oracle("mode") = "classification"
oracle("complexity") =  0.1
oracle("generated") = 2

source:
    bind = "training_data.csv" ;
    input:
        x ~ from "SentimentText"
            -> text: [200]
            -> TextDataGenerator: [nb_words=20000] ;
    output:
        y ~ from "Sentiment"
            -> flat: [2]
            -> FlatDataGenerator: [] ;
    params:
        validation_split = 0.5,
        batch_size = 100 ;

architecture:
    input:  x ~ text: [200] ;
    output: y ~ flat: [2] ;

    x -> auto -> y ;

train:
    compile:
        optimizer = auto,
        loss = auto,
        metrics = ['accuracy'] ;
    run:
        epochs = 2 ;
    dashboard:
        save_on = 'val_acc' ;