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This is much faster way of initializing a spatial index. From python it is as simple as >>> index = QgsSpatialIndex( layer.getFeatures() ) From a simple test with 50K points in a memory layer: - bulk loading ~ 100 ms - inserting features ~ 600 ms The index tree should be in theory also better constructed and may result in faster lookups.