfEpochs
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.trainingBatchSize
trainingSettings.trainingCropSize
trainingSettings.validationBatchSize
trainingSettings.validationCropSize
trainingSettings.validationResizeSize
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
trainingSettings.weightDecay
trainingSettings.weightedLoss
distributed
earlyStopping
earlyStoppingDelay
earlyStoppingPatience
enableOnnxNormalization
evaluationFrequency
gradientAccumulationStep
imageSize
trainingSettings.enableDnnTraining
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
validationDataSize
weightColumnName
earlyTermination
earlyTermination.delayEvaluation
earlyTermination.evaluationInterval
earlyTermination.policyType
earlyTermination.slackAmount
earlyTermination.slackFactor
earlyTermination.truncationPercentage
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.properties
trial.resources.properties.{customized property}
trial.resources.shmSize

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.jobOutputType - Removed values: 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required)
properties.services.{customized property}.properties.outputs.{customized property}.mode - Added values: 'Direct'

2023-04-01

Added:

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}
resources.properties
resources.properties.{customized property}
resources.shmSize
taskDetails.trainingSettings
taskDetails.trainingSettings.allowedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableDnnTraining
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableModelExplainability
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableOnnxCompatibleModels
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableStackEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableVoteEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.ensembleModelDownloadTimeout
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerType
taskDetails.trainingSettings.validationData
taskDetails.trainingSettings.validationData.description
taskDetails.trainingSettings.validationData.jobInputType
taskDetails.trainingSettings.validationData.mode
taskDetails.trainingSettings.validationData.uri
taskDetails.trainingSettings.validationDataSize
taskDetails.trainingSettings.weightColumnName
taskDetails.trainingSettings.taskType
taskDetails.trainingSettings.cvSplitColumnNames
taskDetails.trainingSettings.{customized property}
taskDetails.trainingSettings.parameters
forecastingSettings.forecastHorizon
forecastingSettings.forecastHorizon.mode
forecastingSettings.forecastHorizon.value
forecastingSettings.frequency
forecastingSettings.seasonality
forecastingSettings.seasonality.mode
forecastingSettings.seasonality.value
forecastingSettings.shortSeriesHandlingConfig
forecastingSettings.targetAggregateFunction
forecastingSettings.targetLags
forecastingSettings.targetLags.mode
forecastingSettings.targetLags.values
forecastingSettings.targetLags.jobInputType
forecastingSettings.targetLags.value
forecastingSettings.targetLags.uri
forecastingSettings.targetRollingWindowSize
forecastingSettings.targetRollingWindowSize.mode
forecastingSettings.targetRollingWindowSize.value
forecastingSettings.timeColumnName
forecastingSettings.timeSeriesIdColumnNames
forecastingSettings.useStl
trainingSettings.allowedTrainingAlgorithms.blockedTrainingAlgorithms
trainingSettings.allowedTrainingAlgorithms.description
trainingSettings.allowedTrainingAlgorithms.jobInputType
trainingSettings.allowedTrainingAlgorithms.mode
trainingSettings.allowedTrainingAlgorithms.uri
trainingSettings.validationDataSize
trainingSettings.weightColumnName
trainingSettings.taskType
trainingSettings.limitSettings
trainingSettings.limitSettings.maxConcurrentTrials
trainingSettings.limitSettings.maxTrials
trainingSettings.limitSettings.timeout
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.primaryMetric
trainingSettings.searchSpace
trainingSettings.earlyStoppingDelay
trainingSettings.earlyStoppingPatience
trainingSettings.enableOnnxNormalization
trainingSettings.evaluationFrequency
trainingSettings.gradientAccumulationStep
trainingSettings.layersToFreeze
trainingSettings.learningRate
trainingSettings.learningRateScheduler
trainingSettings.modelName
trainingSettings.momentum
trainingSettings.nesterov
trainingSettings.numberOfEpochs
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.trainingBatchSize
trainingSettings.trainingCropSize
trainingSettings.validationBatchSize
trainingSettings.validationCropSize
trainingSettings.validationResizeSize
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
trainingSettings.weightDecay
trainingSettings.weightedLoss
distributed
earlyStopping
earlyStoppingDelay
earlyStoppingPatience
enableOnnxNormalization
evaluationFrequency
gradientAccumulationStep
imageSize
trainingSettings.enableDnnTraining
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
validationDataSize
weightColumnName
earlyTermination
earlyTermination.delayEvaluation
earlyTermination.evaluationInterval
earlyTermination.policyType
earlyTermination.slackAmount
earlyTermination.slackFactor
earlyTermination.truncationPercentage
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.properties
trial.resources.properties.{customized property}
trial.resources.shmSize

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
services
services.{customized property}
services.endpoint
services.jobServiceType
services.nodes
services.nodes.nodesValueType
services.port
services.properties
services.properties.{customized property}
outputs.assetName
outputs.assetVersion
outputs.autoDeleteSetting
outputs.autoDeleteSetting.condition
outputs.autoDeleteSetting.value
queueSettings
queueSettings.jobTier
queueSettings.priority
resources.locations
taskDetails.sweepTrials
taskDetails.timeout
taskDetails.trialTimeout
positiveLabel
searchSpace.booster
searchSpace.boostingType
searchSpace.growPolicy
searchSpace.learningRate
searchSpace.maxBin
searchSpace.maxDepth
searchSpace.maxLeaves
searchSpace.minDataInLeaf
searchSpace.minSplitGain
searchSpace.modelName
searchSpace.nEstimators
searchSpace.numLeaves
searchSpace.preprocessorName
searchSpace.regAlpha
searchSpace.regLambda
searchSpace.subsample
searchSpace.subsampleFreq
searchSpace.treeMethod
searchSpace.withMean
searchSpace.withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.blockedTransformers
fixedParameters
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.learningRate
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.modelName
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
forecastingSettings.featuresUnknownAtForecastTime
forecastingSettings.mode
forecastingSettings.value
frequency
seasonality
seasonality.mode
seasonality.value
shortSeriesHandlingConfig
targetAggregateFunction
targetLags
targetLags.mode
targetLags.values
targetRollingWindowSize
targetRollingWindowSize.mode
targetRollingWindowSize.value
timeColumnName
timeSeriesIdColumnNames
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
trainingSettings.maxConcurrentTrials
trainingSettings.maxTrials
trainingSettings.timeout
modelSettings
modelSettings.advancedSettings
modelSettings.amsGradient
modelSettings.augmentations
modelSettings.beta1
modelSettings.beta2
modelSettings.checkpointFrequency
modelSettings.checkpointModel
modelSettings.checkpointModel.description
modelSettings.checkpointModel.jobInputType
modelSettings.checkpointModel.mode
modelSettings.checkpointModel.uri
modelSettings.checkpointRunId
modelSettings.distributed
modelSettings.earlyStopping
modelSettings.earlyStoppingDelay
modelSettings.earlyStoppingPatience
modelSettings.enableOnnxNormalization
modelSettings.evaluationFrequency
modelSettings.gradientAccumulationStep
modelSettings.layersToFreeze
modelSettings.learningRate
modelSettings.learningRateScheduler
modelSettings.modelName
modelSettings.momentum
modelSettings.nesterov
modelSettings.numberOfEpochs
modelSettings.numberOfWorkers
modelSettings.optimizer
modelSettings.randomSeed
modelSettings.stepLRGamma
modelSettings.stepLRStepSize
modelSettings.trainingBatchSize
modelSettings.trainingCropSize
modelSettings.validationBatchSize
modelSettings.validationCropSize
modelSettings.validationResizeSize
modelSettings.warmupCosineLRCycles
modelSettings.warmupCosineLRWarmupEpochs
modelSettings.weightDecay
modelSettings.weightedLoss
trainingCropSize
validationCropSize
validationResizeSize
weightedLoss
logTrainingMetrics
logValidationLoss
maxBin
maxDepth
maxLeaves
limitSettings.maxNodes
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
trainingSettings.datasetLanguage
fixedParameters.gradientAccumulationSteps
fixedParameters.learningRateScheduler
fixedParameters.numberOfEpochs
fixedParameters.trainingBatchSize
fixedParameters.validationBatchSize
fixedParameters.warmupRatio
fixedParameters.weightDecay
gradientAccumulationSteps
warmupRatio
autologgerSettings
autologgerSettings.mlflowAutologger
distribution.address
distribution.dashboardPort
distribution.headNodeAdditionalArgs
distribution.includeDashboard
distribution.port
distribution.workerNodeAdditionalArgs
resources.mlAssistConfiguration
resources.mlAssistConfiguration.mlAssist
resources.mlAssistConfiguration.inferencingComputeBinding
resources.mlAssistConfiguration.trainingComputeBinding
resources.jobType
resources.inputs
resources.inputs.{customized property}
resources.inputs.description
resources.inputs.jobInputType
resources.inputs.mode
resources.inputs.uri
resources.inputs.value
archives
pyFiles
locations
identityType
clientId
objectId
resourceId

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.jobOutputType - Added values: 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required)
properties.services.{customized property}.properties.outputs.{customized property}.mode - Removed values: 'Direct'

2023-04-01-preview

Added:

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
services
services.{customized property}
services.endpoint
services.jobServiceType
services.nodes
services.nodes.nodesValueType
services.port
services.properties
services.properties.{customized property}
outputs.autoDeleteSetting
outputs.autoDeleteSetting.condition
outputs.autoDeleteSetting.value
taskDetails
taskDetails.logVerbosity
taskDetails.targetColumnName
taskDetails.trainingData
taskDetails.trainingData.description
taskDetails.trainingData.jobInputType
taskDetails.trainingData.mode
taskDetails.trainingData.uri
taskDetails.taskType
taskDetails.cvSplitColumnNames
taskDetails.sweepTrials
taskDetails.timeout
taskDetails.trialTimeout
positiveLabel
trainingSettings.featurizationSettings.blockedTransformers
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
forecastingSettings
forecastingSettings.countryOrRegionForHolidays
forecastingSettings.cvStepSize
forecastingSettings.featureLags
forecastingSettings.featuresUnknownAtForecastTime
forecastingSettings.mode
forecastingSettings.value
frequency
seasonality
seasonality.mode
seasonality.value
shortSeriesHandlingConfig
targetAggregateFunction
targetLags
targetLags.mode
targetLags.values
targetRollingWindowSize
targetRollingWindowSize.mode
targetRollingWindowSize.value
timeColumnName
timeSeriesIdColumnNames
trainingSettings.maxConcurrentTrials
trainingSettings.maxTrials
trainingSettings.timeout
modelSettings
modelSettings.advancedSettings
modelSettings.amsGradient
modelSettings.augmentations
modelSettings.beta1
modelSettings.beta2
modelSettings.checkpointFrequency
modelSettings.checkpointModel
modelSettings.checkpointModel.description
modelSettings.checkpointModel.jobInputType
modelSettings.checkpointModel.mode
modelSettings.checkpointModel.uri
modelSettings.checkpointRunId
modelSettings.distributed
modelSettings.earlyStopping
modelSettings.earlyStoppingDelay
modelSettings.earlyStoppingPatience
modelSettings.enableOnnxNormalization
modelSettings.evaluationFrequency
modelSettings.gradientAccumulationStep
modelSettings.layersToFreeze
modelSettings.learningRate
modelSettings.learningRateScheduler
modelSettings.modelName
modelSettings.momentum
modelSettings.nesterov
modelSettings.numberOfEpochs
modelSettings.numberOfWorkers
modelSettings.optimizer
modelSettings.randomSeed
modelSettings.stepLRGamma
modelSettings.stepLRStepSize
modelSettings.trainingBatchSize
modelSettings.trainingCropSize
modelSettings.validationBatchSize
modelSettings.validationCropSize
modelSettings.validationResizeSize
modelSettings.warmupCosineLRCycles
modelSettings.warmupCosineLRWarmupEpochs
modelSettings.weightDecay
modelSettings.weightedLoss
momentum
nesterov
numberOfEpochs
numberOfWorkers
optimizer
randomSeed
stepLRGamma
stepLRStepSize
trainingBatchSize
trainingCropSize
validationCropSize
validationResizeSize
warmupCosineLRCycles
warmupCosineLRWarmupEpochs
weightedLoss
layersToFreeze
learningRateScheduler
logTrainingMetrics
logValidationLoss
maxSize
minSize
modelSize
multiScale
nmsIouThreshold
tileGridSize
tileOverlapRatio
tilePredictionsNmsThreshold
validationIouThreshold
validationMetricType
trainingSettings.datasetLanguage
gradientAccumulationSteps
autologgerSettings
autologgerSettings.mlflowAutologger
codeId
distribution.address
distribution.dashboardPort
distribution.headNodeAdditionalArgs
distribution.includeDashboard
distribution.port
distribution.workerNodeAdditionalArgs
resources.mlAssistConfiguration
resources.mlAssistConfiguration.mlAssist
resources.mlAssistConfiguration.inferencingComputeBinding
resources.mlAssistConfiguration.trainingComputeBinding
pyFiles
locations
identityType
clientId
objectId
resourceId

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}
resources.taskDetails
resources.taskDetails.logVerbosity
resources.taskDetails.targetColumnName
resources.taskDetails.trainingData
resources.taskDetails.trainingData.description
resources.taskDetails.trainingData.jobInputType
resources.taskDetails.trainingData.mode
resources.taskDetails.trainingData.uri
resources.taskDetails.taskType
resources.taskDetails.cvSplitColumnNames
resources.taskDetails.sweepConcurrentTrials
resources.taskDetails.sweepTrials
resources.taskDetails.timeout
resources.taskDetails.trialTimeout
resources.nCrossValidations
resources.nCrossValidations.mode
resources.nCrossValidations.value
resources.positiveLabel
resources.primaryMetric
resources.searchSpace
resources.searchSpace.booster
resources.searchSpace.boostingType
resources.searchSpace.growPolicy
resources.searchSpace.learningRate
resources.searchSpace.maxBin
resources.searchSpace.maxDepth
resources.searchSpace.maxLeaves
resources.searchSpace.minDataInLeaf
resources.searchSpace.minSplitGain
resources.searchSpace.modelName
resources.searchSpace.nEstimators
resources.searchSpace.numLeaves
resources.searchSpace.preprocessorName
resources.searchSpace.regAlpha
resources.searchSpace.regLambda
resources.searchSpace.subsample
resources.searchSpace.subsampleFreq
resources.searchSpace.treeMethod
resources.searchSpace.withMean
resources.searchSpace.withStd
resources.sweepSettings
resources.sweepSettings.earlyTermination
resources.sweepSettings.earlyTermination.delayEvaluation
resources.sweepSettings.earlyTermination.evaluationInterval
resources.sweepSettings.earlyTermination.policyType
resources.sweepSettings.earlyTermination.slackAmount
resources.sweepSettings.earlyTermination.slackFactor
resources.sweepSettings.earlyTermination.truncationPercentage
resources.sweepSettings.samplingAlgorithm
resources.testData
resources.testData.description
resources.testData.jobInputType
resources.testData.mode
resources.testData.uri
resources.testDataSize
resources.trainingSettings
resources.trainingSettings.allowedTrainingAlgorithms
resources.trainingSettings.cvSplitColumnNames
resources.trainingSettings.cvSplitColumnNames.featurizationSettings
resources.trainingSettings.cvSplitColumnNames.featurizationSettings.blockedTransformers
resources.fixedParameters
resources.fixedParameters.booster
resources.fixedParameters.boostingType
resources.fixedParameters.growPolicy
resources.fixedParameters.learningRate
resources.fixedParameters.maxBin
resources.fixedParameters.maxDepth
resources.fixedParameters.maxLeaves
resources.fixedParameters.minDataInLeaf
resources.fixedParameters.minSplitGain
resources.fixedParameters.modelName
resources.fixedParameters.nEstimators
resources.fixedParameters.numLeaves
resources.fixedParameters.preprocessorName
resources.fixedParameters.regAlpha
resources.fixedParameters.regLambda
resources.fixedParameters.subsample
resources.fixedParameters.subsampleFreq
resources.fixedParameters.treeMethod
resources.fixedParameters.withMean
resources.fixedParameters.withStd
resources.forecastingSettings
resources.forecastingSettings.countryOrRegionForHolidays
resources.forecastingSettings.cvStepSize
resources.forecastingSettings.featureLags
resources.forecastingSettings.forecastHorizon
resources.forecastingSettings.forecastHorizon.mode
resources.forecastingSettings.forecastHorizon.value
resources.forecastingSettings.frequency
resources.forecastingSettings.seasonality
resources.forecastingSettings.seasonality.mode
resources.forecastingSettings.seasonality.value
resources.forecastingSettings.shortSeriesHandlingConfig
resources.forecastingSettings.targetAggregateFunction
resources.forecastingSettings.targetLags
resources.forecastingSettings.targetLags.mode
resources.forecastingSettings.targetLags.values
resources.forecastingSettings.targetLags.jobInputType
resources.forecastingSettings.targetLags.uri
resources.forecastingSettings.targetRollingWindowSize
resources.forecastingSettings.targetRollingWindowSize.mode
resources.forecastingSettings.targetRollingWindowSize.value
resources.forecastingSettings.timeColumnName
resources.forecastingSettings.timeSeriesIdColumnNames
resources.forecastingSettings.useStl
resources.limitSettings
resources.limitSettings.enableEarlyTermination
resources.limitSettings.exitScore
resources.limitSettings.maxConcurrentTrials
resources.limitSettings.maxCoresPerTrial
resources.limitSettings.maxNodes
resources.limitSettings.maxTrials
resources.limitSettings.sweepConcurrentTrials
resources.limitSettings.sweepTrials
resources.limitSettings.timeout
resources.limitSettings.trialTimeout
resources.samplingAlgorithm
trainingSettings.limitSettings
trainingSettings.limitSettings.maxConcurrentTrials
trainingSettings.limitSettings.maxTrials
trainingSettings.limitSettings.timeout
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.primaryMetric
trainingSettings.searchSpace
trainingSettings.searchSpace.amsGradient
trainingSettings.searchSpace.augmentations
trainingSettings.searchSpace.beta1
trainingSettings.searchSpace.beta2
trainingSettings.searchSpace.distributed
trainingSettings.searchSpace.earlyStopping
trainingSettings.searchSpace.earlyStoppingDelay
trainingSettings.searchSpace.earlyStoppingPatience
trainingSettings.searchSpace.enableOnnxNormalization
trainingSettings.searchSpace.evaluationFrequency
trainingSettings.searchSpace.gradientAccumulationStep
trainingSettings.searchSpace.layersToFreeze
trainingSettings.searchSpace.learningRate
trainingSettings.searchSpace.learningRateScheduler
trainingSettings.searchSpace.modelName
trainingSettings.searchSpace.momentum
trainingSettings.searchSpace.nesterov
trainingSettings.searchSpace.numberOfEpochs
trainingSettings.searchSpace.numberOfWorkers
trainingSettings.searchSpace.optimizer
trainingSettings.searchSpace.randomSeed
trainingSettings.searchSpace.stepLRGamma
trainingSettings.searchSpace.stepLRStepSize
trainingSettings.searchSpace.trainingBatchSize
trainingSettings.searchSpace.trainingCropSize
trainingSettings.searchSpace.validationBatchSize
trainingSettings.searchSpace.validationCropSize
trainingSettings.searchSpace.validationResizeSize
trainingSettings.searchSpace.warmupCosineLRCycles
trainingSettings.searchSpace.warmupCosineLRWarmupEpochs
trainingSettings.searchSpace.weightDecay
trainingSettings.searchSpace.weightedLoss
trainingSettings.sweepSettings
trainingSettings.sweepSettings.earlyTermination
trainingSettings.sweepSettings.earlyTermination.delayEvaluation
trainingSettings.sweepSettings.earlyTermination.evaluationInterval
trainingSettings.sweepSettings.earlyTermination.policyType
trainingSettings.sweepSettings.earlyTermination.slackAmount
trainingSettings.sweepSettings.earlyTermination.slackFactor
trainingSettings.sweepSettings.earlyTermination.truncationPercentage
trainingSettings.sweepSettings.samplingAlgorithm
trainingSettings.validationData
trainingSettings.validationData.description
trainingSettings.validationData.jobInputType
trainingSettings.validationData.mode
trainingSettings.validationData.uri
trainingSettings.validationDataSize
trainingSettings.taskType
trainingSettings.modelSettings.boxDetectionsPerImage
trainingSettings.modelSettings.boxScoreThreshold
trainingSettings.modelSettings.imageSize
trainingSettings.modelSettings.maxSize
trainingSettings.modelSettings.minSize
trainingSettings.modelSettings.modelSize
trainingSettings.modelSettings.multiScale
trainingSettings.modelSettings.nmsIouThreshold
trainingSettings.modelSettings.tileGridSize
trainingSettings.modelSettings.tileOverlapRatio
trainingSettings.modelSettings.tilePredictionsNmsThreshold
trainingSettings.modelSettings.validationIouThreshold
trainingSettings.modelSettings.validationMetricType
trainingSettings.imageSize
trainingSettings.layersToFreeze
trainingSettings.learningRate
trainingSettings.learningRateScheduler
trainingSettings.maxSize
trainingSettings.minSize
trainingSettings.modelName
trainingSettings.modelSize
trainingSettings.momentum
trainingSettings.multiScale
trainingSettings.nesterov
trainingSettings.nmsIouThreshold
trainingSettings.numberOfEpochs
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.tileGridSize
trainingSettings.tileOverlapRatio
trainingSettings.tilePredictionsNmsThreshold
trainingSettings.trainingBatchSize
trainingSettings.validationBatchSize
trainingSettings.validationIouThreshold
trainingSettings.validationMetricType
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
trainingSettings.weightDecay
trainingSettings.featurizationSettings.datasetLanguage
trainingSettings.fixedParameters
trainingSettings.fixedParameters.gradientAccumulationSteps
trainingSettings.fixedParameters.learningRate
trainingSettings.fixedParameters.learningRateScheduler
trainingSettings.fixedParameters.modelName
trainingSettings.fixedParameters.numberOfEpochs
trainingSettings.fixedParameters.trainingBatchSize
trainingSettings.fixedParameters.validationBatchSize
trainingSettings.fixedParameters.warmupRatio
trainingSettings.fixedParameters.weightDecay
trainingSettings.limitSettings.maxNodes
trainingSettings.limitSettings.trialTimeout
trainingSettings.warmupRatio
resources.autologgerSettings
resources.autologgerSettings.mlflowAutologger
resources.codeId
resources.command
resources.distribution
resources.distribution.distributionType
resources.distribution.processCountPerInstance
resources.distribution.parameterServerCount
resources.distribution.workerCount
resources.environmentId
resources.environmentVariables
resources.environmentVariables.{customized property}
resources.{customized property}
displayName
multiSelect
labelingJobMediaProperties
labelingJobMediaProperties.mediaType
labelingJobMediaProperties.annotationType
mlAssistConfiguration
mlAssistConfiguration.mlAssist
mlAssistConfiguration.inferencingComputeBinding
mlAssistConfiguration.trainingComputeBinding
archives.args
archives.codeId
archives.conf
archives.conf.{customized property}
archives.entry
archives.entry.sparkJobEntryType
archives.entry.file
archives.entry.className
archives.environmentId
archives.files
archives.jobInputType
archives.mode
archives.uri
archives.value
jars
resources.locations.properties
resources.locations.properties.{customized property}
resources.locations.shmSize

