Interface ModelTrainingDataChannel.Builder

All Superinterfaces:

Buildable, CopyableBuilder<ModelTrainingDataChannel.Builder,ModelTrainingDataChannel>, SdkBuilder<ModelTrainingDataChannel.Builder,ModelTrainingDataChannel>, SdkPojo

Enclosing class:

ModelTrainingDataChannel

@Mutable
@NotThreadSafe
public static interface ModelTrainingDataChannel.Builder
extends SdkPojo, CopyableBuilder<ModelTrainingDataChannel.Builder,ModelTrainingDataChannel>

Method Summary

Modifier and Type	Method	Description
ModelTrainingDataChannel.Builder	channelName(String channelName)	The name of the training data channel.
ModelTrainingDataChannel.Builder	mlInputChannelArn(String mlInputChannelArn)	The Amazon Resource Name (ARN) of the ML input channel for this model training data channel.
ModelTrainingDataChannel.Builder	s3DataDistributionType(String s3DataDistributionType)	Specifies how the training data stored in Amazon S3 should be distributed to training instances.
ModelTrainingDataChannel.Builder	s3DataDistributionType(S3DataDistributionType s3DataDistributionType)	Specifies how the training data stored in Amazon S3 should be distributed to training instances.

Methods inherited from interface software.amazon.awssdk.utils.builder.CopyableBuilder

copy

Methods inherited from interface software.amazon.awssdk.utils.builder.SdkBuilder

applyMutation, build

Methods inherited from interface software.amazon.awssdk.core.SdkPojo

equalsBySdkFields, sdkFieldNameToField, sdkFields

Method Details

mlInputChannelArn

ModelTrainingDataChannel.Builder mlInputChannelArn(String mlInputChannelArn)

The Amazon Resource Name (ARN) of the ML input channel for this model training data channel.

Parameters:

mlInputChannelArn - The Amazon Resource Name (ARN) of the ML input channel for this model training data channel.

Returns:

Returns a reference to this object so that method calls can be chained together.

channelName

ModelTrainingDataChannel.Builder channelName(String channelName)

The name of the training data channel.

Parameters:

channelName - The name of the training data channel.

Returns:

Returns a reference to this object so that method calls can be chained together.

s3DataDistributionType

ModelTrainingDataChannel.Builder s3DataDistributionType(String s3DataDistributionType)

Specifies how the training data stored in Amazon S3 should be distributed to training instances. This parameter controls the data distribution strategy for the training job:

• FullyReplicated - The entire dataset is replicated on each training instance. This is suitable for smaller datasets and algorithms that require access to the complete dataset.

• ShardedByS3Key - The dataset is distributed across training instances based on Amazon S3 key names. This is suitable for larger datasets and distributed training scenarios where each instance processes a subset of the data.

Parameters:

s3DataDistributionType - Specifies how the training data stored in Amazon S3 should be distributed to training instances. This parameter controls the data distribution strategy for the training job:

• FullyReplicated - The entire dataset is replicated on each training instance. This is suitable for smaller datasets and algorithms that require access to the complete dataset.

• ShardedByS3Key - The dataset is distributed across training instances based on Amazon S3 key names. This is suitable for larger datasets and distributed training scenarios where each instance processes a subset of the data.

Returns:

Returns a reference to this object so that method calls can be chained together.

See Also:

• S3DataDistributionType
• S3DataDistributionType

s3DataDistributionType

ModelTrainingDataChannel.Builder s3DataDistributionType(S3DataDistributionType s3DataDistributionType)

Specifies how the training data stored in Amazon S3 should be distributed to training instances. This parameter controls the data distribution strategy for the training job:

• FullyReplicated - The entire dataset is replicated on each training instance. This is suitable for smaller datasets and algorithms that require access to the complete dataset.

• ShardedByS3Key - The dataset is distributed across training instances based on Amazon S3 key names. This is suitable for larger datasets and distributed training scenarios where each instance processes a subset of the data.

Parameters:

s3DataDistributionType - Specifies how the training data stored in Amazon S3 should be distributed to training instances. This parameter controls the data distribution strategy for the training job:

• FullyReplicated - The entire dataset is replicated on each training instance. This is suitable for smaller datasets and algorithms that require access to the complete dataset.

• ShardedByS3Key - The dataset is distributed across training instances based on Amazon S3 key names. This is suitable for larger datasets and distributed training scenarios where each instance processes a subset of the data.

Returns:

Returns a reference to this object so that method calls can be chained together.

See Also:

• S3DataDistributionType
• S3DataDistributionType