adriangbot commented on PR #24086: URL: https://github.com/apache/datafusion/pull/24086#issuecomment-5897469699
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24086#issuecomment-5897087136) **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: 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 119.60 ms β 186.58 ms β 1.56x slower β β QQuery 2 β 528.02 ms β 612.05 ms β 1.16x slower β β QQuery 3 β 234.70 ms β 303.81 ms β 1.29x slower β β QQuery 4 β 1191.25 ms β 1093.47 ms β +1.09x faster β β QQuery 5 β 434.22 ms β 460.98 ms β 1.06x slower β β QQuery 6 β 426.52 ms β 487.14 ms β 1.14x slower β β QQuery 7 β 480.71 ms β 368.27 ms β +1.31x faster β β QQuery 8 β 568.19 ms β 339.96 ms β +1.67x faster β β QQuery 9 β 1242.85 ms β 1395.69 ms β 1.12x slower β β QQuery 10 β 517.36 ms β 602.00 ms β 1.16x slower β β QQuery 11 β 854.10 ms β 786.50 ms β +1.09x faster β β QQuery 12 β 124.79 ms β 193.92 ms β 1.55x slower β β QQuery 13 β 557.15 ms β 702.40 ms β 1.26x slower β β QQuery 14 β 3532.53 ms β 3456.08 ms β no change β β QQuery 15 β 385.27 ms β 396.11 ms β no change β β QQuery 16 β 118.13 ms β 93.06 ms β +1.27x faster β β QQuery 17 β 680.39 ms β 561.77 ms β +1.21x faster β β QQuery 18 β 472.51 ms β 445.27 ms β +1.06x faster β β QQuery 19 β 469.66 ms β 426.58 ms β +1.10x faster β β QQuery 20 β 205.89 ms β 176.12 ms β +1.17x faster β β QQuery 21 β 382.96 ms β 423.64 ms β 1.11x slower β β QQuery 22 β 422.55 ms β 329.95 ms β +1.28x faster β β QQuery 23 β 2175.68 ms β 2166.75 ms β no change β β QQuery 24 β 1880.72 ms β 1771.12 ms β +1.06x faster β β QQuery 25 β 607.01 ms β 574.53 ms β +1.06x faster β β QQuery 26 β 330.60 ms β 315.70 ms β no change β β QQuery 27 β 136.94 ms β 124.22 ms β +1.10x faster β β QQuery 28 β 364.36 ms β 351.38 ms β no change β β QQuery 29 β 580.13 ms β 708.58 ms β 1.22x slower β β QQuery 30 β 442.56 ms β 463.26 ms β no change β β QQuery 31 β 1103.26 ms β 1023.34 ms β +1.08x faster β β QQuery 32 β 348.43 ms β 303.98 ms β +1.15x faster β β QQuery 33 β 463.98 ms β 513.54 ms β 1.11x slower β β QQuery 34 β 169.98 ms β 204.91 ms β 1.21x slower β β QQuery 35 β 520.29 ms β 591.99 ms β 1.14x slower β β QQuery 36 β 42.70 ms β 40.00 ms β +1.07x faster β β QQuery 37 β 169.02 ms β 215.06 ms β 1.27x slower β β QQuery 38 β 422.58 ms β 440.61 ms β no change β β QQuery 39 β 1506.30 ms β 1722.42 ms β 1.14x slower β β QQuery 40 β 265.13 ms β 340.47 ms β 1.28x slower β β QQuery 41 β 274.81 ms β 106.35 ms β +2.58x faster β β QQuery 42 β 126.54 ms β 240.85 ms β 1.90x slower β β QQuery 43 β 37.16 ms β 106.46 ms β 2.87x slower β β QQuery 44 β 141.03 ms β 138.39 ms β no change β β QQuery 45 β 466.09 ms β 206.53 ms β +2.26x faster β β QQuery 46 β 258.62 ms β 175.74 ms β +1.47x faster β β QQuery 47 β 1125.31 ms β 1059.72 ms β +1.06x faster β β QQuery 48 β 409.58 ms β 476.24 ms β 1.16x slower β β QQuery 49 β 487.29 ms β 446.47 ms