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.jobOutputType - Removed values: 'mlflow_model' (required) 'mltable' (required) 'triton_model' (required) 'uri_file' (required) 'uri_folder' (required)
properties.services.{customized property}.properties.taskDetails.trainingData.trainingSettings.stackEnsembleSettings.trainingSettings.sweepSettings.trainingSettings.sweepSettings.distribution.distributionType - Added values: 'Ray' (required)

2023-02-01-preview

Added:

properties.notificationSetting
properties.notificationSetting.emailOn
properties.notificationSetting.emails
queueSettings
queueSettings.jobTier
queueSettings.priority
resources.locations
resources.taskDetails
resources.taskDetails.logVerbosity
resources.taskDetails.targetColumnName
resources.taskDetails.trainingData
resources.taskDetails.trainingData.description
resources.taskDetails.trainingData.jobInputType
resources.taskDetails.trainingData.mode
resources.taskDetails.trainingData.uri
resources.taskDetails.taskType
resources.taskDetails.cvSplitColumnNames
resources.taskDetails.sweepConcurrentTrials
resources.taskDetails.sweepTrials
resources.taskDetails.timeout
resources.taskDetails.trialTimeout
resources.nCrossValidations
resources.nCrossValidations.mode
resources.nCrossValidations.value
resources.positiveLabel
resources.primaryMetric
resources.searchSpace
resources.searchSpace.booster
resources.searchSpace.boostingType
resources.searchSpace.growPolicy
resources.searchSpace.learningRate
resources.searchSpace.maxBin
resources.searchSpace.maxDepth
resources.searchSpace.maxLeaves
resources.searchSpace.minDataInLeaf
resources.searchSpace.minSplitGain
resources.searchSpace.modelName
resources.searchSpace.nEstimators
resources.searchSpace.numLeaves
resources.searchSpace.preprocessorName
resources.searchSpace.regAlpha
resources.searchSpace.regLambda
resources.searchSpace.subsample
resources.searchSpace.subsampleFreq
resources.searchSpace.treeMethod
resources.searchSpace.withMean
resources.searchSpace.withStd
resources.sweepSettings
resources.sweepSettings.earlyTermination
resources.sweepSettings.earlyTermination.delayEvaluation
resources.sweepSettings.earlyTermination.evaluationInterval
resources.sweepSettings.earlyTermination.policyType
resources.sweepSettings.earlyTermination.slackAmount
resources.sweepSettings.earlyTermination.slackFactor
resources.sweepSettings.earlyTermination.truncationPercentage
resources.sweepSettings.samplingAlgorithm
resources.testData
resources.testData.description
resources.testData.jobInputType
resources.testData.mode
resources.testData.uri
resources.testDataSize
resources.trainingSettings
resources.trainingSettings.allowedTrainingAlgorithms
resources.trainingSettings.cvSplitColumnNames
resources.trainingSettings.cvSplitColumnNames.featurizationSettings
resources.trainingSettings.cvSplitColumnNames.featurizationSettings.blockedTransformers
resources.fixedParameters
resources.fixedParameters.booster
resources.fixedParameters.boostingType
resources.fixedParameters.growPolicy
resources.fixedParameters.learningRate
resources.fixedParameters.maxBin
resources.fixedParameters.maxDepth
resources.fixedParameters.maxLeaves
resources.fixedParameters.minDataInLeaf
resources.fixedParameters.minSplitGain
resources.fixedParameters.modelName
resources.fixedParameters.nEstimators
resources.fixedParameters.numLeaves
resources.fixedParameters.preprocessorName
resources.fixedParameters.regAlpha
resources.fixedParameters.regLambda
resources.fixedParameters.subsample
resources.fixedParameters.subsampleFreq
resources.fixedParameters.treeMethod
resources.fixedParameters.withMean
resources.fixedParameters.withStd
resources.forecastingSettings
resources.forecastingSettings.countryOrRegionForHolidays
resources.forecastingSettings.cvStepSize
resources.forecastingSettings.featureLags
resources.forecastingSettings.forecastHorizon
resources.forecastingSettings.forecastHorizon.mode
resources.forecastingSettings.forecastHorizon.value
resources.forecastingSettings.frequency
resources.forecastingSettings.seasonality
resources.forecastingSettings.seasonality.mode
resources.forecastingSettings.seasonality.value
resources.forecastingSettings.shortSeriesHandlingConfig
resources.forecastingSettings.targetAggregateFunction
resources.forecastingSettings.targetLags
resources.forecastingSettings.targetLags.mode
resources.forecastingSettings.targetLags.values
resources.forecastingSettings.targetLags.jobInputType
resources.forecastingSettings.targetLags.uri
resources.forecastingSettings.targetRollingWindowSize
resources.forecastingSettings.targetRollingWindowSize.mode
resources.forecastingSettings.targetRollingWindowSize.value
resources.forecastingSettings.timeColumnName
resources.forecastingSettings.timeSeriesIdColumnNames
resources.forecastingSettings.useStl
resources.limitSettings
resources.limitSettings.enableEarlyTermination
resources.limitSettings.exitScore
resources.limitSettings.maxConcurrentTrials
resources.limitSettings.maxCoresPerTrial
resources.limitSettings.maxNodes
resources.limitSettings.maxTrials
resources.limitSettings.sweepConcurrentTrials
resources.limitSettings.sweepTrials
resources.limitSettings.timeout
resources.limitSettings.trialTimeout
resources.samplingAlgorithm
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.searchSpace.amsGradient
trainingSettings.searchSpace.augmentations
trainingSettings.searchSpace.beta1
trainingSettings.searchSpace.beta2
trainingSettings.searchSpace.distributed
trainingSettings.searchSpace.earlyStopping
trainingSettings.searchSpace.earlyStoppingDelay
trainingSettings.searchSpace.earlyStoppingPatience
trainingSettings.searchSpace.enableOnnxNormalization
trainingSettings.searchSpace.evaluationFrequency
trainingSettings.searchSpace.gradientAccumulationStep
trainingSettings.searchSpace.layersToFreeze
trainingSettings.searchSpace.learningRate
trainingSettings.searchSpace.learningRateScheduler
trainingSettings.searchSpace.modelName
trainingSettings.searchSpace.momentum
trainingSettings.searchSpace.nesterov
trainingSettings.searchSpace.numberOfEpochs
trainingSettings.searchSpace.numberOfWorkers
trainingSettings.searchSpace.optimizer
trainingSettings.searchSpace.randomSeed
trainingSettings.searchSpace.stepLRGamma
trainingSettings.searchSpace.stepLRStepSize
trainingSettings.searchSpace.trainingBatchSize
trainingSettings.searchSpace.trainingCropSize
trainingSettings.searchSpace.validationBatchSize
trainingSettings.searchSpace.validationCropSize
trainingSettings.searchSpace.validationResizeSize
trainingSettings.searchSpace.warmupCosineLRCycles
trainingSettings.searchSpace.warmupCosineLRWarmupEpochs
trainingSettings.searchSpace.weightDecay
trainingSettings.searchSpace.weightedLoss
trainingSettings.sweepSettings
trainingSettings.sweepSettings.earlyTermination
trainingSettings.sweepSettings.earlyTermination.delayEvaluation
trainingSettings.sweepSettings.earlyTermination.evaluationInterval
trainingSettings.sweepSettings.earlyTermination.policyType
trainingSettings.sweepSettings.earlyTermination.slackAmount
trainingSettings.sweepSettings.earlyTermination.slackFactor
trainingSettings.sweepSettings.earlyTermination.truncationPercentage
trainingSettings.sweepSettings.samplingAlgorithm
trainingSettings.validationData
trainingSettings.validationData.description
trainingSettings.validationData.jobInputType
trainingSettings.validationData.mode
trainingSettings.validationData.uri
trainingSettings.validationDataSize
trainingSettings.modelSettings.boxDetectionsPerImage
trainingSettings.modelSettings.boxScoreThreshold
trainingSettings.modelSettings.imageSize
trainingSettings.modelSettings.maxSize
trainingSettings.modelSettings.minSize
trainingSettings.modelSettings.modelSize
trainingSettings.modelSettings.multiScale
trainingSettings.modelSettings.nmsIouThreshold
trainingSettings.modelSettings.tileGridSize
trainingSettings.modelSettings.tileOverlapRatio
trainingSettings.modelSettings.tilePredictionsNmsThreshold
trainingSettings.modelSettings.validationIouThreshold
trainingSettings.modelSettings.validationMetricType
trainingSettings.imageSize
trainingSettings.layersToFreeze
trainingSettings.maxSize
trainingSettings.minSize
trainingSettings.modelSize
trainingSettings.momentum
trainingSettings.multiScale
trainingSettings.nesterov
trainingSettings.nmsIouThreshold
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.tileGridSize
trainingSettings.tileOverlapRatio
trainingSettings.tilePredictionsNmsThreshold
trainingSettings.validationIouThreshold
trainingSettings.validationMetricType
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
searchSpace.booster
searchSpace.boostingType
searchSpace.growPolicy
searchSpace.maxBin
searchSpace.maxDepth
searchSpace.maxLeaves
searchSpace.minDataInLeaf
searchSpace.minSplitGain
searchSpace.nEstimators
searchSpace.numLeaves
searchSpace.preprocessorName
searchSpace.regAlpha
searchSpace.regLambda
searchSpace.subsample
searchSpace.subsampleFreq
searchSpace.treeMethod
searchSpace.withMean
searchSpace.withStd
validationBatchSize
warmupRatio
weightDecay
resources.jobType
resources.autologgerSettings
resources.autologgerSettings.mlflowAutologger
resources.codeId
resources.command
resources.distribution
resources.distribution.distributionType
resources.distribution.processCountPerInstance
resources.distribution.parameterServerCount
resources.distribution.workerCount
resources.environmentId
resources.environmentVariables
resources.environmentVariables.{customized property}
resources.inputs
resources.inputs.{customized property}
resources.inputs.description
resources.inputs.jobInputType
resources.inputs.mode
resources.inputs.uri
resources.inputs.value
resources.{customized property}
displayName
multiSelect
archives.jobInputType
archives.mode
archives.uri
archives.value
jars
resources.locations.properties
resources.locations.properties.{customized property}
resources.locations.shmSize

