Class MLTransform
- java.lang.Object
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- software.amazon.awssdk.services.glue.model.MLTransform
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- All Implemented Interfaces:
Serializable,SdkPojo,ToCopyableBuilder<MLTransform.Builder,MLTransform>
@Generated("software.amazon.awssdk:codegen") public final class MLTransform extends Object implements SdkPojo, Serializable, ToCopyableBuilder<MLTransform.Builder,MLTransform>
A structure for a machine learning transform.
- See Also:
- Serialized Form
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Nested Class Summary
Nested Classes Modifier and Type Class Description static interfaceMLTransform.Builder
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Method Summary
All Methods Static Methods Instance Methods Concrete Methods Modifier and Type Method Description static MLTransform.Builderbuilder()InstantcreatedOn()A timestamp.Stringdescription()A user-defined, long-form description text for the machine learning transform.booleanequals(Object obj)booleanequalsBySdkFields(Object obj)EvaluationMetricsevaluationMetrics()AnEvaluationMetricsobject.<T> Optional<T>getValueForField(String fieldName, Class<T> clazz)StringglueVersion()This value determines which version of Glue this machine learning transform is compatible with.inthashCode()booleanhasInputRecordTables()For responses, this returns true if the service returned a value for the InputRecordTables property.booleanhasSchema()For responses, this returns true if the service returned a value for the Schema property.List<GlueTable>inputRecordTables()A list of Glue table definitions used by the transform.IntegerlabelCount()A count identifier for the labeling files generated by Glue for this transform.InstantlastModifiedOn()A timestamp.DoublemaxCapacity()The number of Glue data processing units (DPUs) that are allocated to task runs for this transform.IntegermaxRetries()The maximum number of times to retry after anMLTaskRunof the machine learning transform fails.Stringname()A user-defined name for the machine learning transform.IntegernumberOfWorkers()The number of workers of a definedworkerTypethat are allocated when a task of the transform runs.TransformParametersparameters()ATransformParametersobject.Stringrole()The name or Amazon Resource Name (ARN) of the IAM role with the required permissions.List<SchemaColumn>schema()A map of key-value pairs representing the columns and data types that this transform can run against.List<SdkField<?>>sdkFields()static Class<? extends MLTransform.Builder>serializableBuilderClass()TransformStatusTypestatus()The current status of the machine learning transform.StringstatusAsString()The current status of the machine learning transform.Integertimeout()The timeout in minutes of the machine learning transform.MLTransform.BuildertoBuilder()StringtoString()Returns a string representation of this object.TransformEncryptiontransformEncryption()The encryption-at-rest settings of the transform that apply to accessing user data.StringtransformId()The unique transform ID that is generated for the machine learning transform.WorkerTypeworkerType()The type of predefined worker that is allocated when a task of this transform runs.StringworkerTypeAsString()The type of predefined worker that is allocated when a task of this transform runs.-
Methods inherited from class java.lang.Object
clone, finalize, getClass, notify, notifyAll, wait, wait, wait
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Methods inherited from interface software.amazon.awssdk.utils.builder.ToCopyableBuilder
copy
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Method Detail
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transformId
public final String transformId()
The unique transform ID that is generated for the machine learning transform. The ID is guaranteed to be unique and does not change.
- Returns:
- The unique transform ID that is generated for the machine learning transform. The ID is guaranteed to be unique and does not change.
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name
public final String name()
A user-defined name for the machine learning transform. Names are not guaranteed unique and can be changed at any time.
- Returns:
- A user-defined name for the machine learning transform. Names are not guaranteed unique and can be changed at any time.
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description
public final String description()
A user-defined, long-form description text for the machine learning transform. Descriptions are not guaranteed to be unique and can be changed at any time.
- Returns:
- A user-defined, long-form description text for the machine learning transform. Descriptions are not guaranteed to be unique and can be changed at any time.
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status
public final TransformStatusType status()
The current status of the machine learning transform.
If the service returns an enum value that is not available in the current SDK version,
statuswill returnTransformStatusType.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available fromstatusAsString().- Returns:
- The current status of the machine learning transform.
