adriangbot commented on PR #24456: URL: https://github.com/apache/datafusion/pull/24456#issuecomment-5339274634
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24456#issuecomment-5339123862) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing perf/join-order-enumeration (636b45559c959d6b90c854c52f176a50a7695a60) to bb038a6 (merge-base) [diff](https://github.com/apache/datafusion/compare/bb038a6739091567fe32c196d8c568a98e4f42e2..636b45559c959d6b90c854c52f176a50a7695a60) <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 24.35 ms β no change β β QQuery 2 β 80.57 ms β 79.96 ms β no change β β QQuery 3 β 51.27 ms β 44.64 ms β +1.15x faster β β QQuery 4 β 811.09 ms β 595.43 ms β +1.36x faster β β QQuery 5 β 104.83 ms β 101.94 ms β no change β β QQuery 6 β 70.35 ms β 69.68 ms β no change β β QQuery 7 β 121.86 ms β 127.19 ms β no change β β QQuery 8 β 67.17 ms β 66.15 ms β no change β β QQuery 9 β 53.06 ms β 52.11 ms β no change β β QQuery 10 β 136.31 ms β 135.02 ms β no change β β QQuery 11 β 421.23 ms β 293.74 ms β +1.43x faster β β QQuery 12 β 33.54 ms β 32.48 ms β no change β β QQuery 13 β 125.60 ms β 121.89 ms β no change β β QQuery 14 β 833.57 ms β 667.13 ms β +1.25x faster β β QQuery 15 β 55.49 ms β 40.87 ms β +1.36x faster β β QQuery 16 β 79.25 ms β 77.83 ms β no change β β QQuery 17 β 169.19 ms β 158.77 ms β +1.07x faster β β QQuery 18 β 153.06 ms β 173.13 ms β 1.13x slower β β QQuery 19 β 76.99 ms β 72.30 ms β +1.06x faster β β QQuery 20 β 45.53 ms β 45.19 ms β no change β β QQuery 21 β 398.91 ms β 81.99 ms β +4.87x faster β β QQuery 22 β 99.82 ms β 99.39 ms β no change β β QQuery 23 β 557.34 ms β 477.73 ms β +1.17x faster β β QQuery 24 β 350.81 ms β 398.06 ms β 1.13x slower β β QQuery 25 β 188.48 ms β 158.24 ms β +1.19x faster β β QQuery 26 β 103.01 ms β 100.43 ms β no change β β QQuery 27 β 123.46 ms β 121.31 ms β no change β β QQuery 28 β 58.23 ms β 57.96 ms β no change β β QQuery 29 β 166.69 ms β 136.83 ms β +1.22x faster β β QQuery 30 β 47.78 ms β 47.17 ms β no change β β QQuery 31 β 240.04 ms β 237.04 ms β no change β β QQuery 32 β 68.51 ms β 67.74 ms β no change β β QQuery 33 β 69.85 ms β 71.39 ms β no change β β QQuery 34 β 69.63 ms β 69.47 ms β no change β β QQuery 35 β 124.35 ms β 124.00 ms β no change β β QQuery 36 β 87.18 ms β 86.36 ms β no change β β QQuery 37 β 32.86 ms β 32.71 ms β no change β β QQuery 38 β 98.02 ms β 97.64 ms β no change β β QQuery 39 β 1638.11 ms β 340.37 ms β +4.81x faster β β QQuery 40 β 106.63 ms β 68.03 ms β +1.57x faster β β QQuery 41 β 11.47 ms β 11.54 ms β no change β β QQuery 42 β 50.62 ms β 45.57 ms β +1.11x faster β β QQuery 43 β 56.52 ms β 56.39 ms β no change β β QQuery 44 β 12.96 ms β 12.75 ms β no change