adriangbot commented on PR #24086: URL: https://github.com/apache/datafusion/pull/24086#issuecomment-5849150681
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24086#issuecomment-5848927040) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing claude/datafusion-rowgroup-buffering-ec9abc (3d7d334f5d242f4f47c44617299a98315c8a01c3) to e8e41ae (merge-base) [diff](https://github.com/apache/datafusion/compare/e8e41ae958a5e6856ab9b0e7d8fb5deece0a9e91..3d7d334f5d242f4f47c44617299a98315c8a01c3) <details><summary>Run configuration</summary> ```yaml run benchmark tpcds env: DATAFUSION_EXECUTION_PARQUET_PUSHDOWN_FILTERS: "true" SIMULATE_LATENCY: "true" changed: env: DATAFUSION_EXECUTION_PARQUET_READ_AHEAD_BYTES: "104857600" DATAFUSION_EXECUTION_PARQUET_READ_AHEAD_CONDITIONAL: "true" ``` </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 claude_datafusion-rowgroup-buffering-ec9abc -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β claude_datafusion-rowgroup-buffering-ec9abc β Change β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 156.62 ms β 155.69 ms β no change β β QQuery 2 β 1216.50 ms β 765.01 ms β +1.59x faster β β QQuery 3 β 701.67 ms β 291.85 ms β +2.40x faster β β QQuery 4 β 2224.99 ms β 1307.72 ms β +1.70x faster β β QQuery 5 β 830.05 ms β 530.79 ms β +1.56x faster β β QQuery 6 β 1086.88 ms β 673.71 ms β +1.61x faster β β QQuery 7 β 1084.73 ms β 543.51 ms β +2.00x faster β β QQuery 8 β 473.37 ms β 407.85 ms β +1.16x faster β β QQuery 9 β 1458.32 ms β 1521.62 ms β no change β β QQuery 10 β 1428.95 ms β 884.55 ms β +1.62x faster β β QQuery 11 β 1671.01 ms β 920.73 ms β +1.81x faster β β QQuery 12 β 667.70 ms β 296.88 ms β +2.25x faster β β QQuery 13 β 1468.65 ms β 668.64 ms β +2.20x faster β β QQuery 14 β 7108.03 ms β 4521.64 ms β +1.57x faster β β QQuery 15 β 738.86 ms β 414.58 ms β +1.78x faster β β QQuery 16 β 157.57 ms β 106.25 ms β +1.48x faster β β QQuery 17 β 1459.37 ms β 863.92 ms β +1.69x faster β β QQuery 18 β 1166.37 ms β 717.58 ms β +1.63x faster β β QQuery 19 β 1138.44 ms β 490.02 ms β +2.32x faster β β QQuery 20 β 552.97 ms β 351.99 ms β +1.57x faster β β QQuery 21 β 912.06 ms β 534.43 ms β +1.71x faster β β QQuery 22 β 786.40 ms β 500.62 ms β +1.57x faster β β QQuery 23 β 3174.73 ms β 2369.84 ms β +1.34x faster β β QQuery 24 β 3146.76 ms β 2292.22 ms β +1.37x faster β β QQuery 25 β 1565.65 ms β 767.41 ms β +2.04x faster β β QQuery 26 β 1056.70 ms β 435.51 ms β +2.43x faster β β QQuery 27 β 213.61 ms β 140.38 ms β +1.52x faster β β QQuery 28 β 503.36 ms β 351.46 ms β +1.43x faster β β QQuery 29 β 1642.64 ms β 1004.97 ms β +1.63x faster β β QQuery 30 β 886.57 ms β 506.55 ms