Answer to RQ1a for ParallelUCT Sample Clauses

Answer to RQ1a for ParallelUCT. ‌ Using our ParallelUCT package, which uses thread-level parallelization for imple- xxxxxxx two parallel MCTS algorithms (i.e., Root Parallelization and Tree Paralleliza- tion), we cannot reach the same performance on the Xeon Phi as on the Xeon CPU (see Figure 3.7). The maximum performance in terms of PPS for both Root Paral- lelization and Tree Parallelization on the Xeon CPU is around three times more than the one on the Xeon Phi. The Root Parallelization algorithm scalability in terms of PPS on both the Xeon Phi and the Xeon CPU are similar. The Tree Parallelization algorithm scalability in terms of PPS is better on the Xeon Phi than on the Xeon CPU, since the performance of the algorithm is dropped after 32 threads on the Xeon CPU. We find that three obstacles limit performance and scalability on both the Xeon CPU and the Xeon Phi: (1) the time spent in the sequential part of the algorithm, (2) the thread management overhead, and (3) the synchronization overhead due to using locks to protect the shared search tree.
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