adriangbot commented on PR #25487: URL: https://github.com/apache/datafusion/pull/25487#issuecomment-5745526315
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/25487#issuecomment-5745457304) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing rich-T-kid/coacler-benchmark (ed2b46cbc8b5768e702be5190db067a2275e4023) to 6e4d9ba (merge-base) [diff](https://github.com/apache/datafusion/compare/6e4d9bae3c63585cfd920d6364c0c438028acac1..ed2b46cbc8b5768e702be5190db067a2275e4023) <details><summary>Run configuration</summary> ```yaml run benchmark tpcds env: DATAFUSION_EXECUTION_TARGET_PARTITIONS: "256" ``` </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 rich-T-kid_coacler-benchmark -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³βββββββββββββ³βββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_coacler-benchmark β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 64.76 ms β 64.64 ms β no change β β QQuery 2 β 325.03 ms β 306.22 ms β +1.06x faster β β QQuery 3 β 83.78 ms β 75.77 ms β +1.11x faster β β QQuery 4 β 826.97 ms β 848.40 ms β no change β β QQuery 5 β 398.23 ms β 387.20 ms β no change β β QQuery 6 β 173.76 ms β 164.86 ms β +1.05x faster β β QQuery 7 β 124.50 ms β 121.64 ms β no change β β QQuery 8 β 160.29 ms β 165.37 ms β no change β β QQuery 9 β 256.14 ms β 249.68 ms β no change β β QQuery 10 β 147.90 ms β 148.38 ms β no change β β QQuery 11 β 548.07 ms β 522.90 ms β no change β β QQuery 12 β 123.14 ms β 107.58 ms β +1.14x faster β β QQuery 13 β 282.48 ms β 271.28 ms β no change β β QQuery 14 β 5550.87 ms β 1340.52 ms β +4.14x faster β β QQuery 15 β 122.72 ms β 113.40 ms β +1.08x faster β β QQuery 16 β 69.90 ms β 67.10 ms β no change β β QQuery 17 β 586.79 ms β 579.27 ms β no change β β QQuery 18 β 546.36 ms β 555.51 ms β no change β β QQuery 19 β 104.42 ms β 101.12 ms β no change β β QQuery 20 β 122.45 ms β 113.63 ms β +1.08x faster β β QQuery 21 β 70.31 ms β 67.23 ms β no change β β QQuery 22 β 125.47 ms β 123.63 ms β no change β β QQuery 23 β 910.55 ms β 1013.97 ms β 1.11x slower β β QQuery 24 β 570.12 ms β 550.60 ms β no change β β QQuery 25 β 624.56 ms β 617.08 ms β no change β β QQuery 26 β 96.04 ms β 97.00 ms β no change β β QQuery 27 β 61.41 ms β 66.80 ms β 1.09x slower β β QQuery 28 β 127.46 ms β 129.61 ms β no change β β QQuery 29 β 617.88 ms β 636.06 ms β no change β β QQuery 30 β 192.17 ms β 195.35 ms β no change β β QQuery 31 β 473.02 ms β 495.50 ms β no change β β QQuery 32 β 81.64 ms β 80.95 ms β no change β β QQuery 33 β 155.50 ms β 168.56 ms β 1.08x slower β β QQuery 34 β 67.50 ms β 67.11 ms β no change β β QQuery 35 β 181.53 ms β 167.78 ms β +1.08x faster β β QQuery 36 β 96.06 ms β 92.33 ms β no change β β QQuery 37 β 54.97 ms β 50.50 ms β +1.09x faster β β QQuery 38 β 223.21 ms β 215.83 ms β no change β β QQuery 39 β 303.13 ms β 277.93 ms β +1.09x faster β β QQuery 40 β 79.62 ms β 