adriangbot commented on PR #24456: URL: https://github.com/apache/datafusion/pull/24456#issuecomment-5347720280
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24456#issuecomment-5347556113) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing perf/join-order-enumeration (cf466cab6fbd6e728914b060d932a8bebc6ec8dd) to bb038a6 (merge-base) [diff](https://github.com/apache/datafusion/compare/bb038a6739091567fe32c196d8c568a98e4f42e2..cf466cab6fbd6e728914b060d932a8bebc6ec8dd) <details><summary>Run configuration</summary> ```yaml run benchmark tpcds env: PREFER_HASH_JOIN: "false" ``` </details> <details><summary>CPU Details (lscpu)</summary> ``` Architecture: aarch64 CPU op-mode(s): 64-bit Byte Order: Little Endian CPU(s): 16 On-line CPU(s) list: 0-15 Vendor ID: ARM Model name: Neoverse-V2 Model: 1 Thread(s) per core: 1 Core(s) per cluster: 16 Socket(s): - Cluster(s): 1 Stepping: r0p1 BogoMIPS: 2000.00 Flags: fp asimd evtstrm aes pmull sha1 sha2 crc32 atomics fphp asimdhp cpuid asimdrdm jscvt fcma lrcpc dcpop sha3 sm3 sm4 asimddp sha512 sve asimdfhm dit uscat ilrcpc flagm sb paca pacg dcpodp sve2 sveaes svepmull svebitperm svesha3 svesm4 flagm2 frint svei8mm svebf16 i8mm bf16 dgh rng bti L1d cache: 1 MiB (16 instances) L1i cache: 1 MiB (16 instances) L2 cache: 32 MiB (16 instances) L3 cache: 80 MiB (1 instance) NUMA node(s): 1 NUMA node0 CPU(s): 0-15 Vulnerability Gather data sampling: Not affected Vulnerability Indirect target selection: Not affected Vulnerability Itlb multihit: Not affected Vulnerability L1tf: Not affected Vulnerability Mds: Not affected Vulnerability Meltdown: Not affected Vulnerability Mmio stale data: Not affected Vulnerability Reg file data sampling: Not affected Vulnerability Retbleed: Not affected Vulnerability Spec rstack overflow: Not affected Vulnerability Spec store bypass: Mitigation; Speculative Store Bypass disabled via prctl Vulnerability Spectre v1: Mitigation; __user pointer sanitization Vulnerability Spectre v2: Mitigation; CSV2, BHB Vulnerability Srbds: Not affected Vulnerability Tsa: Not affected Vulnerability Tsx async abort: Not affected Vulnerability Vmscape: Not affected ``` </details> <details><summary>Details</summary> <p> ``` Comparing HEAD and perf_join-order-enumeration -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³βββββββββββββ³ββββββββββββββββββββββββββββββ³βββββββββββββββββ β Query β HEAD β perf_join-order-enumeration β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 24.12 ms β 24.01 ms β no change β β QQuery 2 β 80.07 ms β 79.49 ms β no change β β QQuery 3 β 50.83 ms β 44.50 ms β +1.14x faster β β QQuery 4 β 795.61 ms β 595.34 ms β +1.34x faster β β QQuery 5 β 