adriangbot commented on PR #24086: URL: https://github.com/apache/datafusion/pull/24086#issuecomment-5849642422
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24086#issuecomment-5848927251) **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" ``` </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 156.13 ms β 155.92 ms β no change β β QQuery 2 β 1217.37 ms β 4467.72 ms β 3.67x slower β β QQuery 3 β 704.65 ms β 4406.29 ms β 6.25x slower β β QQuery 4 β 2254.35 ms β 22355.38 ms β 9.92x slower β β QQuery 5 β 845.06 ms β 4738.85 ms β 5.61x slower β β QQuery 6 β 1090.52 ms β 8793.76 ms β 8.06x slower β β QQuery 7 β 1088.09 ms β 19846.18 ms β 18.24x slower β β QQuery 8 β 476.45 ms β 1018.43 ms β 2.14x slower β β QQuery 9 β 1459.41 ms β 3555.98 ms β 2.44x slower β β QQuery 10 β 1501.54 ms β 9462.17 ms β 6.30x slower β β QQuery 11 β 1699.15 ms β 16703.17 ms β 9.83x slower β β QQuery 12 β 667.14 ms β 3211.24 ms β 4.81x slower β β QQuery 13 β 1489.92 ms β 24789.71 ms β 16.64x slower β β QQuery 14 β 7310.84 ms β 45822.45 ms β 6.27x slower β β QQuery 15 β 742.28 ms β 4726.04 ms β 6.37x slower β β QQuery 16 β 157.40 ms β 108.04 ms β +1.46x faster β β QQuery 17 β 1470.55 ms β 3284.96 ms β 2.23x slower β β QQuery 18 β 1192.42 ms β 12991.33 ms β 10.89x slower β β QQuery 19 β 1145.08 ms β 8767.72 ms β 7.66x slower β β QQuery 20 β 566.50 ms β 4142.51 ms β 7.31x slower β β QQuery 21 β 954.71 ms β 4357.25 ms β 4.56x slower β β QQuery 22 β 796.90 ms β 4495.99 ms β 5.64x slower β β QQuery 23 β 3421.74 ms β 34614.00 ms β 10.12x slower β β QQuery 24 β 3103.62 ms β 20178.70 ms β 6.50x slower β β QQuery 25 β 1610.22 ms β 3308.53 ms β 2.05x slower β β QQuery 26 β 972.88 ms β 12808.86 ms β 13.17x slower β β QQuery 27 β 219.44 ms β 133.18 ms β +1.65x faster β β QQuery 28 β 497.40 ms β 4527.24 ms β 9.10x slower β β QQuery 29 β 1670.78 ms β 5637.92 ms β 3.37x slower β β QQuery 30 β 986.57 ms β 1487.10 ms β 1.51x slower β β QQuery 31 β 2978.43 ms β 15894.05 ms β 5.34x slower β β QQuery 32 β 1018.81 ms β 2775.44 ms β 2.72x slower β β QQuery 33 β 1330.70 ms β 9069.27 ms β 6.82x slower β β QQuery 34 β 483.79 ms β 416.04 ms β +1.16x faster β β QQuery 35 β 1526.84 ms β 7020.94 ms β 4.60x slower β β QQuery 36 β 107.61 ms β 108.15 ms β no change β β QQuery 37 β 429.46 ms β 379.03 ms β +1.13x faster β β QQuery 38 β 1391.90 ms β 9352.21 ms β 6.72x slower β β QQuery 39 β 3330.27 ms β 19165.60 ms β 5.75x slower β β QQuery 40 β 733.55 ms β 2951.13 ms β 4.02x slower β β QQuery 41 β 389.73 