β +1.75x faster β β QQuery 31 β 2978.52 ms β 1310.57 ms β +2.27x faster β β QQuery 32 β 1016.15 ms β 497.26 ms β +2.04x faster β β QQuery 33 β 1265.24 ms β 701.44 ms β +1.80x faster β β QQuery 34 β 484.29 ms β 231.81 ms β +2.09x faster β β QQuery 35 β 1526.66 ms β 823.53 ms β +1.85x faster β β QQuery 36 β 107.74 ms β 106.01 ms β no change β β QQuery 37 β 429.71 ms β 251.22 ms β +1.71x faster β β QQuery 38 β 1312.25 ms β 798.83 ms β +1.64x faster β β QQuery 39 β 3386.07 ms β 1978.02 ms β +1.71x faster β β QQuery 40 β 733.69 ms β 442.73 ms β +1.66x faster β β QQuery 41 β 389.34 ms β 176.26 ms β +2.21x faster β β QQuery 42 β 774.82 ms β 289.73 ms β +2.67x faster β β QQuery 43 β 115.99 ms β 76.07 ms β +1.52x faster β β QQuery 44 β 195.46 ms β 195.93 ms β no change β β QQuery 45 β 1083.40 ms β 488.34 ms β +2.22x faster β β QQuery 46 β 574.99 ms β 441.12 ms β +1.30x faster β β QQuery 47 β 2485.09 ms β 1413.97 ms β +1.76x faster β β QQuery 48 β 1462.63 ms β 636.38 ms β +2.30x faster β β QQuery 49 β 900.36 ms β 520.88 ms β +1.73x faster β β QQuery 50 β 1062.01 ms β 609.18 ms β +1.74x faster β β QQuery 51 β 1072.44 ms β 555.79 ms β +1.93x faster β β QQuery 52 β 741.98 ms β 409.47 ms β +1.81x faster β β QQuery 53 β 877.80 ms β 484.53 ms β +1.81x faster β β QQuery 54 β 1380.08 ms β 866.97 ms β +1.59x faster β β QQuery 55 β 773.29 ms β 288.44 ms β +2.68x faster β β QQuery 56 β 1113.62 ms β 532.75 ms β +2.09x faster β β QQuery 57 β 2253.62 ms β 1266.61 ms β +1.78x faster β β QQuery 58 β 2425.31 ms β 1246.44 ms β +1.95x faster β β QQuery 59 β 1575.16 ms β 865.48 ms β +1.82x faster β β QQuery 60 β 1110.80 ms β 562.80 ms β +1.97x faster β β QQuery 61 β 571.17 ms β 459.77 ms β +1.24x faster β β QQuery 62 β 871.35 ms β 515.23 ms β +1.69x faster β β QQuery 63 β 948.24 ms β 478.98 ms β +1.98x faster β β QQuery 64 β 5540.10 ms β 2940.28 ms β +1.88x faster β β QQuery 65 β 1366.19 ms β 864.94 ms β +1.58x faster β β QQuery 66 β 1227.07 ms β 625.74 ms β +1.96x faster β β QQuery 67 β 1054.68 ms β 696.76 ms β +1.51x faster β β QQuery 68 β 452.61 ms β 360.28 ms β +1.26x faster β β QQuery 69 β 1575.38 ms β 814.71 ms β +1.93x faster β β QQuery 70 β 1315.98 ms β 830.32 ms β +1.58x faster β β QQuery 71 β 1071.65 ms β 549.58 ms β +1.95x faster β β QQuery 72 β 1830.13 ms β 1044.52 ms β +1.75x faster β β QQuery 73 β 546.29 ms β 226.55 ms β +2.41x faster β β QQuery 74 β 1502.61 ms β 873.54 ms β +1.72x faster β β QQuery 75 β 1761.15 ms β 1127.92 ms β +1.56x faster β β QQuery 76 β 760.73 ms β 485.70 ms β +1.57x faster β β QQuery 77 β 1201.84 ms β 658.23 ms β +1.83x faster β β QQuery 78 β 990.92 ms β 725.08 ms β +1.37x faster β β QQuery 79 β 