This technique does increase the memory usage, but the aggressiveness is automatically tuned based on the physical RAM available in the computer. In addition, the nodes which fall out of the actual search still tree sometimes remain memory resident and available as an addition cache (reducing the number of positions actually being sent to the neural network by approximately 3%). Ceres can now avoid rebuilding the tree in a most cases (by swapping the new root position and performing some associated data structure update). Previously this overhead decreased effective search speed by approximately 11% at long time controls, now reduced to about 3%. A "root swapping" technique greatly reduces the time spent at the beginning of search of moves within a game to reorganize the search tree.
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