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Neo4j Graph Data Science :: Procedures :: Embeddings
/*
* Copyright (c) "Neo4j"
* Neo4j Sweden AB [http://neo4j.com]
*
* This file is part of Neo4j.
*
* Neo4j is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program. If not, see .
*/
package org.neo4j.gds.embeddings.node2vec;
import org.jetbrains.annotations.NotNull;
import org.neo4j.gds.MutatePropertyComputationResultConsumer;
import org.neo4j.gds.algorithms.embeddings.FloatEmbeddingNodePropertyValues;
import org.neo4j.gds.api.properties.nodes.EmptyFloatArrayNodePropertyValues;
import org.neo4j.gds.api.properties.nodes.FloatArrayNodePropertyValues;
import org.neo4j.gds.core.write.NodeProperty;
import org.neo4j.gds.executor.AlgorithmSpec;
import org.neo4j.gds.executor.ComputationResult;
import org.neo4j.gds.executor.ComputationResultConsumer;
import org.neo4j.gds.executor.ExecutionContext;
import org.neo4j.gds.executor.GdsCallable;
import org.neo4j.gds.procedures.algorithms.configuration.NewConfigFunction;
import org.neo4j.gds.procedures.algorithms.embeddings.Node2VecMutateResult;
import java.util.List;
import java.util.stream.Stream;
import static org.neo4j.gds.executor.ExecutionMode.MUTATE_NODE_PROPERTY;
@GdsCallable(
name = "gds.node2vec.mutate",
aliases = "gds.beta.node2vec.mutate",
description = Node2VecCompanion.NODE2VEC_DESCRIPTION,
executionMode = MUTATE_NODE_PROPERTY
)
public class Node2VecMutateSpec implements AlgorithmSpec, Node2VecAlgorithmFactory> {
@Override
public String name() {
return "Node2VecMutate";
}
@Override
public Node2VecAlgorithmFactory algorithmFactory(ExecutionContext executionContext) {
return new Node2VecAlgorithmFactory<>();
}
@Override
public NewConfigFunction newConfigFunction() {
return (__, userInput) -> Node2VecMutateConfig.of(userInput);
}
@Override
public ComputationResultConsumer> computationResultConsumer() {
return new MutatePropertyComputationResultConsumer<>(
this::nodePropertyList,
this::resultBuilder
);
}
private List nodePropertyList(
ComputationResult computationResult
) {
return List.of(
NodeProperty.of(
computationResult.config().mutateProperty(),
nodePropertyValues(computationResult)
)
);
}
@NotNull
private static FloatArrayNodePropertyValues nodePropertyValues(ComputationResult computationResult) {
return computationResult.result()
.map(result -> (FloatArrayNodePropertyValues) new FloatEmbeddingNodePropertyValues(result.embeddings()))
.orElse(EmptyFloatArrayNodePropertyValues.INSTANCE);
}
private Node2VecMutateResult.Builder resultBuilder(
ComputationResult computeResult,
ExecutionContext executionContext
) {
var builder = new Node2VecMutateResult.Builder();
computeResult.result().ifPresent(result -> {
builder.withLossPerIteration(result.lossPerIteration());
});
return builder;
}
}