adriangbot commented on PR #24456: URL: https://github.com/apache/datafusion/pull/24456#issuecomment-5338890489
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24456#issuecomment-5338739851) **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 ``` </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 5.62 ms β 5.77 ms β no change β β QQuery 2 β 80.10 ms β 81.29 ms β no change β β QQuery 3 β 28.88 ms β 26.14 ms β +1.10x faster β β QQuery 4 β 491.33 ms β 484.25 ms β no change β β QQuery 5 β 52.14 ms β 52.52 ms β no change β β QQuery 6 β 36.27 ms β 37.00 ms β no change β β QQuery 7 β 93.98 ms β 81.05 ms β +1.16x faster β β QQuery 8 β 36.96 ms β 36.44 ms β no change β β QQuery 9 β 52.13 ms β 52.87 ms β no change β β QQuery 10 β 62.94 ms β 63.63 ms β no change β β QQuery 11 β 298.93 ms β 238.75 ms β +1.25x faster β β QQuery 12 β 28.53 ms β 29.12 ms β no change β β QQuery 13 β 117.32 ms β 118.75 ms β no change β β QQuery 14 β 417.26 ms β 367.64 ms β +1.13x faster β β QQuery 15 β 56.52 ms β 20.62 ms β +2.74x faster β β QQuery 16 β 6.58 ms β 6.85 ms β no change β β QQuery 17 β 78.63 ms β 60.70 ms β +1.30x faster β β QQuery 18 β 121.95 ms β 118.62 ms β no change β β QQuery 19 β 41.18 ms β 42.22 ms β no change β β QQuery 20 β 35.24 ms β 35.56 ms β no change β β QQuery 21 β 17.37 ms β 13.67 ms β +1.27x faster β β QQuery 22 β 63.84 ms β 64.19 ms β no change β β QQuery 23 β 341.65 ms β 289.61 ms β +1.18x faster β β QQuery 24 β 222.67 ms β 164.24 ms β +1.36x faster β β QQuery 25 β 109.15 ms β 78.31 ms β +1.39x faster β β QQuery 26 β 57.30 ms β 56.76 ms β no change β β QQuery 27 β 6.40 ms β 6.55 ms β no change β β QQuery 28 β 56.87 ms β 61.47 ms β 1.08x slower β β QQuery 29 β 96.76 ms β 66.03 ms β +1.47x faster β β QQuery 30 β 32.47 ms β 32.90 ms β no change β β QQuery 31 β 111.34 ms β 110.95 ms β no change β β QQuery 32 β 20.17 ms β 20.11 ms β no change β β QQuery 33 β 37.94 ms β 38.32 ms β no change β β QQuery 34 β 10.19 ms β 6.23 ms β +1.64x faster β β QQuery 35 β 72.81 ms β 72.64 ms β no change β β QQuery 36 β 6.12 ms β 5.99 ms β no change β β QQuery 37 β 6.98 ms β 6.84 ms β no change β β QQuery 38 β 62.34 ms β 62.17 ms β no change β β QQuery 39 β 90.04 ms β 78.80 ms β +1.14x faster β β QQuery 40 β 23.42 ms β 22.27 ms β no change β β QQuery 41 β 11.34 ms β 11.29 ms β no change β β QQuery 42 β 24.06 ms β 26.04 ms β 1.08x slower β β QQuery 43 β 5.27 ms β 5.13 ms β no change β β QQuery 44 β 9.63 ms β 9.40 ms β no change β β QQuery 45 β 37.71 ms β 23.16 ms β +1.63x faster β β QQuery 46 β 12.03 ms β 7.91 ms β +1.52x faster β β QQuery 47 β 224.11 ms β 227.97 ms β no change β β QQuery 48 β 95.22 ms β 96.10 ms β no change β β QQuery 49 β 77.25 ms β 