β β QQuery 45 β 48.38 ms β 37.45 ms β +1.29x faster β β QQuery 46 β 119.82 ms β 118.70 ms β no change β β QQuery 47 β 363.73 ms β 361.63 ms β no change β β QQuery 48 β 123.84 ms β 121.63 ms β no change β β QQuery 49 β 80.53 ms β 81.31 ms β no change β β QQuery 50 β 87.63 ms β 91.91 ms β no change β β QQuery 51 β 122.15 ms β 122.10 ms β no change β β QQuery 52 β 50.12 ms β 45.66 ms β +1.10x faster β β QQuery 53 β 54.66 ms β 54.12 ms β no change β β QQuery 54 β 97.81 ms β 98.77 ms β no change β β QQuery 55 β 47.31 ms β 45.29 ms β no change β β QQuery 56 β 73.77 ms β 77.46 ms β 1.05x slower β β QQuery 57 β 223.80 ms β 222.17 ms β no change β β QQuery 58 β 190.90 ms β 120.14 ms β +1.59x faster β β QQuery 59 β 121.61 ms β 120.54 ms β no change β β QQuery 60 β 72.68 ms β 71.68 ms β no change β β QQuery 61 β 102.49 ms β 92.85 ms β +1.10x faster β β QQuery 62 β 66.75 ms β 39.15 ms β +1.71x faster β β QQuery 63 β 54.60 ms β 54.10 ms β no change β β QQuery 64 β 658.62 ms β 718.22 ms β 1.09x slower β β QQuery 65 β 112.66 ms β 111.68 ms β no change β β QQuery 66 β 172.17 ms β 111.03 ms β +1.55x faster β β QQuery 67 β 136.91 ms β 135.95 ms β no change β β QQuery 68 β 127.15 ms β 127.30 ms β no change β β QQuery 69 β 128.74 ms β 127.63 ms β no change β β QQuery 70 β 204.33 ms β 177.74 ms β +1.15x faster β β QQuery 71 β 67.04 ms β 65.94 ms β no change β β QQuery 72 β 6623.82 ms β 188.46 ms β +35.15x faster β β QQuery 73 β 68.68 ms β 69.30 ms β no change β β QQuery 74 β 280.70 ms β 206.41 ms β +1.36x faster β β QQuery 75 β 212.94 ms β 207.52 ms β no change β β QQuery 76 β 39.38 ms β 38.24 ms β no change β β QQuery 77 β 107.64 ms β 101.67 ms β +1.06x faster β β QQuery 78 β 289.21 ms β 268.81 ms β +1.08x faster β β QQuery 79 β 121.42 ms β 114.97 ms β +1.06x faster β β QQuery 80 β 236.91 ms β 232.68 ms β no change β β QQuery 81 β 45.36 ms β 45.37 ms β no change β β QQuery 82 β 46.03 ms β 45.07 ms β no change β β QQuery 83 β 54.63 ms β 48.01 ms β +1.14x faster β β QQuery 84 β 45.46 ms β 44.10 ms β no change β β QQuery 85 β 129.41 ms β 128.85 ms β no change β β QQuery 86 β 27.57 ms β 26.84 ms β no change β β QQuery 87 β 99.01 ms β 97.43 ms β no change β β QQuery 88 β 166.20 ms β 158.14 ms β no change β β QQuery 89 β 60.55 ms β 59.65 ms β no change β β QQuery 90 β 26.70 ms β 25.34 ms β +1.05x faster β β QQuery 91 β 53.33 ms β 49.21 ms β +1.08x faster β β QQuery 92 β 50.21 ms β 46.95 ms β +1.07x faster β β QQuery 93 β 220.83 ms β 204.59 ms β +1.08x faster β β QQuery 94 β 60.38 ms β 59.37 ms β no change β β QQuery 95 β 167.36 ms β 150.65 ms β +1.11x faster β β QQuery 96 β 46.09 ms β 45.25 ms β no change β β QQuery 97 β 80.53 ms β 78.86 ms β no change β β QQuery 98 β 66.82 ms β 64.44 ms β no