77.90 ms β no change β β QQuery 41 β 95.16 ms β 91.94 ms β no change β β QQuery 42 β 74.87 ms β 70.95 ms β +1.06x faster β β QQuery 43 β 57.80 ms β 56.52 ms β no change β β QQuery 44 β 158.70 ms β 161.11 ms β no change β β QQuery 45 β 102.36 ms β 106.41 ms β no change β β QQuery 46 β 75.46 ms β 70.60 ms β +1.07x faster β β QQuery 47 β 564.83 ms β 525.66 ms β +1.07x faster β β QQuery 48 β 258.75 ms β 258.46 ms β no change β β QQuery 49 β 305.38 ms β 272.99 ms β +1.12x faster β β QQuery 50 β 343.26 ms β 336.02 ms β no change β β QQuery 51 β 322.94 ms β 316.51 ms β no change β β QQuery 52 β 71.39 ms β 71.54 ms β no change β β QQuery 53 β 118.27 ms β 112.15 ms β +1.05x faster β β QQuery 54 β 290.49 ms β 272.66 ms β +1.07x faster β β QQuery 55 β 76.78 ms β 71.18 ms β +1.08x faster β β QQuery 56 β 134.31 ms β 125.48 ms β +1.07x faster β β QQuery 57 β 464.08 ms β 452.99 ms β no change β β QQuery 58 β 269.55 ms β 253.39 ms β +1.06x faster β β QQuery 59 β 230.68 ms β 218.84 ms β +1.05x faster β β QQuery 60 β 132.42 ms β 125.43 ms β +1.06x faster β β QQuery 61 β 38.75 ms β 36.62 ms β +1.06x faster β β QQuery 62 β 111.49 ms β 105.94 ms β no change β β QQuery 63 β 124.60 ms β 116.55 ms β +1.07x faster β β QQuery 64 β 2560.11 ms β 2675.31 ms β no change β β QQuery 65 β 586.63 ms β 596.58 ms β no change β β QQuery 66 β 242.35 ms β 227.74 ms β +1.06x faster β β QQuery 67 β 435.68 ms β 374.41 ms β +1.16x faster β β QQuery 68 β 73.69 ms β 70.92 ms β no change β β QQuery 69 β 153.00 ms β 147.25 ms β no change β β QQuery 70 β 288.52 ms β 286.83 ms β no change β β QQuery 71 β 105.54 ms β 100.97 ms β no change β β QQuery 72 β 5984.31 ms β 5895.84 ms β no change β β QQuery 73 β 66.00 ms β 64.17 ms β no change β β QQuery 74 β 395.61 ms β 395.29 ms β no change β β QQuery 75 β 953.66 ms β 890.26 ms β +1.07x faster β β QQuery 76 β 182.35 ms β 168.62 ms β +1.08x faster β β QQuery 77 β 387.78 ms β 367.42 ms β +1.06x faster β β QQuery 78 β 365.41 ms β 360.64 ms β no change β β QQuery 79 β 130.41 ms β 124.67 ms β no change β β QQuery 80 β 522.68 ms β 533.17 ms β no change β β QQuery 81 β 191.52 ms β 169.55 ms β +1.13x faster β β QQuery 82 β 69.30 ms β 69.61 ms β no change β β QQuery 83 β 191.84 ms β 171.64 ms β +1.12x faster β β QQuery 84 β 71.99 ms β 77.70 ms β 1.08x slower β β QQuery 85 β 451.26 ms β 431.88 ms β no change β β QQuery 86 β 114.65 ms β 112.53 ms β no change β β QQuery 87 β 215.26 ms β 216.48 ms β no change β β QQuery 88 β 166.08 ms β 162.10 ms β no change β β QQuery 89 β 122.42 ms β 126.74 ms β no change β β QQuery 90 β 48.69 ms β 52.51 ms β 1.08x slower β β QQuery 91 β 110.38 ms β 109.16 ms β no change β β QQuery 92 β 86.89 ms β 86.03 ms β no change β β QQuery 93 β 230.31 ms β 235.96 ms β no change β β QQuery 94 β 126.59 ms β 126.86 ms β no change β β QQuery 95 β 494.66 ms β 528.64 ms β 1.07x slower β β QQuery 96 β 41.76 ms β 43.93 ms β 1.05x slower