Package: sagemaker.workflow 0.1.2.9000

sagemaker.workflow: sagemaker pipeline and workflows

`sagemaker` pipeline and workflows.

Authors:Dyfan Jones [aut, cre], Amazon.com, Inc. [cph]

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sagemaker.workflow.pdf |sagemaker.workflow.html✨
sagemaker.workflow/json (API)
NEWS

# Install 'sagemaker.workflow' in R:
install.packages('sagemaker.workflow', repos = c('https://dyfanjones.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/dyfanjones/sagemaker-r-workflow/issues

On CRAN:

93 exports 0.36 score 44 dependencies 1 dependents

Last updated 2 years agofrom:6f7c87c199

Exports:.PipelineExecutionCacheConfigCallbackOutputCallbackOutputTypeEnumCallbackStepCheckJobConfigClarifyCheckConfigClarifyCheckStepCompilationStepConditionConditionComparisonConditionEqualsConditionGreaterThanConditionGreaterThanOrEqualToConditionInConditionLessThanConditionLessThanOrEqualToConditionNotConditionOrConditionStepConditionTypeEnumConfigurableRetryStepCreateModelStepDataBiasCheckConfigDataQualityCheckConfigDataWranglerProcessordeploy_configdeploy_config_from_estimatorEMRStepEMRStepConfigEntityEstimatorTransformerExecutionVariableExecutionVariablesExpressionFailStepformat_start_parametersgenerate_data_ingestion_flow_from_athena_dataset_definitiongenerate_data_ingestion_flow_from_redshift_dataset_definitiongenerate_data_ingestion_flow_from_s3_inputinput_output_list_converterinterpolateJoinJsonGetLambdaOutputLambdaOutputTypeEnumLambdaStepmodel_configmodel_config_from_estimatorModelBiasCheckConfigModelExplainabilityCheckConfigModelQualityCheckConfigParallelismConfigurationParameterParameterBooleanParameterFloatParameterIntegerParameterStringPipelinePipelineExperimentConfigPipelineExperimentConfigPropertiesPipelineExperimentConfigPropertyPipelineVariableprepare_amazon_algorithm_estimatorprepare_frameworkprepare_framework_container_defprocessing_configProcessingStepPropertiesPropertiesListPropertiesMapPropertyFileQualityCheckConfigQualityCheckStepRegisterModelRetryPolicySageMakerJobExceptionTypeEnumSageMakerJobStepRetryPolicyStepStepCollectionStepExceptionTypeEnumStepRetryPolicyStepTypeEnumtraining_base_configtraining_configTrainingSteptransform_configtransform_config_from_estimatorTransformSteptuning_configTuningStepupdate_estimator_from_taskupdate_submit_s3_uri

Dependencies:askpassbase64encclicurldata.tabledigestfshttrjsonlitelgrlistenvmimeopensslpawspaws.analyticspaws.application.integrationpaws.commonpaws.computepaws.cost.managementpaws.customer.engagementpaws.databasepaws.developer.toolspaws.end.user.computingpaws.machine.learningpaws.managementpaws.networkingpaws.security.identitypaws.storageprocessxpsR6Rcpprlangsagemaker.commonsagemaker.coresagemaker.debuggersagemaker.mlcoresagemaker.mlframeworksystriebeardurltoolsuuidxml2zip