- See Also:
TransformStatusType
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statusAsString
public final String statusAsString()
The current status of the machine learning transform.
If the service returns an enum value that is not available in the current SDK version,
statuswill returnTransformStatusType.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available fromstatusAsString().- Returns:
- The current status of the machine learning transform.
- See Also:
TransformStatusType
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createdOn
public final Instant createdOn()
A timestamp. The time and date that this machine learning transform was created.
- Returns:
- A timestamp. The time and date that this machine learning transform was created.
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lastModifiedOn
public final Instant lastModifiedOn()
A timestamp. The last point in time when this machine learning transform was modified.
- Returns:
- A timestamp. The last point in time when this machine learning transform was modified.
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hasInputRecordTables
public final boolean hasInputRecordTables()
For responses, this returns true if the service returned a value for the InputRecordTables property. This DOES NOT check that the value is non-empty (for which, you should check theisEmpty()method on the property). This is useful because the SDK will never return a null collection or map, but you may need to differentiate between the service returning nothing (or null) and the service returning an empty collection or map. For requests, this returns true if a value for the property was specified in the request builder, and false if a value was not specified.
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inputRecordTables
public final List<GlueTable> inputRecordTables()
A list of Glue table definitions used by the transform.
Attempts to modify the collection returned by this method will result in an UnsupportedOperationException.
This method will never return null. If you would like to know whether the service returned this field (so that you can differentiate between null and empty), you can use the
hasInputRecordTables()method.- Returns:
- A list of Glue table definitions used by the transform.
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parameters
public final TransformParameters parameters()
A
TransformParametersobject. You can use parameters to tune (customize) the behavior of the machine learning transform by specifying what data it learns from and your preference on various tradeoffs (such as precious vs. recall, or accuracy vs. cost).- Returns:
- A
TransformParametersobject. You can use parameters to tune (customize) the behavior of the machine learning transform by specifying what data it learns from and your preference on various tradeoffs (such as precious vs. recall, or accuracy vs. cost).
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evaluationMetrics
public final EvaluationMetrics evaluationMetrics()
An
EvaluationMetricsobject. Evaluation metrics provide an estimate of the quality of your machine learning transform.- Returns:
- An
EvaluationMetricsobject. Evaluation metrics provide an estimate of the quality of your machine learning transform.
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labelCount
public final Integer labelCount()
A count identifier for the labeling files generated by Glue for this transform. As you create a better transform, you can iteratively download, label, and upload the labeling file.
- Returns:
- A count identifier for the labeling files generated by Glue for this transform. As you create a better transform, you can iteratively download, label, and upload the labeling file.
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hasSchema
public final boolean hasSchema()
For responses, this returns true if the service returned a value for the Schema property. This DOES NOT check that the value is non-empty (for which, you should check theisEmpty()method on the property). This is useful because the SDK will never return a null collection or map, but you may need to differentiate between the service returning nothing (or null) and the service returning an empty collection or map. For requests, this returns true if a value for the property was specified in the request builder, and false if a value was not specified.
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schema
public final List<SchemaColumn> schema()
A map of key-value pairs representing the columns and data types that this transform can run against. Has an upper bound of 100 columns.
Attempts to modify the collection returned by this method will result in an UnsupportedOperationException.
This method will never return null. If you would like to know whether the service returned this field (so that you can differentiate between null and empty), you can use the
hasSchema()method.- Returns:
- A map of key-value pairs representing the columns and data types that this transform can run against. Has an upper bound of 100 columns.
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role
public final String role()
The name or Amazon Resource Name (ARN) of the IAM role with the required permissions. The required permissions include both Glue service role permissions to Glue resources, and Amazon S3 permissions required by the transform.
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This role needs Glue service role permissions to allow access to resources in Glue. See Attach a Policy to IAM Users That Access Glue.
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This role needs permission to your Amazon Simple Storage Service (Amazon S3) sources, targets, temporary directory, scripts, and any libraries used by the task run for this transform.
- Returns:
- The name or Amazon Resource Name (ARN) of the IAM role with the required permissions. The required
permissions include both Glue service role permissions to Glue resources, and Amazon S3 permissions
required by the transform.
