org.deeplearning4j.earlystopping.termination.EpochTerminationCondition Maven / Gradle / Ivy
/*-
*
* * Copyright 2015 Skymind,Inc.
* *
* * Licensed under the Apache License, Version 2.0 (the "License");
* * you may not use this file except in compliance with the License.
* * You may obtain a copy of the License at
* *
* * http://www.apache.org/licenses/LICENSE-2.0
* *
* * Unless required by applicable law or agreed to in writing, software
* * distributed under the License 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 org.deeplearning4j.earlystopping.termination;
import org.nd4j.shade.jackson.annotation.JsonInclude;
import org.nd4j.shade.jackson.annotation.JsonSubTypes;
import org.nd4j.shade.jackson.annotation.JsonTypeInfo;
import java.io.Serializable;
/** Interface for termination conditions to be evaluated once per epoch (i.e., once per pass of the full data set),
* based on a score and epoch number
*/
@JsonTypeInfo(use = JsonTypeInfo.Id.CLASS, include = JsonTypeInfo.As.PROPERTY, property = "@class")
@JsonInclude(JsonInclude.Include.NON_NULL)
@JsonSubTypes(value = {
@JsonSubTypes.Type(value = BestScoreEpochTerminationCondition.class,
name = "BestScoreEpochTerminationCondition"),
@JsonSubTypes.Type(value = MaxEpochsTerminationCondition.class, name = "MaxEpochsTerminationCondition"),
@JsonSubTypes.Type(value = MaxScoreIterationTerminationCondition.class,
name = "MaxScoreIterationTerminationCondition"),
})
public interface EpochTerminationCondition extends Serializable {
/** Initialize the epoch termination condition (often a no-op)*/
void initialize();
/**Should the early stopping training terminate at this epoch, based on the calculated score and the epoch number?
* Returns true if training should terminated, or false otherwise
* @param epochNum Number of the last completed epoch (starting at 0)
* @param score Score calculate for this epoch
* @return Whether training should be terminated at this epoch
*/
boolean terminate(int epochNum, double score);
}
© 2015 - 2024 Weber Informatics LLC | Privacy Policy