Removed:

resources.properties
resources.properties.{customized property}
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.limitSettings
taskDetails.limitSettings.enableEarlyTermination
taskDetails.limitSettings.exitScore
taskDetails.limitSettings.maxConcurrentTrials
taskDetails.limitSettings.maxCoresPerTrial
taskDetails.limitSettings.maxNodes
taskDetails.limitSettings.maxTrials
taskDetails.limitSettings.sweepConcurrentTrials
taskDetails.limitSettings.sweepTrials
taskDetails.limitSettings.timeout
taskDetails.limitSettings.trialTimeout
taskDetails.nCrossValidations
taskDetails.nCrossValidations.mode
taskDetails.nCrossValidations.value
taskDetails.positiveLabel
taskDetails.primaryMetric
taskDetails.searchSpace
taskDetails.weightColumnName
taskDetails.transformerParams
taskDetails.transformerParams.{customized property}
taskDetails.transformerParams.fields
taskDetails.transformerParams.forecastingSettings
taskDetails.transformerParams.forecastingSettings.countryOrRegionForHolidays
taskDetails.transformerParams.forecastingSettings.cvStepSize
taskDetails.transformerParams.forecastingSettings.featureLags
taskDetails.transformerParams.forecastingSettings.forecastHorizon
taskDetails.transformerParams.forecastingSettings.forecastHorizon.mode
taskDetails.transformerParams.forecastingSettings.forecastHorizon.value
taskDetails.transformerParams.forecastingSettings.frequency
taskDetails.transformerParams.forecastingSettings.seasonality
taskDetails.transformerParams.forecastingSettings.seasonality.mode
taskDetails.transformerParams.forecastingSettings.seasonality.value
taskDetails.transformerParams.forecastingSettings.shortSeriesHandlingConfig
taskDetails.transformerParams.forecastingSettings.targetAggregateFunction
taskDetails.transformerParams.forecastingSettings.targetLags
taskDetails.transformerParams.forecastingSettings.targetLags.mode
taskDetails.transformerParams.forecastingSettings.targetLags.values
taskDetails.transformerParams.forecastingSettings.targetLags.uri
taskDetails.transformerParams.forecastingSettings.targetLags.jobInputType
taskDetails.transformerParams.forecastingSettings.targetRollingWindowSize
taskDetails.transformerParams.forecastingSettings.targetRollingWindowSize.mode
taskDetails.transformerParams.forecastingSettings.targetRollingWindowSize.value
taskDetails.transformerParams.forecastingSettings.timeColumnName
taskDetails.transformerParams.forecastingSettings.timeSeriesIdColumnNames
taskDetails.transformerParams.forecastingSettings.sweepSettings
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.delayEvaluation
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.evaluationInterval
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.policyType
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.slackAmount
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.slackFactor
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.truncationPercentage
taskDetails.transformerParams.forecastingSettings.sweepSettings.samplingAlgorithm
taskDetails.transformerParams.forecastingSettings.testData
taskDetails.transformerParams.forecastingSettings.testData.description
taskDetails.transformerParams.forecastingSettings.testData.jobInputType
taskDetails.transformerParams.forecastingSettings.testData.mode
taskDetails.transformerParams.forecastingSettings.testData.uri
taskDetails.transformerParams.forecastingSettings.testDataSize
taskDetails.transformerParams.forecastingSettings.trainingSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.allowedTrainingAlgorithms
taskDetails.transformerParams.forecastingSettings.trainingSettings.weightColumnName
taskDetails.transformerParams.forecastingSettings.trainingSettings.taskType
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings.maxConcurrentTrials
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings.maxTrials
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings.timeout
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.advancedSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.amsGradient
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.augmentations
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.beta1
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.beta2
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointFrequency
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.description
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.jobInputType
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.mode
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.uri
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointRunId
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.distributed
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.earlyStopping
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.earlyStoppingDelay
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.earlyStoppingPatience
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.enableOnnxNormalization
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.evaluationFrequency
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.gradientAccumulationStep
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.layersToFreeze
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.learningRate
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.learningRateScheduler
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.modelName
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.momentum
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.nesterov
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.numberOfEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.numberOfWorkers
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.optimizer
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.randomSeed
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.stepLRGamma
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.stepLRStepSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.trainingBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.trainingCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.validationBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.validationCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.validationResizeSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.warmupCosineLRCycles
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.weightDecay
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.weightedLoss
taskDetails.transformerParams.forecastingSettings.trainingSettings.primaryMetric
taskDetails.transformerParams.forecastingSettings.trainingSettings.searchSpace
taskDetails.transformerParams.forecastingSettings.trainingSettings.earlyStoppingDelay
taskDetails.transformerParams.forecastingSettings.trainingSettings.earlyStoppingPatience
taskDetails.transformerParams.forecastingSettings.trainingSettings.enableOnnxNormalization
taskDetails.transformerParams.forecastingSettings.trainingSettings.evaluationFrequency
taskDetails.transformerParams.forecastingSettings.trainingSettings.gradientAccumulationStep
taskDetails.transformerParams.forecastingSettings.trainingSettings.layersToFreeze
taskDetails.transformerParams.forecastingSettings.trainingSettings.learningRate
taskDetails.transformerParams.forecastingSettings.trainingSettings.learningRateScheduler
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelName
taskDetails.transformerParams.forecastingSettings.trainingSettings.momentum
taskDetails.transformerParams.forecastingSettings.trainingSettings.nesterov
taskDetails.transformerParams.forecastingSettings.trainingSettings.numberOfEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.numberOfWorkers
taskDetails.transformerParams.forecastingSettings.trainingSettings.optimizer
taskDetails.transformerParams.forecastingSettings.trainingSettings.randomSeed
taskDetails.transformerParams.forecastingSettings.trainingSettings.stepLRGamma
taskDetails.transformerParams.forecastingSettings.trainingSettings.stepLRStepSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.trainingBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.trainingCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.validationBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.validationCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.validationResizeSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.warmupCosineLRCycles
taskDetails.transformerParams.forecastingSettings.trainingSettings.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.weightDecay
taskDetails.transformerParams.forecastingSettings.trainingSettings.weightedLoss
taskDetails.transformerParams.forecastingSettings.primaryMetric
taskDetails.transformerParams.forecastingSettings.searchSpace
taskDetails.transformerParams.forecastingSettings.distributed
taskDetails.transformerParams.forecastingSettings.earlyStopping
taskDetails.transformerParams.forecastingSettings.earlyStoppingDelay
taskDetails.transformerParams.forecastingSettings.earlyStoppingPatience
taskDetails.transformerParams.forecastingSettings.enableOnnxNormalization
taskDetails.transformerParams.forecastingSettings.evaluationFrequency
taskDetails.transformerParams.forecastingSettings.gradientAccumulationStep
taskDetails.transformerParams.forecastingSettings.imageSize
taskDetails.transformerParams.forecastingSettings.layersToFreeze
taskDetails.transformerParams.forecastingSettings.learningRate
taskDetails.transformerParams.forecastingSettings.learningRateScheduler
taskDetails.transformerParams.forecastingSettings.maxSize
taskDetails.transformerParams.forecastingSettings.minSize
taskDetails.transformerParams.forecastingSettings.modelName
taskDetails.transformerParams.forecastingSettings.modelSize
taskDetails.transformerParams.forecastingSettings.momentum
taskDetails.transformerParams.forecastingSettings.multiScale
taskDetails.transformerParams.forecastingSettings.nesterov
taskDetails.transformerParams.forecastingSettings.nmsIouThreshold
taskDetails.transformerParams.forecastingSettings.numberOfEpochs
taskDetails.transformerParams.forecastingSettings.numberOfWorkers
taskDetails.transformerParams.forecastingSettings.optimizer
taskDetails.transformerParams.forecastingSettings.randomSeed
taskDetails.transformerParams.forecastingSettings.stepLRGamma
taskDetails.transformerParams.forecastingSettings.stepLRStepSize
taskDetails.transformerParams.forecastingSettings.tileGridSize
taskDetails.transformerParams.forecastingSettings.tileOverlapRatio
taskDetails.transformerParams.forecastingSettings.tilePredictionsNmsThreshold
taskDetails.transformerParams.forecastingSettings.trainingBatchSize
taskDetails.transformerParams.forecastingSettings.validationBatchSize
taskDetails.transformerParams.forecastingSettings.validationIouThreshold
taskDetails.transformerParams.forecastingSettings.validationMetricType
taskDetails.transformerParams.forecastingSettings.warmupCosineLRCycles
taskDetails.transformerParams.forecastingSettings.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.forecastingSettings.weightDecay
taskDetails.transformerParams.primaryMetric
taskDetails.transformerParams.searchSpace
taskDetails.transformerParams.distributed
taskDetails.transformerParams.earlyStopping
taskDetails.transformerParams.earlyStoppingDelay
taskDetails.transformerParams.earlyStoppingPatience
taskDetails.transformerParams.enableOnnxNormalization
taskDetails.transformerParams.evaluationFrequency
taskDetails.transformerParams.gradientAccumulationStep
taskDetails.transformerParams.imageSize
taskDetails.transformerParams.layersToFreeze
taskDetails.transformerParams.learningRate
taskDetails.transformerParams.learningRateScheduler
taskDetails.transformerParams.maxSize
taskDetails.transformerParams.minSize
taskDetails.transformerParams.modelName
taskDetails.transformerParams.modelSize
taskDetails.transformerParams.momentum
taskDetails.transformerParams.multiScale
taskDetails.transformerParams.nesterov
taskDetails.transformerParams.nmsIouThreshold
taskDetails.transformerParams.numberOfEpochs
taskDetails.transformerParams.numberOfWorkers
taskDetails.transformerParams.optimizer
taskDetails.transformerParams.randomSeed
taskDetails.transformerParams.stepLRGamma
taskDetails.transformerParams.stepLRStepSize
taskDetails.transformerParams.tileGridSize
taskDetails.transformerParams.tileOverlapRatio
taskDetails.transformerParams.tilePredictionsNmsThreshold
taskDetails.transformerParams.trainingBatchSize
taskDetails.transformerParams.validationBatchSize
taskDetails.transformerParams.validationIouThreshold
taskDetails.transformerParams.validationMetricType
taskDetails.transformerParams.warmupCosineLRCycles
taskDetails.transformerParams.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.weightDecay
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
booster
boostingType
growPolicy
trainingSettings.weightColumnName
trainingSettings.gradientAccumulationSteps
searchSpace.gradientAccumulationSteps
searchSpace.learningRateScheduler
searchSpace.numberOfEpochs
searchSpace.trainingBatchSize
searchSpace.validationBatchSize
searchSpace.warmupRatio
searchSpace.weightDecay
autologgerSettings
autologgerSettings.mlflowAutologger
codeId
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
archives.command
archives.distribution
archives.distribution.distributionType
archives.distribution.processCountPerInstance
archives.distribution.parameterServerCount
archives.distribution.workerCount
archives.environmentVariables
archives.environmentVariables.{customized property}
archives.resources
archives.resources.dockerArgs
archives.resources.instanceCount
archives.resources.instanceType
archives.resources.properties
archives.resources.properties.{customized property}
archives.resources.shmSize