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This role needs Glue service role permissions to allow access to resources in Glue. See Attach a Policy to IAM Users That Access Glue.
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This role needs permission to your Amazon Simple Storage Service (Amazon S3) sources, targets, temporary directory, scripts, and any libraries used by the task run for this transform.
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glueVersion
public final String glueVersion()
This value determines which version of Glue this machine learning transform is compatible with. Glue 1.0 is recommended for most customers. If the value is not set, the Glue compatibility defaults to Glue 0.9. For more information, see Glue Versions in the developer guide.
- Returns:
- This value determines which version of Glue this machine learning transform is compatible with. Glue 1.0 is recommended for most customers. If the value is not set, the Glue compatibility defaults to Glue 0.9. For more information, see Glue Versions in the developer guide.
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maxCapacity
public final Double maxCapacity()
The number of Glue data processing units (DPUs) that are allocated to task runs for this transform. You can allocate from 2 to 100 DPUs; the default is 10. A DPU is a relative measure of processing power that consists of 4 vCPUs of compute capacity and 16 GB of memory. For more information, see the Glue pricing page.
MaxCapacityis a mutually exclusive option withNumberOfWorkersandWorkerType.-
If either
NumberOfWorkersorWorkerTypeis set, thenMaxCapacitycannot be set. -
If
MaxCapacityis set then neitherNumberOfWorkersorWorkerTypecan be set. -
If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa). -
MaxCapacityandNumberOfWorkersmust both be at least 1.
When the
WorkerTypefield is set to a value other thanStandard, theMaxCapacityfield is set automatically and becomes read-only.- Returns:
- The number of Glue data processing units (DPUs) that are allocated to task runs for this transform. You
can allocate from 2 to 100 DPUs; the default is 10. A DPU is a relative measure of processing power that
consists of 4 vCPUs of compute capacity and 16 GB of memory. For more information, see the Glue pricing page.
MaxCapacityis a mutually exclusive option withNumberOfWorkersandWorkerType.-
If either
NumberOfWorkersorWorkerTypeis set, thenMaxCapacitycannot be set. -
If
MaxCapacityis set then neitherNumberOfWorkersorWorkerTypecan be set. -
If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa). -
MaxCapacityandNumberOfWorkersmust both be at least 1.
When the
WorkerTypefield is set to a value other thanStandard, theMaxCapacityfield is set automatically and becomes read-only. -
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workerType
public final WorkerType workerType()
The type of predefined worker that is allocated when a task of this transform runs. Accepts a value of Standard, G.1X, or G.2X.
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For the
Standardworker type, each worker provides 4 vCPU, 16 GB of memory and a 50GB disk, and 2 executors per worker. -
For the
G.1Xworker type, each worker provides 4 vCPU, 16 GB of memory and a 64GB disk, and 1 executor per worker. -
For the
G.2Xworker type, each worker provides 8 vCPU, 32 GB of memory and a 128GB disk, and 1 executor per worker.
MaxCapacityis a mutually exclusive option withNumberOfWorkersandWorkerType.-
If either
NumberOfWorkersorWorkerTypeis set, thenMaxCapacitycannot be set. -
If
MaxCapacityis set then neitherNumberOfWorkersorWorkerTypecan be set. -
If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa). -
MaxCapacityandNumberOfWorkersmust both be at least 1.
If the service returns an enum value that is not available in the current SDK version,
workerTypewill returnWorkerType.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available fromworkerTypeAsString().- Returns:
- The type of predefined worker that is allocated when a task of this transform runs. Accepts a value of
Standard, G.1X, or G.2X.
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For the
Standardworker type, each worker provides 4 vCPU, 16 GB of memory and a 50GB disk, and 2 executors per worker. -
For the
G.1Xworker type, each worker provides 4 vCPU, 16 GB of memory and a 64GB disk, and 1 executor per worker. -
For the
G.2Xworker type, each worker provides 8 vCPU, 32 GB of memory and a 128GB disk, and 1 executor per worker.
