adriangbot commented on PR #24086: URL: https://github.com/apache/datafusion/pull/24086#issuecomment-5897546427
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24086#issuecomment-5897086822) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing claude/datafusion-rowgroup-buffering-ec9abc (02429ca57056bfcbff5e0da06c66dfe1aa89ea70) to 953518c (merge-base) [diff](https://github.com/apache/datafusion/compare/953518cb503c329bd871bfb155845ee9430240ff..02429ca57056bfcbff5e0da06c66dfe1aa89ea70) <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" ``` </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 105.71 ms β 136.23 ms β 1.29x slower β β QQuery 2 β 1041.67 ms β 699.84 ms β +1.49x faster β β QQuery 3 β 494.03 ms β 349.27 ms β +1.41x faster β β QQuery 4 β 1780.95 ms β 1238.02 ms β +1.44x faster β β QQuery 5 β 750.89 ms β 530.55 ms β +1.42x faster β β QQuery 6 β 1046.28 ms β 445.56 ms β +2.35x faster β β QQuery 7 β 897.02 ms β 453.11 ms β +1.98x faster β β QQuery 8 β 595.80 ms β 303.15 ms β +1.97x faster β β QQuery 9 β 1149.36 ms β 1371.29 ms β 1.19x slower β β QQuery 10 β 1039.61 ms β 812.63 ms β +1.28x faster β β QQuery 11 β 1334.98 ms β 767.05 ms β +1.74x faster β β QQuery 12 β 553.64 ms β 215.17 ms β +2.57x faster β β QQuery 13 β 1490.36 ms β 657.78 ms β +2.27x faster β β QQuery 14 β 6815.17 ms β 4230.79 ms β +1.61x faster β β QQuery 15 β 561.23 ms β 375.50 ms β +1.49x faster β β QQuery 16 β 140.45 ms β 116.69 ms β +1.20x faster β β QQuery 17 β 1358.91 ms β 881.42 ms β +1.54x faster β β QQuery 18 β 1263.76 ms β 470.35 ms β +2.69x faster β β QQuery 19 β 887.50 ms β 520.83 ms β +1.70x faster β β QQuery 20 β 522.43 ms β 318.59 ms β +1.64x faster β β QQuery 21 β 836.69 ms β 392.71 ms β +2.13x faster β β QQuery 22 β 639.90 ms β 265.29 ms β +2.41x faster β β QQuery 23 β 2604.49 ms β 2456.48 ms β +1.06x faster β β QQuery 24 β 2501.39 ms β 1905.85 ms β +1.31x faster β β QQuery 25 β 1391.67 ms β 740.44 ms β +1.88x faster β β QQuery 26 β 777.27 ms β 347.51 ms β +2.24x faster β β QQuery 27 β 189.34 ms β 218.62 ms β 1.15x slower β β QQuery 28 β 476.11 ms β 338.97 ms β +1.40x faster β β QQuery 29 β 1519.39 ms β 787.36 ms β +1.93x faster β β QQuery 30 β 686.32 ms β 539.67 ms β +1.27x faster β β QQuery 31 β 2959.74 ms β 1435.78 ms β +2.06x faster β β QQuery 32 β 699.37 ms β 371.63 ms β +1.88x faster β β QQuery 33 β 1471.40 ms β 617.30 ms β +2.38x faster β β QQuery 34 β 342.28 ms β 207.34 ms β +1.65x faster β β QQuery 35 β 1476.14 ms β 749.06 ms β +1.97x faster β β QQuery 36 β 77.62 ms β 90.92 ms β 1.17x