1235.73 ms β 587.54 ms β +2.10x faster β β QQuery 80 β 1355.30 ms β 829.07 ms β +1.63x faster β β QQuery 81 β 976.46 ms β 544.09 ms β +1.79x faster β β QQuery 82 β 1037.08 ms β 623.15 ms β +1.66x faster β β QQuery 83 β 1564.83 ms β 890.48 ms β +1.76x faster β β QQuery 84 β 808.57 ms β 522.56 ms β +1.55x faster β β QQuery 85 β 1700.88 ms β 889.07 ms β +1.91x faster β β QQuery 86 β 592.24 ms β 297.29 ms β +1.99x faster β β QQuery 87 β 1299.45 ms β 851.59 ms β +1.53x faster β β QQuery 88 β 1318.56 ms β 915.96 ms β +1.44x faster β β QQuery 89 β 958.86 ms β 479.78 ms β +2.00x faster β β QQuery 90 β 847.67 ms β 512.72 ms β +1.65x faster β β QQuery 91 β 1292.64 ms β 603.08 ms β +2.14x faster β β QQuery 92 β 1025.06 ms β 563.65 ms β +1.82x faster β β QQuery 93 β 495.21 ms β 311.95 ms β +1.59x faster β β QQuery 94 β 1088.77 ms β 590.54 ms β +1.84x faster β β QQuery 95 β 1613.12 ms β 688.60 ms β +2.34x faster β β QQuery 96 β 1121.23 ms β 475.08 ms β +2.36x faster β β QQuery 97 β 903.22 ms β 497.55 ms β +1.82x faster β β QQuery 98 β 716.21 ms β 459.80 ms β +1.56x faster β β QQuery 99 β 1036.13 ms β 519.68 ms β +1.99x faster β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 123863.35ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 71337.84ms β β Average Time (HEAD) β 1251.14ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 720.58ms β β Queries Faster β 95 β β Queries Slower β 0 β β Queries with No Change β 4 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and claude_datafusion-rowgroup-buffering-ec9abc -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β claude_datafusion-rowgroup-buffering-ec9abc β Change β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 156.62 / 178.45 Β±18.95 / 205.67 ms β 155.69 / 178.45 Β±19.26 / 205.90 ms β no change β β QQuery 2 β 1216.50 / 1299.19 Β±69.56 / 1404.07 ms β 765.01 / 808.25 Β±32.54 / 853.14 ms β +1.61x faster β β QQuery 3 β 701.67 / 777.95 Β±78.42 / 921.93 ms β 291.85 / 440.13 Β±81.42 / 541.94 ms β +1.77x faster β β QQuery 4 β 2224.99 / 2407.06 Β±138.52 / 2610.08 ms β 1307.72 / 1435.22 Β±84.28 / 1536.23 ms β +1.68x faster β β QQuery 5 β 830.05 / 910.06 Β±106.57 / 1112.75 ms β 530.79 / 584.36 Β±48.30 / 654.37 ms β +1.56x faster β β QQuery 6 β 1086.88 / 1184.14 Β±71.63 / 1273.01 ms β 673.71 / 768.21 Β±78.83 / 897.40 ms β +1.54x faster β β QQuery 7 β 1084.73 / 1175.63 Β±98.76 / 1347.17 ms β 543.51 / 612.96 Β±48.92 / 680.96 ms β +1.92x faster β β QQuery 8 β 473.37 / 580.97 Β±84.37 / 728.04 ms β 407.85 / 436.37 Β±34.21 / 478.73 ms β +1.33x faster β β QQuery 9 β 1458.32 / 1599.28 Β±99.31 / 1725.99 ms β 1521.62 / 1589.97 Β±58.85 / 1681.05 ms β no change β β