72.78 ms β +1.06x faster β β QQuery 50 β 58.65 ms β 53.75 ms β +1.09x faster β β QQuery 51 β 92.69 ms β 91.85 ms β no change β β QQuery 52 β 24.21 ms β 26.48 ms β 1.09x slower β β QQuery 53 β 28.97 ms β 29.02 ms β no change β β QQuery 54 β 54.56 ms β 25.03 ms β +2.18x faster β β QQuery 55 β 23.69 ms β 25.30 ms β 1.07x slower β β QQuery 56 β 38.84 ms β 41.59 ms β 1.07x slower β β QQuery 57 β 176.66 ms β 176.26 ms β no change β β QQuery 58 β 112.28 ms β 52.33 ms β +2.15x faster β β QQuery 59 β 117.21 ms β 117.55 ms β no change β β QQuery 60 β 39.43 ms β 39.24 ms β no change β β QQuery 61 β 12.30 ms β 11.08 ms β +1.11x faster β β QQuery 62 β 46.23 ms β 30.47 ms β +1.52x faster β β QQuery 63 β 29.48 ms β 28.91 ms β no change β β QQuery 64 β 406.68 ms β 236.88 ms β +1.72x faster β β QQuery 65 β 121.88 ms β 121.08 ms β no change β β QQuery 66 β 80.99 ms β 68.19 ms β +1.19x faster β β QQuery 67 β 239.90 ms β 241.11 ms β no change β β QQuery 68 β 12.06 ms β 7.64 ms β +1.58x faster β β QQuery 69 β 56.99 ms β 62.16 ms β 1.09x slower β β QQuery 70 β 107.93 ms β 77.77 ms β +1.39x faster β β QQuery 71 β 34.82 ms β 34.75 ms β no change β β QQuery 72 β 1903.37 ms β 79.58 ms β +23.92x faster β β QQuery 73 β 9.72 ms β 6.23 ms β +1.56x faster β β QQuery 74 β 169.92 ms β 173.17 ms β no change β β QQuery 75 β 148.00 ms β 147.78 ms β no change β β QQuery 76 β 35.71 ms β 35.02 ms β no change β β QQuery 77 β 61.01 ms β 61.04 ms β no change β β QQuery 78 β 198.50 ms β 194.72 ms β no change β β QQuery 79 β 66.49 ms β 69.16 ms β no change β β QQuery 80 β 99.31 ms β 98.51 ms β no change β β QQuery 81 β 26.10 ms β 25.49 ms β no change β β QQuery 82 β 16.50 ms β 16.22 ms β no change β β QQuery 83 β 39.95 ms β 22.66 ms β +1.76x faster β β QQuery 84 β 29.81 ms β 38.00 ms β 1.27x slower β β QQuery 85 β 105.52 ms β 104.23 ms β no change β β QQuery 86 β 25.39 ms β 25.41 ms β no change β β QQuery 87 β 62.09 ms β 62.05 ms β no change β β QQuery 88 β 63.45 ms β 59.03 ms β +1.07x faster β β QQuery 89 β 35.43 ms β 35.25 ms β no change β β QQuery 90 β 17.32 ms β 15.07 ms β +1.15x faster β β QQuery 91 β 45.53 ms β 41.16 ms β +1.11x faster β β QQuery 92 β 29.09 ms β 29.42 ms β no change β β QQuery 93 β 48.67 ms β 49.31 ms β no change β β QQuery 94 β 38.22 ms β 37.75 ms β no change β β QQuery 95 β 79.92 ms β 81.80 ms β no change β β QQuery 96 β 24.14 ms β 20.40 ms β +1.18x faster β β QQuery 97 β 46.73 ms β 46.74 ms β no change β β QQuery 98 β 42.12 ms β 42.86 ms β no change β β QQuery 99 β 70.10 ms β 45.61 ms β +1.54x faster β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 9539.56ms β β Total Time (perf_join-order-enumeration) β 6959.79ms β β Average Time (HEAD) β 96.36ms β β Average