change β β QQuery 99 β 141.44 ms β 66.88 ms β +2.11x faster β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 21554.20ms β β Total Time (perf_join-order-enumeration) β 12405.07ms β β Average Time (HEAD) β 217.72ms β β Average Time (perf_join-order-enumeration) β 125.30ms β β Queries Faster β 33 β β Queries Slower β 4 β β Queries with No Change β 62 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 / 24.81 Β±1.07 / 26.92 ms β 24.35 / 25.12 Β±0.97 / 27.00 ms β no change β β QQuery 2 β 80.57 / 81.34 Β±1.05 / 83.37 ms β 79.96 / 80.51 Β±0.49 / 81.42 ms β no change β β QQuery 3 β 51.27 / 51.65 Β±0.32 / 52.14 ms β 44.64 / 44.85 Β±0.19 / 45.13 ms β +1.15x faster β β QQuery 4 β 811.09 / 821.67 Β±11.17 / 842.48 ms β 595.43 / 601.31 Β±5.03 / 608.84 ms β +1.37x faster β β QQuery 5 β 104.83 / 108.48 Β±2.53 / 112.30 ms β 101.94 / 105.28 Β±3.43 / 111.73 ms β no change β β QQuery 6 β 70.35 / 70.84 Β±0.36 / 71.41 ms β 69.68 / 70.20 Β±0.31 / 70.60 ms β no change β β QQuery 7 β 121.86 / 130.11 Β±9.36 / 148.13 ms β 127.19 / 131.12 Β±3.99 / 135.99 ms β no change β β QQuery 8 β 67.17 / 67.52 Β±0.21 / 67.76 ms β 66.15 / 66.66 Β±0.40 / 67.30 ms β no change β β QQuery 9 β 53.06 / 54.17 Β±0.85 / 55.31 ms β 52.11 / 53.27 Β±1.69 / 56.59 ms β no change β β QQuery 10 β 136.31 / 143.01 Β±11.00 / 164.93 ms β 135.02 / 139.80 Β±3.93 / 145.03 ms β no change β β QQuery 11 β 421.23 / 436.80 Β±11.70 / 453.39 ms β 293.74 / 296.98 Β±2.80 / 301.41 ms β +1.47x faster β β QQuery 12 β 33.54 / 38.67 Β±5.32 / 46.24 ms β 32.48 / 32.64 Β±0.13 / 32.87 ms β +1.18x faster β β QQuery 13 β 125.60 / 126.39 Β±0.77 / 127.70 ms β 121.89 / 123.33 Β±0.90 / 124.68 ms β no change β β QQuery 14 β 833.57 / 839.34 Β±5.10 / 847.42 ms β 667.13 / 670.13 Β±1.76 / 671.89 ms β +1.25x faster β β QQuery 15 β 55.49 / 61.25 Β±5.99 / 70.02 ms β 40.87 / 41.06 Β±0.18 / 41.37 ms β +1.49x faster β β QQuery 16 β 79.25 / 81.45 Β±1.74 / 84.59 ms β 77.83 / 80.34 Β±4.48 / 89.28 ms β no change β β QQuery 17 β 169.19 / 173.07 Β±2.59 / 176.95 ms β 158.77 / 161.73 Β±2.23 / 164.95 ms β +1.07x faster β β QQuery 18 β 153.06 / 156.39 Β±2.67 / 159.90 ms β 173.13 / 176.85 Β±3.39 / 180.97 ms β 1.13x slower β β QQuery 19 β 76.99 / 77.57 Β±0.52 / 78.35 ms β 72.30 / 73.12 Β±0.76 / 74.18 ms β +1.06x faster β β QQuery 20 β 45.53 / 45.91 Β±0.30 / 46.28 ms β 45.19 / 45.66 Β±0.28 / 45.99 ms β no change β β QQuery 21 β 398.91 / 409.08 Β±6.51 / 419.42 ms β 81.99 / 82.80 Β±0.60 / 83.78 ms β +4.94x faster β β QQuery 22 β 99.82 / 104.46 Β±5.18 / 113.29 ms β 99.39 / 103.69 Β±4.73 / 111.78 ms β no change β β QQuery 23 β 557.34 / 577.09 Β±12.06 / 589.98 ms β 477.73 / 487.00 Β±9.41 / 503.78 ms β +1.18x faster β β QQuery 24 β 350.81 / 358.40 Β±6.10 / 366.47 ms β 398.06 / 