QQuery 10 β 1428.95 / 1594.21 Β±88.88 / 1687.48 ms β 884.55 / 1007.70 Β±87.51 / 1142.75 ms β +1.58x faster β β QQuery 11 β 1671.01 / 1755.51 Β±77.13 / 1874.25 ms β 920.73 / 966.06 Β±25.80 / 993.55 ms β +1.82x faster β β QQuery 12 β 667.70 / 713.52 Β±36.50 / 748.47 ms β 296.88 / 424.18 Β±85.09 / 507.40 ms β +1.68x faster β β QQuery 13 β 1468.65 / 1634.76 Β±118.73 / 1822.74 ms β 668.64 / 751.10 Β±79.73 / 884.55 ms β +2.18x faster β β QQuery 14 β 7108.03 / 7711.02 Β±477.80 / 8456.49 ms β 4521.64 / 4777.38 Β±220.09 / 5117.48 ms β +1.61x faster β β QQuery 15 β 738.86 / 854.88 Β±79.60 / 937.02 ms β 414.58 / 453.39 Β±26.20 / 492.07 ms β +1.89x faster β β QQuery 16 β 157.57 / 179.30 Β±18.91 / 206.48 ms β 106.25 / 163.34 Β±47.03 / 209.85 ms β +1.10x faster β β QQuery 17 β 1459.37 / 1566.51 Β±67.13 / 1664.45 ms β 863.92 / 918.41 Β±30.19 / 954.66 ms β +1.71x faster β β QQuery 18 β 1166.37 / 1261.02 Β±62.30 / 1334.59 ms β 717.58 / 813.63 Β±52.91 / 876.26 ms β +1.55x faster β β QQuery 19 β 1138.44 / 1290.46 Β±98.10 / 1398.36 ms β 490.02 / 556.80 Β±64.28 / 673.95 ms β +2.32x faster β β QQuery 20 β 552.97 / 666.68 Β±84.75 / 779.16 ms β 351.99 / 430.54 Β±45.08 / 489.85 ms β +1.55x faster β β QQuery 21 β 912.06 / 971.25 Β±38.10 / 1009.74 ms β 534.43 / 602.42 Β±53.51 / 669.74 ms β +1.61x faster β β QQuery 22 β 786.40 / 860.36 Β±68.57 / 988.74 ms β 500.62 / 551.78 Β±28.01 / 578.05 ms β +1.56x faster β β QQuery 23 β 3174.73 / 3395.59 Β±177.17 / 3692.32 ms β 2369.84 / 2677.65 Β±170.58 / 2891.24 ms β +1.27x faster β β QQuery 24 β 3146.76 / 3337.51 Β±114.39 / 3467.23 ms β 2292.22 / 2430.07 Β±100.61 / 2552.31 ms β +1.37x faster β β QQuery 25 β 1565.65 / 1669.07 Β±85.32 / 1804.63 ms β 767.41 / 869.48 Β±71.99 / 956.98 ms β +1.92x faster β β QQuery 26 β 1056.70 / 1123.21 Β±48.94 / 1164.70 ms β 435.51 / 517.22 Β±44.63 / 552.94 ms β +2.17x faster β β QQuery 27 β 213.61 / 286.46 Β±41.45 / 338.62 ms β 140.38 / 192.57 Β±37.27 / 246.46 ms β +1.49x faster β β QQuery 28 β 503.36 / 536.44 Β±43.34 / 621.79 ms β 351.46 / 418.53 Β±36.10 / 455.56 ms β +1.28x faster β β QQuery 29 β 1642.64 / 1724.79 Β±48.03 / 1786.09 ms β 1004.97 / 1054.77 Β±26.84 / 1085.74 ms β +1.64x faster β β QQuery 30 β 886.57 / 1010.10 Β±74.98 / 1112.45 ms β 506.55 / 623.08 Β±89.20 / 746.88 ms β +1.62x faster β β QQuery 31 β 2978.52 / 3194.46 Β±135.74 / 3407.34 ms β 1310.57 / 1520.23 Β±112.48 / 1639.28 ms β +2.10x faster β β QQuery 32 β 1016.15 / 1068.70 Β±50.47 / 1163.48 ms β 497.26 / 525.65 Β±22.25 / 544.95 ms β +2.03x faster β β QQuery 33 β 1265.24 / 1422.81 Β±99.43 / 1548.32 ms β 701.44 / 769.68 Β±56.40 / 856.29 ms β +1.85x faster β β QQuery 34 β 484.29 / 515.86 Β±24.73 / 536.54 ms β 231.81 / 324.93 Β±54.36 / 399.32 ms β +1.59x faster β β QQuery 35 β 1526.66 / 1571.13 Β±38.95 / 1623.84 ms β 823.53 / 866.12 Β±26.32 / 901.48 ms β +1.81x faster β β QQuery 36 β 107.74 / 159.72 Β±35.47 / 207.68 ms β 106.01 / 158.91 Β±36.07 / 207.74 ms β no change β β QQuery 37 β 429.71 / 456.10 Β±15.21 / 476.39 ms β 251.22 / 317.92 Β±42.12 / 377.85 ms β +1.43x faster β β QQuery 38 β 1312.25 / 1410.88 Β±56.10 / 1462.63 ms β 798.83 / 896.22 Β±62.26 / 976.17 ms β +1.57x faster β β QQuery 39 β 3386.07 / 3543.58 Β±93.54 / 3665.01 ms β 1978.02 / 2063.37 Β±57.94 / 2139.87 ms β +1.72x faster β β QQuery 40 β 733.69 / 816.27 Β±69.30 / 894.10 ms β 442.73 / 488.92 Β±37.52 / 521.21 ms β +1.67x faster β β QQuery 41 β 389.34 / 513.84 Β±64.86 / 570.44 ms β 176.26 / 275.41 Β±71.78 / 374.78 ms β +1.87x faster β β QQuery 42 β 774.82 / 862.51 Β±55.17 / 944.93 ms β 289.73 / 438.45 Β±82.01 / 542.54 ms β +1.97x faster β β QQuery 43 β 115.99 / 160.02 Β±32.88 / 206.60 ms β 76.07 / 125.62 Β±39.58 / 185.80 ms β +1.27x faster β β QQuery 44 β 195.46 / 243.44 Β±45.02 / 300.43 ms β 195.93 / 259.87 Β±46.26 / 301.22 ms β 1.07x slower β β QQuery 45 β 1083.40 / 1086.03 Β±1.65 / 1088.05 ms β 488.34 / 608.20 Β±84.13 / 735.75 ms β +1.79x faster β β QQuery 46 β 574.99 / 634.48 Β±53.01 / 718.48 ms β 441.12 / 559.55 Β±83.75 / 687.91 ms β +1.13x faster β β QQuery 47 β 2485.09 / 2488.22 Β±2.74 / 2492.17 ms β 1413.97 / 1440.36 Β±18.49 / 1460.01 ms β +1.73x faster β β QQuery 48 β 1462.63 / 1567.75 Β±80.70 / 1707.68 ms β 636.38 / 745.78 Β±84.05 / 894.60 ms β +2.10x faster β β QQuery 49 β 900.36 / 1069.04 Β±136.11 / 1239.78 ms β 520.88 / 582.63 Β±49.88 / 673.16 ms β +1.83x faster β β QQuery 50 β 1062.01 / 1144.64 Β±63.11 / 1240.98 ms β 609.18 / 720.63 Β±67.88 / 805.78 ms β +1.59x faster β β QQuery 51 β 1072.44 / 1079.45 Β±5.59 / 1088.06 ms β 555.79 / 591.55 Β±26.49 / 614.33 ms β +1.82x faster β β QQuery 52 β 741.98 / 831.74 Β±55.35 / 889.87 ms β 409.47 / 453.73 Β±29.70 / 497.35 ms β +1.83x faster β β QQuery 53 β 877.80 / 929.64 Β±33.02 / 975.37 ms β 484.53 / 507.34 Β±24.63 / 538.23 ms β +1.83x faster β β QQuery 54 β 1380.08 / 1519.60 Β±86.37 / 1594.97 ms β 866.97 / 871.35 Β±2.75 / 874.21 ms β +1.74x faster β β QQuery 55 β 773.29 / 862.41 Β±57.79 / 953.60 ms β 288.44 / 437.47 Β±81.97 / 540.01 ms β +1.97x faster β β QQuery 56 β 1113.62 / 1156.25 Β±22.75 / 1181.80 ms β 532.75 / 624.76 Β±73.98 / 712.31 ms β +1.85x faster β β QQuery 57 β 2253.62 / 2364.42 Β±115.06 / 2529.63 ms β 1266.61 / 1336.17 Β±60.81 / 1413.80 ms β +1.77x faster β β QQuery 58 β 2425.31 / 2585.84 Β±96.84 / 2683.16 ms β 1246.44 / 1339.78 Β±69.24 / 1434.46 ms β +1.93x faster