Time (perf_join-order-enumeration) β 70.30ms β β Queries Faster β 33 β β Queries Slower β 7 β β Queries with No Change β 59 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and perf_join-order-enumeration -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββββββββββββββββββββββ³βββββββββββββββββ β Query β HEAD β perf_join-order-enumeration β Change β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 5.62 / 6.14 Β±0.90 / 7.95 ms β 5.77 / 6.25 Β±0.89 / 8.03 ms β no change β β QQuery 2 β 80.10 / 80.32 Β±0.20 / 80.71 ms β 81.29 / 81.50 Β±0.20 / 81.87 ms β no change β β QQuery 3 β 28.88 / 29.18 Β±0.23 / 29.49 ms β 26.14 / 26.33 Β±0.19 / 26.67 ms β +1.11x faster β β QQuery 4 β 491.33 / 493.91 Β±1.47 / 495.45 ms β 484.25 / 487.80 Β±2.48 / 490.84 ms β no change β β QQuery 5 β 52.14 / 52.84 Β±0.56 / 53.60 ms β 52.52 / 53.17 Β±0.78 / 54.70 ms β no change β β QQuery 6 β 36.27 / 36.72 Β±0.38 / 37.28 ms β 37.00 / 37.17 Β±0.24 / 37.65 ms β no change β β QQuery 7 β 93.98 / 94.40 Β±0.49 / 95.35 ms β 81.05 / 81.33 Β±0.34 / 82.00 ms β +1.16x faster β β QQuery 8 β 36.96 / 38.29 Β±2.58 / 43.45 ms β 36.44 / 36.74 Β±0.20 / 37.00 ms β no change β β QQuery 9 β 52.13 / 54.86 Β±2.61 / 59.30 ms β 52.87 / 54.49 Β±0.93 / 55.47 ms β no change β β QQuery 10 β 62.94 / 63.15 Β±0.17 / 63.35 ms β 63.63 / 63.81 Β±0.13 / 63.99 ms β no change β β QQuery 11 β 298.93 / 305.10 Β±3.50 / 309.71 ms β 238.75 / 240.39 Β±1.51 / 242.68 ms β +1.27x faster β β QQuery 12 β 28.53 / 28.86 Β±0.37 / 29.56 ms β 29.12 / 29.48 Β±0.32 / 29.96 ms β no change β β QQuery 13 β 117.32 / 117.72 Β±0.45 / 118.58 ms β 118.75 / 121.14 Β±3.13 / 127.34 ms β no change β β QQuery 14 β 417.26 / 423.08 Β±3.70 / 428.12 ms β 367.64 / 371.58 Β±2.62 / 375.15 ms β +1.14x faster β β QQuery 15 β 56.52 / 57.82 Β±0.92 / 58.96 ms β 20.62 / 20.81 Β±0.21 / 21.19 ms β +2.78x faster β β QQuery 16 β 6.58 / 6.78 Β±0.26 / 7.28 ms β 6.85 / 6.94 Β±0.10 / 7.13 ms β no change β β QQuery 17 β 78.63 / 79.91 Β±1.37 / 82.51 ms β 60.70 / 61.01 Β±0.33 / 61.60 ms β +1.31x faster β β QQuery 18 β 121.95 / 123.63 Β±1.24 / 125.27 ms β 118.62 / 121.51 Β±3.52 / 128.19 ms β no change β β QQuery 19 β 41.18 / 41.71 Β±0.32 / 42.15 ms β 42.22 / 42.64 Β±0.39 / 43.29 ms β no change β β QQuery 20 β 35.24 / 36.59 Β±1.20 / 38.80 ms β 35.56 / 36.05 Β±0.35 / 36.55 ms β no change β β QQuery 21 β 17.37 / 17.64 Β±0.20 / 17.97 ms β 13.67 / 14.26 Β±1.04 / 16.33 ms β +1.24x faster β β QQuery 22 β 63.84 / 64.42 Β±0.36 / 64.97 ms β 64.19 / 64.79 Β±0.37 / 65.19 ms β no change β β QQuery 23 β 341.65 / 346.17 Β±4.70 / 354.67 ms β 289.61 / 293.71 Β±3.71 / 300.24 ms β +1.18x faster β β QQuery 24 β 222.67 / 225.16 Β±2.22 / 229.06 ms β 164.24 / 165.19 Β±0.96 / 