// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/common/MultiLayerNetworkSaver.java
// public interface MultiLayerNetworkSaver {
// 
//     void save(MultiLayerNetwork network);
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/factory/MultiLayerConfigurationFactory.java
// public interface MultiLayerConfigurationFactory {
// 
//     MultiLayerConfiguration create();
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/factory/MultiLayerNetworkFactory.java
// public interface MultiLayerNetworkFactory {
// 
//     MultiLayerNetwork create(MultiLayerConfiguration multiLayerConfiguration);
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/resource/NetworkStatisticsResource.java
// @Data
// public class NetworkStatisticsResource {
// 
//     private Double accuracy;
//     private Double precision;
//     private Double recall;
//     private Double f1;
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/service/MachineLearningService.java
// public interface MachineLearningService {
// 
//     void train(MultiLayerNetwork multiLayerNetwork);
// 
//     NetworkStatisticsResource test(MultiLayerNetwork multiLayerNetwork);
// 
// }


import lombok.extern.log4j.Log4j;
import net.scaliby.ceidgcaptcha.machinelearning.common.MultiLayerNetworkSaver;
import net.scaliby.ceidgcaptcha.machinelearning.factory.MultiLayerConfigurationFactory;
import net.scaliby.ceidgcaptcha.machinelearning.factory.MultiLayerNetworkFactory;
import net.scaliby.ceidgcaptcha.machinelearning.resource.NetworkStatisticsResource;
import net.scaliby.ceidgcaptcha.machinelearning.service.MachineLearningService;
import org.deeplearning4j.nn.conf.MultiLayerConfiguration;
import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;
import javax.inject.Inject;
package net.scaliby.ceidgcaptcha.machinelearning;



@Log4j
public class CEIDGCaptchaMachineLearningRunner implements Runnable {

    private final MultiLayerConfigurationFactory multiLayerConfigurationFactory;
    private final MachineLearningService machineLearningService;
    private final MultiLayerNetworkFactory multiLayerNetworkFactory;
    private final MultiLayerNetworkSaver multiLayerNetworkSaver;

    @Inject
    public CEIDGCaptchaMachineLearningRunner(MultiLayerConfigurationFactory multiLayerConfigurationFactory,
                                             MachineLearningService machineLearningService,
                                             MultiLayerNetworkFactory multiLayerNetworkFactory,
                                             MultiLayerNetworkSaver multiLayerNetworkSaver) {
        this.multiLayerConfigurationFactory = multiLayerConfigurationFactory;
        this.machineLearningService = machineLearningService;
        this.multiLayerNetworkFactory = multiLayerNetworkFactory;
        this.multiLayerNetworkSaver = multiLayerNetworkSaver;
    }

    @Override
    public void run() {
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/common/MultiLayerNetworkSaver.java
// public interface MultiLayerNetworkSaver {
// 
//     void save(MultiLayerNetwork network);
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/factory/MultiLayerConfigurationFactory.java
// public interface MultiLayerConfigurationFactory {
// 
//     MultiLayerConfiguration create();
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/factory/MultiLayerNetworkFactory.java
// public interface MultiLayerNetworkFactory {
// 
//     MultiLayerNetwork create(MultiLayerConfiguration multiLayerConfiguration);
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/resource/NetworkStatisticsResource.java
// @Data
// public class NetworkStatisticsResource {
// 
//     private Double accuracy;
//     private Double precision;
//     private Double recall;
//     private Double f1;
// 
// }
// 
// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/service/MachineLearningService.java
// public interface MachineLearningService {
// 
//     void train(MultiLayerNetwork multiLayerNetwork);
// 
//     NetworkStatisticsResource test(MultiLayerNetwork multiLayerNetwork);
// 
// }


// Path: ceidg-captcha-machine-learning/src/main/java/net/scaliby/ceidgcaptcha/machinelearning/CEIDGCaptchaMachineLearningRunner.java
import lombok.extern.log4j.Log4j;
import net.scaliby.ceidgcaptcha.machinelearning.common.MultiLayerNetworkSaver;
import net.scaliby.ceidgcaptcha.machinelearning.factory.MultiLayerConfigurationFactory;
import net.scaliby.ceidgcaptcha.machinelearning.factory.MultiLayerNetworkFactory;
import net.scaliby.ceidgcaptcha.machinelearning.resource.NetworkStatisticsResource;
import net.scaliby.ceidgcaptcha.machinelearning.service.MachineLearningService;
import org.deeplearning4j.nn.conf.MultiLayerConfiguration;
import org.deeplearning4j.nn.multilayer.MultiLayerNetwork;
import javax.inject.Inject;

package net.scaliby.ceidgcaptcha.machinelearning;



@Log4j
public class CEIDGCaptchaMachineLearningRunner implements Runnable {

    private final MultiLayerConfigurationFactory multiLayerConfigurationFactory;
    private final MachineLearningService machineLearningService;
    private final MultiLayerNetworkFactory multiLayerNetworkFactory;
    private final MultiLayerNetworkSaver multiLayerNetworkSaver;

    @Inject
    public CEIDGCaptchaMachineLearningRunner(MultiLayerConfigurationFactory multiLayerConfigurationFactory,
                                             MachineLearningService machineLearningService,
                                             MultiLayerNetworkFactory multiLayerNetworkFactory,
                                             MultiLayerNetworkSaver multiLayerNetworkSaver) {
        this.multiLayerConfigurationFactory = multiLayerConfigurationFactory;
        this.machineLearningService = machineLearningService;
        this.multiLayerNetworkFactory = multiLayerNetworkFactory;
        this.multiLayerNetworkSaver = multiLayerNetworkSaver;
    }

    @Override
    public void run() {
        MultiLayerConfiguration configuration = multiLayerConfigurationFactory.create();