/* * Copyright 2018-2023 Amazon.com, Inc. or its affiliates. All Rights Reserved. * * Licensed under the Apache License, Version 2.0 (the "License"). You may not use this file except in compliance with * the License. A copy of the License is located at * * http://aws.amazon.com/apache2.0 * * or in the "license" file accompanying this file. This file is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR * CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions * and limitations under the License. */ package com.amazonaws.services.sagemaker.model; import java.io.Serializable; import javax.annotation.Generated; import com.amazonaws.protocol.StructuredPojo; import com.amazonaws.protocol.ProtocolMarshaller; /** *
* A configuration for a shuffle option for input data in a channel. If you use S3Prefix
for
* S3DataType
, the results of the S3 key prefix matches are shuffled. If you use ManifestFile
,
* the order of the S3 object references in the ManifestFile
is shuffled. If you use
* AugmentedManifestFile
, the order of the JSON lines in the AugmentedManifestFile
is
* shuffled. The shuffling order is determined using the Seed
value.
*
* For Pipe input mode, when ShuffleConfig
is specified shuffling is done at the start of every epoch. With
* large datasets, this ensures that the order of the training data is different for each epoch, and it helps reduce
* bias and possible overfitting. In a multi-node training job when ShuffleConfig
is combined with
* S3DataDistributionType
of ShardedByS3Key
, the data is shuffled across nodes so that the
* content sent to a particular node on the first epoch might be sent to a different node on the second epoch.
*
* Determines the shuffling order in ShuffleConfig
value.
*
* Determines the shuffling order in ShuffleConfig
value.
*
ShuffleConfig
value.
*/
public void setSeed(Long seed) {
this.seed = seed;
}
/**
*
* Determines the shuffling order in ShuffleConfig
value.
*
ShuffleConfig
value.
*/
public Long getSeed() {
return this.seed;
}
/**
*
* Determines the shuffling order in ShuffleConfig
value.
*
ShuffleConfig
value.
* @return Returns a reference to this object so that method calls can be chained together.
*/
public ShuffleConfig withSeed(Long seed) {
setSeed(seed);
return this;
}
/**
* 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.
*
* @return A string representation of this object.
*
* @see java.lang.Object#toString()
*/
@Override
public String toString() {
StringBuilder sb = new StringBuilder();
sb.append("{");
if (getSeed() != null)
sb.append("Seed: ").append(getSeed());
sb.append("}");
return sb.toString();
}
@Override
public boolean equals(Object obj) {
if (this == obj)
return true;
if (obj == null)
return false;
if (obj instanceof ShuffleConfig == false)
return false;
ShuffleConfig other = (ShuffleConfig) obj;
if (other.getSeed() == null ^ this.getSeed() == null)
return false;
if (other.getSeed() != null && other.getSeed().equals(this.getSeed()) == false)
return false;
return true;
}
@Override
public int hashCode() {
final int prime = 31;
int hashCode = 1;
hashCode = prime * hashCode + ((getSeed() == null) ? 0 : getSeed().hashCode());
return hashCode;
}
@Override
public ShuffleConfig clone() {
try {
return (ShuffleConfig) super.clone();
} catch (CloneNotSupportedException e) {
throw new IllegalStateException("Got a CloneNotSupportedException from Object.clone() " + "even though we're Cloneable!", e);
}
}
@com.amazonaws.annotation.SdkInternalApi
@Override
public void marshall(ProtocolMarshaller protocolMarshaller) {
com.amazonaws.services.sagemaker.model.transform.ShuffleConfigMarshaller.getInstance().marshall(this, protocolMarshaller);
}
}