β +1.09x faster β β QQuery 50 β 534.37 ms β 471.78 ms β +1.13x faster β β QQuery 51 β 369.53 ms β 376.07 ms β no change β β QQuery 52 β 243.03 ms β 281.66 ms β 1.16x slower β β QQuery 53 β 129.21 ms β 253.52 ms β 1.96x slower β β QQuery 54 β 444.71 ms β 590.38 ms β 1.33x slower β β QQuery 55 β 177.91 ms β 238.51 ms β 1.34x slower β β QQuery 56 β 414.12 ms β 499.28 ms β 1.21x slower β β QQuery 57 β 825.27 ms β 1057.51 ms β 1.28x slower β β QQuery 58 β 1002.42 ms β 1198.51 ms β 1.20x slower β β QQuery 59 β 735.86 ms β 860.14 ms β 1.17x slower β β QQuery 60 β 474.05 ms β 550.77 ms β 1.16x slower β β QQuery 61 β 304.36 ms β 345.67 ms β 1.14x slower β β QQuery 62 β 415.54 ms β 434.88 ms β no change β β QQuery 63 β 249.34 ms β 267.83 ms β 1.07x slower β β QQuery 64 β 2535.57 ms β 2361.67 ms β +1.07x faster β β QQuery 65 β 640.09 ms β 575.59 ms β +1.11x faster β β QQuery 66 β 447.00 ms β 519.69 ms β 1.16x slower β β QQuery 67 β 633.77 ms β 538.44 ms β +1.18x faster β β QQuery 68 β 241.92 ms β 261.66 ms β 1.08x slower β β QQuery 69 β 616.98 ms β 591.79 ms β no change β β QQuery 70 β 508.06 ms β 516.46 ms β no change β β QQuery 71 β 526.15 ms β 462.78 ms β +1.14x faster β β QQuery 72 β 2341.74 ms β 2593.59 ms β 1.11x slower β β QQuery 73 β 260.22 ms β 142.38 ms β +1.83x faster β β QQuery 74 β 624.27 ms β 631.02 ms β no change β β QQuery 75 β 771.11 ms β 766.70 ms β no change β β QQuery 76 β 460.69 ms β 360.95 ms β +1.28x faster β β QQuery 77 β 543.64 ms β 596.29 ms β 1.10x slower β β QQuery 78 β 507.68 ms β 580.55 ms β 1.14x slower β β QQuery 79 β 371.16 ms β 262.67 ms β +1.41x faster β β QQuery 80 β 554.29 ms β 748.41 ms β 1.35x slower β β QQuery 81 β 433.76 ms β 550.52 ms β 1.27x slower β β QQuery 82 β 353.07 ms β 518.62 ms β 1.47x slower β β QQuery 83 β 657.72 ms β 620.15 ms β +1.06x faster β β QQuery 84 β 396.68 ms β 337.17 ms β +1.18x faster β β QQuery 85 β 534.31 ms β 583.72 ms β 1.09x slower β β QQuery 86 β 171.81 ms β 228.00 ms β 1.33x slower β β QQuery 87 β 451.36 ms β 481.38 ms β 1.07x slower β β QQuery 88 β 652.75 ms β 572.88 ms β +1.14x faster β β QQuery 89 β 283.23 ms β 220.54 ms β +1.28x faster β β QQuery 90 β 337.75 ms β 340.64 ms β no change β β QQuery 91 β 366.55 ms β 464.04 ms β 1.27x slower β β QQuery 92 β 317.67 ms β 400.80 ms β 1.26x slower β β QQuery 93 β 431.86 ms β 286.59 ms β +1.51x faster β β QQuery 94 β 488.04 ms β 299.22 ms β +1.63x faster β β QQuery 95 β 790.55 ms β 588.61 ms β +1.34x faster β β QQuery 96 β 164.63 ms β 272.72 ms β 1.66x slower β β QQuery 97 β 372.72 ms β 321.19 ms β +1.16x faster β β QQuery 98 β 293.36 ms β 339.66 ms β 1.16x slower β β QQuery 99 β 414.66 ms β 400.18 ms β no change β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 55621.96ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 56433.71ms β β Average Time (HEAD) β 561.84ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 