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| 1 | +package org.brain4j.core.importing.impl; |
| 2 | + |
| 3 | +import org.brain4j.core.importing.ModelLoader; |
| 4 | +import org.brain4j.core.importing.proto.ProtoModel; |
| 5 | +import org.brain4j.core.layer.Layer; |
| 6 | +import org.brain4j.core.model.Model; |
| 7 | + |
| 8 | +import java.io.*; |
| 9 | +import java.time.Instant; |
| 10 | +import java.util.ArrayList; |
| 11 | +import java.util.List; |
| 12 | + |
| 13 | +public class BrainProtocol implements ModelLoader { |
| 14 | + |
| 15 | + @Override |
| 16 | + public Model deserialize(byte[] bytes) { |
| 17 | + return null; |
| 18 | + } |
| 19 | + |
| 20 | + @Override |
| 21 | + public void serialize(Model model, File file) throws IOException { |
| 22 | + ByteArrayOutputStream stream = new ByteArrayOutputStream(); |
| 23 | + |
| 24 | + ProtoModel.Model.Builder builder = |
| 25 | + ProtoModel.Model.newBuilder() |
| 26 | + .setVersion(1) |
| 27 | + .setName(file.getName()) |
| 28 | + .setCreated(Instant.now().toString()); |
| 29 | + |
| 30 | + List<Layer> layers = model.layers(); |
| 31 | + |
| 32 | + for (int i = 0; i < layers.size(); i++) { |
| 33 | + Layer layer = layers.get(i); |
| 34 | + String name = layer.getClass().getSimpleName().toLowerCase(); |
| 35 | + String id = name + "." + i; |
| 36 | + |
| 37 | + ProtoModel.Layer.Builder layerBuilder = |
| 38 | + ProtoModel.Layer.newBuilder() |
| 39 | + .setName(id) |
| 40 | + .setType(layer.getClass().getSimpleName()) |
| 41 | + .setDimension(layer.size()); |
| 42 | + |
| 43 | + List<ProtoModel.Tensor.Builder> tensorsBuilders = layer.serialize(layerBuilder); |
| 44 | + List<ProtoModel.Tensor> tensors = new ArrayList<>(); |
| 45 | + |
| 46 | + for (ProtoModel.Tensor.Builder tensorBuilder : tensorsBuilders) { |
| 47 | + tensorBuilder.setName(id + "." + tensorBuilder.getName()); |
| 48 | + tensors.add(tensorBuilder.build()); |
| 49 | + } |
| 50 | + |
| 51 | + builder.addLayers(layerBuilder.build()); |
| 52 | + builder.addAllWeights(tensors); |
| 53 | + } |
| 54 | + |
| 55 | + builder.build().writeTo(new FileOutputStream(file)); |
| 56 | + } |
| 57 | +} |
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