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Neo4j Graph Data Science :: Memory Estimation
/*
* 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.memest;
import org.neo4j.gds.NodeLabel;
import org.neo4j.gds.api.GraphLoaderContext;
import org.neo4j.gds.config.GraphProjectConfig;
import org.neo4j.gds.core.GraphDimensions;
import org.neo4j.gds.core.GraphStoreFactorySupplier;
import org.neo4j.gds.core.ImmutableGraphDimensions;
import org.neo4j.gds.mem.MemoryEstimation;
import org.neo4j.gds.projection.GraphProjectFromStoreConfig;
import java.util.Collections;
import java.util.Set;
import static java.util.function.Predicate.isEqual;
import static org.neo4j.gds.RelationshipType.ALL_RELATIONSHIPS;
public class FictitiousGraphStoreEstimationService {
public GraphMemoryEstimation estimate(GraphProjectConfig graphProjectConfig) {
var dimensions = graphDimensions(graphProjectConfig);
var estimateMemoryUsageAfterLoading = estimateMemoryUsageAfterLoading(graphProjectConfig, dimensions);
return new GraphMemoryEstimation(dimensions, estimateMemoryUsageAfterLoading);
}
private GraphDimensions graphDimensions(GraphProjectConfig graphProjectConfig) {
var labelCount = 0;
if (graphProjectConfig instanceof GraphProjectFromStoreConfig) {
var storeConfig = (GraphProjectFromStoreConfig) graphProjectConfig;
Set nodeLabels = storeConfig.nodeProjections().projections().keySet();
labelCount = nodeLabels.stream().allMatch(isEqual(NodeLabel.ALL_NODES)) ? 0 : nodeLabels.size();
}
return ImmutableGraphDimensions.builder()
.nodeCount(graphProjectConfig.nodeCount())
.highestPossibleNodeCount(graphProjectConfig.nodeCount())
.estimationNodeLabelCount(labelCount)
.relationshipCounts(Collections.singletonMap(ALL_RELATIONSHIPS, graphProjectConfig.relationshipCount()))
.relCountUpperBound(Math.max(graphProjectConfig.relationshipCount(), 0))
.build();
}
private MemoryEstimation estimateMemoryUsageAfterLoading(GraphProjectConfig graphProjectConfig, GraphDimensions graphDimensions) {
return GraphStoreFactorySupplier
.supplier(graphProjectConfig)
.getWithDimension(GraphLoaderContext.NULL_CONTEXT, graphDimensions)
.estimateMemoryUsageAfterLoading();
}
}
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