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GPT-2 Text Prediction via Tensorflow Java API
/*
* Copyright (c) 2019 by Andrew Charneski.
*
* The author licenses this file to you 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 com.simiacryptus.text;
import java.util.Arrays;
import java.util.stream.IntStream;
public class SumModel extends ModelWrapper {
public SumModel(LanguageCodeModel... children) {
super(children);
}
public static void normalize(float[] sums) {
double sum = IntStream.range(0, sums.length).mapToDouble(x -> sums[x]).sum();
for (int i = 0; i < sums.length; i++) sums[i] /= sum;
}
@Override
public float[] eval(int data_X) {
float[] sums = Arrays.stream(children).map(c -> c.eval(data_X)).reduce((a, b) -> {
for (int i = 0; i < a.length; i++) a[i] *= b[i];
return a;
}).get();
normalize(sums);
return sums;
}
}
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