106.32 ms β 104.49 ms β no change β β QQuery 6 β 70.36 ms β 70.26 ms β no change β β QQuery 7 β 123.23 ms β 122.34 ms β no change β β QQuery 8 β 66.32 ms β 66.40 ms β no change β β QQuery 9 β 53.04 ms β 51.40 ms β no change β β QQuery 10 β 135.50 ms β 136.36 ms β no change β β QQuery 11 β 421.61 ms β 295.34 ms β +1.43x faster β β QQuery 12 β 33.11 ms β 32.46 ms β no change β β QQuery 13 β 124.61 ms β 122.44 ms β no change β β QQuery 14 β 831.76 ms β 659.24 ms β +1.26x faster β β QQuery 15 β 57.58 ms β 40.81 ms β +1.41x faster β β QQuery 16 β 78.32 ms β 78.13 ms β no change β β QQuery 17 β 169.83 ms β 159.92 ms β +1.06x faster β β QQuery 18 β 154.57 ms β 173.37 ms β 1.12x slower β β QQuery 19 β 76.13 ms β 75.16 ms β no change β β QQuery 20 β 45.53 ms β 45.62 ms β no change β β QQuery 21 β 405.58 ms β 81.08 ms β +5.00x faster β β QQuery 22 β 100.46 ms β 99.71 ms β no change β β QQuery 23 β 557.52 ms β 471.25 ms β +1.18x faster β β QQuery 24 β 347.41 ms β 399.63 ms β 1.15x slower β β QQuery 25 β 190.01 ms β 155.95 ms β +1.22x faster β β QQuery 26 β 103.21 ms β 101.96 ms β no change β β QQuery 27 β 124.22 ms β 123.10 ms β no change β β QQuery 28 β 57.39 ms β 58.38 ms β no change β β QQuery 29 β 168.64 ms β 137.17 ms β +1.23x faster β β QQuery 30 β 47.32 ms β 46.24 ms β no change β β QQuery 31 β 239.03 ms β 237.84 ms β no change β β QQuery 32 β 67.99 ms β 67.77 ms β no change β β QQuery 33 β 71.86 ms β 69.62 ms β no change β β QQuery 34 β 69.68 ms β 69.52 ms β no change β β QQuery 35 β 124.48 ms β 124.57 ms β no change β β QQuery 36 β 86.25 ms β 86.46 ms β no change β β QQuery 37 β 32.76 ms β 32.69 ms β no change β β QQuery 38 β 97.88 ms β 97.56 ms β no change β β QQuery 39 β 1618.09 ms β 340.25 ms β +4.76x faster β β QQuery 40 β 106.21 ms β 67.84 ms β +1.57x faster β β QQuery 41 β 11.42 ms β 11.37 ms β no change β β QQuery 42 β 50.14 ms β 50.37 ms β no change β β QQuery 43 β 56.60 ms β 56.61 ms β no change β β QQuery 44 β 12.62 ms β 12.35 ms β no change β β QQuery 45 β 47.27 ms β 37.14 ms β +1.27x faster β β QQuery 46 β 119.98 ms β 121.23 ms β no change β β QQuery 47 β 361.95 ms β 359.61 ms β no change β β QQuery 48 β 123.95 ms β 127.43 ms β no change β β QQuery 49 β 80.65 ms β 81.64 ms β no change β β QQuery 50 β 89.76 ms β 91.51 ms β no change β β QQuery 51 β 122.13 ms β 123.57 ms β no change β β QQuery 52 β 49.65 ms β 49.90 ms β no change β β QQuery 53 β 54.25 ms β 54.27 ms β no change β β QQuery 54 β 97.44 ms β 97.82 ms β no change β β QQuery 55 β 47.45 ms β 47.67 ms β no change β β QQuery 56 β 72.81 ms β 74.07 ms β no change β β QQuery 57 β 223.86 ms β 221.88 ms β no change β β QQuery 58 β 188.14 ms β 120.45 ms β +1.56x faster β