adriangbot commented on PR #24456: URL: https://github.com/apache/datafusion/pull/24456#issuecomment-5328658397
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24456#issuecomment-5328427832) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing perf/join-order-enumeration (a329cf31232aa58729328b8783225cd7060dced9) to bb038a6 (merge-base) [diff](https://github.com/apache/datafusion/compare/bb038a6739091567fe32c196d8c568a98e4f42e2..a329cf31232aa58729328b8783225cd7060dced9) <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 5.66 ms β 5.71 ms β no change β β QQuery 2 β 80.37 ms β 80.45 ms β no change β β QQuery 3 β 29.22 ms β 25.92 ms β +1.13x faster β β QQuery 4 β 479.65 ms β 484.73 ms β no change β β QQuery 5 β 52.15 ms β 52.43 ms β no change β β QQuery 6 β 36.26 ms β 53.22 ms β 1.47x slower β β QQuery 7 β 93.58 ms β 80.52 ms β +1.16x faster β β QQuery 8 β 36.93 ms β 36.68 ms β no change β β QQuery 9 β 52.30 ms β 50.72 ms β no change β β QQuery 10 β 62.62 ms β 62.33 ms β no change β β QQuery 11 β 299.17 ms β 236.90 ms β +1.26x faster β β QQuery 12 β 31.37 ms β 18.19 ms β +1.73x faster β β QQuery 13 β 123.57 ms β 117.18 ms β +1.05x faster β β QQuery 14 β 441.75 ms β 354.59 ms β +1.25x faster β β QQuery 15 β 63.14 ms β 20.87 ms β +3.03x faster β β QQuery 16 β 7.26 ms β 6.83 ms β +1.06x faster β β QQuery 17 β 82.71 ms β 91.04 ms β 1.10x slower β β QQuery 18 β 123.87 ms β 109.04 ms β +1.14x faster β β QQuery 19 β 41.26 ms β 42.17 ms β no change β β QQuery 20 β 35.54 ms β 23.93 ms β +1.49x faster β β QQuery 21 β 17.25 ms β 14.51 ms β +1.19x faster β β QQuery 22 β 63.07 ms β 71.77 ms β 1.14x slower β β QQuery 23 β 339.64 ms β 336.43 ms β no change β β QQuery 24 β 222.52 ms β 166.73 ms β +1.33x faster β β QQuery 25 β 109.60 ms β 81.30 ms β +1.35x faster β β QQuery 26 β 57.03 ms β 58.66 ms β no change β β QQuery 27 β 6.29 ms β 6.59 ms β no change β β QQuery 28 β 56.11 ms β 57.81 ms β no change β β QQuery 29 β 96.38 ms β 65.23 ms β +1.48x faster β β QQuery 30 β 32.28 ms β 32.06 ms β no change β β QQuery 31 β 110.20 ms β 110.57 ms β no change β β QQuery 32 β 20.03 ms β 19.91 ms β no change β β QQuery 33 β 38.04 ms β 38.07 ms β no change β β QQuery 34 β 9.87 ms β 9.75 ms β no change β β QQuery 35 β 72.89 ms β 76.10 ms β no change β β QQuery 36 β 6.04 ms β 6.40 ms β 1.06x slower β β QQuery 37 β 6.91 ms β 6.53 ms β +1.06x faster β β QQuery 38 β 61.76 ms β 61.55 ms β no change β β QQuery 39 β 90.05 ms β 78.49 ms β +1.15x faster β β QQuery 40 β 23.24 ms β 22.22 ms β no change β β QQuery 41 β 11.37 ms β 11.32 ms β no change β β QQuery 42 β 24.02 ms β 25.98 ms β 1.08x slower β β QQuery 43 β 5.13 ms β 5.18 ms β no change β β QQuery 44 