slower β β QQuery 37 β 318.19 ms β 173.92 ms β +1.83x faster β β QQuery 38 β 1145.97 ms β 615.90 ms β +1.86x faster β β QQuery 39 β 3327.85 ms β 1887.16 ms β +1.76x faster β β QQuery 40 β 474.78 ms β 426.93 ms β +1.11x faster β β QQuery 41 β 262.42 ms β 219.55 ms β +1.20x faster β β QQuery 42 β 731.53 ms β 230.55 ms β +3.17x faster β β QQuery 43 β 91.46 ms β 40.75 ms β +2.24x faster β β QQuery 44 β 143.67 ms β 188.49 ms β 1.31x slower β β QQuery 45 β 945.53 ms β 302.51 ms β +3.13x faster β β QQuery 46 β 570.62 ms β 238.86 ms β +2.39x faster β β QQuery 47 β 1931.62 ms β 1403.91 ms β +1.38x faster β β QQuery 48 β 1487.46 ms β 708.70 ms β +2.10x faster β β QQuery 49 β 989.47 ms β 491.07 ms β +2.01x faster β β QQuery 50 β 768.53 ms β 614.69 ms β +1.25x faster β β QQuery 51 β 827.66 ms β 357.14 ms β +2.32x faster β β QQuery 52 β 521.21 ms β 279.29 ms β +1.87x faster β β QQuery 53 β 776.74 ms β 336.91 ms β +2.31x faster β β QQuery 54 β 1224.19 ms β 608.98 ms β +2.01x faster β β QQuery 55 β 725.44 ms β 385.06 ms β +1.88x faster β β QQuery 56 β 999.22 ms β 466.64 ms β +2.14x faster β β QQuery 57 β 2061.97 ms β 1056.39 ms β +1.95x faster β β QQuery 58 β 1876.56 ms β 1122.43 ms β +1.67x faster β β QQuery 59 β 1084.83 ms β 703.28 ms β +1.54x faster β β QQuery 60 β 866.79 ms β 551.03 ms β +1.57x faster β β QQuery 61 β 444.72 ms β 325.02 ms β +1.37x faster β β QQuery 62 β 559.14 ms β 404.22 ms β +1.38x faster β β QQuery 63 β 713.57 ms β 331.89 ms β +2.15x faster β β QQuery 64 β 4889.11 ms β 2709.97 ms β +1.80x faster β β QQuery 65 β 1310.88 ms β 805.36 ms β +1.63x faster β β QQuery 66 β 1134.08 ms β 572.86 ms β +1.98x faster β β QQuery 67 β 866.67 ms β 649.11 ms β +1.34x faster β β QQuery 68 β 423.68 ms β 276.76 ms β +1.53x faster β β QQuery 69 β 1235.03 ms β 611.69 ms β +2.02x faster β β QQuery 70 β 1088.36 ms β 743.64 ms β +1.46x faster β β QQuery 71 β 1009.64 ms β 471.77 ms β +2.14x faster β β QQuery 72 β 1494.35 ms β 974.02 ms β +1.53x faster β β QQuery 73 β 494.68 ms β 184.32 ms β +2.68x faster β β QQuery 74 β 1547.21 ms β 748.64 ms β +2.07x faster β β QQuery 75 β 1680.49 ms β 1042.29 ms β +1.61x faster β β QQuery 76 β 726.22 ms β 515.79 ms β +1.41x faster β β QQuery 77 β 1221.65 ms β 673.30 ms β +1.81x faster β β QQuery 78 β 873.35 ms β 597.01 ms β +1.46x faster β β QQuery 79 β 990.85 ms β 494.40 ms β +2.00x faster β β QQuery 80 β 1297.06 ms β 699.46 ms β +1.85x faster β β QQuery 81 β 925.13 ms β 278.13 ms β +3.33x faster β β QQuery 82 β 1002.20 ms β 413.57 ms β +2.42x faster β β QQuery 83 β 1170.46 ms β 815.82 