2022-12-01-preview

Added:

properties.services.nodes
properties.services.nodes.nodesValueType
outputs.assetName
outputs.assetVersion
taskDetails.limitSettings
taskDetails.limitSettings.enableEarlyTermination
taskDetails.limitSettings.exitScore
taskDetails.limitSettings.maxConcurrentTrials
taskDetails.limitSettings.maxCoresPerTrial
taskDetails.limitSettings.maxNodes
taskDetails.limitSettings.maxTrials
taskDetails.limitSettings.sweepConcurrentTrials
taskDetails.limitSettings.sweepTrials
taskDetails.limitSettings.timeout
taskDetails.limitSettings.trialTimeout
taskDetails.nCrossValidations
taskDetails.nCrossValidations.mode
taskDetails.nCrossValidations.value
taskDetails.positiveLabel
taskDetails.primaryMetric
taskDetails.searchSpace
taskDetails.weightColumnName
taskDetails.transformerParams
taskDetails.transformerParams.{customized property}
taskDetails.transformerParams.fields
taskDetails.transformerParams.forecastingSettings
taskDetails.transformerParams.forecastingSettings.countryOrRegionForHolidays
taskDetails.transformerParams.forecastingSettings.cvStepSize
taskDetails.transformerParams.forecastingSettings.featureLags
taskDetails.transformerParams.forecastingSettings.forecastHorizon
taskDetails.transformerParams.forecastingSettings.forecastHorizon.mode
taskDetails.transformerParams.forecastingSettings.forecastHorizon.value
taskDetails.transformerParams.forecastingSettings.frequency
taskDetails.transformerParams.forecastingSettings.seasonality
taskDetails.transformerParams.forecastingSettings.seasonality.mode
taskDetails.transformerParams.forecastingSettings.seasonality.value
taskDetails.transformerParams.forecastingSettings.shortSeriesHandlingConfig
taskDetails.transformerParams.forecastingSettings.targetAggregateFunction
taskDetails.transformerParams.forecastingSettings.targetLags
taskDetails.transformerParams.forecastingSettings.targetLags.mode
taskDetails.transformerParams.forecastingSettings.targetLags.values
taskDetails.transformerParams.forecastingSettings.targetLags.uri
taskDetails.transformerParams.forecastingSettings.targetLags.jobInputType
taskDetails.transformerParams.forecastingSettings.targetRollingWindowSize
taskDetails.transformerParams.forecastingSettings.targetRollingWindowSize.mode
taskDetails.transformerParams.forecastingSettings.targetRollingWindowSize.value
taskDetails.transformerParams.forecastingSettings.timeColumnName
taskDetails.transformerParams.forecastingSettings.timeSeriesIdColumnNames
taskDetails.transformerParams.forecastingSettings.sweepSettings
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.delayEvaluation
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.evaluationInterval
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.policyType
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.slackAmount
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.slackFactor
taskDetails.transformerParams.forecastingSettings.sweepSettings.earlyTermination.truncationPercentage
taskDetails.transformerParams.forecastingSettings.sweepSettings.samplingAlgorithm
taskDetails.transformerParams.forecastingSettings.testData
taskDetails.transformerParams.forecastingSettings.testData.description
taskDetails.transformerParams.forecastingSettings.testData.jobInputType
taskDetails.transformerParams.forecastingSettings.testData.mode
taskDetails.transformerParams.forecastingSettings.testData.uri
taskDetails.transformerParams.forecastingSettings.testDataSize
taskDetails.transformerParams.forecastingSettings.trainingSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.allowedTrainingAlgorithms
taskDetails.transformerParams.forecastingSettings.trainingSettings.weightColumnName
taskDetails.transformerParams.forecastingSettings.trainingSettings.taskType
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings.maxConcurrentTrials
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings.maxTrials
taskDetails.transformerParams.forecastingSettings.trainingSettings.limitSettings.timeout
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.advancedSettings
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.amsGradient
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.augmentations
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.beta1
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.beta2
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointFrequency
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.description
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.jobInputType
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.mode
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointModel.uri
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.checkpointRunId
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.distributed
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.earlyStopping
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.earlyStoppingDelay
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.earlyStoppingPatience
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.enableOnnxNormalization
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.evaluationFrequency
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.gradientAccumulationStep
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.layersToFreeze
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.learningRate
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.learningRateScheduler
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.modelName
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.momentum
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.nesterov
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.numberOfEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.numberOfWorkers
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.optimizer
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.randomSeed
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.stepLRGamma
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.stepLRStepSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.trainingBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.trainingCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.validationBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.validationCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.validationResizeSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.warmupCosineLRCycles
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.weightDecay
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelSettings.weightedLoss
taskDetails.transformerParams.forecastingSettings.trainingSettings.primaryMetric
taskDetails.transformerParams.forecastingSettings.trainingSettings.searchSpace
taskDetails.transformerParams.forecastingSettings.trainingSettings.earlyStoppingDelay
taskDetails.transformerParams.forecastingSettings.trainingSettings.earlyStoppingPatience
taskDetails.transformerParams.forecastingSettings.trainingSettings.enableOnnxNormalization
taskDetails.transformerParams.forecastingSettings.trainingSettings.evaluationFrequency
taskDetails.transformerParams.forecastingSettings.trainingSettings.gradientAccumulationStep
taskDetails.transformerParams.forecastingSettings.trainingSettings.layersToFreeze
taskDetails.transformerParams.forecastingSettings.trainingSettings.learningRate
taskDetails.transformerParams.forecastingSettings.trainingSettings.learningRateScheduler
taskDetails.transformerParams.forecastingSettings.trainingSettings.modelName
taskDetails.transformerParams.forecastingSettings.trainingSettings.momentum
taskDetails.transformerParams.forecastingSettings.trainingSettings.nesterov
taskDetails.transformerParams.forecastingSettings.trainingSettings.numberOfEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.numberOfWorkers
taskDetails.transformerParams.forecastingSettings.trainingSettings.optimizer
taskDetails.transformerParams.forecastingSettings.trainingSettings.randomSeed
taskDetails.transformerParams.forecastingSettings.trainingSettings.stepLRGamma
taskDetails.transformerParams.forecastingSettings.trainingSettings.stepLRStepSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.trainingBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.trainingCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.validationBatchSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.validationCropSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.validationResizeSize
taskDetails.transformerParams.forecastingSettings.trainingSettings.warmupCosineLRCycles
taskDetails.transformerParams.forecastingSettings.trainingSettings.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.forecastingSettings.trainingSettings.weightDecay
taskDetails.transformerParams.forecastingSettings.trainingSettings.weightedLoss
taskDetails.transformerParams.forecastingSettings.primaryMetric
taskDetails.transformerParams.forecastingSettings.searchSpace
taskDetails.transformerParams.forecastingSettings.distributed
taskDetails.transformerParams.forecastingSettings.earlyStopping
taskDetails.transformerParams.forecastingSettings.earlyStoppingDelay
taskDetails.transformerParams.forecastingSettings.earlyStoppingPatience
taskDetails.transformerParams.forecastingSettings.enableOnnxNormalization
taskDetails.transformerParams.forecastingSettings.evaluationFrequency
taskDetails.transformerParams.forecastingSettings.gradientAccumulationStep
taskDetails.transformerParams.forecastingSettings.imageSize
taskDetails.transformerParams.forecastingSettings.layersToFreeze
taskDetails.transformerParams.forecastingSettings.learningRate
taskDetails.transformerParams.forecastingSettings.learningRateScheduler
taskDetails.transformerParams.forecastingSettings.maxSize
taskDetails.transformerParams.forecastingSettings.minSize
taskDetails.transformerParams.forecastingSettings.modelName
taskDetails.transformerParams.forecastingSettings.modelSize
taskDetails.transformerParams.forecastingSettings.momentum
taskDetails.transformerParams.forecastingSettings.multiScale
taskDetails.transformerParams.forecastingSettings.nesterov
taskDetails.transformerParams.forecastingSettings.nmsIouThreshold
taskDetails.transformerParams.forecastingSettings.numberOfEpochs
taskDetails.transformerParams.forecastingSettings.numberOfWorkers
taskDetails.transformerParams.forecastingSettings.optimizer
taskDetails.transformerParams.forecastingSettings.randomSeed
taskDetails.transformerParams.forecastingSettings.stepLRGamma
taskDetails.transformerParams.forecastingSettings.stepLRStepSize
taskDetails.transformerParams.forecastingSettings.tileGridSize
taskDetails.transformerParams.forecastingSettings.tileOverlapRatio
taskDetails.transformerParams.forecastingSettings.tilePredictionsNmsThreshold
taskDetails.transformerParams.forecastingSettings.trainingBatchSize
taskDetails.transformerParams.forecastingSettings.validationBatchSize
taskDetails.transformerParams.forecastingSettings.validationIouThreshold
taskDetails.transformerParams.forecastingSettings.validationMetricType
taskDetails.transformerParams.forecastingSettings.warmupCosineLRCycles
taskDetails.transformerParams.forecastingSettings.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.forecastingSettings.weightDecay
taskDetails.transformerParams.primaryMetric
taskDetails.transformerParams.searchSpace
taskDetails.transformerParams.distributed
taskDetails.transformerParams.earlyStopping
taskDetails.transformerParams.earlyStoppingDelay
taskDetails.transformerParams.earlyStoppingPatience
taskDetails.transformerParams.enableOnnxNormalization
taskDetails.transformerParams.evaluationFrequency
taskDetails.transformerParams.gradientAccumulationStep
taskDetails.transformerParams.imageSize
taskDetails.transformerParams.layersToFreeze
taskDetails.transformerParams.learningRate
taskDetails.transformerParams.learningRateScheduler
taskDetails.transformerParams.maxSize
taskDetails.transformerParams.minSize
taskDetails.transformerParams.modelName
taskDetails.transformerParams.modelSize
taskDetails.transformerParams.momentum
taskDetails.transformerParams.multiScale
taskDetails.transformerParams.nesterov
taskDetails.transformerParams.nmsIouThreshold
taskDetails.transformerParams.numberOfEpochs
taskDetails.transformerParams.numberOfWorkers
taskDetails.transformerParams.optimizer
taskDetails.transformerParams.randomSeed
taskDetails.transformerParams.stepLRGamma
taskDetails.transformerParams.stepLRStepSize
taskDetails.transformerParams.tileGridSize
taskDetails.transformerParams.tileOverlapRatio
taskDetails.transformerParams.tilePredictionsNmsThreshold
taskDetails.transformerParams.trainingBatchSize
taskDetails.transformerParams.validationBatchSize
taskDetails.transformerParams.validationIouThreshold
taskDetails.transformerParams.validationMetricType
taskDetails.transformerParams.warmupCosineLRCycles
taskDetails.transformerParams.warmupCosineLRWarmupEpochs
taskDetails.transformerParams.weightDecay
fixedParameters
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.learningRate
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.modelName
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
limitSettings.maxNodes
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
booster
boostingType
growPolicy
maxBin
maxDepth
maxLeaves
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.datasetLanguage
trainingSettings.fixedParameters
trainingSettings.fixedParameters.gradientAccumulationSteps
trainingSettings.fixedParameters.learningRate
trainingSettings.fixedParameters.learningRateScheduler
trainingSettings.fixedParameters.modelName
trainingSettings.fixedParameters.numberOfEpochs
trainingSettings.fixedParameters.trainingBatchSize
trainingSettings.fixedParameters.validationBatchSize
trainingSettings.fixedParameters.warmupRatio
trainingSettings.fixedParameters.weightDecay
trainingSettings.limitSettings.maxNodes
trainingSettings.limitSettings.trialTimeout
trainingSettings.gradientAccumulationSteps
trainingSettings.warmupRatio
fixedParameters.gradientAccumulationSteps
fixedParameters.learningRateScheduler
fixedParameters.numberOfEpochs
fixedParameters.trainingBatchSize
fixedParameters.validationBatchSize
fixedParameters.warmupRatio
fixedParameters.weightDecay
searchSpace.gradientAccumulationSteps
searchSpace.learningRate
searchSpace.learningRateScheduler
searchSpace.modelName
searchSpace.numberOfEpochs
searchSpace.trainingBatchSize
searchSpace.validationBatchSize
searchSpace.warmupRatio
searchSpace.weightDecay
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
labelingJobMediaProperties
labelingJobMediaProperties.mediaType
labelingJobMediaProperties.annotationType
mlAssistConfiguration
mlAssistConfiguration.mlAssist
mlAssistConfiguration.inferencingComputeBinding
mlAssistConfiguration.trainingComputeBinding
archives
archives.args
archives.codeId
archives.conf
archives.conf.{customized property}
archives.entry
archives.entry.sparkJobEntryType
archives.entry.file
archives.entry.className
archives.environmentId
archives.files
archives.command
archives.distribution
archives.distribution.distributionType
archives.distribution.processCountPerInstance
archives.distribution.parameterServerCount
archives.distribution.workerCount
archives.environmentVariables
archives.environmentVariables.{customized property}
archives.resources
archives.resources.dockerArgs
archives.resources.instanceCount
archives.resources.instanceType
archives.resources.properties
archives.resources.properties.{customized property}
archives.resources.shmSize