β QQuery 59 β 121.31 ms β 121.15 ms β no change β β QQuery 60 β 73.05 ms β 72.07 ms β no change β β QQuery 61 β 100.60 ms β 93.60 ms β +1.07x faster β β QQuery 62 β 66.79 ms β 38.91 ms β +1.72x faster β β QQuery 63 β 54.59 ms β 54.46 ms β no change β β QQuery 64 β 675.44 ms β 695.86 ms β no change β β QQuery 65 β 111.87 ms β 112.04 ms β no change β β QQuery 66 β 172.54 ms β 109.92 ms β +1.57x faster β β QQuery 67 β 135.52 ms β 137.07 ms β no change β β QQuery 68 β 126.81 ms β 128.85 ms β no change β β QQuery 69 β 129.87 ms β 128.42 ms β no change β β QQuery 70 β 204.78 ms β 179.37 ms β +1.14x faster β β QQuery 71 β 65.39 ms β 66.80 ms β no change β β QQuery 72 β 6531.20 ms β 188.92 ms β +34.57x faster β β QQuery 73 β 69.59 ms β 67.17 ms β no change β β QQuery 74 β 280.14 ms β 206.31 ms β +1.36x faster β β QQuery 75 β 217.84 ms β 206.70 ms β +1.05x faster β β QQuery 76 β 38.84 ms β 38.02 ms β no change β β QQuery 77 β 104.80 ms β 104.30 ms β no change β β QQuery 78 β 301.98 ms β 268.35 ms β +1.13x faster β β QQuery 79 β 118.73 ms β 115.14 ms β no change β β QQuery 80 β 235.09 ms β 221.53 ms β +1.06x faster β β QQuery 81 β 45.06 ms β 44.40 ms β no change β β QQuery 82 β 45.25 ms β 45.30 ms β no change β β QQuery 83 β 54.95 ms β 47.96 ms β +1.15x faster β β QQuery 84 β 45.82 ms β 44.44 ms β no change β β QQuery 85 β 135.14 ms β 127.61 ms β +1.06x faster β β QQuery 86 β 26.88 ms β 26.84 ms β no change β β QQuery 87 β 100.34 ms β 98.24 ms β no change β β QQuery 88 β 166.58 ms β 159.84 ms β no change β β QQuery 89 β 61.18 ms β 59.75 ms β no change β β QQuery 90 β 27.06 ms β 25.17 ms β +1.07x faster β β QQuery 91 β 53.70 ms β 48.49 ms β +1.11x faster β β QQuery 92 β 49.11 ms β 47.10 ms β no change β β QQuery 93 β 222.60 ms β 203.57 ms β +1.09x faster β β QQuery 94 β 61.78 ms β 59.15 ms β no change β β QQuery 95 β 163.40 ms β 159.54 ms β no change β β QQuery 96 β 45.50 ms β 45.31 ms β no change β β QQuery 97 β 79.81 ms β 78.23 ms β no change β β QQuery 98 β 66.77 ms β 64.15 ms β no change β β QQuery 99 β 142.17 ms β 66.32 ms β +2.14x faster β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 21454.34ms β β Total Time (perf_join-order-enumeration) β 12390.92ms β β Average Time (HEAD) β 216.71ms β β Average Time (perf_join-order-enumeration) β 125.16ms β β Queries Faster β 29 β β Queries Slower β 2 β β Queries with No Change β 68 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and perf_join-order-enumeration -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³βββββββββββββββββββββββββββββββββββββ³βββββββββββββββββ β Query β HEAD β perf_join-order-enumeration β Change β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 24.12 / 25.11 Β±1.07 / 27.18 ms β 24.01 / 24.69 Β±0.98 / 26.64 ms β no change β β QQuery 2 β 80.07 / 80.62 Β±0.64 / 81.87 ms β 79.49 / 80.06 Β±0.52 / 80.93 ms β no change β β QQuery 3 β 50.83 / 51.35 Β±0.37 / 51.92 ms β 44.50 / 44.92 Β±0.24 / 45.23 ms β +1.14x faster β β QQuery 4 β 795.61 / 811.78 Β±10.19 / 824.27 ms β 595.34 / 601.09 Β±4.68 / 606.25 ms β +1.35x faster β β QQuery 5 β 106.32 / 114.16 Β±4.84 / 118.59 ms β 104.49 / 109.55 Β±5.41 / 116.92 ms β no change β β QQuery 6 β 70.36 / 70.49 Β±0.19 / 70.85 ms β 70.26 / 70.51 Β±0.19 / 70.83 ms β no change β β QQuery 7 β 123.23 / 125.75 Β±2.49 / 129.26 ms β 122.34 / 123.80 Β±2.40 / 128.59 ms β no change β β QQuery 8 β 66.32 / 66.67 Β±0.31 / 67.16 ms β 66.40 / 66.78 Β±0.39 / 67.51 ms β no change β β QQuery 9 β 53.04 / 54.43 Β±1.26 / 56.50 ms β 51.40 / 52.52 Β±0.65 / 53.24 ms β no change β β QQuery 10 β 135.50 / 142.62 Β±7.98 / 157.98 ms β 136.36 / 139.25 Β±2.32 / 142.68 ms β no change β β QQuery 11 β 421.61 / 433.39 Β±8.45 / 444.27 ms β 295.34 / 297.71 Β±1.22 / 298.68 ms β +1.46x faster β β QQuery 12 β 33.11 / 37.91 Β±5.24 / 47.50 ms β 32.46 / 32.96 Β±0.41 / 33.60 ms β +1.15x faster β β QQuery 13 β 124.61 / 126.19 Β±1.23 / 127.97 ms β 122.44 / 122.99 Β±0.30 / 123.27 ms β no change β β QQuery 14 β 831.76 / 842.29 Β±8.51 / 854.18 ms β 659.24 / 666.16 Β±4.75 / 671.78 ms β +1.26x faster β β QQuery 15 β 57.58 / 62.21 Β±3.57 / 67.09 ms β 40.81 / 41.09 Β±0.47 / 42.03 ms β +1.51x faster β β QQuery 16 β 78.32 / 81.76 Β±2.17 / 84.17 ms β 78.13 / 80.75 Β±5.02 / 90.78 ms β no change β β QQuery 17 β 169.83 / 172.96 Β±2.82 / 176.40 ms β 159.92 / 161.54 Β±1.49 / 163.88 ms β +1.07x faster β β QQuery 18 β 154.57 / 161.58 Β±7.33 / 174.51 ms β 173.37 / 175.64 Β±1.24 / 176.72 ms β 1.09x slower β β QQuery 19 β 76.13 / 77.40 Β±1.37 / 79.92 ms β 75.16 / 76.93 Β±1.84 / 79.64 ms β no change β β QQuery 20 β 45.53 / 46.60 Β±1.13 / 48.51 ms β 45.62 / 46.10 Β±0.29 / 46.42 ms β no change β β QQuery 21 β 405.58 / 412.30 Β±7.12 / 424.30 ms β 81.08 / 81.99 Β±0.74 / 82.97 ms β +5.03x faster β β QQuery 22 β 100.46 / 103.62 Β±3.68 / 110.03 ms β 99.71 / 102.56 Β±5.07 / 112.69 ms β no change β β QQuery 23 β 557.52 / 574.02 Β±12.52 / 594.00 ms β 471.25 / 482.42 Β±7.55 / 494.49 ms β +1.19x faster β β QQuery 24 β 347.41 / 354.50 Β±6.39 / 365.83 ms β 399.63 / 406.43 Β±4.88 / 414.12 ms β 1.15x slower β β QQuery 25 β 190.01 / 195.92 Β±9.50 / 214.84 ms β 155.95 / 163.07 Β±4.58 / 169.88 ms β +1.20x faster β β QQuery 26 β 103.21 / 108.54 Β±5.52 / 119.02 ms β 101.96 / 102.47 Β±0.53 / 103.29 ms β +1.06x faster β β QQuery 27 β 124.22 / 128.39 Β±3.97 / 135.95 ms β 123.10 / 125.46 Β±3.44 / 132.28 ms β no change β β QQuery 28 β 57.39 / 