β β QQuery 59 β 1575.16 / 1655.76 Β±56.27 / 1749.09 ms β 865.48 / 872.05 Β±4.56 / 877.41 ms β +1.90x faster β β QQuery 60 β 1110.80 / 1151.73 Β±32.29 / 1185.62 ms β 562.80 / 642.96 Β±60.46 / 717.05 ms β +1.79x faster β β QQuery 61 β 571.17 / 671.50 Β±95.55 / 841.58 ms β 459.77 / 461.35 Β±2.40 / 466.11 ms β +1.46x faster β β QQuery 62 β 871.35 / 930.24 Β±50.99 / 1001.69 ms β 515.23 / 536.43 Β±23.84 / 565.91 ms β +1.73x faster β β QQuery 63 β 948.24 / 1030.63 Β±81.89 / 1134.10 ms β 478.98 / 565.41 Β±70.44 / 624.09 ms β +1.82x faster β β QQuery 64 β 5540.10 / 5653.44 Β±103.68 / 5817.23 ms β 2940.28 / 3181.57 Β±135.06 / 3357.08 ms β +1.78x faster β β QQuery 65 β 1366.19 / 1453.21 Β±129.38 / 1709.97 ms β 864.94 / 945.10 Β±56.46 / 1022.49 ms β +1.54x faster β β QQuery 66 β 1227.07 / 1290.22 Β±69.59 / 1421.07 ms β 625.74 / 682.11 Β±53.78 / 778.77 ms β +1.89x faster β β QQuery 67 β 1054.68 / 1083.70 Β±19.42 / 1102.62 ms β 696.76 / 740.48 Β±33.59 / 784.78 ms β +1.46x faster β β QQuery 68 β 452.61 / 574.93 Β±88.04 / 723.34 ms β 360.28 / 438.96 Β±43.31 / 482.66 ms β +1.31x faster β β QQuery 69 β 1575.38 / 1692.48 Β±93.12 / 1818.28 ms β 814.71 / 874.10 Β±54.59 / 970.93 ms β +1.94x faster β β QQuery 70 β 1315.98 / 1364.10 Β±48.75 / 1424.69 ms β 830.32 / 860.72 Β±24.06 / 887.76 ms β +1.58x faster β β QQuery 71 β 1071.65 / 1096.02 Β±27.49 / 1146.83 ms β 549.58 / 611.48 Β±51.55 / 702.55 ms β +1.79x faster β β QQuery 72 β 1830.13 / 1985.27 Β±93.52 / 2108.62 ms β 1044.52 / 1218.74 Β±88.10 / 1286.85 ms β +1.63x faster β β QQuery 73 β 546.29 / 577.95 Β±20.29 / 595.09 ms β 226.55 / 298.92 Β±54.12 / 376.68 ms β +1.93x faster β β QQuery 74 β 1502.61 / 1753.58 Β±130.94 / 1880.66 ms β 873.54 / 930.43 Β±37.67 / 991.10 ms β +1.88x faster β β QQuery 75 β 1761.15 / 2104.97 Β±210.73 / 2298.13 ms β 1127.92 / 1233.38 Β±54.16 / 1279.89 ms β +1.71x faster β β QQuery 76 β 760.73 / 799.15 Β±28.83 / 840.67 ms β 485.70 / 535.77 Β±45.32 / 609.14 ms β +1.49x faster β β QQuery 77 β 1201.84 / 1322.51 Β±73.85 / 1434.60 ms β 658.23 / 864.07 Β±125.70 / 992.44 ms β +1.53x faster β β QQuery 78 β 990.92 / 1064.40 Β±59.65 / 1151.00 ms β 725.08 / 758.18 Β±24.24 / 798.01 ms β +1.40x faster β β QQuery 79 β 1235.73 / 1360.20 Β±91.69 / 1491.45 ms β 587.54 / 655.61 Β±71.52 / 782.67 ms β +2.07x faster β β QQuery 80 β 1355.30 / 1477.40 Β±71.46 / 1573.34 ms β 829.07 / 894.35 Β±42.85 / 942.01 ms β +1.65x faster β β QQuery 81 β 976.46 / 1046.73 Β±54.47 / 1110.63 ms β 544.09 / 625.47 Β±73.91 / 737.19 ms β +1.67x faster β β QQuery 82 β 1037.08 / 1146.26 Β±73.32 / 1255.35 ms β 623.15 / 669.19 Β±43.86 / 752.15 ms β +1.71x faster β β QQuery 83 β 1564.83 / 1656.32 Β±55.36 / 1732.61 ms β 890.48 / 903.78 Β±8.28 / 911.26 ms β +1.83x faster β β QQuery 84 β 808.57 / 908.46 Β±94.80 / 1071.58 ms β 522.56 / 598.00 Β±51.77 / 674.82 ms β +1.52x faster β β QQuery 85 β 1700.88 / 1743.35 Β±33.85 / 1775.49 ms β 889.07 / 962.03 Β±50.47 / 1039.14 ms β +1.81x faster β β QQuery 86 β 592.24 / 624.73 Β±35.76 / 687.07 ms β 297.29 / 422.50 Β±83.90 / 505.65 ms β +1.48x faster β β QQuery 87 β 1299.45 / 1348.39 Β±34.37 / 1380.62 ms β 851.59 / 881.33 Β±23.41 / 913.18 ms β +1.53x faster β β QQuery 88 β 1318.56 / 1399.19 Β±142.01 / 1682.86 ms β 915.96 / 921.32 Β±7.68 / 936.51 ms β +1.52x faster β β QQuery 89 β 958.86 / 1037.62 Β±62.55 / 1134.35 ms β 479.78 / 547.77 Β±75.56 / 642.06 ms β +1.89x faster β β QQuery 90 β 847.67 / 959.76 Β±79.10 / 1073.24 ms β 512.72 / 581.02 Β±67.54 / 679.90 ms β +1.65x faster β β QQuery 91 β 1292.64 / 1358.08 Β±60.31 / 1454.28 ms β 603.08 / 688.03 Β±68.11 / 812.27 ms β +1.97x faster β β QQuery 92 β 1025.06 / 1078.62 Β±50.83 / 1172.51 ms β 563.65 / 598.53 Β±27.71 / 623.57 ms β +1.80x faster β β QQuery 93 β 495.21 / 556.06 Β±56.46 / 641.56 ms β 311.95 / 460.08 Β±81.87 / 564.63 ms β +1.21x faster β β QQuery 94 β 1088.77 / 1148.81 Β±42.54 / 1207.24 ms β 590.54 / 665.23 Β±69.69 / 780.40 ms β +1.73x faster β β QQuery 95 β 1613.12 / 1670.82 Β±44.26 / 1716.36 ms β 688.60 / 850.88 Β±98.42 / 965.62 ms β +1.96x faster β β QQuery 96 β 1121.23 / 1123.12 Β±2.29 / 1127.60 ms β 475.08 / 498.53 Β±28.34 / 534.80 ms β +2.25x faster β β QQuery 97 β 903.22 / 977.84 Β±41.83 / 1032.63 ms β 497.55 / 590.14 Β±59.34 / 663.80 ms β +1.66x faster β β QQuery 98 β 716.21 / 808.46 Β±87.92 / 940.31 ms β 459.80 / 474.77 Β±16.61 / 505.42 ms β +1.70x faster β β QQuery 99 β 1036.13 / 1038.31 Β±1.61 / 1040.63 ms β 519.68 / 613.62 Β±72.54 / 738.92 ms β +1.69x faster β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 133238.56ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 79258.96ms β β Average Time (HEAD) β 1345.84ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 800.60ms β β Queries Faster β 95 β β Queries Slower β 1 β β Queries with No Change β 3 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββ ``` </p> </details> <details><summary>Resource Usage</summary> **tpcds β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 670.1s | | Peak memory | 1006.6 MiB | | Avg memory | 655.7 MiB | | CPU user | 118.3s | | CPU sys | 15.2s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 405.1s | | Peak memory | 1.1 GiB | | Avg memory | 622.2 MiB | | CPU user | 128.8s | | CPU sys | 10.9s | | 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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