/* * 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. *

* * @see AWS API * Documentation */ @Generated("com.amazonaws:aws-java-sdk-code-generator") public class ShuffleConfig implements Serializable, Cloneable, StructuredPojo { /** *

* Determines the shuffling order in ShuffleConfig value. *

*/ private Long seed; /** *

* Determines the shuffling order in ShuffleConfig value. *

* * @param seed * Determines the shuffling order in ShuffleConfig value. */ public void setSeed(Long seed) { this.seed = seed; } /** *

* Determines the shuffling order in ShuffleConfig value. *

* * @return Determines the shuffling order in ShuffleConfig value. */ public Long getSeed() { return this.seed; } /** *

* Determines the shuffling order in ShuffleConfig value. *

* * @param seed * Determines the shuffling order in 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); } }