570.04ms β β Queries Faster β 37 β β Queries Slower β 46 β β Queries with No Change β 16 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ 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 119.60 / 165.77 Β±29.83 / 206.83 ms β 186.58 / 199.32 Β±10.35 / 208.96 ms β 1.20x slower β β QQuery 2 β 528.02 / 689.32 Β±109.72 / 858.40 ms β 612.05 / 710.09 Β±75.77 / 819.31 ms β no change β β QQuery 3 β 234.70 / 376.57 Β±94.71 / 526.25 ms β 303.81 / 341.25 Β±39.79 / 416.42 ms β +1.10x faster β β QQuery 4 β 1191.25 / 1231.24 Β±52.88 / 1334.89 ms β 1093.47 / 1227.74 Β±87.83 / 1312.60 ms β no change β β QQuery 5 β 434.22 / 567.17 Β±110.07 / 720.26 ms β 460.98 / 526.83 Β±50.82 / 612.59 ms β +1.08x faster β β QQuery 6 β 426.52 / 606.47 Β±118.94 / 778.00 ms β 487.14 / 607.52 Β±70.84 / 679.11 ms β no change β β QQuery 7 β 480.71 / 559.70 Β±55.09 / 629.52 ms β 368.27 / 451.39 Β±53.31 / 514.54 ms β +1.24x faster β β QQuery 8 β 568.19 / 658.97 Β±67.53 / 743.83 ms β 339.96 / 543.92 Β±128.65 / 716.69 ms β +1.21x faster β β QQuery 9 β 1242.85 / 1488.80 Β±155.59 / 1703.69 ms β 1395.69 / 1513.52 Β±73.58 / 1616.10 ms β no change β β QQuery 10 β 517.36 / 666.11 Β±125.98 / 876.80 ms β 602.00 / 754.13 Β±110.72 / 874.48 ms β 1.13x slower β β QQuery 11 β 854.10 / 929.31 Β±60.82 / 1012.22 ms β 786.50 / 948.77 Β±93.92 / 1060.54 ms β no change β β QQuery 12 β 124.79 / 303.48 Β±147.21 / 520.31 ms β 193.92 / 246.54 Β±57.91 / 347.05 ms β +1.23x faster β β QQuery 13 β 557.15 / 818.27 Β±177.57 / 1067.88 ms β 702.40 / 767.21 Β±45.79 / 845.44 ms β +1.07x faster β β QQuery 14 β 3532.53 / 4014.01 Β±304.80 / 4343.81 ms β 3456.08 / 3726.12 Β±237.56 / 4105.98 ms β +1.08x faster β β QQuery 15 β 385.27 / 451.48 Β±72.80 / 588.80 ms β 396.11 / 459.83 Β±41.35 / 511.99 ms β no change β β QQuery 16 β 118.13 / 143.17 Β±15.70 / 161.09 ms β 93.06 / 129.58 Β±32.82 / 188.25 ms β +1.10x faster β β QQuery 17 β 680.39 / 754.86 Β±46.54 / 816.76 ms β 561.77 / 693.04 Β±67.43 / 750.05 ms β +1.09x faster β β QQuery 18 β 472.51 / 584.84 Β±82.41 / 706.84 ms β 445.27 / 559.82 Β±85.92 / 707.67 ms β no change β β QQuery 19 β 469.66 / 604.12 Β±98.93 / 710.01 ms β 426.58 / 470.42 Β±30.30 / 510.06 ms β +1.28x faster β β QQuery 20 β 205.89 / 368.32 Β±151.21 / 630.05 ms β 176.12 / 305.49 Β±72.04 / 389.55 ms β +1.21x faster β β QQuery 21 β 382.96 / 473.66 Β±51.36 / 520.70 ms β 423.64 / 491.38 Β±82.56 / 651.03 ms β no change β β QQuery 22 β 422.55 / 525.17 Β±75.69 / 627.48 ms β 329.95 / 490.36 Β±137.36 / 657.81 ms β +1.07x faster β β QQuery 23 β 2175.68 / 2252.81 Β±93.47 / 2430.60 ms β 2166.75 / 2351.59 Β±129.00 / 2538.86 ms β no change β β QQuery 24 β 1880.72 / 2063.47 Β±99.22 / 2153.34 ms β 1771.12 / 2011.53 Β±205.65 / 2252.38 ms β no change β β QQuery 25 β 607.01 / 752.68 Β±116.84 / 892.54 ms β 574.53 / 774.44 Β±112.19 / 890.34 ms β no change β β QQuery 26 β 330.60 / 412.18 Β±74.82 / 520.14 ms β 315.70 / 429.75 Β±108.28 / 625.56 ms β no change β β QQuery 27 β 136.94 / 228.60 Β±91.58 / 390.21 ms β 124.22 / 203.33 Β±54.49 / 258.61 ms β +1.12x faster β β QQuery 28 β 364.36 / 385.81 Β±24.45 / 431.95 ms β 351.38 / 389.81 Β±31.57 / 441.10 ms β no change β β QQuery 29 β 580.13 / 765.78 Β±138.11 / 988.45 ms β 708.58 / 760.72 Β±55.33 / 854.81 ms β no change β β QQuery 30 β 442.56 / 560.64 Β±96.14 / 690.78 ms β 463.26 / 538.30 Β±66.37 / 623.57 ms β no change β β QQuery 31 β 1103.26 / 1354.47 Β±181.69 / 1629.19 ms β 1023.34 / 1222.04 Β±190.89 / 1561.89 ms β +1.11x faster β β QQuery 32 β 348.43 / 408.43 Β±50.62 / 490.55 ms β 303.98 / 427.38 Β±129.45 / 622.11 ms β no change β β QQuery 33 β 463.98 / 549.03 Β±66.89 / 631.33 ms β 513.54 / 585.57 Β±92.46 / 764.40 ms β 1.07x slower β β QQuery 34 β 169.98 / 257.61 Β±67.12 / 343.55 ms β 204.91 / 272.54 Β±60.85 / 381.29 ms β 1.06x slower β β QQuery 35 β 520.29 / 656.70 Β±112.43 / 814.53 ms β 591.99 / 729.39 Β±72.36 / 792.35 ms β 1.11x slower β β QQuery 36 β 42.70 / 171.24 Β±64.58 / 207.76 ms β 40.00 / 95.13 Β±44.59 / 137.81 ms β +1.80x faster β β QQuery 37 β 169.02 / 253.75 Β±83.17 / 409.61 ms β 215.06 / 248.46 Β±24.75 / 288.89 ms β no change β β QQuery 38 β 422.58 / 568.12 Β±130.79 / 789.35 ms β 440.61 / 661.66 Β±120.26 / 780.86 ms β 1.16x slower β β QQuery 39 β 1506.30 / 1658.69 Β±150.59 / 1927.39 ms β 1722.42 / 1889.29 Β±136.14 / 2025.89 ms β 1.14x slower β β QQuery 40 β 265.13 / 395.76 Β±69.06 / 460.19 ms β 340.47 / 449.85 Β±84.35 / 592.75 ms β 1.14x slower β β QQuery 41 β 274.81 / 332.30 Β±33.87 / 376.14 ms β 106.35 / 225.01 Β±131.51 / 475.38 ms β +1.48x faster β β QQuery 42 β 126.54 / 237.81 Β±92.10 / 349.57 ms β 240.85 / 398.41 Β±92.81 / 522.87 ms β 1.68x slower β β QQuery 43 β 37.16 / 112.08 Β±61.22 / 186.66 ms β 106.46 / 121.54 Β±18.64 / 157.20 ms β 1.08x slower β β QQuery 44 β 141.03 / 192.82 Β±54.75 / 298.06 ms β 138.39 / 257.03 Β±83.53 / 362.10 ms β 1.33x slower β β QQuery 45 β 466.09 / 561.53 Β±74.39 / 687.89 ms β 206.53 / 429.80 Β±143.73 / 597.69 ms β +1.31x faster β β QQuery 46 β 258.62 / 343.48 Β±54.82 / 416.00 ms β 175.74 / 336.81 Β±84.04 / 410.92 ms β no change β β QQuery 47 β 1125.31 / 1337.54 Β±200.31 / 1665.45 ms β 1059.72 / 1302.99 Β±145.24 / 1447.47 ms β no change β β QQuery 48 β 409.58 / 619.33 Β±112.50 / 725.69 ms β 476.24 / 642.37 Β±117.68 / 838.88 ms β no change β β QQuery 49 β 487.29 / 539.86 Β±64.66 / 659.32 ms β 446.47 / 500.95 Β±35.79 / 557.40 ms β +1.08x faster β β QQuery 50 β 534.37 / 678.72 Β±93.30 / 790.67 ms β 471.78 / 690.58 Β±214.70 / 1079.24 ms β no change β β QQuery 51 β 369.53 / 510.40 Β±84.08 / 621.74 ms β 376.07 / 558.06 Β±100.15 / 664.92 ms β 1.09x slower β β QQuery 52 β 243.03 / 356.11 Β±91.65 / 454.22 ms β 281.66 / 397.55 Β±90.21 / 509.83 ms β 1.12x slower β β QQuery 53 β 129.21 / 322.41 Β±111.55 / 439.65 ms β 253.52 / 387.15 