59.62 Β±2.50 / 63.01 ms β 58.38 / 60.22 Β±2.10 / 62.79 ms β no change β β QQuery 29 β 168.64 / 175.50 Β±8.64 / 191.95 ms β 137.17 / 139.24 Β±3.22 / 145.64 ms β +1.26x faster β β QQuery 30 β 47.32 / 48.51 Β±1.14 / 50.29 ms β 46.24 / 47.34 Β±0.66 / 48.11 ms β no change β β QQuery 31 β 239.03 / 241.13 Β±2.75 / 246.44 ms β 237.84 / 240.29 Β±4.62 / 249.53 ms β no change β β QQuery 32 β 67.99 / 73.52 Β±5.57 / 83.52 ms β 67.77 / 68.87 Β±0.78 / 69.97 ms β +1.07x faster β β QQuery 33 β 71.86 / 74.91 Β±2.10 / 77.29 ms β 69.62 / 72.29 Β±2.04 / 75.60 ms β no change β β QQuery 34 β 69.68 / 70.43 Β±0.57 / 71.43 ms β 69.52 / 73.61 Β±3.98 / 79.69 ms β no change β β QQuery 35 β 124.48 / 128.90 Β±4.18 / 135.70 ms β 124.57 / 125.29 Β±1.15 / 127.58 ms β no change β β QQuery 36 β 86.25 / 88.07 Β±1.68 / 90.88 ms β 86.46 / 87.03 Β±0.43 / 87.75 ms β no change β β QQuery 37 β 32.76 / 35.17 Β±3.80 / 42.73 ms β 32.69 / 33.36 Β±0.72 / 34.62 ms β +1.05x faster β β QQuery 38 β 97.88 / 98.35 Β±0.29 / 98.76 ms β 97.56 / 98.33 Β±0.51 / 98.99 ms β no change β β QQuery 39 β 1618.09 / 1639.54 Β±14.72 / 1658.59 ms β 340.25 / 344.34 Β±5.85 / 355.61 ms β +4.76x faster β β QQuery 40 β 106.21 / 111.59 Β±7.65 / 126.55 ms β 67.84 / 68.19 Β±0.23 / 68.43 ms β +1.64x faster β β QQuery 41 β 11.42 / 11.63 Β±0.29 / 12.20 ms β 11.37 / 11.63 Β±0.25 / 12.05 ms β no change β β QQuery 42 β 50.14 / 50.57 Β±0.33 / 51.02 ms β 50.37 / 54.09 Β±5.95 / 65.91 ms β 1.07x slower β β QQuery 43 β 56.60 / 56.98 Β±0.49 / 57.93 ms β 56.61 / 57.44 Β±1.13 / 59.64 ms β no change β β QQuery 44 β 12.62 / 12.90 Β±0.30 / 13.47 ms β 12.35 / 12.74 Β±0.38 / 13.40 ms β no change β β QQuery 45 β 47.27 / 50.22 Β±2.56 / 54.27 ms β 37.14 / 37.46 Β±0.32 / 37.94 ms β +1.34x faster β β QQuery 46 β 119.98 / 122.47 Β±3.38 / 129.06 ms β 121.23 / 122.99 Β±1.35 / 125.40 ms β no change β β QQuery 47 β 361.95 / 375.10 Β±12.40 / 395.47 ms β 359.61 / 372.69 Β±12.06 / 389.04 ms β no change β β QQuery 48 β 123.95 / 134.84 Β±9.12 / 151.71 ms β 127.43 / 130.84 Β±2.86 / 134.81 ms β no change β β QQuery 49 β 80.65 / 82.65 Β±2.31 / 87.13 ms β 81.64 / 85.79 Β±5.83 / 97.30 ms β no change β β QQuery 50 β 89.76 / 93.56 Β±5.53 / 104.29 ms β 91.51 / 92.77 Β±0.72 / 93.50 ms β no change β β QQuery 51 β 122.13 / 123.35 Β±0.70 / 124.04 ms β 123.57 / 126.42 Β±3.33 / 132.76 ms β no change β β QQuery 52 β 49.65 / 52.78 Β±3.45 / 58.24 ms β 49.90 / 50.35 Β±0.37 / 50.89 ms β no change β β QQuery 53 β 54.25 / 55.48 Β±0.71 / 56.18 ms β 54.27 / 54.79 Β±0.50 / 55.63 ms β no change β β QQuery 54 β 97.44 / 98.87 Β±1.06 / 100.20 ms β 97.82 / 99.72 Β±2.34 / 104.12 ms β no change β β QQuery 55 β 47.45 / 50.49 Β±4.49 / 59.20 ms β 47.67 / 47.87 Β±0.31 / 