org.deeplearning4j.earlystopping.EarlyStoppingModelSaver Maven / Gradle / Ivy

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 *  * This program and the accompanying materials are made available under the
 *  * terms of the Apache License, Version 2.0 which is available at
 *  * https://www.apache.org/licenses/LICENSE-2.0.
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 *  *  See the NOTICE file distributed with this work for additional
 *  *  information regarding copyright ownership.
 *  * Unless required by applicable law or agreed to in writing, software
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package org.deeplearning4j.earlystopping;

import org.deeplearning4j.earlystopping.saver.InMemoryModelSaver;
import org.deeplearning4j.earlystopping.saver.LocalFileGraphSaver;
import org.deeplearning4j.earlystopping.saver.LocalFileModelSaver;
import org.deeplearning4j.nn.api.Model;
import org.nd4j.shade.jackson.annotation.JsonInclude;
import org.nd4j.shade.jackson.annotation.JsonSubTypes;
import org.nd4j.shade.jackson.annotation.JsonTypeInfo;

import java.io.IOException;
import java.io.Serializable;

@JsonInclude(JsonInclude.Include.NON_NULL)
@JsonSubTypes(value = {@JsonSubTypes.Type(value = InMemoryModelSaver.class, name = "InMemoryModelSaver"),
                @JsonSubTypes.Type(value = LocalFileGraphSaver.class, name = "LocalFileGraphSaver"),
                @JsonSubTypes.Type(value = LocalFileModelSaver.class, name = "LocalFileModelSaver"),

})
@JsonTypeInfo(use = JsonTypeInfo.Id.CLASS, include = JsonTypeInfo.As.PROPERTY, property = "@class")
public interface EarlyStoppingModelSaver extends Serializable {

    /** Save the best model (so far) learned during early stopping training */
    void saveBestModel(T net, double score) throws IOException;

    /** Save the latest (most recent) model learned during early stopping */
    void saveLatestModel(T net, double score) throws IOException;

    /** Retrieve the best model that was previously saved */
    T getBestModel() throws IOException;

    /** Retrieve the most recent model that was previously saved */
    T getLatestModel() throws IOException;

}