β 10.14 ms β 9.42 ms β +1.08x faster β β QQuery 45 β 46.75 ms β 23.38 ms β +2.00x faster β β QQuery 46 β 13.41 ms β 14.44 ms β 1.08x slower β β QQuery 47 β 275.67 ms β 226.57 ms β +1.22x faster β β QQuery 48 β 100.82 ms β 94.38 ms β +1.07x faster β β QQuery 49 β 82.24 ms β 72.12 ms β +1.14x faster β β QQuery 50 β 61.76 ms β 53.80 ms β +1.15x faster β β QQuery 51 β 92.68 ms β 90.45 ms β no change β β QQuery 52 β 23.93 ms β 26.40 ms β 1.10x slower β β QQuery 53 β 29.39 ms β 29.38 ms β no change β β QQuery 54 β 56.87 ms β 25.14 ms β +2.26x faster β β QQuery 55 β 24.36 ms β 24.99 ms β no change β β QQuery 56 β 40.63 ms β 38.01 ms β +1.07x faster β β QQuery 57 β 174.91 ms β 173.44 ms β no change β β QQuery 58 β 113.03 ms β 52.03 ms β +2.17x faster β β QQuery 59 β 117.07 ms β 116.38 ms β no change β β QQuery 60 β 39.48 ms β 38.29 ms β no change β β QQuery 61 β 12.23 ms β 10.72 ms β +1.14x faster β β QQuery 62 β 46.22 ms β 30.53 ms β +1.51x faster β β QQuery 63 β 29.26 ms β 29.38 ms β no change β β QQuery 64 β 404.50 ms β 362.28 ms β +1.12x faster β β QQuery 65 β 121.76 ms β 124.46 ms β no change β β QQuery 66 β 81.29 ms β 69.19 ms β +1.17x faster β β QQuery 67 β 239.42 ms β 286.69 ms β 1.20x slower β β QQuery 68 β 11.83 ms β 15.70 ms β 1.33x slower β β QQuery 69 β 56.99 ms β 65.75 ms β 1.15x slower β β QQuery 70 β 105.87 ms β 82.56 ms β +1.28x faster β β QQuery 71 β 34.91 ms β 35.38 ms β no change β β QQuery 72 β 2017.69 ms β 79.77 ms β +25.29x faster β β QQuery 73 β 9.81 ms β 9.72 ms β no change β β QQuery 74 β 168.69 ms β 180.65 ms β 1.07x slower β β QQuery 75 β 149.42 ms β 109.37 ms β +1.37x faster β β QQuery 76 β 35.17 ms β 35.33 ms β no change β β QQuery 77 β 61.52 ms β 61.57 ms β no change β β QQuery 78 β 195.32 ms β 194.76 ms β no change β β QQuery 79 β 66.71 ms β 80.64 ms β 1.21x slower β β QQuery 80 β 99.01 ms β 98.68 ms β no change β β QQuery 81 β 25.78 ms β 25.31 ms β no change β β QQuery 82 β 16.21 ms β 17.82 ms β 1.10x slower β β QQuery 83 β 39.92 ms β 26.74 ms β +1.49x faster β β QQuery 84 β 29.99 ms β 37.97 ms β 1.27x slower β β QQuery 85 β 105.72 ms β 102.64 ms β no change β β QQuery 86 β 25.64 ms β 25.42 ms β no change β β QQuery 87 β 63.04 ms β 62.17 ms β no change β β QQuery 88 β 63.78 ms β 58.87 ms β +1.08x faster β β QQuery 89 β 35.43 ms β 31.77 ms β +1.12x faster β β QQuery 90 β 17.17 ms β 14.66 ms β +1.17x faster β β QQuery 91 β 46.14 ms β 41.04 ms β +1.12x faster β β QQuery 92 β 29.52 ms β 29.47 ms β no change β β QQuery 93 β 49.74 ms β 49.69 ms β no change β β QQuery 94 β 37.76 ms β 37.60 ms β no change β β QQuery 95 β 79.83 ms β 79.29 ms β no change β β QQuery 96 β 24.00 ms β 20.74 ms β +1.16x faster β β