ms β +1.43x faster β β QQuery 84 β 851.86 ms β 385.36 ms β +2.21x faster β β QQuery 85 β 1461.10 ms β 673.66 ms β +2.17x faster β β QQuery 86 β 532.21 ms β 327.25 ms β +1.63x faster β β QQuery 87 β 1028.45 ms β 859.68 ms β +1.20x faster β β QQuery 88 β 1345.06 ms β 727.85 ms β +1.85x faster β β QQuery 89 β 807.35 ms β 332.71 ms β +2.43x faster β β QQuery 90 β 833.90 ms β 465.09 ms β +1.79x faster β β QQuery 91 β 1048.92 ms β 671.91 ms β +1.56x faster β β QQuery 92 β 742.39 ms β 394.78 ms β +1.88x faster β β QQuery 93 β 294.00 ms β 275.71 ms β +1.07x faster β β QQuery 94 β 1074.26 ms β 406.29 ms β +2.64x faster β β QQuery 95 β 1144.34 ms β 738.64 ms β +1.55x faster β β QQuery 96 β 663.60 ms β 331.27 ms β +2.00x faster β β QQuery 97 β 652.58 ms β 467.52 ms β +1.40x faster β β QQuery 98 β 607.17 ms β 314.76 ms β +1.93x faster β β QQuery 99 β 924.22 ms β 431.75 ms β +2.14x faster β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 107742.52ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 62912.13ms β β Average Time (HEAD) β 1088.31ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 635.48ms β β Queries Faster β 94 β β Queries Slower β 5 β β Queries with No Change β 0 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 105.71 / 142.63 Β±44.21 / 205.78 ms β 136.23 / 182.62 Β±30.28 / 207.33 ms β 1.28x slower β β QQuery 2 β 1041.67 / 1335.53 Β±264.79 / 1702.23 ms β 699.84 / 824.06 Β±82.81 / 947.63 ms β +1.62x faster β β QQuery 3 β 494.03 / 626.47 Β±98.78 / 774.41 ms β 349.27 / 448.66 Β±64.85 / 539.24 ms β +1.40x faster β β QQuery 4 β 1780.95 / 2273.11 Β±264.41 / 2528.31 ms β 1238.02 / 1394.42 Β±120.85 / 1589.80 ms β +1.63x faster β β QQuery 5 β 750.89 / 796.60 Β±50.79 / 892.27 ms β 530.55 / 580.36 Β±42.63 / 642.38 ms β +1.37x faster β β QQuery 6 β 1046.28 / 1189.86 Β±107.72 / 1340.35 ms β 445.56 / 689.24 Β±164.85 / 926.96 ms β +1.73x faster β β QQuery 7 β 897.02 / 1124.63 Β±168.53 / 1335.61 ms β 453.11 / 540.43 Β±83.45 / 647.64 ms β +2.08x faster β β QQuery 8 β 595.80 / 634.07 Β±31.86 / 689.11 ms β 303.15 / 454.38 Β±131.37 / 652.49 ms β +1.40x faster β β QQuery 9 β 1149.36 / 1683.63 Β±358.92 / 2214.98 ms β 1371.29 / 1735.88 Β±282.65 / 2130.64 ms β no change β β QQuery 10 β 1039.61 / 1439.39 Β±242.98 / 1751.68 ms β 812.63 / 934.28 Β±91.93 / 1060.97 ms β +1.54x faster β β QQuery 11 β 1334.98 / 1629.44 Β±173.21 / 1857.60 ms β 767.05 / 920.90 Β±121.81 / 1071.17 ms β +1.77x faster β β QQuery 12 β 553.64 / 703.48 Β±197.28 / 1083.83 ms β 215.17 / 270.95 Β±55.62 / 375.48 ms β +2.60x faster β β QQuery 13 β 