48.49 ms β +1.05x faster β β QQuery 56 β 72.81 / 74.08 Β±1.37 / 76.09 ms β 74.07 / 75.61 Β±1.29 / 77.64 ms β no change β β QQuery 57 β 223.86 / 228.92 Β±7.73 / 244.26 ms β 221.88 / 230.15 Β±12.25 / 254.29 ms β no change β β QQuery 58 β 188.14 / 194.38 Β±5.56 / 203.16 ms β 120.45 / 121.74 Β±0.98 / 123.49 ms β +1.60x faster β β QQuery 59 β 121.31 / 124.13 Β±3.70 / 131.24 ms β 121.15 / 124.93 Β±4.36 / 132.95 ms β no change β β QQuery 60 β 73.05 / 74.42 Β±1.12 / 75.51 ms β 72.07 / 73.09 Β±0.77 / 74.40 ms β no change β β QQuery 61 β 100.60 / 112.96 Β±13.43 / 138.78 ms β 93.60 / 99.63 Β±6.53 / 110.68 ms β +1.13x faster β β QQuery 62 β 66.79 / 67.40 Β±0.52 / 68.21 ms β 38.91 / 39.84 Β±0.79 / 41.31 ms β +1.69x faster β β QQuery 63 β 54.59 / 55.30 Β±0.45 / 55.97 ms β 54.46 / 55.07 Β±0.51 / 55.97 ms β no change β β QQuery 64 β 675.44 / 684.83 Β±13.99 / 712.21 ms β 695.86 / 709.47 Β±10.31 / 726.10 ms β no change β β QQuery 65 β 111.87 / 113.01 Β±0.74 / 113.84 ms β 112.04 / 112.34 Β±0.24 / 112.76 ms β no change β β QQuery 66 β 172.54 / 176.98 Β±5.44 / 187.17 ms β 109.92 / 118.64 Β±13.65 / 145.83 ms β +1.49x faster β β QQuery 67 β 135.52 / 140.80 Β±4.73 / 148.25 ms β 137.07 / 140.42 Β±4.04 / 148.19 ms β no change β β QQuery 68 β 126.81 / 128.95 Β±1.53 / 131.47 ms β 128.85 / 130.55 Β±2.07 / 134.58 ms β no change β β QQuery 69 β 129.87 / 140.11 Β±16.36 / 172.63 ms β 128.42 / 138.34 Β±12.48 / 161.68 ms β no change β β QQuery 70 β 204.78 / 208.44 Β±4.27 / 215.97 ms β 179.37 / 183.12 Β±4.35 / 191.11 ms β +1.14x faster β β QQuery 71 β 65.39 / 66.65 Β±0.98 / 68.19 ms β 66.80 / 67.57 Β±0.50 / 68.16 ms β no change β β QQuery 72 β 6531.20 / 6783.20 Β±170.02 / 6989.68 ms β 188.92 / 193.54 Β±5.20 / 203.05 ms β +35.05x faster β β QQuery 73 β 69.59 / 194.27 Β±127.72 / 376.46 ms β 67.17 / 73.45 Β±10.50 / 94.23 ms β +2.64x faster β β QQuery 74 β 280.14 / 288.17 Β±6.28 / 296.92 ms β 206.31 / 212.37 Β±6.81 / 223.08 ms β +1.36x faster β β QQuery 75 β 217.84 / 223.91 Β±6.00 / 234.09 ms β 206.70 / 217.41 Β±10.86 / 237.82 ms β no change β β QQuery 76 β 38.84 / 39.51 Β±0.46 / 40.28 ms β 38.02 / 38.51 Β±0.32 / 38.87 ms β no change β β QQuery 77 β 104.80 / 112.36 Β±4.65 / 119.23 ms β 104.30 / 107.26 Β±2.08 / 110.34 ms β no change β β QQuery 78 β 301.98 / 311.07 Β±9.99 / 330.02 ms β 268.35 / 278.43 Β±12.89 / 303.40 ms β +1.12x faster β β QQuery 79 β 118.73 / 124.56 Β±6.27 / 136.00 ms β 115.14 / 115.86 Β±0.62 / 116.91 ms β +1.08x faster β β QQuery 80 β 235.09 / 241.34 Β±5.05 / 247.28 ms β 221.53 / 232.08 Β±9.40 / 246.67 ms β no change β β QQuery 81 β 45.06 / 46.86 Β±2.57 / 51.94 ms β 44.40 / 52.54 Β±9.92 / 71.35 ms β 1.12x slower β β QQuery 82 β 45.25 / 48.73 Β±3.62 / 