QQuery 97 β 46.95 ms β 46.98 ms β no change β β QQuery 98 β 43.18 ms β 27.49 ms β +1.57x faster β β QQuery 99 β 71.12 ms β 44.88 ms β +1.58x faster β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 9759.80ms β β Total Time (perf_join-order-enumeration) β 7168.88ms β β Average Time (HEAD) β 98.58ms β β Average Time (perf_join-order-enumeration) β 72.41ms β β Queries Faster β 40 β β Queries Slower β 14 β β Queries with No Change β 45 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 5.66 / 6.12 Β±0.82 / 7.76 ms β 5.71 / 6.23 Β±0.89 / 8.01 ms β no change β β QQuery 2 β 80.37 / 80.75 Β±0.32 / 81.31 ms β 80.45 / 80.76 Β±0.18 / 80.99 ms β no change β β QQuery 3 β 29.22 / 29.33 Β±0.11 / 29.53 ms β 25.92 / 26.16 Β±0.23 / 26.60 ms β +1.12x faster β β QQuery 4 β 479.65 / 486.70 Β±5.62 / 495.66 ms β 484.73 / 489.67 Β±4.44 / 495.66 ms β no change β β QQuery 5 β 52.15 / 52.80 Β±0.45 / 53.46 ms β 52.43 / 52.99 Β±0.33 / 53.44 ms β no change β β QQuery 6 β 36.26 / 36.96 Β±0.39 / 37.38 ms β 53.22 / 54.44 Β±0.64 / 54.91 ms β 1.47x slower β β QQuery 7 β 93.58 / 94.45 Β±0.56 / 95.13 ms β 80.52 / 80.84 Β±0.26 / 81.18 ms β +1.17x faster β β QQuery 8 β 36.93 / 38.42 Β±2.21 / 42.82 ms β 36.68 / 37.36 Β±0.70 / 38.60 ms β no change β β QQuery 9 β 52.30 / 54.23 Β±1.05 / 55.34 ms β 50.72 / 52.07 Β±1.42 / 54.43 ms β no change β β QQuery 10 β 62.62 / 63.03 Β±0.25 / 63.33 ms β 62.33 / 62.76 Β±0.34 / 63.31 ms β no change β β QQuery 11 β 299.17 / 308.03 Β±7.38 / 318.64 ms β 236.90 / 239.24 Β±1.76 / 242.26 ms β +1.29x faster β β QQuery 12 β 31.37 / 31.74 Β±0.27 / 31.98 ms β 18.19 / 18.42 Β±0.32 / 19.05 ms β +1.72x faster β β QQuery 13 β 123.57 / 125.49 Β±1.81 / 128.51 ms β 117.18 / 118.61 Β±2.46 / 123.53 ms β +1.06x faster β β QQuery 14 β 441.75 / 443.53 Β±2.25 / 447.90 ms β 354.59 / 357.90 Β±2.39 / 361.62 ms β +1.24x faster β β QQuery 15 β 63.14 / 64.90 Β±1.11 / 66.61 ms β 20.87 / 21.19 Β±0.21 / 21.45 ms β +3.06x faster β β QQuery 16 β 7.26 / 7.41 Β±0.20 / 7.80 ms β 6.83 / 6.99 Β±0.18 / 7.33 ms β +1.06x faster β β QQuery 17 β 82.71 / 84.53 Β±1.84 / 87.21 ms β 91.04 / 93.67 Β±2.09 / 96.32 ms β 1.11x slower β β QQuery 18 β 123.87 / 125.91 Β±1.31 / 127.40 ms β 109.04 / 110.49 Β±1.68 / 113.78 ms β +1.14x faster β β QQuery 19 β 41.26 / 42.15 Β±0.93 / 43.75 ms β 42.17 / 42.84 Β±0.64 / 44.01 ms β no change β β QQuery 20 β 35.54 / 36.43 Β±1.05 / 37.89 ms β 23.93 / 25.50 Β±1.97 / 29.31 ms β +1.43x faster β β QQuery 21 β 17.25 / 17.48 Β±0.26 / 17.97 ms β 14.51 / 14.75 Β±0.22 / 15.12 ms β +1.19x faster β β QQuery 22 β 63.07 / 63.75 Β±0.53 / 64.49 ms β 71.77 / 72.76 Β±0.95 / 74.13 ms β 1.14x slower β β QQuery 23 β 339.64 / 351.00 Β±11.89 / 373.57 ms β 336.43 / 