MaxCapacityis a mutually exclusive option withNumberOfWorkersandWorkerType.-
If either
NumberOfWorkersorWorkerTypeis set, thenMaxCapacitycannot be set. -
If
MaxCapacityis set then neitherNumberOfWorkersorWorkerTypecan be set. -
If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa). -
MaxCapacityandNumberOfWorkersmust both be at least 1.
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- See Also:
WorkerType
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workerTypeAsString
public final String workerTypeAsString()
The type of predefined worker that is allocated when a task of this transform runs. Accepts a value of Standard, G.1X, or G.2X.
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For the
Standardworker type, each worker provides 4 vCPU, 16 GB of memory and a 50GB disk, and 2 executors per worker. -
For the
G.1Xworker type, each worker provides 4 vCPU, 16 GB of memory and a 64GB disk, and 1 executor per worker. -
For the
G.2Xworker type, each worker provides 8 vCPU, 32 GB of memory and a 128GB disk, and 1 executor per worker.
MaxCapacityis a mutually exclusive option withNumberOfWorkersandWorkerType.-
If either
NumberOfWorkersorWorkerTypeis set, thenMaxCapacitycannot be set. -
If
MaxCapacityis set then neitherNumberOfWorkersorWorkerTypecan be set. -
If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa). -
MaxCapacityandNumberOfWorkersmust both be at least 1.
If the service returns an enum value that is not available in the current SDK version,
workerTypewill returnWorkerType.UNKNOWN_TO_SDK_VERSION. The raw value returned by the service is available fromworkerTypeAsString().- Returns:
- The type of predefined worker that is allocated when a task of this transform runs. Accepts a value of
Standard, G.1X, or G.2X.
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For the
Standardworker type, each worker provides 4 vCPU, 16 GB of memory and a 50GB disk, and 2 executors per worker. -
For the
G.1Xworker type, each worker provides 4 vCPU, 16 GB of memory and a 64GB disk, and 1 executor per worker. -
For the
G.2Xworker type, each worker provides 8 vCPU, 32 GB of memory and a 128GB disk, and 1 executor per worker.
MaxCapacityis a mutually exclusive option withNumberOfWorkersandWorkerType.-
If either
NumberOfWorkersorWorkerTypeis set, thenMaxCapacitycannot be set. -
If
MaxCapacityis set then neitherNumberOfWorkersorWorkerTypecan be set. -
If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa). -
MaxCapacityandNumberOfWorkersmust both be at least 1.
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- See Also:
WorkerType
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numberOfWorkers
public final Integer numberOfWorkers()
The number of workers of a defined
workerTypethat are allocated when a task of the transform runs.If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa).- Returns:
- The number of workers of a defined
workerTypethat are allocated when a task of the transform runs.If
WorkerTypeis set, thenNumberOfWorkersis required (and vice versa).
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timeout
public final Integer timeout()
The timeout in minutes of the machine learning transform.
- Returns:
- The timeout in minutes of the machine learning transform.
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maxRetries
public final Integer maxRetries()
The maximum number of times to retry after an
MLTaskRunof the machine learning transform fails.- Returns:
- The maximum number of times to retry after an
MLTaskRunof the machine learning transform fails.
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transformEncryption
public final TransformEncryption transformEncryption()
The encryption-at-rest settings of the transform that apply to accessing user data. Machine learning transforms can access user data encrypted in Amazon S3 using KMS.
- Returns:
- The encryption-at-rest settings of the transform that apply to accessing user data. Machine learning transforms can access user data encrypted in Amazon S3 using KMS.
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toBuilder
public MLTransform.Builder toBuilder()
- Specified by:
toBuilderin interfaceToCopyableBuilder<MLTransform.Builder,MLTransform>
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builder
public static MLTransform.Builder builder()
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serializableBuilderClass
public static Class<? extends MLTransform.Builder> serializableBuilderClass()
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equalsBySdkFields
public final boolean equalsBySdkFields(Object obj)
- Specified by:
equalsBySdkFieldsin interfaceSdkPojo
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toString
public final String toString()
Returns a string representation of this object. This is useful for testing and debugging. Sensitive data will be redacted from this string using a placeholder value.
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