403.50 Β±3.90 / 410.25 ms β 1.13x slower β β QQuery 25 β 188.48 / 191.60 Β±2.17 / 195.18 ms β 158.24 / 161.58 Β±5.64 / 172.84 ms β +1.19x faster β β QQuery 26 β 103.01 / 106.57 Β±3.48 / 112.55 ms β 100.43 / 101.51 Β±0.79 / 102.77 ms β no change β β QQuery 27 β 123.46 / 127.75 Β±4.18 / 133.91 ms β 121.31 / 123.53 Β±2.99 / 129.33 ms β no change β β QQuery 28 β 58.23 / 61.56 Β±1.68 / 62.70 ms β 57.96 / 61.26 Β±1.73 / 63.08 ms β no change β β QQuery 29 β 166.69 / 172.74 Β±4.86 / 179.22 ms β 136.83 / 140.95 Β±4.83 / 149.95 ms β +1.23x faster β β QQuery 30 β 47.78 / 48.33 Β±0.59 / 49.41 ms β 47.17 / 48.50 Β±1.51 / 51.40 ms β no change β β QQuery 31 β 240.04 / 243.94 Β±6.44 / 256.78 ms β 237.04 / 241.37 Β±3.22 / 246.18 ms β no change β β QQuery 32 β 68.51 / 71.39 Β±2.23 / 74.13 ms β 67.74 / 68.36 Β±0.43 / 68.97 ms β no change β β QQuery 33 β 69.85 / 72.79 Β±1.75 / 75.28 ms β 71.39 / 73.05 Β±1.10 / 74.42 ms β no change β β QQuery 34 β 69.63 / 70.92 Β±1.13 / 72.98 ms β 69.47 / 71.88 Β±3.48 / 78.80 ms β no change β β QQuery 35 β 124.35 / 128.42 Β±4.40 / 136.93 ms β 124.00 / 124.97 Β±1.12 / 127.06 ms β no change β β QQuery 36 β 87.18 / 89.27 Β±3.14 / 95.42 ms β 86.36 / 89.68 Β±3.39 / 94.51 ms β no change β β QQuery 37 β 32.86 / 34.90 Β±2.52 / 39.83 ms β 32.71 / 33.09 Β±0.63 / 34.33 ms β +1.05x faster β β QQuery 38 β 98.02 / 98.52 Β±0.36 / 99.06 ms β 97.64 / 97.93 Β±0.17 / 98.12 ms β no change β β QQuery 39 β 1638.11 / 1642.94 Β±5.61 / 1653.67 ms β 340.37 / 346.63 Β±7.58 / 361.50 ms β +4.74x faster β β QQuery 40 β 106.63 / 112.18 Β±5.31 / 121.77 ms β 68.03 / 69.20 Β±0.73 / 70.35 ms β +1.62x faster β β QQuery 41 β 11.47 / 11.67 Β±0.20 / 12.01 ms β 11.54 / 11.72 Β±0.24 / 12.17 ms β no change β β QQuery 42 β 50.62 / 51.25 Β±0.54 / 52.24 ms β 45.57 / 49.36 Β±4.74 / 58.63 ms β no change β β QQuery 43 β 56.52 / 56.85 Β±0.25 / 57.26 ms β 56.39 / 56.96 Β±0.41 / 57.49 ms β no change β β QQuery 44 β 12.96 / 16.28 Β±4.40 / 24.42 ms β 12.75 / 13.06 Β±0.37 / 13.80 ms β +1.25x faster β β QQuery 45 β 48.38 / 49.39 Β±0.91 / 50.95 ms β 37.45 / 38.08 Β±0.34 / 38.40 ms β +1.30x faster β β QQuery 46 β 119.82 / 123.73 Β±4.50 / 132.00 ms β 118.70 / 121.24 Β±2.86 / 126.72 ms β no change β β QQuery 47 β 363.73 / 376.31 Β±10.07 / 394.55 ms β 361.63 / 363.22 Β±1.71 / 365.93 ms β no change β β QQuery 48 β 123.84 / 130.40 Β±7.52 / 144.32 ms β 121.63 / 131.63 Β±5.44 / 138.04 ms β no change β β QQuery 49 β 80.53 / 82.25 Β±1.51 / 84.10 ms β 81.31 / 85.31 Β±7.35 / 99.98 ms β no change β β QQuery 50 β 87.63 / 91.33 Β±5.93 / 103.13 ms β 91.91 / 93.22 Β±1.25 / 95.61 ms β no change β β QQuery 51 β 122.15 / 122.98 Β±0.49 / 123.59 ms β 122.10 / 124.38 Β±1.64 / 127.20 ms β no change β β QQuery 52 β 50.12 / 53.77 Β±5.55 / 64.77 ms β 45.66 / 46.05 Β±0.30 / 46.57 ms β +1.17x faster β β QQuery 53 β 54.66 / 55.42 Β±0.57 / 55.93 ms β 54.12 / 54.63 Β±0.52 / 55.45 ms β no change β β QQuery 54 β 97.81 / 97.96 Β±0.09 / 98.06 ms β 98.77 / 101.94 Β±4.51 / 110.86 ms β no change β β QQuery 55 β 47.31 / 50.16 Β±3.36 / 56.72 ms β 45.29 / 45.72 Β±0.42 / 46.48 ms β +1.10x faster β β QQuery 56 β 73.77 / 75.35 Β±1.66 / 77.91 ms β 77.46 / 81.15 Β±2.63 / 84.29 ms β 1.08x slower β β QQuery 57 β 223.80 / 229.95 Β±8.75 / 247.27 ms β 222.17 / 225.51 Β±2.83 / 230.07 ms β no change β β QQuery 58 β 190.90 / 193.68 Β±2.43 / 196.76 ms β 120.14 / 122.05 Β±2.45 / 126.84 ms β +1.59x faster β β QQuery 59 β 121.61 / 126.31 Β±6.60 / 139.31 ms β 120.54 / 123.26 Β±4.05 / 131.29 ms β no change β β QQuery 60 β 72.68 / 73.71 Β±1.17 / 76.01 ms β 71.68 / 74.18 Β±2.11 / 77.53 ms β no change β β QQuery 61 β 102.49 / 109.50 Β±9.16 / 127.52 ms β 92.85 / 95.70 Β±3.29 / 100.52 ms β +1.14x faster β β QQuery 62 β 66.75 / 67.80 Β±1.06 / 69.76 ms β 39.15 / 39.80 Β±0.64 / 40.86 ms β +1.70x faster β β QQuery 63 β 54.60 / 54.88 Β±0.24 / 55.27 ms β 54.10 / 54.29 Β±0.17 / 54.58 ms β no change β β QQuery 64 β 658.62 / 683.51 Β±16.86 / 706.49 ms β 718.22 / 731.37 Β±11.70 / 752.72 ms β 1.07x slower β β QQuery 65 β 112.66 / 113.87 Β±0.95 / 115.48 ms β 111.68 / 112.09 Β±0.32 / 112.61 ms β no change β β QQuery 66 β 172.17 / 175.20 Β±2.83 / 179.79 ms β 111.03 / 115.39 Β±6.22 / 127.54 ms β +1.52x faster β β QQuery 67 β 136.91 / 141.68 Β±6.64 / 154.69 ms β 135.95 / 139.77 Β±5.30 / 150.08 ms β no change β β QQuery 68 β 127.15 / 129.99 Β±2.77 / 135.24 ms β 127.30 / 130.36 Β±4.07 / 138.25 ms β no change β β QQuery 69 β 128.74 / 134.43 Β±7.97 / 149.52 ms β 127.63 / 131.13 Β±3.26 / 135.88 ms β no change β β QQuery 70 β 204.33 / 212.20 Β±8.00 / 226.25 ms β 177.74 / 182.28 Β±4.67 / 191.17 ms β +1.16x faster β β QQuery 71 β 67.04 / 70.55 Β±3.10 / 74.64 ms β 65.94 / 67.82 Β±1.51 / 70.53 ms β no change β β QQuery 72 β 6623.82 / 6828.56 Β±179.34 / 7088.12 ms β 188.46 / 190.17 Β±1.02 / 191.48 ms β +35.91x faster β β QQuery 73 β 68.68 / 150.62 Β±114.26 / 369.95 ms β 69.30 / 70.34 Β±1.41 / 73.05 ms β +2.14x faster β β QQuery 74 β 280.70 / 341.71 Β±96.13 / 531.30 ms β 206.41 / 214.53 Β±10.54 / 234.92 ms β +1.59x faster β β QQuery 75 β 212.94 / 224.92 Β±10.61 / 240.25 ms β 207.52 / 211.75 Β±3.83 / 218.57 ms β +1.06x faster β β QQuery 76 β 39.38 / 39.82 Β±0.46 / 40.41 ms β 38.24 / 38.48 Β±0.19 / 38.79 ms β no change β β QQuery 77 β 107.64 / 112.08 Β±4.50 / 120.67 ms β 101.67 / 104.52 Β±2.19 / 108.34 ms β +1.07x faster β β QQuery 78 β 289.21 / 301.52 Β±9.25 / 313.30 ms β 268.81 / 278.20 Β±10.54 / 296.87 ms β +1.08x faster β β QQuery 79 β 121.42 / 124.80 Β±2.27 / 127.08 