343.88 Β±3.84 / 346.89 ms β no change β β QQuery 24 β 222.52 / 224.61 Β±1.76 / 227.16 ms β 166.73 / 171.51 Β±2.80 / 175.28 ms β +1.31x faster β β QQuery 25 β 109.60 / 110.28 Β±0.57 / 111.28 ms β 81.30 / 82.02 Β±0.53 / 82.72 ms β +1.34x faster β β QQuery 26 β 57.03 / 57.65 Β±0.58 / 58.51 ms β 58.66 / 59.19 Β±0.33 / 59.54 ms β no change β β QQuery 27 β 6.29 / 6.45 Β±0.17 / 6.77 ms β 6.59 / 6.66 Β±0.07 / 6.79 ms β no change β β QQuery 28 β 56.11 / 59.36 Β±2.39 / 61.61 ms β 57.81 / 61.38 Β±2.91 / 65.90 ms β no change β β QQuery 29 β 96.38 / 98.81 Β±3.13 / 104.85 ms β 65.23 / 66.06 Β±0.96 / 67.92 ms β +1.50x faster β β QQuery 30 β 32.28 / 33.26 Β±0.96 / 35.06 ms β 32.06 / 32.50 Β±0.39 / 33.03 ms β no change β β QQuery 31 β 110.20 / 111.26 Β±0.78 / 112.42 ms β 110.57 / 112.28 Β±2.08 / 116.13 ms β no change β β QQuery 32 β 20.03 / 20.28 Β±0.25 / 20.71 ms β 19.91 / 20.66 Β±0.68 / 21.85 ms β no change β β QQuery 33 β 38.04 / 39.06 Β±1.03 / 40.90 ms β 38.07 / 38.60 Β±0.34 / 38.99 ms β no change β β QQuery 34 β 9.87 / 10.34 Β±0.48 / 11.27 ms β 9.75 / 10.13 Β±0.44 / 10.91 ms β no change β β QQuery 35 β 72.89 / 73.41 Β±0.30 / 73.81 ms β 76.10 / 76.78 Β±0.41 / 77.25 ms β no change β β QQuery 36 β 6.04 / 6.16 Β±0.16 / 6.48 ms β 6.40 / 6.55 Β±0.17 / 6.88 ms β 1.06x slower β β QQuery 37 β 6.91 / 6.98 Β±0.05 / 7.05 ms β 6.53 / 6.77 Β±0.21 / 7.08 ms β no change β β QQuery 38 β 61.76 / 62.07 Β±0.28 / 62.60 ms β 61.55 / 63.41 Β±2.05 / 67.15 ms β no change β β QQuery 39 β 90.05 / 91.63 Β±1.79 / 95.10 ms β 78.49 / 79.22 Β±0.78 / 80.72 ms β +1.16x faster β β QQuery 40 β 23.24 / 23.51 Β±0.19 / 23.77 ms β 22.22 / 22.40 Β±0.19 / 22.75 ms β no change β β QQuery 41 β 11.37 / 11.57 Β±0.20 / 11.94 ms β 11.32 / 11.48 Β±0.13 / 11.71 ms β no change β β QQuery 42 β 24.02 / 24.25 Β±0.17 / 24.53 ms β 25.98 / 26.48 Β±0.35 / 26.95 ms β 1.09x slower β β QQuery 43 β 5.13 / 5.37 Β±0.20 / 5.64 ms β 5.18 / 5.29 Β±0.16 / 5.60 ms β no change β β QQuery 44 β 10.14 / 10.23 Β±0.05 / 10.26 ms β 9.42 / 10.69 Β±2.45 / 15.58 ms β no change β β QQuery 45 β 46.75 / 49.31 Β±2.73 / 54.41 ms β 23.38 / 23.93 Β±0.39 / 24.61 ms β +2.06x faster β β QQuery 46 β 13.41 / 13.88 Β±0.42 / 14.47 ms β 14.44 / 14.87 Β±0.43 / 15.66 ms β 1.07x slower β β QQuery 47 β 275.67 / 283.53 Β±5.17 / 290.28 ms β 226.57 / 231.95 Β±6.37 / 243.48 ms β +1.22x faster β β QQuery 48 β 100.82 / 101.03 Β±0.19 / 101.29 ms β 94.38 / 95.06 Β±0.35 / 95.32 ms β +1.06x faster β β QQuery 49 β 82.24 / 83.04 Β±0.52 / 83.52 ms β 72.12 / 73.40 Β±1.33 / 75.91 ms β +1.13x faster β β QQuery 50 β 61.76 / 62.31 Β±0.58 / 63.17 ms β 53.80 / 53.94 Β±0.15 / 54.18 ms β +1.16x faster β β QQuery 51 β 92.68 / 94.89 Β±1.78 / 97.04 ms β 90.45 / 92.02 Β±1.07 / 93.66 ms β no change β β QQuery 52 β 23.93 / 24.48 Β±0.46 / 25.29 ms β 26.40 / 27.14 Β±0.72 / 28.46 ms β 1.11x slower β β QQuery 53 β 29.39 / 30.03 Β±0.37 / 30.39 ms β 29.38 / 29.79 Β±0.38 / 30.48 ms β no change β β QQuery 54 β 56.87 / 57.10 Β±0.15 / 57.34 ms β 25.14 / 25.26 Β±0.19 / 25.65 ms β +2.26x faster β β QQuery 55 β 24.36 / 24.72 Β±0.28 / 25.22 ms β 24.99 / 25.39 Β±0.27 / 25.71 ms β no change β β QQuery 56 β 40.63 / 41.10 Β±0.46 / 41.80 ms β 38.01 / 38.56 Β±0.46 / 39.33 ms β +1.07x faster β β QQuery 57 β 174.91 / 176.75 Β±3.19 / 183.12 ms β 173.44 / 177.50 Β±3.07 / 182.95 ms β no change β β QQuery 58 β 113.03 / 114.86 Β±2.98 / 120.80 ms β 52.03 / 52.56 Β±0.43 / 53.19 ms β +2.19x faster β β QQuery 59 β 117.07 / 119.10 Β±2.15 / 122.88 ms β 116.38 / 117.98 Β±1.44 / 120.54 ms β no change β β QQuery 60 β 39.48 / 39.91 Β±0.36 / 40.39 ms β 38.29 / 39.20 Β±0.53 / 39.67 ms β no change β β QQuery 61 β 12.23 / 12.39 Β±0.18 / 12.72 ms β 10.72 / 10.91 Β±0.16 / 11.14 ms β +1.14x faster β β QQuery 62 β 46.22 / 46.79 Β±0.38 / 47.22 ms β 30.53 / 30.76 Β±0.17 / 30.96 ms β +1.52x faster β β QQuery 63 β 29.26 / 29.50 Β±0.28 / 30.04 ms β 29.38 / 29.54 Β±0.14 / 29.76 ms β no change β β QQuery 64 β 404.50 / 410.07 Β±4.70 / 416.15 ms β 362.28 / 366.70 Β±2.67 / 370.61 ms β +1.12x faster β β QQuery 65 β 121.76 / 125.70 Β±3.05 / 130.96 ms β 124.46 / 130.73 Β±5.41 / 138.32 ms β no change β β QQuery 66 β 81.29 / 81.75 Β±0.40 / 82.36 ms β 69.19 / 69.90 Β±0.44 / 70.53 ms β +1.17x faster β β QQuery 67 β 239.42 / 242.92 Β±3.69 / 248.42 ms β 286.69 / 293.79 Β±5.81 / 300.47 ms β 1.21x slower β β QQuery 68 β 11.83 / 12.17 Β±0.26 / 12.60 ms β 15.70 / 16.08 Β±0.29 / 16.49 ms β 1.32x slower β β QQuery 69 β 56.99 / 57.39 Β±0.62 / 58.61 ms β 65.75 / 66.01 Β±0.27 / 66.53 ms β 1.15x slower β β QQuery 70 β 105.87 / 108.42 Β±2.07 / 112.05 ms β 82.56 / 84.85 Β±4.27 / 93.38 ms β +1.28x faster β β QQuery 71 β 34.91 / 37.84 Β±4.85 / 47.52 ms β 35.38 / 36.38 Β±0.86 / 37.48 ms β no change β β QQuery 72 β 2017.69 / 2135.68 Β±97.20 / 2252.91 ms β 79.77 / 80.76 Β±1.02 / 82.64 ms β +26.45x faster β β QQuery 73 β 9.81 / 9.97 Β±0.19 / 10.32 ms β 9.72 / 10.05 Β±0.23 / 10.28 ms β no change β β QQuery 74 β 168.69 / 172.70 Β±3.12 / 177.70 ms β 180.65 / 196.37 Β±8.69 / 206.25 ms β 1.14x slower β β QQuery 75 β 149.42 / 152.38 Β±4.92 / 162.18 ms β 109.37 / 113.76 Β±5.40 / 124.02 ms β +1.34x faster β β QQuery 76 β 35.17 / 35.73 Β±0.48 / 36.32 ms β 35.33 / 35.65 Β±0.22 / 36.01 ms β no change β β QQuery 77 β 61.52 / 62.21 Β±0.50 / 63.04 ms β 61.57 / 62.03 Β±0.35 / 62.36 ms β no change β β QQuery 78 β 195.32 / 197.88 Β±1.94 / 199.96 ms β 194.76 / 199.53 Β±4.59 / 