ms β 440.30 ms β 1.13x slower β β QQuery 42 β 779.81 ms β 4477.30 ms β 5.74x slower β β QQuery 43 β 115.24 ms β 109.87 ms β no change β β QQuery 44 β 195.64 ms β 143.81 ms β +1.36x faster β β QQuery 45 β 1086.60 ms β 6465.54 ms β 5.95x slower β β QQuery 46 β 575.60 ms β 664.10 ms β 1.15x slower β β QQuery 47 β 2513.21 ms β 31927.96 ms β 12.70x slower β β QQuery 48 β 1479.55 ms β 21293.15 ms β 14.39x slower β β QQuery 49 β 953.57 ms β 15564.46 ms β 16.32x slower β β QQuery 50 β 1065.89 ms β 8502.63 ms β 7.98x slower β β QQuery 51 β 1073.65 ms β 10241.08 ms β 9.54x slower β β QQuery 52 β 731.61 ms β 4474.91 ms β 6.12x slower β β QQuery 53 β 875.57 ms β 7944.04 ms β 9.07x slower β β QQuery 54 β 1375.95 ms β 4309.81 ms β 3.13x slower β β QQuery 55 β 773.51 ms β 4484.80 ms β 5.80x slower β β QQuery 56 β 1108.67 ms β 4913.51 ms β 4.43x slower β β QQuery 57 β 2258.59 ms β 23623.14 ms β 10.46x slower β β QQuery 58 β 2430.54 ms β 9420.05 ms β 3.88x slower β β QQuery 59 β 1569.10 ms β 12651.80 ms β 8.06x slower β β QQuery 60 β 1117.03 ms β 4661.46 ms β 4.17x slower β β QQuery 61 β 604.39 ms β 605.68 ms β no change β β QQuery 62 β 872.90 ms β 9887.40 ms β 11.33x slower β β QQuery 63 β 949.97 ms β 7808.01 ms β 8.22x slower β β QQuery 64 β 5572.87 ms β 33887.64 ms β 6.08x slower β β QQuery 65 β 1352.57 ms β 16155.74 ms β 11.94x slower β β QQuery 66 β 1183.95 ms β 8334.08 ms β 7.04x slower β β QQuery 67 β 1079.61 ms β 10376.63 ms β 9.61x slower β β QQuery 68 β 454.20 ms β 630.64 ms β 1.39x slower β β QQuery 69 β 1560.02 ms β 9221.00 ms β 5.91x slower β β QQuery 70 β 1333.78 ms β 12240.36 ms β 9.18x slower β β QQuery 71 β 1078.55 ms β 4941.70 ms β 4.58x slower β β QQuery 72 β 1850.81 ms β 22478.00 ms β 12.14x slower β β QQuery 73 β 545.45 ms β 419.54 ms β +1.30x faster β β QQuery 74 β 1497.51 ms β 16865.07 ms β 11.26x slower β β QQuery 75 β 1948.74 ms β 9373.36 ms β 4.81x slower β β QQuery 76 β 776.76 ms β 8556.92 ms β 11.02x slower β β QQuery 77 β 1193.17 ms β 6223.90 ms β 5.22x slower β β QQuery 78 β 1003.23 ms β 4157.33 ms β 4.14x slower β β QQuery 79 β 1169.30 ms β 12861.06 ms β 11.00x slower β β QQuery 80 β 1348.02 ms β 12493.23 ms β 9.27x slower β β QQuery 81 β 980.06 ms β 1451.94 ms β 1.48x slower β β QQuery 82 β 1041.26 ms β 3705.71 ms β 3.56x slower β β QQuery 83 β 1620.85 ms β 2759.46 ms β 1.70x slower β β QQuery 84 β 807.88 ms β 1681.23 ms β 2.08x slower β β QQuery 85 β 1717.79 ms β 15868.52 ms β 9.24x slower β β QQuery 86 β 592.66 ms β 4426.85 ms β 7.47x slower