β β QQuery 97 β 164.66 ms β 170.83 ms β no change β β QQuery 98 β 134.85 ms β 130.62 ms β no change β β QQuery 99 β 127.58 ms β 128.00 ms β no change β βββββββββββββ΄βββββββββββββ΄βββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 36747.52ms β β Total Time (rich-T-kid_coacler-benchmark) β 32157.00ms β β Average Time (HEAD) β 371.19ms β β Average Time (rich-T-kid_coacler-benchmark) β 324.82ms β β Queries Faster β 30 β β Queries Slower β 7 β β Queries with No Change β 62 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and rich-T-kid_coacler-benchmark -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_coacler-benchmark β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 64.76 / 65.73 Β±1.30 / 68.21 ms β 64.64 / 65.66 Β±1.54 / 68.73 ms β no change β β QQuery 2 β 325.03 / 356.79 Β±18.19 / 374.86 ms β 306.22 / 328.83 Β±22.56 / 371.92 ms β +1.09x faster β β QQuery 3 β 83.78 / 85.25 Β±1.45 / 87.98 ms β 75.77 / 79.96 Β±3.54 / 85.69 ms β +1.07x faster β β QQuery 4 β 826.97 / 842.89 Β±17.35 / 868.03 ms β 848.40 / 857.01 Β±8.66 / 869.98 ms β no change β β QQuery 5 β 398.23 / 416.98 Β±20.33 / 454.00 ms β 387.20 / 427.47 Β±32.71 / 468.66 ms β no change β β QQuery 6 β 173.76 / 188.62 Β±15.75 / 216.96 ms β 164.86 / 185.16 Β±23.53 / 227.01 ms β no change β β QQuery 7 β 124.50 / 134.91 Β±13.16 / 158.11 ms β 121.64 / 126.66 Β±5.93 / 136.79 ms β +1.07x faster β β QQuery 8 β 160.29 / 173.44 Β±7.96 / 181.10 ms β 165.37 / 179.13 Β±9.27 / 192.99 ms β no change β β QQuery 9 β 256.14 / 271.01 Β±12.59 / 291.98 ms β 249.68 / 265.11 Β±13.07 / 284.97 ms β no change β β QQuery 10 β 147.90 / 158.36 Β±10.04 / 176.79 ms β 148.38 / 149.56 Β±0.93 / 151.26 ms β +1.06x faster β β QQuery 11 β 548.07 / 566.73 Β±18.00 / 597.78 ms β 522.90 / 547.86 Β±28.07 / 601.10 ms β no change β β QQuery 12 β 123.14 / 126.30 Β±2.24 / 128.59 ms β 107.58 / 110.87 Β±3.26 / 116.44 ms β +1.14x faster β β QQuery 13 β 282.48 / 305.91 Β±14.32 / 320.16 ms β 271.28 / 282.65 Β±9.61 / 299.98 ms β +1.08x faster β β QQuery 14 β 5550.87 / 5914.69 Β±194.31 / 6088.50 ms β 1340.52 / 1395.54 Β±35.79 / 1429.65 ms β +4.24x faster β β QQuery 15 β 122.72 / 124.88 Β±2.51 / 129.49 ms β 113.40 / 120.85 Β±12.26 / 145.26 ms β no change β β QQuery 16 β 69.90 / 79.16 Β±13.67 / 106.19 ms β 67.10 / 70.18 Β±3.19 / 76.03 ms β +1.13x faster β β QQuery 17 β 586.79 / 608.27 Β±21.05 / 634.25 ms β 579.27 / 612.12 Β±33.91 / 673.08 ms β no change β β QQuery 18 β 546.36 / 556.59 Β±12.60 / 580.62 ms β 555.51 / 560.85 Β±3.60 / 564.83 ms β no change β β QQuery 19 β 104.42 / 112.11 Β±6.98 / 124.28 ms β 101.12 / 111.88 Β±9.61 / 129.38 ms β no change β β QQuery 20 β 122.45 / 126.96 Β±5.34 / 137.13 ms β 113.63 / 122.35 Β±10.45 / 142.72 ms β no change β β QQuery 21 β 70.31 / 80.67 Β±11.37 / 101.56 ms β 67.23 / 72.33 Β±5.87 / 83.31 ms β +1.12x faster β β QQuery 22 β 125.47 / 131.71 Β±4.22 / 136.65 ms β 123.63 / 128.36 