208.10 ms β no change β β QQuery 79 β 66.71 / 68.31 Β±1.33 / 70.26 ms β 80.64 / 83.01 Β±3.00 / 88.76 ms β 1.22x slower β β QQuery 80 β 99.01 / 100.81 Β±1.64 / 103.18 ms β 98.68 / 100.49 Β±1.24 / 102.56 ms β no change β β QQuery 81 β 25.78 / 25.97 Β±0.17 / 26.27 ms β 25.31 / 25.65 Β±0.17 / 25.78 ms β no change β β QQuery 82 β 16.21 / 17.52 Β±2.13 / 21.76 ms β 17.82 / 18.38 Β±0.69 / 19.70 ms β no change β β QQuery 83 β 39.92 / 41.78 Β±2.23 / 45.68 ms β 26.74 / 27.38 Β±0.61 / 28.44 ms β +1.53x faster β β QQuery 84 β 29.99 / 30.21 Β±0.19 / 30.55 ms β 37.97 / 40.98 Β±3.37 / 47.01 ms β 1.36x slower β β QQuery 85 β 105.72 / 106.77 Β±1.03 / 108.59 ms β 102.64 / 103.35 Β±0.87 / 105.07 ms β no change β β QQuery 86 β 25.64 / 27.19 Β±2.36 / 31.87 ms β 25.42 / 25.53 Β±0.14 / 25.81 ms β +1.06x faster β β QQuery 87 β 63.04 / 63.96 Β±0.93 / 65.46 ms β 62.17 / 65.03 Β±3.41 / 71.65 ms β no change β β QQuery 88 β 63.78 / 64.47 Β±0.58 / 65.52 ms β 58.87 / 59.30 Β±0.46 / 60.01 ms β +1.09x faster β β QQuery 89 β 35.43 / 35.57 Β±0.12 / 35.76 ms β 31.77 / 32.16 Β±0.24 / 32.45 ms β +1.11x faster β β QQuery 90 β 17.17 / 17.37 Β±0.19 / 17.72 ms β 14.66 / 14.88 Β±0.16 / 15.07 ms β +1.17x faster β β QQuery 91 β 46.14 / 47.37 Β±1.83 / 51.00 ms β 41.04 / 41.29 Β±0.22 / 41.68 ms β +1.15x faster β β QQuery 92 β 29.52 / 30.40 Β±0.66 / 31.53 ms β 29.47 / 29.69 Β±0.21 / 30.08 ms β no change β β QQuery 93 β 49.74 / 50.92 Β±1.03 / 52.40 ms β 49.69 / 51.63 Β±2.73 / 56.98 ms β no change β β QQuery 94 β 37.76 / 38.23 Β±0.59 / 39.35 ms β 37.60 / 38.07 Β±0.27 / 38.33 ms β no change β β QQuery 95 β 79.83 / 81.88 Β±2.71 / 87.15 ms β 79.29 / 80.30 Β±0.57 / 80.81 ms β no change β β QQuery 96 β 24.00 / 24.65 Β±1.00 / 26.60 ms β 20.74 / 20.93 Β±0.15 / 21.17 ms β +1.18x faster β β QQuery 97 β 46.95 / 47.40 Β±0.31 / 47.86 ms β 46.98 / 49.43 Β±2.73 / 54.48 ms β no change β β QQuery 98 β 43.18 / 43.72 Β±0.59 / 44.80 ms β 27.49 / 27.85 Β±0.23 / 28.08 ms β +1.57x faster β β QQuery 99 β 71.12 / 75.18 Β±3.92 / 82.38 ms β 44.88 / 45.41 Β±0.48 / 46.17 ms β +1.66x faster β βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 10018.87ms β β Total Time (perf_join-order-enumeration) β 7312.59ms β β Average Time (HEAD) β 101.20ms β β Average Time (perf_join-order-enumeration) β 73.86ms β β Queries Faster β 39 β β Queries Slower β 13 β β Queries with No Change β 47 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 | 55.0s | | Peak memory | 2.2 GiB | | Avg memory | 1.5 GiB | | CPU user | 224.2s | | 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 | 102.2s | | CPU sys | 5.2s | | 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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