adriangbot commented on PR #24086: URL: https://github.com/apache/datafusion/pull/24086#issuecomment-5852650601
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24086#issuecomment-5852458045) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing claude/datafusion-rowgroup-buffering-ec9abc (4a9f276c58c8b1d24b5bb64a182a5658ebb1bdfb) to e8e41ae (merge-base) [diff](https://github.com/apache/datafusion/compare/e8e41ae958a5e6856ab9b0e7d8fb5deece0a9e91..4a9f276c58c8b1d24b5bb64a182a5658ebb1bdfb) <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 156.21 ms β 156.00 ms β no change β β QQuery 2 β 1214.46 ms β 762.54 ms β +1.59x faster β β QQuery 3 β 702.62 ms β 293.84 ms β +2.39x faster β β QQuery 4 β 2203.39 ms β 1399.58 ms β +1.57x faster β β QQuery 5 β 831.21 ms β 544.56 ms β +1.53x faster β β QQuery 6 β 1086.43 ms β 666.98 ms β +1.63x faster β β QQuery 7 β 1069.01 ms β 542.70 ms β +1.97x faster β β QQuery 8 β 481.68 ms β 408.72 ms β +1.18x faster β β QQuery 9 β 1502.05 ms β 1488.90 ms β no change β β QQuery 10 β 1566.23 ms β 898.63 ms β +1.74x faster β β QQuery 11 β 1708.75 ms β 981.37 ms β +1.74x faster β β QQuery 12 β 668.07 ms β 306.22 ms β +2.18x faster β β QQuery 13 β 1469.70 ms β 682.02 ms β +2.15x faster β β QQuery 14 β 7164.38 ms β 4585.51 ms β +1.56x faster β β QQuery 15 β 745.63 ms β 423.41 ms β +1.76x faster β β QQuery 16 β 158.00 ms β 107.97 ms β +1.46x faster β β QQuery 17 β 1541.02 ms β 852.72 ms β +1.81x faster β β QQuery 18 β 1192.61 ms β 730.19 ms β +1.63x faster β β QQuery 19 β 1137.08 ms β 490.19 ms β +2.32x faster β β QQuery 20 β 560.92 ms β 343.34 ms β +1.63x faster β β QQuery 21 β 909.69 ms β 533.43 ms β +1.71x faster β β QQuery 22 β 785.61 ms β 503.49 ms β +1.56x faster β β QQuery 23 β 3352.36 ms β 2269.85 ms β +1.48x faster β β QQuery 24 β 3046.33 ms β 2315.24 ms β +1.32x faster β β QQuery 25 β 1578.80 ms β 844.82 ms β +1.87x faster β β QQuery 26 β 944.90 ms β 471.49 ms β +2.00x faster β β QQuery 27 β 140.74 ms β 218.12 ms β 1.55x slower β β QQuery 28 β 502.27 ms β 357.48 ms β +1.41x faster β β QQuery 29 β 1658.48 ms β 1023.27 ms β +1.62x faster β β QQuery 30 β 797.93 ms β 484.50 ms β +1.65x faster β β QQuery 31 β 2980.35 ms β 1486.20 ms β +2.01x faster β β QQuery 32 β 1014.24 ms β 557.51 ms β +1.82x faster β β QQuery 33 β 1289.03 ms β 671.99 ms β +1.92x faster β β QQuery 34 β 562.64 ms β 226.08 ms β +2.49x faster β β QQuery 35 β 1527.88 ms β 928.42 ms β +1.65x faster β β QQuery 36 β 107.52 ms β 107.70 ms β no change β β QQuery 37 β 355.90 ms β 248.50 ms β +1.43x faster β β QQuery 38 β 1223.46 ms β 876.42 ms β +1.40x faster β β QQuery 39 β 3625.22 ms β 1986.53 ms β +1.82x faster β β QQuery 40 β 734.40 ms β 392.89 ms β +1.87x faster β β QQuery 41 β 417.34 ms β 177.12 ms β +2.36x faster β β QQuery 42 β 779.11 ms β 346.91 ms β +2.25x faster β β QQuery 43 β 106.38 ms β 91.42 ms β +1.16x faster β β QQuery 44 β 142.58 ms β 196.78 ms β 1.38x slower β β QQuery 45 β 1145.99 ms β 407.07 ms β +2.82x faster β β QQuery 46 β 636.45 ms β 394.03 ms β +1.62x faster β β QQuery 47 β 2512.47 ms β 1582.69 ms β +1.59x faster β β QQuery 48 β 1448.09 ms β 727.35 ms β +1.99x faster β β QQuery 49 β 993.78 ms β 491.43 ms β +2.02x faster β β QQuery 50 β 1104.45 ms β 638.56 ms β +1.73x faster β β QQuery 51 β 1150.08 ms β 556.07 ms β +2.07x faster β β QQuery 52 β 746.77 ms β 440.21 ms β +1.70x faster β β QQuery 53 β 925.51 ms β 475.18 ms β +1.95x faster β β QQuery 54 β 1316.73 ms β 794.51 ms β +1.66x faster β β QQuery 55 β 777.42 ms β 346.47 ms β +2.24x faster β β QQuery 56 β 1298.85 ms β 602.33 ms β +2.16x faster β β QQuery 57 β 2212.02 ms β 1253.74 ms β +1.76x faster β β QQuery 58 β 2422.12 ms β 1260.70 ms β +1.92x faster β β QQuery 59 β 1460.74 ms β 1071.05 ms β +1.36x faster β β QQuery 60 β 1301.71 ms β 603.35 ms β +2.16x faster β β QQuery 61 β 567.03 ms β 422.97 ms β +1.34x faster β β QQuery 62 β 897.80 ms β 578.99 ms β +1.55x faster β β QQuery 63 β 935.83 ms β 483.39 ms β +1.94x faster β β QQuery 64 β 5640.10 ms β 3172.77 ms β +1.78x faster β β QQuery 65 β 1384.06 ms β 796.76 ms β +1.74x faster β β QQuery 66 β 1117.73 ms β 649.52 ms β +1.72x faster β β QQuery 67 β 1103.06 ms β 686.45 ms β +1.61x faster β β QQuery 68 β 504.97 ms β 408.22 ms β +1.24x faster β β QQuery 69 β 1605.98 ms β 949.01 ms β +1.69x faster β β QQuery 70 β 1346.22 ms β 763.20 ms β +1.76x faster β β QQuery 71 β 1213.82 ms β 530.23 ms β +2.29x faster β β QQuery 72 β 1904.92 ms β 1160.72 ms β +1.64x faster β β QQuery 73 β 422.79 ms β 239.18 ms β +1.77x faster β β QQuery 74 β 1566.71 ms β 955.27 ms β +1.64x faster β β QQuery 75 β 2115.36 ms β 1043.38 ms β +2.03x faster β β QQuery 76 β 713.02 ms β 552.63 ms β +1.29x faster β β QQuery 77 β 1194.60 ms β 660.37 ms β +1.81x faster β β QQuery 78 β 1019.86 ms β 719.82 ms β +1.42x faster β β QQuery 79 β 1168.20 ms β 631.46 ms β +1.85x faster β β QQuery 80 β 1307.55 ms β 744.79 ms β +1.76x faster β β QQuery 81 β 793.01 ms β 497.50 ms β +1.59x faster β β QQuery 82 β 1056.67 ms β 641.18 ms β +1.65x faster β β QQuery 83 β 1519.96 ms β 896.85 ms β +1.69x