166.81 ms β +1.36x faster β β QQuery 25 β 109.15 / 110.83 Β±1.47 / 113.50 ms β 78.31 / 79.12 Β±0.69 / 80.31 ms β +1.40x faster β β QQuery 26 β 57.30 / 59.30 Β±3.06 / 65.39 ms β 56.76 / 57.37 Β±0.48 / 57.97 ms β no change β β QQuery 27 β 6.40 / 6.54 Β±0.17 / 6.87 ms β 6.55 / 6.67 Β±0.17 / 6.99 ms β no change β β QQuery 28 β 56.87 / 60.40 Β±3.37 / 65.97 ms β 61.47 / 62.41 Β±0.67 / 63.55 ms β no change β β QQuery 29 β 96.76 / 97.57 Β±0.93 / 99.03 ms β 66.03 / 66.53 Β±0.33 / 66.88 ms β +1.47x faster β β QQuery 30 β 32.47 / 34.13 Β±2.68 / 39.46 ms β 32.90 / 34.70 Β±1.70 / 37.92 ms β no change β β QQuery 31 β 111.34 / 113.09 Β±2.51 / 117.92 ms β 110.95 / 111.79 Β±0.89 / 113.44 ms β no change β β QQuery 32 β 20.17 / 20.74 Β±0.33 / 21.16 ms β 20.11 / 20.46 Β±0.25 / 20.86 ms β no change β β QQuery 33 β 37.94 / 38.23 Β±0.23 / 38.59 ms β 38.32 / 38.54 Β±0.30 / 39.12 ms β no change β β QQuery 34 β 10.19 / 11.65 Β±2.63 / 16.90 ms β 6.23 / 6.37 Β±0.18 / 6.73 ms β +1.83x faster β β QQuery 35 β 72.81 / 73.54 Β±0.45 / 74.06 ms β 72.64 / 73.49 Β±1.02 / 75.43 ms β no change β β QQuery 36 β 6.12 / 6.25 Β±0.15 / 6.55 ms β 5.99 / 6.14 Β±0.20 / 6.53 ms β no change β β QQuery 37 β 6.98 / 7.05 Β±0.04 / 7.11 ms β 6.84 / 6.96 Β±0.07 / 7.03 ms β no change β β QQuery 38 β 62.34 / 62.96 Β±0.51 / 63.59 ms β 62.17 / 62.25 Β±0.07 / 62.38 ms β no change β β QQuery 39 β 90.04 / 91.91 Β±2.07 / 95.93 ms β 78.80 / 80.50 Β±2.13 / 84.71 ms β +1.14x faster β β QQuery 40 β 23.42 / 23.85 Β±0.38 / 24.35 ms β 22.27 / 22.38 Β±0.06 / 22.44 ms β +1.07x faster β β QQuery 41 β 11.34 / 11.55 Β±0.22 / 11.98 ms β 11.29 / 11.41 Β±0.13 / 11.67 ms β no change β β QQuery 42 β 24.06 / 24.49 Β±0.54 / 25.53 ms β 26.04 / 26.51 Β±0.62 / 27.69 ms β 1.08x slower β β QQuery 43 β 5.27 / 5.40 Β±0.15 / 5.69 ms β 5.13 / 5.21 Β±0.12 / 5.44 ms β no change β β QQuery 44 β 9.63 / 9.78 Β±0.11 / 9.95 ms β 9.40 / 9.53 Β±0.09 / 9.65 ms β no change β β QQuery 45 β 37.71 / 38.51 Β±0.63 / 39.50 ms β 23.16 / 23.59 Β±0.29 / 23.93 ms β +1.63x faster β β QQuery 46 β 12.03 / 12.17 Β±0.13 / 12.35 ms β 7.91 / 8.11 Β±0.15 / 8.37 ms β +1.50x faster β β QQuery 47 β 224.11 / 230.56 Β±4.33 / 236.86 ms β 227.97 / 229.64 Β±1.38 / 232.13 ms β no change β β QQuery 48 β 95.22 / 99.14 Β±3.97 / 105.27 ms β 96.10 / 98.47 Β±3.08 / 104.55 ms β no change β β QQuery 49 β 77.25 / 77.64 Β±0.41 / 78.40 ms β 72.78 / 73.36 Β±0.69 / 74.71 ms β +1.06x faster β β QQuery 50 β 58.65 / 60.82 Β±2.77 / 66.15 ms β 53.75 / 54.08 Β±0.29 / 54.55 ms β +1.12x faster β β QQuery 51 β 92.69 / 94.73 Β±2.72 / 99.64 ms β 91.85 / 96.01 Β±4.48 / 104.54 ms β no change β β QQuery 52 β 24.21 / 24.65 Β±0.30 / 25.13 ms β 26.48 / 26.85 Β±0.34 / 27.48 ms β 1.09x slower β β QQuery 