Β±3.23 / 132.87 ms β no change β β QQuery 23 β 910.55 / 971.39 Β±39.23 / 1017.91 ms β 1013.97 / 1052.92 Β±32.61 / 1103.87 ms β 1.08x slower β β QQuery 24 β 570.12 / 599.33 Β±23.40 / 633.63 ms β 550.60 / 587.04 Β±24.79 / 621.83 ms β no change β β QQuery 25 β 624.56 / 641.50 Β±10.59 / 655.30 ms β 617.08 / 639.80 Β±21.99 / 678.07 ms β no change β β QQuery 26 β 96.04 / 105.63 Β±17.92 / 141.47 ms β 97.00 / 105.38 Β±7.35 / 115.72 ms β no change β β QQuery 27 β 61.41 / 71.52 Β±14.33 / 99.95 ms β 66.80 / 79.45 Β±22.27 / 123.90 ms β 1.11x slower β β QQuery 28 β 127.46 / 132.63 Β±5.60 / 143.06 ms β 129.61 / 138.18 Β±11.42 / 160.59 ms β no change β β QQuery 29 β 617.88 / 638.22 Β±19.98 / 668.78 ms β 636.06 / 668.83 Β±30.27 / 709.81 ms β no change β β QQuery 30 β 192.17 / 200.63 Β±8.96 / 217.05 ms β 195.35 / 206.47 Β±8.87 / 220.95 ms β no change β β QQuery 31 β 473.02 / 509.75 Β±30.11 / 555.57 ms β 495.50 / 504.44 Β±5.98 / 512.69 ms β no change β β QQuery 32 β 81.64 / 93.27 Β±16.25 / 125.36 ms β 80.95 / 95.27 Β±24.87 / 144.82 ms β no change β β QQuery 33 β 155.50 / 186.93 Β±31.37 / 226.01 ms β 168.56 / 179.07 Β±9.56 / 195.90 ms β no change β β QQuery 34 β 67.50 / 71.48 Β±6.26 / 83.87 ms β 67.11 / 68.73 Β±1.40 / 71.25 ms β no change β β QQuery 35 β 181.53 / 188.47 Β±4.53 / 193.53 ms β 167.78 / 174.45 Β±6.27 / 185.94 ms β +1.08x faster β β QQuery 36 β 96.06 / 99.68 Β±2.91 / 104.74 ms β 92.33 / 98.00 Β±7.23 / 111.52 ms β no change β β QQuery 37 β 54.97 / 55.45 Β±0.42 / 56.14 ms β 50.50 / 52.95 Β±2.82 / 58.06 ms β no change β β QQuery 38 β 223.21 / 238.60 Β±11.05 / 253.03 ms β 215.83 / 228.45 Β±9.47 / 237.84 ms β no change β β QQuery 39 β 303.13 / 317.69 Β±12.22 / 337.25 ms β 277.93 / 299.10 Β±26.84 / 349.31 ms β +1.06x faster β β QQuery 40 β 79.62 / 83.53 Β±5.46 / 94.30 ms β 77.90 / 93.05 Β±17.06 / 117.71 ms β 1.11x slower β β QQuery 41 β 95.16 / 106.72 Β±13.60 / 129.91 ms β 91.94 / 94.63 Β±1.93 / 97.75 ms β +1.13x faster β β QQuery 42 β 74.87 / 77.24 Β±2.75 / 81.65 ms β 70.95 / 78.95 Β±12.27 / 103.32 ms β no change β β QQuery 43 β 57.80 / 60.96 Β±2.76 / 65.94 ms β 56.52 / 63.49 Β±7.43 / 77.50 ms β no change β β QQuery 44 β 158.70 / 171.43 Β±9.88 / 187.83 ms β 161.11 / 176.64 Β±10.76 / 191.65 ms β no change β β QQuery 45 β 102.36 / 110.41 Β±5.75 / 119.71 ms β 106.41 / 113.76 Β±5.55 / 123.64 ms β no change β β QQuery 46 β 75.46 / 77.81 Β±1.57 / 80.33 ms β 70.60 / 73.30 Β±2.02 / 76.10 ms β +1.06x faster β β QQuery 47 β 564.83 / 578.52 Β±7.13 / 584.55 ms β 525.66 / 548.52 Β±21.21 / 581.71 ms β +1.05x faster β β QQuery 48 β 258.75 / 272.64 Β±12.76 / 292.13 ms β 258.46 / 259.43 Β±1.12 / 261.31 ms β no change β β QQuery 49 β 305.38 / 322.50 Β±18.54 / 356.39 ms β 272.99 / 302.83 Β±25.41 / 333.72 ms β +1.06x faster β β QQuery 50 β 343.26 / 358.95 Β±12.26 / 376.38 ms β 336.02 / 341.09 Β±3.22 / 345.06 ms β no change β β QQuery 51 β 322.94 / 337.01 Β±8.31 / 