54.85 ms β 45.30 / 45.88 Β±0.64 / 47.08 ms β +1.06x faster β β QQuery 83 β 54.95 / 56.07 Β±1.28 / 58.54 ms β 47.96 / 48.75 Β±0.52 / 49.50 ms β +1.15x faster β β QQuery 84 β 45.82 / 50.05 Β±4.37 / 58.46 ms β 44.44 / 44.75 Β±0.24 / 45.16 ms β +1.12x faster β β QQuery 85 β 135.14 / 138.75 Β±2.77 / 143.10 ms β 127.61 / 132.53 Β±4.06 / 138.49 ms β no change β β QQuery 86 β 26.88 / 28.13 Β±1.08 / 30.07 ms β 26.84 / 27.47 Β±0.50 / 28.10 ms β no change β β QQuery 87 β 100.34 / 105.16 Β±3.86 / 111.83 ms β 98.24 / 100.98 Β±3.81 / 108.48 ms β no change β β QQuery 88 β 166.58 / 171.26 Β±3.85 / 177.14 ms β 159.84 / 162.05 Β±2.00 / 165.79 ms β +1.06x faster β β QQuery 89 β 61.18 / 63.07 Β±2.31 / 67.58 ms β 59.75 / 67.62 Β±13.70 / 94.98 ms β 1.07x slower β β QQuery 90 β 27.06 / 28.48 Β±1.99 / 32.42 ms β 25.17 / 25.44 Β±0.17 / 25.64 ms β +1.12x faster β β QQuery 91 β 53.70 / 58.86 Β±6.57 / 70.76 ms β 48.49 / 48.75 Β±0.19 / 49.08 ms β +1.21x faster β β QQuery 92 β 49.11 / 52.05 Β±3.38 / 58.31 ms β 47.10 / 48.15 Β±0.57 / 48.64 ms β +1.08x faster β β QQuery 93 β 222.60 / 233.74 Β±11.04 / 252.58 ms β 203.57 / 206.55 Β±2.28 / 210.21 ms β +1.13x faster β β QQuery 94 β 61.78 / 68.27 Β±4.37 / 75.25 ms β 59.15 / 66.45 Β±7.66 / 80.29 ms β no change β β QQuery 95 β 163.40 / 181.43 Β±15.56 / 208.08 ms β 159.54 / 164.71 Β±4.47 / 171.67 ms β +1.10x faster β β QQuery 96 β 45.50 / 47.11 Β±1.49 / 49.45 ms β 45.31 / 46.32 Β±1.46 / 49.19 ms β no change β β QQuery 97 β 79.81 / 82.90 Β±3.53 / 89.75 ms β 78.23 / 79.12 Β±0.46 / 79.47 ms β no change β β QQuery 98 β 66.77 / 70.25 Β±2.28 / 73.40 ms β 64.15 / 65.65 Β±1.37 / 68.13 ms β +1.07x faster β β QQuery 99 β 142.17 / 150.38 Β±11.08 / 172.00 ms β 66.32 / 66.97 Β±0.43 / 67.50 ms β +2.25x faster β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 22271.01ms β β Total Time (perf_join-order-enumeration) β 12685.53ms β β Average Time (HEAD) β 224.96ms β β Average Time (perf_join-order-enumeration) β 128.14ms β β Queries Faster β 39 β β Queries Slower β 5 β β Queries with No Change β 55 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ ``` </p> </details> <details><summary>Resource Usage</summary> **tpcds β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 115.0s | | Peak memory | 22.7 GiB | | Avg memory | 3.7 GiB | | CPU user | 622.5s | | CPU sys | 31.2s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 65.0s | | Peak memory | 2.3 GiB | | Avg memory | 1.5 GiB | | CPU user | 298.7s | | CPU sys | 11.1s | | Peak spill | 0 B | </details> --- [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner -- This is an automated message from the Apache Git Service. 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