1490.36 / 1655.46 Β±156.56 / 1910.84 ms β 657.78 / 672.88 Β±14.58 / 695.31 ms β +2.46x faster β β QQuery 14 β 6815.17 / 7489.91 Β±461.49 / 8118.92 ms β 4230.79 / 4620.71 Β±285.36 / 5114.86 ms β +1.62x faster β β QQuery 15 β 561.23 / 678.40 Β±95.79 / 838.55 ms β 375.50 / 444.13 Β±45.57 / 503.23 ms β +1.53x faster β β QQuery 16 β 140.45 / 183.80 Β±29.13 / 207.83 ms β 116.69 / 159.80 Β±28.49 / 206.56 ms β +1.15x faster β β QQuery 17 β 1358.91 / 1615.25 Β±237.95 / 2067.34 ms β 881.42 / 1017.40 Β±115.10 / 1175.36 ms β +1.59x faster β β QQuery 18 β 1263.76 / 1337.88 Β±78.64 / 1446.51 ms β 470.35 / 686.60 Β±138.22 / 900.94 ms β +1.95x faster β β QQuery 19 β 887.50 / 1273.24 Β±224.90 / 1593.48 ms β 520.83 / 644.93 Β±115.90 / 843.13 ms β +1.97x faster β β QQuery 20 β 522.43 / 640.68 Β±87.01 / 784.07 ms β 318.59 / 444.84 Β±69.10 / 511.24 ms β +1.44x faster β β QQuery 21 β 836.69 / 1035.68 Β±135.25 / 1216.59 ms β 392.71 / 578.05 Β±110.13 / 715.09 ms β +1.79x faster β β QQuery 22 β 639.90 / 703.35 Β±52.82 / 794.34 ms β 265.29 / 485.15 Β±143.12 / 674.59 ms β +1.45x faster β β QQuery 23 β 2604.49 / 3364.00 Β±547.01 / 3944.38 ms β 2456.48 / 2708.68 Β±245.40 / 3157.72 ms β +1.24x faster β β QQuery 24 β 2501.39 / 3102.41 Β±322.08 / 3406.83 ms β 1905.85 / 2151.20 Β±148.96 / 2365.23 ms β +1.44x faster β β QQuery 25 β 1391.67 / 1582.96 Β±190.37 / 1898.01 ms β 740.44 / 839.25 Β±88.66 / 953.12 ms β +1.89x faster β β QQuery 26 β 777.27 / 1058.02 Β±160.54 / 1271.85 ms β 347.51 / 513.57 Β±98.58 / 623.07 ms β +2.06x faster β β QQuery 27 β 189.34 / 261.10 Β±68.54 / 368.84 ms β 218.62 / 263.95 Β±43.83 / 338.32 ms β no change β β QQuery 28 β 476.11 / 500.84 Β±20.70 / 538.61 ms β 338.97 / 383.12 Β±49.61 / 459.86 ms β +1.31x faster β β QQuery 29 β 1519.39 / 1689.16 Β±190.74 / 2003.99 ms β 787.36 / 1032.70 Β±152.27 / 1190.85 ms β +1.64x faster β β QQuery 30 β 686.32 / 940.43 Β±197.39 / 1242.89 ms β 539.67 / 645.33 Β±88.25 / 750.77 ms β +1.46x faster β β QQuery 31 β 2959.74 / 3297.70 Β±309.69 / 3876.19 ms β 1435.78 / 1635.65 Β±191.76 / 1915.72 ms β +2.02x faster β β QQuery 32 β 699.37 / 1081.22 Β±218.07 / 1294.16 ms β 371.63 / 583.89 Β±122.03 / 724.36 ms β +1.85x faster β β QQuery 33 β 1471.40 / 1589.78 Β±108.58 / 1781.22 ms β 617.30 / 751.51 Β±119.41 / 951.29 ms β +2.12x faster β β QQuery 34 β 342.28 / 535.91 Β±112.11 / 672.67 ms β 207.34 / 354.25 Β±88.94 / 482.58 ms β +1.51x faster β β QQuery 35 β 1476.14 / 1663.85 Β±177.69 / 1934.04 ms β 749.06 / 985.56 Β±208.43 / 1341.35 ms β +1.69x faster β β QQuery 36 β 77.62 / 150.21 Β±47.34 / 