faster β β QQuery 84 β 810.40 ms β 496.06 ms β +1.63x faster β β QQuery 85 β 1554.96 ms β 718.36 ms β +2.16x faster β β QQuery 86 β 596.99 ms β 357.85 ms β +1.67x faster β β QQuery 87 β 1385.00 ms β 887.08 ms β +1.56x faster β β QQuery 88 β 1484.66 ms β 890.45 ms β +1.67x faster β β QQuery 89 β 947.03 ms β 496.99 ms β +1.91x faster β β QQuery 90 β 904.03 ms β 446.03 ms β +2.03x faster β β QQuery 91 β 1207.34 ms β 612.05 ms β +1.97x faster β β QQuery 92 β 1028.74 ms β 507.10 ms β +2.03x faster β β QQuery 93 β 549.43 ms β 374.27 ms β +1.47x faster β β QQuery 94 β 1113.60 ms β 536.42 ms β +2.08x faster β β QQuery 95 β 1520.92 ms β 731.50 ms β +2.08x faster β β QQuery 96 β 940.64 ms β 470.63 ms β +2.00x faster β β QQuery 97 β 837.07 ms β 505.11 ms β +1.66x faster β β QQuery 98 β 693.40 ms β 317.06 ms β +2.19x faster β β QQuery 99 β 1069.27 ms β 541.83 ms β +1.97x faster β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 124938.51ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 72699.74ms β β Average Time (HEAD) β 1262.01ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 734.34ms 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 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 156.21 / 178.89 Β±18.90 / 206.10 ms β 156.00 / 178.76 Β±19.43 / 207.05 ms β no change β β QQuery 2 β 1214.46 / 1300.05 Β±70.79 / 1405.07 ms β 762.54 / 810.88 Β±33.76 / 854.69 ms β +1.60x faster β β QQuery 3 β 702.62 / 780.21 Β±77.82 / 921.59 ms β 293.84 / 442.23 Β±81.37 / 543.52 ms β +1.76x faster β β QQuery 4 β 2203.39 / 2408.16 Β±155.46 / 2552.90 ms β 1399.58 / 1439.13 Β±41.48 / 1503.62 ms β +1.67x faster β β QQuery 5 β 831.21 / 918.75 Β±97.31 / 1108.86 ms β 544.56 / 605.26 Β±39.73 / 667.24 ms β +1.52x faster β β QQuery 6 β 1086.43 / 1184.39 Β±72.26 / 1271.34 ms β 666.98 / 770.20 Β±81.67 / 898.76 ms β +1.54x faster β β QQuery 7 β 1069.01 / 1169.69 Β±87.82 / 1303.97 ms β 542.70 / 580.46 Β±36.62 / 641.49 ms β +2.02x faster β β QQuery 8 β 481.68 / 596.98 Β±82.70 / 723.81 ms β 408.72 / 438.89 Β±36.46 / 486.73 ms β +1.36x faster β β QQuery 9 β 1502.05 / 1609.72 Β±81.15 / 1709.43 ms β 1488.90 / 1585.73 Β±74.97 / 1700.25 ms β no change β β QQuery 10 β 1566.23 / 1637.56 Β±46.99 / 1697.83 ms β 898.63 / 1011.89 Β±83.44 / 1136.15 ms β +1.62x faster β β QQuery 11 β 1708.75 / 1816.02 Β±64.94 / 1884.72 ms β 981.37 / 1008.88 Β±21.99 / 1038.73 ms β +1.80x faster β β QQuery 12 β 668.07 / 714.43 Β±34.69 / 745.90 ms β 306.22 / 427.04 Β±82.70 / 508.88 ms β +1.67x faster β β QQuery 13 β 1469.70 / 1629.67 Β±99.79 / 