53 β 28.97 / 29.21 Β±0.20 / 29.55 ms β 29.02 / 29.48 Β±0.31 / 29.91 ms β no change β β QQuery 54 β 54.56 / 56.33 Β±2.41 / 61.09 ms β 25.03 / 25.22 Β±0.24 / 25.68 ms β +2.23x faster β β QQuery 55 β 23.69 / 23.82 Β±0.11 / 23.96 ms β 25.30 / 26.29 Β±1.49 / 29.23 ms β 1.10x slower β β QQuery 56 β 38.84 / 39.35 Β±0.31 / 39.70 ms β 41.59 / 42.48 Β±0.80 / 43.82 ms β 1.08x slower β β QQuery 57 β 176.66 / 179.07 Β±2.24 / 183.18 ms β 176.26 / 177.49 Β±0.95 / 178.71 ms β no change β β QQuery 58 β 112.28 / 113.71 Β±1.44 / 116.07 ms β 52.33 / 52.88 Β±0.57 / 53.89 ms β +2.15x faster β β QQuery 59 β 117.21 / 118.63 Β±1.64 / 121.40 ms β 117.55 / 118.38 Β±0.93 / 119.54 ms β no change β β QQuery 60 β 39.43 / 39.92 Β±0.55 / 40.96 ms β 39.24 / 41.30 Β±1.73 / 44.45 ms β no change β β QQuery 61 β 12.30 / 12.47 Β±0.20 / 12.87 ms β 11.08 / 11.31 Β±0.23 / 11.75 ms β +1.10x faster β β QQuery 62 β 46.23 / 47.46 Β±1.99 / 51.42 ms β 30.47 / 30.68 Β±0.13 / 30.87 ms β +1.55x faster β β QQuery 63 β 29.48 / 30.05 Β±0.35 / 30.54 ms β 28.91 / 29.26 Β±0.26 / 29.58 ms β no change β β QQuery 64 β 406.68 / 412.73 Β±3.95 / 419.15 ms β 236.88 / 240.59 Β±4.27 / 248.88 ms β +1.72x faster β β QQuery 65 β 121.88 / 123.57 Β±2.01 / 127.12 ms β 121.08 / 124.66 Β±3.32 / 130.87 ms β no change β β QQuery 66 β 80.99 / 81.79 Β±1.20 / 84.16 ms β 68.19 / 68.77 Β±0.47 / 69.38 ms β +1.19x faster β β QQuery 67 β 239.90 / 246.11 Β±5.04 / 252.39 ms β 241.11 / 244.05 Β±3.21 / 249.97 ms β no change β β QQuery 68 β 12.06 / 12.19 Β±0.15 / 12.49 ms β 7.64 / 7.85 Β±0.17 / 8.14 ms β +1.55x faster β β QQuery 69 β 56.99 / 57.52 Β±0.42 / 58.13 ms β 62.16 / 65.00 Β±4.25 / 73.33 ms β 1.13x slower β β QQuery 70 β 107.93 / 111.49 Β±3.71 / 116.56 ms β 77.77 / 78.30 Β±0.39 / 78.99 ms β +1.42x faster β β QQuery 71 β 34.82 / 35.65 Β±0.49 / 36.34 ms β 34.75 / 35.36 Β±0.48 / 35.96 ms β no change β β QQuery 72 β 1903.37 / 1978.85 Β±95.97 / 2165.08 ms β 79.58 / 81.78 Β±2.21 / 85.90 ms β +24.20x faster β β QQuery 73 β 9.72 / 9.95 Β±0.16 / 10.22 ms β 6.23 / 6.40 Β±0.17 / 6.72 ms β +1.56x faster β β QQuery 74 β 169.92 / 172.36 Β±2.50 / 176.17 ms β 173.17 / 174.61 Β±1.45 / 177.04 ms β no change β β QQuery 75 β 148.00 / 151.06 Β±2.73 / 155.70 ms β 147.78 / 149.33 Β±1.31 / 151.38 ms β no change β β QQuery 76 β 35.71 / 36.05 Β±0.41 / 36.76 ms β 35.02 / 37.37 Β±3.83 / 45.02 ms β no change β β QQuery 77 β 61.01 / 61.42 Β±0.43 / 62.24 ms β 61.04 / 62.49 Β±1.60 / 65.59 ms β no change β β QQuery 78 β 198.50 / 201.27 Β±2.48 / 205.11 ms β 194.72 / 199.76 Β±6.20 / 211.81 ms β no change β β QQuery 79 β 66.49 / 66.73 Β±0.19 / 67.05 ms β 69.16 / 69.33 Β±0.20 / 69.65 ms β no change β β QQuery 80 β 99.31 / 100.80 Β±1.54 / 103.39 ms β 98.51 / 