207.72 ms β 90.92 / 137.38 Β±39.43 / 191.06 ms β +1.09x faster β β QQuery 37 β 318.19 / 484.02 Β±89.91 / 574.91 ms β 173.92 / 309.23 Β±96.38 / 420.77 ms β +1.57x faster β β QQuery 38 β 1145.97 / 1383.03 Β±149.52 / 1618.32 ms β 615.90 / 703.23 Β±69.57 / 820.13 ms β +1.97x faster β β QQuery 39 β 3327.85 / 3749.76 Β±280.06 / 4057.19 ms β 1887.16 / 1942.63 Β±81.58 / 2104.65 ms β +1.93x faster β β QQuery 40 β 474.78 / 745.95 Β±171.27 / 944.26 ms β 426.93 / 544.10 Β±101.69 / 672.68 ms β +1.37x faster β β QQuery 41 β 262.42 / 468.38 Β±162.69 / 711.97 ms β 219.55 / 297.94 Β±74.20 / 416.77 ms β +1.57x faster β β QQuery 42 β 731.53 / 834.64 Β±81.06 / 961.42 ms β 230.55 / 355.79 Β±76.29 / 462.89 ms β +2.35x faster β β QQuery 43 β 91.46 / 125.84 Β±31.93 / 186.48 ms β 40.75 / 113.16 Β±53.04 / 206.31 ms β +1.11x faster β β QQuery 44 β 143.67 / 231.94 Β±53.75 / 312.02 ms β 188.49 / 273.76 Β±65.31 / 373.22 ms β 1.18x slower β β QQuery 45 β 945.53 / 1046.81 Β±99.37 / 1183.09 ms β 302.51 / 460.34 Β±99.37 / 589.75 ms β +2.27x faster β β QQuery 46 β 570.62 / 640.70 Β±85.21 / 807.73 ms β 238.86 / 480.73 Β±183.72 / 722.45 ms β +1.33x faster β β QQuery 47 β 1931.62 / 2270.45 Β±371.13 / 2992.61 ms β 1403.91 / 1526.74 Β±69.58 / 1595.06 ms β +1.49x faster β β QQuery 48 β 1487.46 / 1657.60 Β±124.40 / 1827.99 ms β 708.70 / 813.90 Β±61.24 / 891.19 ms β +2.04x faster β β QQuery 49 β 989.47 / 1083.35 Β±92.96 / 1255.38 ms β 491.07 / 588.12 Β±63.49 / 659.18 ms β +1.84x faster β β QQuery 50 β 768.53 / 1218.25 Β±249.52 / 1520.45 ms β 614.69 / 731.49 Β±108.37 / 869.41 ms β +1.67x faster β β QQuery 51 β 827.66 / 982.51 Β±111.37 / 1173.30 ms β 357.14 / 589.11 Β±131.62 / 737.18 ms β +1.67x faster β β QQuery 52 β 521.21 / 879.96 Β±240.82 / 1107.93 ms β 279.29 / 346.03 Β±60.70 / 435.02 ms β +2.54x faster β β QQuery 53 β 776.74 / 915.87 Β±87.05 / 1011.32 ms β 336.91 / 489.07 Β±93.53 / 589.88 ms β +1.87x faster β β QQuery 54 β 1224.19 / 1617.15 Β±280.97 / 2049.27 ms β 608.98 / 745.02 Β±110.95 / 936.15 ms β +2.17x faster β β QQuery 55 β 725.44 / 882.53 Β±135.94 / 1126.19 ms β 385.06 / 431.99 Β±61.70 / 548.94 ms β +2.04x faster β β QQuery 56 β 999.22 / 1145.10 Β±86.20 / 1267.08 ms β 466.64 / 610.09 Β±129.12 / 845.65 ms β +1.88x faster β β QQuery 57 β 2061.97 / 2312.33 Β±255.78 / 2775.55 ms β 1056.39 / 1284.51 Β±207.49 / 1626.15 ms β +1.80x faster β β QQuery 58 β 1876.56 / 2372.76 Β±394.12 / 3073.25 ms β 1122.43 / 1343.36 Β±151.06 / 1548.69 ms β +1.77x faster β β QQuery 59 β 1084.83 / 1467.73 Β±201.68 / 1677.89 ms β 703.28 / 862.48 Β±80.56 / 922.48 