1778.37 ms β 682.02 / 768.14 Β±74.10 / 896.10 ms β +2.12x faster β β QQuery 14 β 7164.38 / 7597.04 Β±468.68 / 8414.94 ms β 4585.51 / 4756.30 Β±140.99 / 5003.15 ms β +1.60x faster β β QQuery 15 β 745.63 / 855.57 Β±84.23 / 963.14 ms β 423.41 / 454.78 Β±20.33 / 477.79 ms β +1.88x faster β β QQuery 16 β 158.00 / 180.19 Β±20.04 / 210.70 ms β 107.97 / 163.40 Β±45.80 / 207.06 ms β +1.10x faster β β QQuery 17 β 1541.02 / 1584.75 Β±41.91 / 1660.06 ms β 852.72 / 920.74 Β±39.85 / 977.16 ms β +1.72x faster β β QQuery 18 β 1192.61 / 1277.12 Β±59.22 / 1350.66 ms β 730.19 / 817.35 Β±49.15 / 873.42 ms β +1.56x faster β β QQuery 19 β 1137.08 / 1280.26 Β±113.52 / 1461.00 ms β 490.19 / 557.35 Β±64.74 / 675.61 ms β +2.30x faster β β QQuery 20 β 560.92 / 667.92 Β±77.58 / 768.83 ms β 343.34 / 429.00 Β±52.12 / 499.13 ms β +1.56x faster β β QQuery 21 β 909.69 / 961.45 Β±36.87 / 1024.72 ms β 533.43 / 601.87 Β±49.29 / 659.54 ms β +1.60x faster β β QQuery 22 β 785.61 / 867.19 Β±71.64 / 999.79 ms β 503.49 / 556.18 Β±33.92 / 610.68 ms β +1.56x faster β β QQuery 23 β 3352.36 / 3526.33 Β±231.93 / 3971.75 ms β 2269.85 / 2594.46 Β±185.16 / 2813.18 ms β +1.36x faster β β QQuery 24 β 3046.33 / 3278.05 Β±188.40 / 3582.98 ms β 2315.24 / 2444.59 Β±108.34 / 2585.74 ms β +1.34x faster β β QQuery 25 β 1578.80 / 1602.84 Β±19.39 / 1637.21 ms β 844.82 / 902.00 Β±37.43 / 955.39 ms β +1.78x faster β β QQuery 26 β 944.90 / 1082.63 Β±78.68 / 1162.43 ms β 471.49 / 554.29 Β±54.69 / 620.58 ms β +1.95x faster β β QQuery 27 β 140.74 / 225.18 Β±66.37 / 338.56 ms β 218.12 / 273.41 Β±30.52 / 308.96 ms β 1.21x slower β β QQuery 28 β 502.27 / 551.61 Β±36.34 / 605.38 ms β 357.48 / 419.47 Β±37.99 / 467.72 ms β +1.32x faster β β QQuery 29 β 1658.48 / 1759.27 Β±76.23 / 1875.77 ms β 1023.27 / 1077.34 Β±31.79 / 1115.69 ms β +1.63x faster β β QQuery 30 β 797.93 / 1008.79 Β±146.23 / 1215.92 ms β 484.50 / 595.16 Β±67.51 / 694.92 ms β +1.69x faster β β QQuery 31 β 2980.35 / 3165.22 Β±125.05 / 3350.59 ms β 1486.20 / 1565.32 Β±60.42 / 1627.32 ms β +2.02x faster β β QQuery 32 β 1014.24 / 1065.29 Β±55.64 / 1167.00 ms β 557.51 / 579.63 Β±24.19 / 610.73 ms β +1.84x faster β β QQuery 33 β 1289.03 / 1370.51 Β±48.51 / 1433.97 ms β 671.99 / 740.77 Β±47.06 / 813.78 ms β +1.85x faster β β QQuery 34 β 562.64 / 616.28 Β±43.53 / 653.73 ms β 226.08 / 300.25 Β±55.07 / 383.80 ms β +2.05x faster β β QQuery 35 β 1527.88 / 1570.01 Β±36.79 / 1620.40 ms β 928.42 / 995.27 Β±56.96 / 1085.42 ms β +1.58x faster β β QQuery 36 β 107.52 / 153.45 Β±40.74 / 207.56 ms β 107.70 / 