Removed:

taskDetails.trainingSettings
taskDetails.trainingSettings.allowedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableDnnTraining
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableModelExplainability
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableOnnxCompatibleModels
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableStackEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableVoteEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.ensembleModelDownloadTimeout
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerType
taskDetails.trainingSettings.validationData
taskDetails.trainingSettings.validationData.description
taskDetails.trainingSettings.validationData.jobInputType
taskDetails.trainingSettings.validationData.mode
taskDetails.trainingSettings.validationData.uri
taskDetails.trainingSettings.validationDataSize
taskDetails.trainingSettings.weightColumnName
taskDetails.trainingSettings.taskType
taskDetails.trainingSettings.cvSplitColumnNames
taskDetails.trainingSettings.{customized property}
taskDetails.trainingSettings.parameters
forecastingSettings
forecastingSettings.countryOrRegionForHolidays
forecastingSettings.cvStepSize
forecastingSettings.featureLags
forecastingSettings.forecastHorizon
forecastingSettings.forecastHorizon.mode
forecastingSettings.forecastHorizon.value
forecastingSettings.frequency
forecastingSettings.seasonality
forecastingSettings.seasonality.mode
forecastingSettings.seasonality.value
forecastingSettings.shortSeriesHandlingConfig
forecastingSettings.targetAggregateFunction
forecastingSettings.targetLags
forecastingSettings.targetLags.mode
forecastingSettings.targetLags.values
forecastingSettings.targetLags.workerCount
forecastingSettings.targetRollingWindowSize
forecastingSettings.targetRollingWindowSize.mode
forecastingSettings.targetRollingWindowSize.value
forecastingSettings.timeColumnName
forecastingSettings.timeSeriesIdColumnNames
forecastingSettings.useStl
trainingSettings.allowedTrainingAlgorithms.blockedTrainingAlgorithms
trainingSettings.allowedTrainingAlgorithms.description
trainingSettings.allowedTrainingAlgorithms.jobInputType
trainingSettings.allowedTrainingAlgorithms.mode
trainingSettings.allowedTrainingAlgorithms.uri
trainingSettings.validationDataSize
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.earlyStoppingDelay
trainingSettings.earlyStoppingPatience
trainingSettings.enableOnnxNormalization
trainingSettings.evaluationFrequency
trainingSettings.gradientAccumulationStep
trainingSettings.layersToFreeze
trainingSettings.momentum
trainingSettings.nesterov
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.trainingCropSize
trainingSettings.validationCropSize
trainingSettings.validationResizeSize
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
trainingSettings.weightedLoss
distributed
earlyStopping
earlyStoppingDelay
earlyStoppingPatience
enableOnnxNormalization
evaluationFrequency
gradientAccumulationStep
imageSize
layersToFreeze
learningRateScheduler
maxSize
minSize
modelSize
momentum
multiScale
nesterov
nmsIouThreshold
numberOfEpochs
numberOfWorkers
optimizer
randomSeed
stepLRGamma
stepLRStepSize
tileGridSize
tileOverlapRatio
tilePredictionsNmsThreshold
trainingBatchSize
validationBatchSize
validationIouThreshold
validationMetricType
warmupCosineLRCycles
warmupCosineLRWarmupEpochs
weightDecay
trainingSettings.enableDnnTraining
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
validationDataSize
weightColumnName
earlyTermination
earlyTermination.delayEvaluation
earlyTermination.evaluationInterval
earlyTermination.policyType
earlyTermination.slackAmount
earlyTermination.slackFactor
earlyTermination.truncationPercentage
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.properties
trial.resources.properties.{customized property}
trial.resources.shmSize

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.mode - Added values: 'Direct'

2022-10-01

Added:

taskDetails.trainingSettings
taskDetails.trainingSettings.allowedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableDnnTraining
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableModelExplainability
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableOnnxCompatibleModels
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableStackEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableVoteEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.ensembleModelDownloadTimeout
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerType
taskDetails.trainingSettings.validationData
taskDetails.trainingSettings.validationData.description
taskDetails.trainingSettings.validationData.jobInputType
taskDetails.trainingSettings.validationData.mode
taskDetails.trainingSettings.validationData.uri
taskDetails.trainingSettings.validationDataSize
taskDetails.trainingSettings.weightColumnName
taskDetails.trainingSettings.taskType
taskDetails.trainingSettings.cvSplitColumnNames
taskDetails.trainingSettings.{customized property}
taskDetails.trainingSettings.parameters
forecastingSettings.targetLags.workerCount
forecastingSettings.useStl
trainingSettings.allowedTrainingAlgorithms.blockedTrainingAlgorithms
trainingSettings.allowedTrainingAlgorithms.description
trainingSettings.allowedTrainingAlgorithms.jobInputType
trainingSettings.allowedTrainingAlgorithms.mode
trainingSettings.allowedTrainingAlgorithms.uri
trainingSettings.validationDataSize
trainingSettings.weightColumnName
trainingSettings.enableDnnTraining
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
validationData
validationData.description
validationData.jobInputType
validationData.mode
validationData.uri
validationDataSize
weightColumnName
taskType
featurizationSettings
featurizationSettings.datasetLanguage
earlyTermination
earlyTermination.delayEvaluation
earlyTermination.evaluationInterval
earlyTermination.policyType
earlyTermination.slackAmount
earlyTermination.slackFactor
earlyTermination.truncationPercentage
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.properties
trial.resources.properties.{customized property}
trial.resources.shmSize