101.16 Β±2.36 / 105.59 ms β no change β β QQuery 81 β 26.10 / 26.45 Β±0.26 / 26.71 ms β 25.49 / 25.62 Β±0.13 / 25.86 ms β no change β β QQuery 82 β 16.50 / 17.11 Β±0.90 / 18.90 ms β 16.22 / 16.50 Β±0.19 / 16.77 ms β no change β β QQuery 83 β 39.95 / 40.21 Β±0.21 / 40.49 ms β 22.66 / 22.94 Β±0.18 / 23.20 ms β +1.75x faster β β QQuery 84 β 29.81 / 30.53 Β±0.89 / 32.22 ms β 38.00 / 38.23 Β±0.12 / 38.33 ms β 1.25x slower β β QQuery 85 β 105.52 / 107.82 Β±2.06 / 111.44 ms β 104.23 / 107.84 Β±2.97 / 112.11 ms β no change β β QQuery 86 β 25.39 / 25.63 Β±0.18 / 25.90 ms β 25.41 / 25.96 Β±0.43 / 26.37 ms β no change β β QQuery 87 β 62.09 / 62.91 Β±0.56 / 63.84 ms β 62.05 / 62.62 Β±0.40 / 63.21 ms β no change β β QQuery 88 β 63.45 / 63.71 Β±0.29 / 64.27 ms β 59.03 / 59.81 Β±0.44 / 60.39 ms β +1.07x faster β β QQuery 89 β 35.43 / 36.30 Β±0.47 / 36.83 ms β 35.25 / 37.66 Β±1.99 / 40.89 ms β no change β β QQuery 90 β 17.32 / 17.44 Β±0.12 / 17.64 ms β 15.07 / 15.23 Β±0.13 / 15.41 ms β +1.14x faster β β QQuery 91 β 45.53 / 45.85 Β±0.29 / 46.33 ms β 41.16 / 41.43 Β±0.26 / 41.75 ms β +1.11x faster β β QQuery 92 β 29.09 / 29.88 Β±0.51 / 30.64 ms β 29.42 / 29.98 Β±0.61 / 31.04 ms β no change β β QQuery 93 β 48.67 / 49.91 Β±0.77 / 50.62 ms β 49.31 / 50.12 Β±0.47 / 50.62 ms β no change β β QQuery 94 β 38.22 / 39.79 Β±1.73 / 43.00 ms β 37.75 / 39.09 Β±1.64 / 41.99 ms β no change β β QQuery 95 β 79.92 / 81.18 Β±1.03 / 82.97 ms β 81.80 / 83.56 Β±2.46 / 88.42 ms β no change β β QQuery 96 β 24.14 / 24.41 Β±0.20 / 24.64 ms β 20.40 / 20.63 Β±0.21 / 21.03 ms β +1.18x faster β β QQuery 97 β 46.73 / 48.13 Β±1.50 / 50.94 ms β 46.74 / 47.04 Β±0.25 / 47.38 ms β no change β β QQuery 98 β 42.12 / 43.98 Β±1.18 / 45.84 ms β 42.86 / 43.32 Β±0.57 / 44.44 ms β no change β β QQuery 99 β 70.10 / 70.51 Β±0.41 / 71.19 ms β 45.61 / 46.32 Β±0.86 / 47.99 ms β +1.52x faster β βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 9743.24ms β β Total Time (perf_join-order-enumeration) β 7062.03ms β β Average Time (HEAD) β 98.42ms β β Average Time (perf_join-order-enumeration) β 71.33ms β β Queries Faster β 34 β β Queries Slower β 6 β β Queries with No Change β 59 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ ``` </p> </details> <details><summary>Resource Usage</summary> **tpcds β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 50.0s | | Peak memory | 2.1 GiB | | Avg memory | 1.6 GiB | | CPU user | 213.5s | | CPU sys | 6.2s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 40.0s | | Peak memory | 2.1 GiB | | Avg memory | 1.3 GiB | | CPU user | 100.3s | | CPU sys | 4.9s | | 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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