Β±77.83 / 466.19 ms β 1.20x slower β β QQuery 54 β 444.71 / 723.32 Β±162.18 / 903.55 ms β 590.38 / 799.01 Β±123.07 / 977.08 ms β 1.10x slower β β QQuery 55 β 177.91 / 352.05 Β±122.92 / 528.82 ms β 238.51 / 389.83 Β±100.11 / 529.42 ms β 1.11x slower β β QQuery 56 β 414.12 / 572.40 Β±80.40 / 630.34 ms β 499.28 / 602.56 Β±90.40 / 760.16 ms β 1.05x slower β β QQuery 57 β 825.27 / 1211.58 Β±201.63 / 1374.75 ms β 1057.51 / 1224.77 Β±171.53 / 1544.09 ms β no change β β QQuery 58 β 1002.42 / 1183.66 Β±140.38 / 1428.90 ms β 1198.51 / 1345.22 Β±110.83 / 1474.50 ms β 1.14x slower β β QQuery 59 β 735.86 / 902.38 Β±106.01 / 1054.04 ms β 860.14 / 960.85 Β±69.97 / 1041.40 ms β 1.06x slower β β QQuery 60 β 474.05 / 544.25 Β±73.17 / 685.38 ms β 550.77 / 598.06 Β±29.47 / 632.90 ms β 1.10x slower β β QQuery 61 β 304.36 / 341.32 Β±38.60 / 414.19 ms β 345.67 / 384.89 Β±24.49 / 417.29 ms β 1.13x slower β β QQuery 62 β 415.54 / 503.29 Β±53.30 / 581.28 ms β 434.88 / 595.89 Β±159.36 / 859.73 ms β 1.18x slower β β QQuery 63 β 249.34 / 403.95 Β±87.25 / 494.08 ms β 267.83 / 396.87 Β±74.17 / 495.64 ms β no change β β QQuery 64 β 2535.57 / 2769.85 Β±234.92 / 3184.92 ms β 2361.67 / 2918.36 Β±284.47 / 3164.62 ms β 1.05x slower β β QQuery 65 β 640.09 / 772.75 Β±74.65 / 856.40 ms β 575.59 / 686.64 Β±59.71 / 743.84 ms β +1.13x faster β β QQuery 66 β 447.00 / 623.49 Β±97.83 / 716.19 ms β 519.69 / 631.57 Β±100.62 / 818.85 ms β no change β β QQuery 67 β 633.77 / 745.24 Β±96.50 / 870.08 ms β 538.44 / 766.43 Β±146.45 / 943.95 ms β no change β β QQuery 68 β 241.92 / 318.55 Β±55.25 / 389.86 ms β 261.66 / 315.69 Β±36.02 / 372.53 ms β no change β β QQuery 69 β 616.98 / 770.07 Β±121.35 / 942.85 ms β 591.79 / 775.12 Β±172.09 / 1078.16 ms β no change β β QQuery 70 β 508.06 / 592.77 Β±76.54 / 703.32 ms β 516.46 / 654.46 Β±116.29 / 855.74 ms β 1.10x slower β β QQuery 71 β 526.15 / 568.81 Β±46.37 / 632.50 ms β 462.78 / 540.69 Β±58.86 / 636.04 ms β no change β β QQuery 72 β 2341.74 / 2561.95 Β±162.94 / 2772.65 ms β 2593.59 / 2697.94 Β±54.03 / 2742.57 ms β 1.05x slower β β QQuery 73 β 260.22 / 322.89 Β±44.08 / 394.80 ms β 142.38 / 232.82 Β±50.57 / 298.32 ms β +1.39x faster β β QQuery 74 β 624.27 / 770.50 Β±114.83 / 913.56 ms β 631.02 / 822.57 Β±100.26 / 910.85 ms β 1.07x slower β β QQuery 75 β 771.11 / 915.64 Β±97.70 / 1060.05 ms β 766.70 / 914.49 Β±129.19 / 1152.53 ms β no change β β QQuery 76 β 460.69 / 538.09 Β±38.87 / 562.71 ms β 360.95 / 513.60 Β±94.15 / 635.51 ms β no change β β QQuery 77 β 543.64 / 649.01 Β±105.76 / 834.12 ms β 596.29 / 722.36 Β±86.16 / 862.87 ms β 1.11x slower β β QQuery 78 β 507.68 / 647.64 Β±88.16 / 768.92 ms β 580.55 / 673.19 Β±65.51 / 779.30 ms β no change β β QQuery 79 β 371.16 / 467.84 Β±92.26 / 637.01 ms β 262.67 / 500.39 Β±128.29 / 632.02 ms β 1.07x slower β β QQuery 80 β 554.29 / 743.62 Β±107.88 / 885.81 ms β 748.41 / 789.84 Β±28.29 / 