Readme and manuals

Help Manual

Help pageTopics
r6 sagemaker: this is just a placeholdersagemaker.workflow-package sagemaker.workflow
Workflow CacheConfig classCacheConfig
Workflow CallbackOutput classCallbackOutput
Workflow CallbackOuputTypeEnum classCallbackOutputTypeEnum
Callback step for workflow.CallbackStep
CheckJobConfig classCheckJobConfig
Clarify Check ConfigClarifyCheckConfig
ClarifyCheckStep step for workflow.ClarifyCheckStep
CompilationStep classCompilationStep
Workflow Condition classCondition
Workflow ConditionComparison classConditionComparison
Workflow ConditionEquals ClassConditionEquals
Workflow ConditionGreaterThan ClassConditionGreaterThan
Workflow ConditionGreaterThanOrEqualTo classConditionGreaterThanOrEqualTo
Workflow ConditionIn classConditionIn
Workflow ConditionLessThan classConditionLessThan
Workflow ConditionLessThanOrEqualTo classConditionLessThanOrEqualTo
Workflow ConditionNot classConditionNot
Workflow ConditionOr classConditionOr
Workflow ConditionStep classConditionStep
Workflow CondiitionType classConditionTypeEnum
ConfigurableRetryStep classConfigurableRetryStep
Workflow CreateModel classCreateModelStep
Data Bias Check ConfigDataBiasCheckConfig
DataQualityCheckConfig classDataQualityCheckConfig
DataWranglerProcessor classDataWranglerProcessor
Export Airflow deploy config from a SageMaker modeldeploy_config
Export Airflow deploy config from a SageMaker estimatordeploy_config_from_estimator
EMRStep classEMRStep
EMRStepConfig classEMRStepConfig
Workflow EstimatorTransformer classEstimatorTransformer
Workflow ExecutionVariable classExecutionVariable
Enum-like class for all ExecutionVariable instances.ExecutionVariables
Workflow FailStepFailStep
Formats start parameter overrides as a list of dicts.format_start_parameters
generate data ingestion flow from athena dataset definitiongenerate_data_ingestion_flow_from_athena_dataset_definition
generate data ingestion flow from redshift dataset definitiongenerate_data_ingestion_flow_from_redshift_dataset_definition
generate data ingestion flow from s3 inputgenerate_data_ingestion_flow_from_s3_input
Get the MD5 hash of a file.hash_file
Converts a list of ProcessingInput or ProcessingOutput objects to a list of dictsinput_output_list_converter
Replaces Parameter values in a list of nested Dict[str, Any] with their workflow expression.interpolate
Join ClassJoin
Workflow JsonGet classJsonGet
Workflow LambdaOutput classLambdaOutput
LambdaOutput type enum.LambdaOutputTypeEnum
Workflow LambdaStep classLambdaStep
Get the request structure for list of entities.list_to_request
Export Airflow model config from a SageMaker modelmodel_config
Export Airflow model config from a SageMaker estimatormodel_config_from_estimator
Model Bias Check ConfigModelBiasCheckConfig
Model Explainability Check ConfigModelExplainabilityCheckConfig
ModelQualityCheckConfig ClassModelQualityCheckConfig
ParallelismConfigurationParallelismConfiguration
Workflow Parameter ClassParameter
Workflow ParameterBoolean classParameterBoolean
Workflow ParameterFloat classParameterFloat
Workflow ParameterInteger classParameterInteger
Workflow ParameterString classParameterString
Workflow Pipeline classPipeline
Workflow PipelineExperimentConfig classPipelineExperimentConfig
Workflow PipelineExperimentConfigProperties enum like classPipelineExperimentConfigProperties
Workflow PipelineExperimentConfigProperty classPipelineExperimentConfigProperty
Base object for pipeline variablesPipelineVariable
Sets up amazon algorithm estimator.prepare_amazon_algorithm_estimator
Prepare S3 operations and environment variables related to framework.prepare_framework
This prepares the framework model container information and specifies related S3 operations.prepare_framework_container_def
Export Airflow processing config from a SageMaker processorprocessing_config
Workflow ProcessingStep ClassProcessingStep
Workflow Properties ClassProperties
Workflow PropertiesList classPropertiesList
PropertiesMap classPropertiesMap
PropertyFile ClassPropertyFile
QualityCheckConfig classQualityCheckConfig
QualityCheckStep classQualityCheckStep
Workflow RegisterModel classRegisterModel
RetryPolicy base classRetryPolicy
SageMaker Job ExceptionType enum.SageMakerJobExceptionTypeEnum
SageMakerJobStepRetryPolicy classSageMakerJobStepRetryPolicy
Workflow Step classStep
Workflow StepCollection classStepCollection
Step ExceptionType enum.StepExceptionTypeEnum
StepRetryPolicy classStepRetryPolicy
Workflow StepTypeEnum classStepTypeEnum
Export Airflow base training config from an estimatortraining_base_config
Export Airflow training config from an estimatortraining_config
Workflow TraingingStep classTrainingStep
Export Airflow transform config from a SageMaker transformertransform_config
Export Airflow transform config from a SageMaker estimatortransform_config_from_estimator
Workflow TransformStep classTransformStep
Export Airflow tuning config from a HyperparameterTunertuning_config
Workflow TuningStep classTuningStep
Update training job of the estimator from a task in the DAGupdate_estimator_from_task
Updated the S3 URI of the framework source directory in given estimator.update_submit_s3_uri