348.67 ms β 316.51 / 325.26 Β±9.19 / 340.55 ms β no change β β QQuery 52 β 71.39 / 86.24 Β±11.97 / 101.53 ms β 71.54 / 79.31 Β±11.02 / 100.71 ms β +1.09x faster β β QQuery 53 β 118.27 / 121.89 Β±3.09 / 126.50 ms β 112.15 / 119.89 Β±8.70 / 136.04 ms β no change β β QQuery 54 β 290.49 / 301.95 Β±10.95 / 322.48 ms β 272.66 / 290.97 Β±14.03 / 312.90 ms β no change β β QQuery 55 β 76.78 / 85.92 Β±7.99 / 96.31 ms β 71.18 / 74.84 Β±3.67 / 81.17 ms β +1.15x faster β β QQuery 56 β 134.31 / 151.21 Β±24.63 / 199.71 ms β 125.48 / 135.76 Β±9.68 / 154.18 ms β +1.11x faster β β QQuery 57 β 464.08 / 474.24 Β±7.30 / 484.19 ms β 452.99 / 472.57 Β±18.40 / 504.84 ms β no change β β QQuery 58 β 269.55 / 284.78 Β±10.93 / 296.92 ms β 253.39 / 277.21 Β±19.10 / 306.27 ms β no change β β QQuery 59 β 230.68 / 242.38 Β±9.86 / 255.04 ms β 218.84 / 227.61 Β±6.55 / 236.08 ms β +1.06x faster β β QQuery 60 β 132.42 / 143.29 Β±13.24 / 168.97 ms β 125.43 / 138.00 Β±13.28 / 160.30 ms β no change β β QQuery 61 β 38.75 / 41.28 Β±3.14 / 47.45 ms β 36.62 / 37.40 Β±0.56 / 38.08 ms β +1.10x faster β β QQuery 62 β 111.49 / 115.20 Β±4.37 / 123.76 ms β 105.94 / 110.72 Β±7.23 / 125.10 ms β no change β β QQuery 63 β 124.60 / 128.41 Β±3.28 / 133.28 ms β 116.55 / 127.22 Β±9.18 / 142.85 ms β no change β β QQuery 64 β 2560.11 / 2642.40 Β±68.05 / 2759.22 ms β 2675.31 / 2735.38 Β±49.00 / 2821.45 ms β no change β β QQuery 65 β 586.63 / 605.41 Β±14.80 / 629.63 ms β 596.58 / 620.81 Β±22.95 / 650.67 ms β no change β β QQuery 66 β 242.35 / 254.43 Β±11.95 / 277.08 ms β 227.74 / 238.11 Β±7.44 / 248.78 ms β +1.07x faster β β QQuery 67 β 435.68 / 445.39 Β±8.75 / 460.07 ms β 374.41 / 394.26 Β±10.82 / 405.90 ms β +1.13x faster β β QQuery 68 β 73.69 / 88.47 Β±16.86 / 116.60 ms β 70.92 / 78.78 Β±9.87 / 95.64 ms β +1.12x faster β β QQuery 69 β 153.00 / 158.77 Β±5.26 / 165.64 ms β 147.25 / 157.47 Β±7.74 / 167.70 ms β no change β β QQuery 70 β 288.52 / 301.10 Β±10.46 / 320.01 ms β 286.83 / 308.00 Β±18.90 / 338.06 ms β no change β β QQuery 71 β 105.54 / 115.51 Β±9.42 / 132.09 ms β 100.97 / 110.58 Β±9.29 / 127.74 ms β no change β β QQuery 72 β 5984.31 / 6125.19 Β±107.52 / 6313.27 ms β 5895.84 / 6152.04 Β±136.15 / 6284.50 ms β no change β β QQuery 73 β 66.00 / 67.99 Β±1.62 / 70.72 ms β 64.17 / 75.43 Β±21.35 / 118.10 ms β 1.11x slower β β QQuery 74 β 395.61 / 432.46 Β±37.51 / 496.83 ms β 395.29 / 411.25 Β±10.26 / 423.69 ms β no change β β QQuery 75 β 953.66 / 988.07 Β±33.34 / 1041.68 ms β 890.26 / 939.28 Β±31.44 / 989.66 ms β no change β β QQuery 76 β 182.35 / 203.60 Β±22.41 / 245.38 ms β 168.62 / 203.77 Β±29.94 / 256.03 ms β no change β β QQuery 77 β 387.78 / 407.77 Β±21.89 / 440.93 ms β 367.42 / 382.86 Β±8.18 / 390.75 ms β +1.07x faster β β QQuery 78 β 365.41 / 411.77 Β±36.22 / 472.20 ms β 360.64 / 379.09 Β±21.69 / 420.08 ms β +1.09x faster β β QQuery 79 β 130.41 / 152.56 Β±24.37 / 199.07 ms β 124.67 / 