Removed:

properties.services.nodes
properties.services.nodes.nodesValueType
taskDetails.limitSettings
taskDetails.limitSettings.enableEarlyTermination
taskDetails.limitSettings.exitScore
taskDetails.limitSettings.maxConcurrentTrials
taskDetails.limitSettings.maxCoresPerTrial
taskDetails.limitSettings.maxTrials
taskDetails.limitSettings.sweepConcurrentTrials
taskDetails.limitSettings.sweepTrials
taskDetails.limitSettings.timeout
taskDetails.limitSettings.trialTimeout
taskDetails.nCrossValidations
taskDetails.nCrossValidations.mode
taskDetails.nCrossValidations.value
taskDetails.positiveLabel
taskDetails.primaryMetric
taskDetails.searchSpace
taskDetails.booster
taskDetails.boostingType
taskDetails.growPolicy
taskDetails.learningRate
taskDetails.maxBin
taskDetails.maxDepth
taskDetails.maxLeaves
taskDetails.minDataInLeaf
taskDetails.minSplitGain
taskDetails.modelName
taskDetails.nEstimators
taskDetails.numLeaves
taskDetails.preprocessorName
taskDetails.regAlpha
taskDetails.regLambda
taskDetails.subsample
taskDetails.subsampleFreq
taskDetails.treeMethod
taskDetails.withMean
taskDetails.withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
trainingSettings.cvSplitColumnNames
trainingSettings.{customized property}
trainingSettings.parameters
fixedParameters
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.learningRate
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.modelName
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
forecastingSettings.targetLags.jobInputType
forecastingSettings.targetLags.value
forecastingSettings.targetLags.uri
forecastingSettings.earlyTermination
forecastingSettings.earlyTermination.delayEvaluation
forecastingSettings.earlyTermination.evaluationInterval
forecastingSettings.earlyTermination.policyType
forecastingSettings.earlyTermination.slackAmount
forecastingSettings.earlyTermination.slackFactor
forecastingSettings.earlyTermination.truncationPercentage
forecastingSettings.samplingAlgorithm
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
boostingType
growPolicy
maxBin
maxDepth
maxLeaves
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.datasetLanguage
trainingSettings.fixedParameters
trainingSettings.fixedParameters.gradientAccumulationSteps
trainingSettings.fixedParameters.learningRate
trainingSettings.fixedParameters.learningRateScheduler
trainingSettings.fixedParameters.modelName
trainingSettings.fixedParameters.numberOfEpochs
trainingSettings.fixedParameters.trainingBatchSize
trainingSettings.fixedParameters.validationBatchSize
trainingSettings.fixedParameters.warmupRatio
trainingSettings.fixedParameters.weightDecay
trainingSettings.limitSettings.maxNodes
trainingSettings.limitSettings.trialTimeout
trainingSettings.searchSpace.gradientAccumulationSteps
trainingSettings.searchSpace.learningRate
trainingSettings.searchSpace.learningRateScheduler
trainingSettings.searchSpace.modelName
trainingSettings.searchSpace.numberOfEpochs
trainingSettings.searchSpace.trainingBatchSize
trainingSettings.searchSpace.validationBatchSize
trainingSettings.searchSpace.warmupRatio
trainingSettings.searchSpace.weightDecay
trainingSettings.sweepSettings
trainingSettings.sweepSettings.earlyTermination
trainingSettings.sweepSettings.earlyTermination.delayEvaluation
trainingSettings.sweepSettings.earlyTermination.evaluationInterval
trainingSettings.sweepSettings.earlyTermination.policyType
trainingSettings.sweepSettings.earlyTermination.slackAmount
trainingSettings.sweepSettings.earlyTermination.slackFactor
trainingSettings.sweepSettings.earlyTermination.truncationPercentage
trainingSettings.sweepSettings.samplingAlgorithm
trainingSettings.validationData
trainingSettings.validationData.description
trainingSettings.validationData.jobInputType
trainingSettings.validationData.mode
trainingSettings.validationData.uri
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
labelingJobMediaProperties
labelingJobMediaProperties.mediaType
labelingJobMediaProperties.annotationType
mlAssistConfiguration
mlAssistConfiguration.mlAssist
mlAssistConfiguration.inferencingComputeBinding
mlAssistConfiguration.trainingComputeBinding
archives
archives.args
archives.codeId
archives.conf
archives.conf.{customized property}
archives.entry
archives.entry.sparkJobEntryType
archives.entry.file
archives.entry.className
archives.environmentId
archives.files
archives.command
archives.distribution
archives.distribution.distributionType
archives.distribution.processCountPerInstance
archives.distribution.parameterServerCount
archives.distribution.workerCount
archives.environmentVariables
archives.environmentVariables.{customized property}
archives.resources
archives.resources.dockerArgs
archives.resources.instanceCount
archives.resources.instanceType
archives.resources.properties
archives.resources.properties.{customized property}
archives.resources.shmSize

Updated:

properties.services.{customized property}.properties.outputs.{customized property}.mode - Removed values: 'Direct'

2022-10-01-preview

Added:

properties.services.nodes
properties.services.nodes.nodesValueType
taskDetails.limitSettings
taskDetails.limitSettings.enableEarlyTermination
taskDetails.limitSettings.exitScore
taskDetails.limitSettings.maxConcurrentTrials
taskDetails.limitSettings.maxCoresPerTrial
taskDetails.limitSettings.maxTrials
taskDetails.limitSettings.sweepConcurrentTrials
taskDetails.limitSettings.sweepTrials
taskDetails.limitSettings.timeout
taskDetails.limitSettings.trialTimeout
taskDetails.nCrossValidations
taskDetails.nCrossValidations.mode
taskDetails.nCrossValidations.value
taskDetails.positiveLabel
taskDetails.primaryMetric
taskDetails.searchSpace
taskDetails.booster
taskDetails.boostingType
taskDetails.growPolicy
taskDetails.learningRate
taskDetails.maxBin
taskDetails.maxDepth
taskDetails.maxLeaves
taskDetails.minDataInLeaf
taskDetails.minSplitGain
taskDetails.modelName
taskDetails.nEstimators
taskDetails.numLeaves
taskDetails.preprocessorName
taskDetails.regAlpha
taskDetails.regLambda
taskDetails.subsample
taskDetails.subsampleFreq
taskDetails.treeMethod
taskDetails.withMean
taskDetails.withStd
sweepSettings
sweepSettings.earlyTermination
sweepSettings.earlyTermination.delayEvaluation
sweepSettings.earlyTermination.evaluationInterval
sweepSettings.earlyTermination.policyType
sweepSettings.earlyTermination.slackAmount
sweepSettings.earlyTermination.slackFactor
sweepSettings.earlyTermination.truncationPercentage
sweepSettings.samplingAlgorithm
trainingSettings.cvSplitColumnNames
trainingSettings.{customized property}
trainingSettings.parameters
fixedParameters
fixedParameters.booster
fixedParameters.boostingType
fixedParameters.growPolicy
fixedParameters.learningRate
fixedParameters.maxBin
fixedParameters.maxDepth
fixedParameters.maxLeaves
fixedParameters.minDataInLeaf
fixedParameters.minSplitGain
fixedParameters.modelName
fixedParameters.nEstimators
fixedParameters.numLeaves
fixedParameters.preprocessorName
fixedParameters.regAlpha
fixedParameters.regLambda
fixedParameters.subsample
fixedParameters.subsampleFreq
fixedParameters.treeMethod
fixedParameters.withMean
fixedParameters.withStd
forecastingSettings.targetLags.jobInputType
forecastingSettings.targetLags.uri
forecastingSettings.earlyTermination
forecastingSettings.earlyTermination.delayEvaluation
forecastingSettings.earlyTermination.evaluationInterval
forecastingSettings.earlyTermination.policyType
forecastingSettings.earlyTermination.slackAmount
forecastingSettings.earlyTermination.slackFactor
forecastingSettings.earlyTermination.truncationPercentage
forecastingSettings.samplingAlgorithm
trainingSettings.earlyStoppingDelay
trainingSettings.earlyStoppingPatience
trainingSettings.enableOnnxNormalization
trainingSettings.evaluationFrequency
trainingSettings.gradientAccumulationStep
trainingSettings.layersToFreeze
trainingSettings.learningRate
trainingSettings.learningRateScheduler
trainingSettings.modelName
trainingSettings.momentum
trainingSettings.nesterov
trainingSettings.numberOfEpochs
trainingSettings.numberOfWorkers
trainingSettings.optimizer
trainingSettings.randomSeed
trainingSettings.stepLRGamma
trainingSettings.stepLRStepSize
trainingSettings.trainingBatchSize
trainingSettings.trainingCropSize
trainingSettings.validationBatchSize
trainingSettings.validationCropSize
trainingSettings.validationResizeSize
trainingSettings.warmupCosineLRCycles
trainingSettings.warmupCosineLRWarmupEpochs
trainingSettings.weightDecay
trainingSettings.weightedLoss
limitSettings.sweepConcurrentTrials
limitSettings.sweepTrials
boostingType
growPolicy
maxBin
maxDepth
maxLeaves
minDataInLeaf
minSplitGain
nEstimators
numLeaves
preprocessorName
regAlpha
regLambda
subsample
subsampleFreq
treeMethod
withMean
withStd
trainingSettings.featurizationSettings
trainingSettings.featurizationSettings.datasetLanguage
trainingSettings.fixedParameters
trainingSettings.fixedParameters.gradientAccumulationSteps
trainingSettings.fixedParameters.learningRate
trainingSettings.fixedParameters.learningRateScheduler
trainingSettings.fixedParameters.modelName
trainingSettings.fixedParameters.numberOfEpochs
trainingSettings.fixedParameters.trainingBatchSize
trainingSettings.fixedParameters.validationBatchSize
trainingSettings.fixedParameters.warmupRatio
trainingSettings.fixedParameters.weightDecay
trainingSettings.limitSettings.maxNodes
trainingSettings.limitSettings.trialTimeout
trainingSettings.searchSpace.gradientAccumulationSteps
trainingSettings.searchSpace.learningRate
trainingSettings.searchSpace.learningRateScheduler
trainingSettings.searchSpace.modelName
trainingSettings.searchSpace.numberOfEpochs
trainingSettings.searchSpace.trainingBatchSize
trainingSettings.searchSpace.validationBatchSize
trainingSettings.searchSpace.warmupRatio
trainingSettings.searchSpace.weightDecay
trainingSettings.sweepSettings
trainingSettings.sweepSettings.earlyTermination
trainingSettings.sweepSettings.earlyTermination.delayEvaluation
trainingSettings.sweepSettings.earlyTermination.evaluationInterval
trainingSettings.sweepSettings.earlyTermination.policyType
trainingSettings.sweepSettings.earlyTermination.slackAmount
trainingSettings.sweepSettings.earlyTermination.slackFactor
trainingSettings.sweepSettings.earlyTermination.truncationPercentage
trainingSettings.sweepSettings.samplingAlgorithm
trainingSettings.validationData
trainingSettings.validationData.description
trainingSettings.validationData.jobInputType
trainingSettings.validationData.mode
trainingSettings.validationData.uri
autologgerSettings
autologgerSettings.mlflowAutologger
archives.args
archives.codeId
archives.conf
archives.conf.{customized property}
archives.entry
archives.entry.sparkJobEntryType
archives.entry.file
archives.entry.className
archives.environmentId
archives.files
archives.command
archives.distribution
archives.distribution.distributionType
archives.distribution.processCountPerInstance
archives.distribution.parameterServerCount
archives.distribution.workerCount
archives.environmentVariables
archives.environmentVariables.{customized property}
archives.resources
archives.resources.dockerArgs
archives.resources.instanceCount
archives.resources.instanceType
archives.resources.properties
archives.resources.properties.{customized property}
archives.resources.shmSize