154.20 Β±39.42 / 207.04 ms β no change β β QQuery 37 β 355.90 / 450.35 Β±68.33 / 512.79 ms β 248.50 / 308.02 Β±32.66 / 344.87 ms β +1.46x faster β β QQuery 38 β 1223.46 / 1352.25 Β±111.10 / 1477.05 ms β 876.42 / 940.16 Β±52.09 / 1029.36 ms β +1.44x faster β β QQuery 39 β 3625.22 / 3773.51 Β±173.80 / 4081.75 ms β 1986.53 / 2067.66 Β±70.24 / 2175.40 ms β +1.83x faster β β QQuery 40 β 734.40 / 838.91 Β±91.63 / 1001.98 ms β 392.89 / 464.12 Β±56.38 / 513.77 ms β +1.81x faster β β QQuery 41 β 417.34 / 482.24 Β±40.28 / 540.23 ms β 177.12 / 280.57 Β±73.10 / 382.64 ms β +1.72x faster β β QQuery 42 β 779.11 / 860.25 Β±55.97 / 951.22 ms β 346.91 / 440.80 Β±66.41 / 501.93 ms β +1.95x faster β β QQuery 43 β 106.38 / 140.58 Β±28.77 / 186.55 ms β 91.42 / 139.92 Β±47.75 / 205.47 ms β no change β β QQuery 44 β 142.58 / 256.08 Β±82.90 / 341.12 ms β 196.78 / 241.18 Β±48.37 / 302.99 ms β +1.06x faster β β QQuery 45 β 1145.99 / 1146.89 Β±0.61 / 1147.57 ms β 407.07 / 529.32 Β±73.06 / 620.56 ms β +2.17x faster β β QQuery 46 β 636.45 / 720.58 Β±65.13 / 792.62 ms β 394.03 / 483.01 Β±60.08 / 567.81 ms β +1.49x faster β β QQuery 47 β 2512.47 / 2526.02 Β±11.18 / 2545.50 ms β 1582.69 / 1609.35 Β±16.84 / 1626.62 ms β +1.57x faster β β QQuery 48 β 1448.09 / 1636.93 Β±153.86 / 1896.41 ms β 727.35 / 801.91 Β±44.12 / 851.22 ms β +2.04x faster β β QQuery 49 β 993.78 / 1093.60 Β±63.60 / 1193.99 ms β 491.43 / 576.88 Β±59.44 / 664.79 ms β +1.90x faster β β QQuery 50 β 1104.45 / 1226.30 Β±94.84 / 1375.98 ms β 638.56 / 718.22 Β±73.82 / 847.16 ms β +1.71x faster β β QQuery 51 β 1150.08 / 1154.45 Β±3.78 / 1160.53 ms β 556.07 / 614.81 Β±67.91 / 702.64 ms β +1.88x faster β β QQuery 52 β 746.77 / 825.85 Β±58.07 / 892.65 ms β 440.21 / 456.89 Β±18.84 / 492.07 ms β +1.81x faster β β QQuery 53 β 925.51 / 992.47 Β±69.89 / 1126.37 ms β 475.18 / 568.29 Β±74.60 / 633.72 ms β +1.75x faster β β QQuery 54 β 1316.73 / 1443.17 Β±147.55 / 1635.94 ms β 794.51 / 795.92 Β±1.11 / 797.13 ms β +1.81x faster β β QQuery 55 β 777.42 / 859.99 Β±55.17 / 946.88 ms β 346.47 / 443.11 Β±69.48 / 510.33 ms β +1.94x faster β β QQuery 56 β 1298.85 / 1301.46 Β±1.55 / 1303.56 ms β 602.33 / 683.15 Β±69.01 / 769.37 ms β +1.91x faster β β QQuery 57 β 2212.02 / 2262.84 Β±42.40 / 2332.37 ms β 1253.74 / 1355.14 Β±66.89 / 1441.96 ms β +1.67x faster β β QQuery 58 β 2422.12 / 2566.05 Β±122.13 / 2786.45 ms β 1260.70 / 1397.24 Β±82.31 / 1496.10 ms β +1.84x faster β β QQuery 59 β 1460.74 / 1621.52 Β±90.78 / 1730.35 ms β 1071.05 / 1075.91 Β±2.58 / 1078.70 ms β +1.51x faster β β