β β QQuery 87 β 1304.07 ms β 9456.70 ms β 7.25x slower β β QQuery 88 β 1314.79 ms β 9459.43 ms β 7.19x slower β β QQuery 89 β 962.70 ms β 8374.08 ms β 8.70x slower β β QQuery 90 β 844.51 ms β 6128.29 ms β 7.26x slower β β QQuery 91 β 1286.21 ms β 5734.67 ms β 4.46x slower β β QQuery 92 β 1029.33 ms β 6245.59 ms β 6.07x slower β β QQuery 93 β 495.40 ms β 394.79 ms β +1.25x faster β β QQuery 94 β 1090.99 ms β 6281.51 ms β 5.76x slower β β QQuery 95 β 1621.44 ms β 6591.63 ms β 4.07x slower β β QQuery 96 β 1120.02 ms β 8438.08 ms β 7.53x slower β β QQuery 97 β 902.65 ms β 4317.21 ms β 4.78x slower β β QQuery 98 β 724.52 ms β 4527.55 ms β 6.25x slower β β QQuery 99 β 1038.01 ms β 14094.60 ms β 13.58x slower β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 125140.45ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 865797.28ms β β Average Time (HEAD) β 1264.04ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 8745.43ms β β Queries Faster β 7 β β Queries Slower β 88 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 156.13 / 178.78 Β±18.97 / 206.07 ms β 155.92 / 178.49 Β±18.86 / 206.05 ms β no change β β QQuery 2 β 1217.37 / 1300.18 Β±69.63 / 1404.81 ms β 4467.72 / 4541.11 Β±43.50 / 4584.89 ms β 3.49x slower β β QQuery 3 β 704.65 / 780.46 Β±78.34 / 923.77 ms β 4406.29 / 4531.55 Β±88.14 / 4643.32 ms β 5.81x slower β β QQuery 4 β 2254.35 / 2429.84 Β±97.42 / 2536.21 ms β 22355.38 / 22805.42 Β±282.28 / 23157.55 ms β 9.39x slower β β QQuery 5 β 845.06 / 915.66 Β±99.94 / 1112.67 ms β 4738.85 / 4846.80 Β±107.15 / 4999.08 ms β 5.29x slower β β QQuery 6 β 1090.52 / 1186.08 Β±71.44 / 1274.93 ms β 8793.76 / 8925.10 Β±89.59 / 9046.52 ms β 7.52x slower β β QQuery 7 β 1088.09 / 1190.17 Β±59.57 / 1246.36 ms β 19846.18 / 20111.16 Β±157.83 / 20329.02 ms β 16.90x slower β β QQuery 8 β 476.45 / 596.79 Β±86.24 / 729.49 ms β 1018.43 / 1068.25 Β±45.67 / 1127.70 ms β 1.79x slower β β QQuery 9 β 1459.41 / 1607.65 Β±96.55 / 1723.12 ms β 3555.98 / 3744.18 Β±126.06 / 3905.99 ms β 2.33x slower β β QQuery 10 β 1501.54 / 1632.81 Β±84.85 / 1748.13 ms β 9462.17 / 9809.12 Β±273.66 / 10177.83 ms β 6.01x slower β β QQuery 11 β 1699.15 / 1794.88 Β±52.60 / 1844.49 ms β 16703.17 / 17344.29 Β±367.10 / 17718.50 ms β 9.66x slower β β QQuery 12 β 667.14 / 717.17 Β±35.73 / 748.63 ms β 3211.24 / 3279.18 Β±34.84 / 3303.42 ms β 4.57x slower β β QQuery 13 β 1489.92 / 1699.32 Β±117.51 / 1828.75 ms β 24789.71 / 25446.11 Β±438.64 / 25986.85 ms β 14.97x slower β β QQuery 14 β 7310.84 / 7722.70 Β±316.04 / 8223.88 ms β 45822.45 / 47030.05 Β±1041.23 / 48659.33 ms β 6.09x slower β β QQuery 15 β 742.28 / 864.26 Β±86.00 / 962.01 ms β 4726.04 / 5003.24 Β±196.09 / 5203.81 ms β 5.79x slower β β QQuery 16 β 157.40 / 180.48 Β±20.30 / 210.53 ms β 108.04 / 170.15 Β±34.83 / 207.34 ms β +1.06x faster β β QQuery 17 β 1470.55 / 1595.29 Β±88.00 / 1721.90 ms β 3284.96 / 3463.35 Β±127.01 / 3641.45 ms β 2.17x slower β β QQuery 18 β 1192.42 / 1273.90 Β±55.35 / 1343.95 ms β 12991.33 / 14296.09 Β±746.80 / 15163.49 ms β 11.22x slower β β QQuery 19 β 1145.08 / 1292.79 Β±106.25 / 1404.88 ms β 8767.72 / 8817.45 Β±55.88 / 8926.53 ms β 6.82x slower β β QQuery 20 β 566.50 / 669.76 Β±77.48 / 769.79 ms β 4142.51 / 4228.30 Β±87.86 / 4352.72 ms β 6.31x slower β β QQuery 21 β 954.71 / 996.27 Β±38.49 / 1043.74 ms β 4357.25 / 4500.14 Β±118.31 / 4712.14 ms β 4.52x slower β β QQuery 22 β 796.90 / 865.75 Β±72.89 / 1006.08 ms β 4495.99 / 4803.67 Β±242.85 / 5210.44 ms β 5.55x slower β β QQuery 23 β 3421.74 / 3628.13 Β±155.26 / 3815.98 ms β 34614.00 / 35084.42 Β±349.69 / 35679.78 ms β 9.67x slower β β QQuery 24 β 3103.62 / 3244.78 Β±124.67 / 3426.21 ms β 20178.70 / 20415.79 Β±168.12 / 20703.54 ms β 6.29x slower β β QQuery 25 β 1610.22 / 1719.65 Β±78.25 / 1809.74 ms β 3308.53 / 3397.14 Β±78.80 / 3520.40 ms β 1.98x slower β β QQuery 26 β 972.88 / 1103.28 Β±98.00 / 1251.53 ms β 12808.86 / 13323.80 Β±550.52 / 14367.72 ms β 12.08x slower β β QQuery 27 β 219.44 / 273.62 Β±28.24 / 300.44 ms β 133.18 / 289.93 Β±83.11 / 359.18 ms β 1.06x slower β β QQuery 28 β 497.40 / 537.82 Β±48.88 / 633.51 ms β 4527.24 / 4666.35 Β±80.48 / 4778.12 ms β 8.68x slower β β QQuery 29 β 1670.78 / 1761.39 Β±67.37 / 1864.97 ms β 5637.92 / 5688.35 Β±71.52 / 5827.43 ms β 3.23x slower β β QQuery 30 β 986.57 / 1035.11 Β±46.25 / 1116.21 ms β 1487.10 / 1602.65 Β±100.65 / 1771.03 ms β 1.55x slower β β QQuery 31 β 2978.43 / 3262.94 Β±160.48 / 3413.70 ms β 15894.05 / 16161.78 Β±160.59 / 16325.13 ms β 4.95x slower β β QQuery 32 β 1018.81 / 1070.20 Β±50.70 / 1165.55 ms β 2775.44 / 2824.10 Β±47.29 / 2908.18 ms β 2.64x slower β β QQuery 33 β 1330.70 / 1419.41 Β±87.04 / 1543.53 ms β 9069.27 / 9286.25 Β±179.06 / 9475.70 ms β 6.54x slower β β QQuery 34 β 483.79 / 516.40 Β±26.16 / 541.61 ms β 416.04 / 474.83 Β±48.03 / 517.34 ms β +1.09x faster β β QQuery 35 β 1526.84 / 1571.80 Β±38.97 / 1627.16 ms β 7020.94 / 7075.53 Β±41.56 / 7118.60 ms β 4.50x slower β β QQuery 36 β 107.61 / 160.72 Β±36.68 / 212.10 ms β 108.15 / 159.57 Β±35.50 / 207.76 ms β no