822.33 ms β 1.06x slower β β QQuery 81 β 433.76 / 545.15 Β±105.71 / 728.44 ms β 550.52 / 587.77 Β±53.61 / 693.25 ms β 1.08x slower β β QQuery 82 β 353.07 / 504.56 Β±92.67 / 644.33 ms β 518.62 / 580.88 Β±47.30 / 645.30 ms β 1.15x slower β β QQuery 83 β 657.72 / 751.25 Β±59.46 / 811.00 ms β 620.15 / 766.98 Β±122.64 / 933.47 ms β no change β β QQuery 84 β 396.68 / 428.97 Β±42.62 / 511.36 ms β 337.17 / 537.25 Β±122.76 / 669.66 ms β 1.25x slower β β QQuery 85 β 534.31 / 596.01 Β±76.27 / 741.46 ms β 583.72 / 782.81 Β±121.64 / 911.84 ms β 1.31x slower β β QQuery 86 β 171.81 / 339.09 Β±149.43 / 563.62 ms β 228.00 / 325.49 Β±76.77 / 442.84 ms β no change β β QQuery 87 β 451.36 / 578.11 Β±116.22 / 765.02 ms β 481.38 / 579.15 Β±92.29 / 742.67 ms β no change β β QQuery 88 β 652.75 / 698.80 Β±29.38 / 745.02 ms β 572.88 / 645.34 Β±56.83 / 735.26 ms β +1.08x faster β β QQuery 89 β 283.23 / 434.12 Β±89.44 / 516.30 ms β 220.54 / 384.18 Β±131.81 / 574.98 ms β +1.13x faster β β QQuery 90 β 337.75 / 461.22 Β±72.78 / 551.28 ms β 340.64 / 455.50 Β±74.48 / 575.22 ms β no change β β QQuery 91 β 366.55 / 651.30 Β±180.59 / 872.95 ms β 464.04 / 635.33 Β±117.10 / 792.17 ms β no change β β QQuery 92 β 317.67 / 395.69 Β±58.76 / 499.84 ms β 400.80 / 462.28 Β±36.85 / 504.69 ms β 1.17x slower β β QQuery 93 β 431.86 / 552.53 Β±125.46 / 789.41 ms β 286.59 / 448.96 Β±90.05 / 544.35 ms β +1.23x faster β β QQuery 94 β 488.04 / 555.58 Β±43.86 / 620.26 ms β 299.22 / 520.43 Β±160.43 / 719.37 ms β +1.07x faster β β QQuery 95 β 790.55 / 870.95 Β±65.41 / 952.72 ms β 588.61 / 744.69 Β±136.33 / 967.15 ms β +1.17x faster β β QQuery 96 β 164.63 / 309.22 Β±108.71 / 438.76 ms β 272.72 / 410.02 Β±97.98 / 552.88 ms β 1.33x slower β β QQuery 97 β 372.72 / 467.20 Β±71.22 / 550.11 ms β 321.19 / 539.47 Β±148.03 / 700.01 ms β 1.15x slower β β QQuery 98 β 293.36 / 333.83 Β±29.47 / 369.98 ms β 339.66 / 462.60 Β±69.65 / 548.53 ms β 1.39x slower β β QQuery 99 β 414.66 / 582.51 Β±198.98 / 899.98 ms β 400.18 / 565.79 Β±130.53 / 792.07 ms β no change β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 68393.98ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 69342.33ms β β Average Time (HEAD) β 690.85ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 700.43ms β β Queries Faster β 25 β β Queries Slower β 37 β β Queries with No Change β 37 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ ``` </p> </details> <details><summary>Resource Usage</summary> **tpcds β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 350.1s | | Peak memory | 1.1 GiB | | Avg memory | 603.7 MiB | | CPU user | 225.7s | | CPU sys | 11.8s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 355.1s | | Peak memory | 1.0 GiB | | Avg memory | 584.8 MiB | | CPU user | 231.8s | | CPU sys | 11.9s | | 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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