QQuery 60 β 1301.71 / 1302.62 Β±0.97 / 1304.08 ms β 603.35 / 689.07 Β±71.92 / 780.62 ms β +1.89x faster β β QQuery 61 β 567.03 / 625.11 Β±51.11 / 684.31 ms β 422.97 / 424.61 Β±1.73 / 427.05 ms β +1.47x faster β β QQuery 62 β 897.80 / 933.89 Β±62.42 / 1058.52 ms β 578.99 / 609.78 Β±24.45 / 630.84 ms β +1.53x faster β β QQuery 63 β 935.83 / 972.40 Β±30.88 / 1029.07 ms β 483.39 / 519.09 Β±28.69 / 544.87 ms β +1.87x faster β β QQuery 64 β 5640.10 / 5689.48 Β±49.06 / 5752.50 ms β 3172.77 / 3323.70 Β±128.72 / 3541.12 ms β +1.71x faster β β QQuery 65 β 1384.06 / 1477.12 Β±49.92 / 1522.48 ms β 796.76 / 862.57 Β±51.51 / 921.71 ms β +1.71x faster β β QQuery 66 β 1117.73 / 1207.46 Β±73.47 / 1321.91 ms β 649.52 / 687.74 Β±32.27 / 746.03 ms β +1.76x faster β β QQuery 67 β 1103.06 / 1113.77 Β±10.87 / 1131.83 ms β 686.45 / 791.66 Β±86.23 / 902.44 ms β +1.41x faster β β QQuery 68 β 504.97 / 601.31 Β±52.00 / 654.83 ms β 408.22 / 460.71 Β±50.42 / 534.62 ms β +1.31x faster β β QQuery 69 β 1605.98 / 1721.19 Β±108.37 / 1858.20 ms β 949.01 / 1008.22 Β±50.73 / 1094.28 ms β +1.71x faster β β QQuery 70 β 1346.22 / 1386.66 Β±40.96 / 1439.64 ms β 763.20 / 876.35 Β±64.73 / 954.20 ms β +1.58x faster β β QQuery 71 β 1213.82 / 1216.16 Β±3.00 / 1221.54 ms β 530.23 / 610.97 Β±75.25 / 744.26 ms β +1.99x faster β β QQuery 72 β 1904.92 / 2001.32 Β±69.16 / 2104.95 ms β 1160.72 / 1230.46 Β±58.23 / 1325.12 ms β +1.63x faster β β QQuery 73 β 422.79 / 480.45 Β±46.81 / 528.79 ms β 239.18 / 328.88 Β±51.94 / 380.88 ms β +1.46x faster β β QQuery 74 β 1566.71 / 1665.40 Β±70.92 / 1753.54 ms β 955.27 / 1010.50 Β±55.39 / 1115.06 ms β +1.65x faster β β QQuery 75 β 2115.36 / 2234.77 Β±73.20 / 2343.54 ms β 1043.38 / 1167.89 Β±77.53 / 1265.96 ms β +1.91x faster β β QQuery 76 β 713.02 / 791.46 Β±43.16 / 833.02 ms β 552.63 / 604.68 Β±34.27 / 658.16 ms β +1.31x faster β β QQuery 77 β 1194.60 / 1304.33 Β±61.40 / 1380.61 ms β 660.37 / 789.18 Β±66.38 / 849.92 ms β +1.65x faster β β QQuery 78 β 1019.86 / 1052.31 Β±32.64 / 1097.91 ms β 719.82 / 772.61 Β±39.27 / 835.61 ms β +1.36x faster β β QQuery 79 β 1168.20 / 1294.01 Β±68.80 / 1369.53 ms β 631.46 / 674.18 Β±30.17 / 717.38 ms β +1.92x faster β β QQuery 80 β 1307.55 / 1425.55 Β±70.35 / 1520.91 ms β 744.79 / 819.99 Β±73.52 / 954.65 ms β +1.74x faster β β QQuery 81 β 793.01 / 1036.04 Β±147.76 / 1206.40 ms β 497.50 / 587.12 Β±82.88 / 738.78 ms β +1.76x faster β β QQuery 82 β 1056.67 / 1137.71 Β±70.51 / 1222.23 ms β 641.18 / 659.43 Β±17.77 / 691.87 ms β +1.73x faster β β QQuery 83 β 1519.96 / 