ms β +1.70x faster β β QQuery 60 β 866.79 / 1110.94 Β±218.29 / 1482.51 ms β 551.03 / 631.21 Β±82.72 / 787.56 ms β +1.76x faster β β QQuery 61 β 444.72 / 617.50 Β±101.98 / 761.03 ms β 325.02 / 395.07 Β±100.78 / 594.70 ms β +1.56x faster β β QQuery 62 β 559.14 / 1020.66 Β±299.18 / 1457.77 ms β 404.22 / 547.99 Β±136.56 / 777.57 ms β +1.86x faster β β QQuery 63 β 713.57 / 955.30 Β±261.70 / 1446.74 ms β 331.89 / 463.68 Β±73.95 / 536.77 ms β +2.06x faster β β QQuery 64 β 4889.11 / 5213.59 Β±292.29 / 5661.75 ms β 2709.97 / 3208.38 Β±278.48 / 3545.70 ms β +1.62x faster β β QQuery 65 β 1310.88 / 1632.19 Β±225.04 / 1927.97 ms β 805.36 / 985.16 Β±132.93 / 1128.57 ms β +1.66x faster β β QQuery 66 β 1134.08 / 1309.89 Β±138.79 / 1497.63 ms β 572.86 / 654.37 Β±50.14 / 727.99 ms β +2.00x faster β β QQuery 67 β 866.67 / 1072.22 Β±140.51 / 1216.02 ms β 649.11 / 732.04 Β±74.32 / 861.95 ms β +1.46x faster β β QQuery 68 β 423.68 / 549.00 Β±107.77 / 706.66 ms β 276.76 / 444.46 Β±92.29 / 547.91 ms β +1.24x faster β β QQuery 69 β 1235.03 / 1495.09 Β±145.97 / 1642.81 ms β 611.69 / 824.19 Β±121.69 / 963.12 ms β +1.81x faster β β QQuery 70 β 1088.36 / 1254.42 Β±137.64 / 1506.45 ms β 743.64 / 805.86 Β±66.30 / 924.92 ms β +1.56x faster β β QQuery 71 β 1009.64 / 1170.39 Β±106.31 / 1291.42 ms β 471.77 / 630.95 Β±97.14 / 750.09 ms β +1.85x faster β β QQuery 72 β 1494.35 / 1760.74 Β±163.08 / 1997.85 ms β 974.02 / 1104.97 Β±182.82 / 1463.72 ms β +1.59x faster β β QQuery 73 β 494.68 / 551.95 Β±60.40 / 664.10 ms β 184.32 / 327.58 Β±91.34 / 445.70 ms β +1.68x faster β β QQuery 74 β 1547.21 / 1726.65 Β±154.37 / 1900.14 ms β 748.64 / 961.50 Β±111.27 / 1075.58 ms β +1.80x faster β β QQuery 75 β 1680.49 / 1888.19 Β±147.46 / 2127.37 ms β 1042.29 / 1206.07 Β±101.31 / 1354.41 ms β +1.57x faster β β QQuery 76 β 726.22 / 830.88 Β±97.39 / 1000.29 ms β 515.79 / 596.38 Β±70.17 / 690.76 ms β +1.39x faster β β QQuery 77 β 1221.65 / 1313.35 Β±66.94 / 1393.92 ms β 673.30 / 811.88 Β±110.66 / 946.96 ms β +1.62x faster β β QQuery 78 β 873.35 / 1055.49 Β±141.94 / 1256.72 ms β 597.01 / 769.17 Β±122.61 / 939.12 ms β +1.37x faster β β QQuery 79 β 990.85 / 1232.54 Β±188.26 / 1529.71 ms β 494.40 / 635.23 Β±120.47 / 845.26 ms β +1.94x faster β β QQuery 80 β 1297.06 / 1440.67 Β±116.64 / 1630.69 ms β 699.46 / 833.97 Β±88.18 / 948.10 ms β +1.73x faster β β QQuery 81 β 925.13 / 1116.98 Β±188.42 / 1440.50 ms β 278.13 / 518.45 Β±131.86 / 636.71 ms β +2.15x faster β β QQuery 82 β 1002.20 / 1200.56 Β±140.98 / 1382.11 ms β 413.57 / 615.37 Β±102.19 / 689.31 ms β +1.95x faster