ms β 114.97 / 116.17 Β±1.80 / 119.72 ms β +1.07x faster β β QQuery 80 β 236.91 / 246.68 Β±9.36 / 262.23 ms β 232.68 / 238.47 Β±5.18 / 245.28 ms β no change β β QQuery 81 β 45.36 / 47.12 Β±1.98 / 50.98 ms β 45.37 / 52.29 Β±8.34 / 66.11 ms β 1.11x slower β β QQuery 82 β 46.03 / 49.23 Β±4.41 / 57.97 ms β 45.07 / 45.91 Β±1.14 / 48.15 ms β +1.07x faster β β QQuery 83 β 54.63 / 57.01 Β±3.77 / 64.50 ms β 48.01 / 48.51 Β±0.40 / 49.03 ms β +1.18x faster β β QQuery 84 β 45.46 / 50.07 Β±6.37 / 62.55 ms β 44.10 / 44.51 Β±0.23 / 44.71 ms β +1.13x faster β β QQuery 85 β 129.41 / 137.02 Β±5.01 / 143.02 ms β 128.85 / 134.99 Β±6.94 / 148.42 ms β no change β β QQuery 86 β 27.57 / 28.10 Β±0.45 / 28.89 ms β 26.84 / 27.59 Β±0.51 / 28.26 ms β no change β β QQuery 87 β 99.01 / 104.43 Β±5.90 / 115.85 ms β 97.43 / 102.59 Β±4.27 / 108.83 ms β no change β β QQuery 88 β 166.20 / 170.26 Β±3.59 / 176.42 ms β 158.14 / 160.34 Β±2.30 / 164.68 ms β +1.06x faster β β QQuery 89 β 60.55 / 63.74 Β±2.75 / 67.44 ms β 59.65 / 64.43 Β±5.30 / 71.58 ms β no change β β QQuery 90 β 26.70 / 28.25 Β±2.55 / 33.35 ms β 25.34 / 25.61 Β±0.27 / 26.13 ms β +1.10x faster β β QQuery 91 β 53.33 / 54.08 Β±0.77 / 55.51 ms β 49.21 / 49.62 Β±0.27 / 49.91 ms β +1.09x faster β β QQuery 92 β 50.21 / 59.46 Β±13.82 / 86.98 ms β 46.95 / 47.26 Β±0.29 / 47.69 ms β +1.26x faster β β QQuery 93 β 220.83 / 233.38 Β±8.82 / 246.74 ms β 204.59 / 209.77 Β±6.35 / 221.89 ms β +1.11x faster β β QQuery 94 β 60.38 / 63.62 Β±3.13 / 69.36 ms β 59.37 / 65.50 Β±5.69 / 75.07 ms β no change β β QQuery 95 β 167.36 / 174.46 Β±5.97 / 181.12 ms β 150.65 / 161.22 Β±5.94 / 167.15 ms β +1.08x faster β β QQuery 96 β 46.09 / 47.29 Β±1.29 / 49.65 ms β 45.25 / 46.24 Β±1.58 / 49.37 ms β no change β β QQuery 97 β 80.53 / 84.83 Β±4.05 / 91.54 ms β 78.86 / 79.16 Β±0.27 / 79.67 ms β +1.07x faster β β QQuery 98 β 66.82 / 70.18 Β±3.00 / 75.61 ms β 64.44 / 66.19 Β±2.15 / 70.15 ms β +1.06x faster β β QQuery 99 β 141.44 / 147.65 Β±8.31 / 163.52 ms β 66.88 / 67.44 Β±0.37 / 67.85 ms β +2.19x faster β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 22316.55ms β β Total Time (perf_join-order-enumeration) β 12674.92ms β β Average Time (HEAD) β 225.42ms β β Average Time (perf_join-order-enumeration) β 128.03ms β β Queries Faster β 43 β β Queries Slower β 5 β β Queries with No Change β 51 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 | 24.9 GiB | | Avg memory | 3.9 GiB | | CPU user | 622.5s | | CPU sys | 30.8s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 65.0s | | Peak memory | 2.4 GiB | | Avg memory | 1.7 GiB | | CPU user | 302.6s | | CPU sys | 10.5s | | 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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