1673.53 Β±87.11 / 1774.83 ms β 896.85 / 941.80 Β±35.28 / 971.80 ms β +1.78x faster β β QQuery 84 β 810.40 / 847.14 Β±32.16 / 890.79 ms β 496.06 / 552.41 Β±59.46 / 660.38 ms β +1.53x faster β β QQuery 85 β 1554.96 / 1600.73 Β±52.39 / 1666.43 ms β 718.36 / 910.21 Β±99.26 / 984.91 ms β +1.76x faster β β QQuery 86 β 596.99 / 633.24 Β±39.68 / 701.16 ms β 357.85 / 391.43 Β±27.57 / 438.54 ms β +1.62x faster β β QQuery 87 β 1385.00 / 1427.46 Β±66.17 / 1558.60 ms β 887.08 / 941.06 Β±47.97 / 1006.19 ms β +1.52x faster β β QQuery 88 β 1484.66 / 1611.84 Β±93.62 / 1774.39 ms β 890.45 / 891.24 Β±1.04 / 893.27 ms β +1.81x faster β β QQuery 89 β 947.03 / 982.85 Β±31.16 / 1040.46 ms β 496.99 / 521.54 Β±29.80 / 560.52 ms β +1.88x faster β β QQuery 90 β 904.03 / 984.07 Β±79.76 / 1121.26 ms β 446.03 / 562.15 Β±82.07 / 670.26 ms β +1.75x faster β β QQuery 91 β 1207.34 / 1352.83 Β±103.32 / 1459.36 ms β 612.05 / 693.77 Β±63.84 / 808.73 ms β +1.95x faster β β QQuery 92 β 1028.74 / 1077.14 Β±54.14 / 1177.09 ms β 507.10 / 540.28 Β±26.64 / 562.09 ms β +1.99x faster β β QQuery 93 β 549.43 / 569.61 Β±18.90 / 604.61 ms β 374.27 / 463.35 Β±65.64 / 527.17 ms β +1.23x faster β β QQuery 94 β 1113.60 / 1179.49 Β±52.76 / 1267.32 ms β 536.42 / 657.42 Β±83.59 / 781.31 ms β +1.79x faster β β QQuery 95 β 1520.92 / 1587.43 Β±46.28 / 1645.78 ms β 731.50 / 848.21 Β±70.59 / 931.38 ms β +1.87x faster β β QQuery 96 β 940.64 / 943.14 Β±1.65 / 945.62 ms β 470.63 / 562.63 Β±74.33 / 624.19 ms β +1.68x faster β β QQuery 97 β 837.07 / 916.70 Β±50.37 / 983.02 ms β 505.11 / 593.82 Β±54.59 / 665.20 ms β +1.54x faster β β QQuery 98 β 693.40 / 780.44 Β±67.25 / 901.25 ms β 317.06 / 458.63 Β±78.20 / 558.37 ms β +1.70x faster β β QQuery 99 β 1069.27 / 1071.50 Β±1.36 / 1072.72 ms β 541.83 / 617.69 Β±48.42 / 685.68 ms β +1.73x faster β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 133633.40ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 80169.21ms β β Average Time (HEAD) β 1349.83ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 809.79ms β β Queries Faster β 94 β β Queries Slower β 1 β β Queries with No Change β 4 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 | 675.1s | | Peak memory | 1.1 GiB | | Avg memory | 644.7 MiB | | CPU user | 124.0s | | CPU sys | 17.2s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 405.1s | | Peak memory | 1.1 GiB | | Avg memory | 588.7 MiB | | CPU user | 137.7s | | CPU sys | 12.9s | | 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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