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DatasetBenchmark-results.txt
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DatasetBenchmark-results.txt
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================================================================================================
Dataset Benchmark
================================================================================================
OpenJDK 64-Bit Server VM 1.8.0_352-b08 on Linux 5.15.0-1023-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
back-to-back map long: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
RDD 9534 10216 965 10.5 95.3 1.0X
DataFrame 1759 2190 610 56.9 17.6 5.4X
Dataset 2081 2167 121 48.1 20.8 4.6X
OpenJDK 64-Bit Server VM 1.8.0_352-b08 on Linux 5.15.0-1023-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
back-to-back map: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
RDD 11691 11756 91 8.6 116.9 1.0X
DataFrame 6967 6992 36 14.4 69.7 1.7X
Dataset 17345 17399 77 5.8 173.4 0.7X
OpenJDK 64-Bit Server VM 1.8.0_352-b08 on Linux 5.15.0-1023-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
back-to-back filter Long: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
RDD 3810 3867 82 26.3 38.1 1.0X
DataFrame 935 963 33 106.9 9.4 4.1X
Dataset 2414 2447 47 41.4 24.1 1.6X
OpenJDK 64-Bit Server VM 1.8.0_352-b08 on Linux 5.15.0-1023-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
back-to-back filter: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
RDD 4062 4423 511 24.6 40.6 1.0X
DataFrame 136 164 23 734.8 1.4 29.8X
Dataset 8071 8178 152 12.4 80.7 0.5X
OpenJDK 64-Bit Server VM 1.8.0_352-b08 on Linux 5.15.0-1023-azure
Intel(R) Xeon(R) Platinum 8370C CPU @ 2.80GHz
aggregate: Best Time(ms) Avg Time(ms) Stdev(ms) Rate(M/s) Per Row(ns) Relative
------------------------------------------------------------------------------------------------------------------------
RDD sum 4461 4462 2 22.4 44.6 1.0X
DataFrame sum 61 74 9 1639.0 0.6 73.1X
Dataset sum using Aggregator 7850 7920 98 12.7 78.5 0.6X
Dataset complex Aggregator 12373 12627 360 8.1 123.7 0.4X