Removed:

taskDetails.trainingSettings
taskDetails.trainingSettings.allowedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableDnnTraining
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableModelExplainability
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableOnnxCompatibleModels
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableStackEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableVoteEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.ensembleModelDownloadTimeout
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerType
taskDetails.trainingSettings.validationData
taskDetails.trainingSettings.validationData.description
taskDetails.trainingSettings.validationData.jobInputType
taskDetails.trainingSettings.validationData.mode
taskDetails.trainingSettings.validationData.uri
taskDetails.trainingSettings.validationDataSize
taskDetails.trainingSettings.weightColumnName
taskDetails.trainingSettings.taskType
taskDetails.trainingSettings.cvSplitColumnNames
taskDetails.trainingSettings.{customized property}
taskDetails.trainingSettings.parameters
forecastingSettings.useStl
trainingSettings.allowedTrainingAlgorithms.blockedTrainingAlgorithms
trainingSettings.allowedTrainingAlgorithms.description
trainingSettings.allowedTrainingAlgorithms.jobInputType
trainingSettings.allowedTrainingAlgorithms.mode
trainingSettings.allowedTrainingAlgorithms.uri
trainingSettings.validationDataSize
trainingSettings.weightColumnName
checkpointRunId
trainingCropSize
validationCropSize
validationResizeSize
weightedLoss
mode
uri
parameters
trainingSettings.enableDnnTraining
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
validationData
validationData.description
validationData.jobInputType
validationData.mode
validationData.uri
validationDataSize
weightColumnName
taskType
featurizationSettings
featurizationSettings.datasetLanguage
trial
trial.codeId
trial.command
trial.distribution
trial.distribution.distributionType
trial.distribution.processCountPerInstance
trial.distribution.parameterServerCount
trial.distribution.workerCount
trial.environmentId
trial.environmentVariables
trial.environmentVariables.{customized property}
trial.resources
trial.resources.dockerArgs
trial.resources.instanceCount
trial.resources.instanceType
trial.resources.properties
trial.resources.properties.{customized property}
trial.resources.shmSize

2022-06-01-preview

Added:

properties.componentId
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.trainingSettings
taskDetails.trainingSettings.allowedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableDnnTraining
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableModelExplainability
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableOnnxCompatibleModels
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableStackEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.enableVoteEnsemble
taskDetails.trainingSettings.blockedTrainingAlgorithms.ensembleModelDownloadTimeout
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerKWargs
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerTrainPercentage
taskDetails.trainingSettings.blockedTrainingAlgorithms.stackEnsembleSettings.stackMetaLearnerType
taskDetails.trainingSettings.validationData
taskDetails.trainingSettings.validationData.description
taskDetails.trainingSettings.validationData.jobInputType
taskDetails.trainingSettings.validationData.mode
taskDetails.trainingSettings.validationData.uri
taskDetails.trainingSettings.validationDataSize
taskDetails.trainingSettings.weightColumnName
taskDetails.trainingSettings.taskType
taskDetails.trainingSettings.cvSplitColumnNames
taskDetails.trainingSettings.{customized property}
taskDetails.trainingSettings.parameters
forecastingSettings
forecastingSettings.countryOrRegionForHolidays
forecastingSettings.cvStepSize
forecastingSettings.featureLags
forecastingSettings.forecastHorizon
forecastingSettings.forecastHorizon.mode
forecastingSettings.forecastHorizon.value
forecastingSettings.frequency
forecastingSettings.seasonality
forecastingSettings.seasonality.mode
forecastingSettings.seasonality.value
forecastingSettings.shortSeriesHandlingConfig
forecastingSettings.targetAggregateFunction
forecastingSettings.targetLags
forecastingSettings.targetLags.mode
forecastingSettings.targetLags.values
forecastingSettings.targetLags.value
forecastingSettings.targetRollingWindowSize
forecastingSettings.targetRollingWindowSize.mode
forecastingSettings.targetRollingWindowSize.value
forecastingSettings.timeColumnName
forecastingSettings.timeSeriesIdColumnNames
forecastingSettings.useStl
limitSettings
limitSettings.enableEarlyTermination
limitSettings.exitScore
limitSettings.maxConcurrentTrials
limitSettings.maxCoresPerTrial
limitSettings.maxTrials
limitSettings.timeout
limitSettings.trialTimeout
nCrossValidations
nCrossValidations.mode
nCrossValidations.value
primaryMetric
testData
testData.description
testData.jobInputType
testData.mode
testData.uri
testDataSize
trainingSettings
trainingSettings.allowedTrainingAlgorithms
trainingSettings.allowedTrainingAlgorithms.blockedTrainingAlgorithms
trainingSettings.allowedTrainingAlgorithms.description
trainingSettings.allowedTrainingAlgorithms.jobInputType
trainingSettings.allowedTrainingAlgorithms.mode
trainingSettings.allowedTrainingAlgorithms.uri
trainingSettings.validationDataSize
trainingSettings.weightColumnName
trainingSettings.taskType
trainingSettings.limitSettings
trainingSettings.limitSettings.maxConcurrentTrials
trainingSettings.limitSettings.maxTrials
trainingSettings.limitSettings.timeout
trainingSettings.modelSettings
trainingSettings.modelSettings.advancedSettings
trainingSettings.modelSettings.amsGradient
trainingSettings.modelSettings.augmentations
trainingSettings.modelSettings.beta1
trainingSettings.modelSettings.beta2
trainingSettings.modelSettings.checkpointFrequency
trainingSettings.modelSettings.checkpointModel
trainingSettings.modelSettings.checkpointModel.description
trainingSettings.modelSettings.checkpointModel.jobInputType
trainingSettings.modelSettings.checkpointModel.mode
trainingSettings.modelSettings.checkpointModel.uri
trainingSettings.modelSettings.checkpointRunId
trainingSettings.modelSettings.distributed
trainingSettings.modelSettings.earlyStopping
trainingSettings.modelSettings.earlyStoppingDelay
trainingSettings.modelSettings.earlyStoppingPatience
trainingSettings.modelSettings.enableOnnxNormalization
trainingSettings.modelSettings.evaluationFrequency
trainingSettings.modelSettings.gradientAccumulationStep
trainingSettings.modelSettings.layersToFreeze
trainingSettings.modelSettings.learningRate
trainingSettings.modelSettings.learningRateScheduler
trainingSettings.modelSettings.modelName
trainingSettings.modelSettings.momentum
trainingSettings.modelSettings.nesterov
trainingSettings.modelSettings.numberOfEpochs
trainingSettings.modelSettings.numberOfWorkers
trainingSettings.modelSettings.optimizer
trainingSettings.modelSettings.randomSeed
trainingSettings.modelSettings.stepLRGamma
trainingSettings.modelSettings.stepLRStepSize
trainingSettings.modelSettings.trainingBatchSize
trainingSettings.modelSettings.trainingCropSize
trainingSettings.modelSettings.validationBatchSize
trainingSettings.modelSettings.validationCropSize
trainingSettings.modelSettings.validationResizeSize
trainingSettings.modelSettings.warmupCosineLRCycles
trainingSettings.modelSettings.warmupCosineLRWarmupEpochs
trainingSettings.modelSettings.weightDecay
trainingSettings.modelSettings.weightedLoss
trainingSettings.primaryMetric
trainingSettings.searchSpace
checkpointRunId
distributed
earlyStopping
earlyStoppingDelay
earlyStoppingPatience
enableOnnxNormalization
evaluationFrequency
gradientAccumulationStep
layersToFreeze
learningRate
learningRateScheduler
modelName
momentum
nesterov
numberOfEpochs
numberOfWorkers
optimizer
randomSeed
stepLRGamma
stepLRStepSize
trainingBatchSize
trainingCropSize
validationBatchSize
validationCropSize
validationResizeSize
warmupCosineLRCycles
warmupCosineLRWarmupEpochs
weightDecay
weightedLoss
mode
uri
imageSize
maxSize
minSize
modelSize
multiScale
nmsIouThreshold
tileGridSize
tileOverlapRatio
tilePredictionsNmsThreshold
validationIouThreshold
validationMetricType
parameters
trainingSettings.enableDnnTraining
trainingSettings.enableModelExplainability
trainingSettings.enableOnnxCompatibleModels
trainingSettings.enableStackEnsemble
trainingSettings.enableVoteEnsemble
trainingSettings.ensembleModelDownloadTimeout
trainingSettings.stackEnsembleSettings
trainingSettings.stackEnsembleSettings.stackMetaLearnerKWargs
trainingSettings.stackEnsembleSettings.stackMetaLearnerTrainPercentage
trainingSettings.stackEnsembleSettings.stackMetaLearnerType
validationData
validationData.description
validationData.jobInputType
validationData.mode
validationData.uri
validationDataSize
weightColumnName
taskType
featurizationSettings
featurizationSettings.datasetLanguage
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
labelingJobMediaProperties
labelingJobMediaProperties.mediaType
labelingJobMediaProperties.annotationType
mlAssistConfiguration
mlAssistConfiguration.mlAssist
mlAssistConfiguration.inferencingComputeBinding
mlAssistConfiguration.trainingComputeBinding
sourceJobId
archives
trial.resources.dockerArgs
trial.resources.shmSize

Removed:

earlyTermination
earlyTermination.delayEvaluation
earlyTermination.evaluationInterval
earlyTermination.policyType
earlyTermination.slackAmount
earlyTermination.slackFactor
earlyTermination.truncationPercentage
limits.maxConcurrentTrials
limits.maxTotalTrials
limits.trialTimeout
objective
objective.goal
objective.primaryMetric
samplingAlgorithm
samplingAlgorithm.samplingAlgorithmType
samplingAlgorithm.rule
samplingAlgorithm.seed

Updated:

properties.services.{customized property}.properties.jobType - Added values: 'AutoML' (required) - Removed values: 'Command' (required)
properties.services.{customized property}.properties.environmentId changed to not required.
properties.services.{customized property}.properties.outputs.{customized property}.mode - Added values: 'Direct'

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

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)

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

2021-03-01-preview

Oldest version tracked in change log

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

2024-07-01-preview

2024-04-01

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2024-01-01-preview

2023-10-01

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