134.55 Β±11.20 / 154.59 ms β +1.13x faster β β QQuery 80 β 522.68 / 587.40 Β±42.23 / 626.76 ms β 533.17 / 584.92 Β±43.52 / 650.58 ms β no change β β QQuery 81 β 191.52 / 199.24 Β±4.81 / 204.36 ms β 169.55 / 195.69 Β±18.73 / 223.85 ms β no change β β QQuery 82 β 69.30 / 72.43 Β±1.70 / 73.96 ms β 69.61 / 71.35 Β±1.10 / 72.44 ms β no change β β QQuery 83 β 191.84 / 196.52 Β±5.07 / 206.19 ms β 171.64 / 186.83 Β±10.06 / 201.07 ms β no change β β QQuery 84 β 71.99 / 78.78 Β±3.68 / 81.99 ms β 77.70 / 86.07 Β±8.40 / 99.76 ms β 1.09x slower β β QQuery 85 β 451.26 / 523.35 Β±67.01 / 608.60 ms β 431.88 / 459.48 Β±25.70 / 496.56 ms β +1.14x faster β β QQuery 86 β 114.65 / 119.32 Β±2.93 / 122.11 ms β 112.53 / 125.59 Β±10.39 / 140.66 ms β 1.05x slower β β QQuery 87 β 215.26 / 229.28 Β±12.51 / 248.22 ms β 216.48 / 226.63 Β±5.95 / 234.03 ms β no change β β QQuery 88 β 166.08 / 172.95 Β±4.38 / 177.65 ms β 162.10 / 178.93 Β±12.34 / 195.93 ms β no change β β QQuery 89 β 122.42 / 127.00 Β±3.39 / 132.35 ms β 126.74 / 131.59 Β±4.33 / 138.17 ms β no change β β QQuery 90 β 48.69 / 50.92 Β±1.40 / 52.57 ms β 52.51 / 56.67 Β±3.29 / 60.84 ms β 1.11x slower β β QQuery 91 β 110.38 / 117.62 Β±6.30 / 128.25 ms β 109.16 / 115.49 Β±4.97 / 120.84 ms β no change β β QQuery 92 β 86.89 / 91.47 Β±3.61 / 96.01 ms β 86.03 / 90.99 Β±4.05 / 97.27 ms β no change β β QQuery 93 β 230.31 / 236.71 Β±4.31 / 242.69 ms β 235.96 / 247.53 Β±9.28 / 258.63 ms β no change β β QQuery 94 β 126.59 / 130.25 Β±2.88 / 133.86 ms β 126.86 / 139.44 Β±12.39 / 162.67 ms β 1.07x slower β β QQuery 95 β 494.66 / 513.64 Β±10.89 / 528.65 ms β 528.64 / 559.53 Β±19.99 / 581.86 ms β 1.09x slower β β QQuery 96 β 41.76 / 47.87 Β±5.54 / 55.88 ms β 43.93 / 47.01 Β±2.98 / 52.48 ms β no change β β QQuery 97 β 164.66 / 177.39 Β±7.96 / 186.33 ms β 170.83 / 181.31 Β±7.91 / 194.40 ms β no change β β QQuery 98 β 134.85 / 141.14 Β±3.70 / 146.12 ms β 130.62 / 144.16 Β±15.37 / 173.79 ms β no change β β QQuery 99 β 127.58 / 132.34 Β±3.82 / 138.03 ms β 128.00 / 130.95 Β±1.78 / 133.06 ms β no change β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 38631.12ms β β Total Time (rich-T-kid_coacler-benchmark) β 33823.22ms β β Average Time (HEAD) β 390.21ms β β Average Time (rich-T-kid_coacler-benchmark) β 341.65ms β β Queries Faster β 27 β β Queries Slower β 9 β β Queries with No Change β 63 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ ``` </p> </details> <details><summary>Resource Usage</summary> **tpcds β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 195.0s | | Peak memory | 10.0 GiB | | Avg memory | 1.6 GiB | | CPU user | 1026.3s | | CPU sys | 66.3s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 170.0s | | Peak memory | 2.8 GiB | | Avg memory | 1.3 GiB | | CPU user | 1023.7s | | CPU sys | 63.2s | | 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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