β β QQuery 83 β 1170.46 / 1490.94 Β±229.38 / 1717.48 ms β 815.82 / 940.72 Β±89.09 / 1048.95 ms β +1.58x faster β β QQuery 84 β 851.86 / 951.26 Β±99.29 / 1138.93 ms β 385.36 / 600.68 Β±131.35 / 737.38 ms β +1.58x faster β β QQuery 85 β 1461.10 / 1658.85 Β±164.88 / 1947.50 ms β 673.66 / 797.59 Β±91.91 / 909.15 ms β +2.08x faster β β QQuery 86 β 532.21 / 590.26 Β±47.98 / 658.34 ms β 327.25 / 489.46 Β±89.71 / 597.85 ms β +1.21x faster β β QQuery 87 β 1028.45 / 1281.55 Β±194.35 / 1521.39 ms β 859.68 / 946.18 Β±111.55 / 1156.41 ms β +1.35x faster β β QQuery 88 β 1345.06 / 1473.61 Β±69.64 / 1536.14 ms β 727.85 / 844.30 Β±61.02 / 905.76 ms β +1.75x faster β β QQuery 89 β 807.35 / 1001.22 Β±190.09 / 1341.39 ms β 332.71 / 522.31 Β±111.72 / 677.86 ms β +1.92x faster β β QQuery 90 β 833.90 / 994.64 Β±88.59 / 1090.76 ms β 465.09 / 546.67 Β±90.71 / 721.24 ms β +1.82x faster β β QQuery 91 β 1048.92 / 1226.65 Β±149.55 / 1429.02 ms β 671.91 / 780.98 Β±92.32 / 929.33 ms β +1.57x faster β β QQuery 92 β 742.39 / 937.80 Β±153.77 / 1143.46 ms β 394.78 / 520.11 Β±88.51 / 669.82 ms β +1.80x faster β β QQuery 93 β 294.00 / 426.42 Β±89.77 / 554.97 ms β 275.71 / 407.98 Β±72.97 / 492.16 ms β no change β β QQuery 94 β 1074.26 / 1329.42 Β±192.10 / 1556.22 ms β 406.29 / 555.23 Β±99.71 / 717.96 ms β +2.39x faster β β QQuery 95 β 1144.34 / 1580.34 Β±353.92 / 2166.38 ms β 738.64 / 892.91 Β±162.79 / 1174.46 ms β +1.77x faster β β QQuery 96 β 663.60 / 905.48 Β±190.13 / 1123.54 ms β 331.27 / 485.44 Β±159.85 / 699.17 ms β +1.87x faster β β QQuery 97 β 652.58 / 843.99 Β±140.97 / 1005.43 ms β 467.52 / 583.28 Β±68.75 / 664.93 ms β +1.45x faster β β QQuery 98 β 607.17 / 779.41 Β±126.15 / 934.08 ms β 314.76 / 432.86 Β±118.33 / 651.70 ms β +1.80x faster β β QQuery 99 β 924.22 / 1053.29 Β±135.07 / 1273.70 ms β 431.75 / 577.90 Β±101.65 / 750.26 ms β +1.82x faster β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 129571.05ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 77187.99ms β β Average Time (HEAD) β 1308.80ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 779.68ms β β Queries Faster β 94 β β Queries Slower β 2 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 | 655.1s | | Peak memory | 1.2 GiB | | Avg memory | 652.1 MiB | | CPU user | 119.5s | | CPU sys | 15.0s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 390.1s | | Peak memory | 1.1 GiB | | Avg memory | 607.9 MiB | | CPU user | 135.8s | | CPU sys | 10.0s | | 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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