change β β QQuery 37 β 429.46 / 456.18 Β±15.83 / 477.39 ms β 379.03 / 455.70 Β±41.34 / 501.01 ms β no change β β QQuery 38 β 1391.90 / 1424.40 Β±26.39 / 1464.00 ms β 9352.21 / 9625.31 Β±148.98 / 9760.90 ms β 6.76x slower β β QQuery 39 β 3330.27 / 3583.96 Β±156.60 / 3770.81 ms β 19165.60 / 19577.30 Β±318.94 / 20122.65 ms β 5.46x slower β β QQuery 40 β 733.55 / 816.30 Β±68.68 / 891.34 ms β 2951.13 / 3033.22 Β±82.75 / 3144.36 ms β 3.72x slower β β QQuery 41 β 389.73 / 513.92 Β±64.77 / 570.48 ms β 440.30 / 528.71 Β±59.67 / 596.10 ms β no change β β QQuery 42 β 779.81 / 863.00 Β±53.70 / 946.14 ms β 4477.30 / 4630.50 Β±147.04 / 4876.82 ms β 5.37x slower β β QQuery 43 β 115.24 / 160.58 Β±33.61 / 206.75 ms β 109.87 / 159.33 Β±34.59 / 206.87 ms β no change β β QQuery 44 β 195.64 / 243.10 Β±45.74 / 301.44 ms β 143.81 / 222.64 Β±86.77 / 342.41 ms β +1.09x faster β β QQuery 45 β 1086.60 / 1088.34 Β±1.25 / 1090.37 ms β 6465.54 / 6563.32 Β±72.26 / 6676.67 ms β 6.03x slower β β QQuery 46 β 575.60 / 636.26 Β±53.12 / 719.96 ms β 664.10 / 828.44 Β±100.94 / 975.86 ms β 1.30x slower β β QQuery 47 β 2513.21 / 2532.32 Β±11.65 / 2544.37 ms β 31927.96 / 32289.57 Β±284.64 / 32658.53 ms β 12.75x slower β β QQuery 48 β 1479.55 / 1570.05 Β±69.69 / 1690.93 ms β 21293.15 / 21497.73 Β±215.88 / 21887.69 ms β 13.69x slower β β QQuery 49 β 953.57 / 1095.57 Β±87.31 / 1187.49 ms β 15564.46 / 15833.38 Β±189.59 / 16073.53 ms β 14.45x slower β β QQuery 50 β 1065.89 / 1147.68 Β±68.97 / 1244.58 ms β 8502.63 / 8740.75 Β±146.08 / 8958.95 ms β 7.62x slower β β QQuery 51 β 1073.65 / 1085.57 Β±9.50 / 1095.26 ms β 10241.08 / 10433.60 Β±129.59 / 10589.01 ms β 9.61x slower β β QQuery 52 β 731.61 / 833.42 Β±61.49 / 898.11 ms β 4474.91 / 4587.91 Β±66.14 / 4678.63 ms β 5.50x slower β β QQuery 53 β 875.57 / 924.97 Β±27.79 / 954.87 ms β 7944.04 / 8090.80 Β±165.52 / 8372.49 ms β 8.75x slower β β QQuery 54 β 1375.95 / 1519.39 Β±87.66 / 1596.30 ms β 4309.81 / 4433.05 Β±102.58 / 4622.63 ms β 2.92x slower β β QQuery 55 β 773.51 / 864.18 Β±59.04 / 957.27 ms β 4484.80 / 4679.63 Β±175.37 / 4980.26 ms β 5.42x slower β β QQuery 56 β 1108.67 / 1157.25 Β±25.83 / 1179.55 ms β 4913.51 / 5077.60 Β±149.19 / 5274.07 ms β 4.39x slower β β QQuery 57 β 2258.59 / 2355.96 Β±108.93 / 2499.50 ms β 23623.14 / 25276.65 Β±1330.84 / 26756.61 ms β 10.73x slower β β QQuery 58 β 2430.54 / 2588.28 Β±95.77 / 2686.02 ms β 9420.05 / 9534.85 Β±137.96 / 9805.34 ms β 3.68x slower β β QQuery 59 β 1569.10 / 1657.98 Β±60.07 / 1755.67 ms β 12651.80 / 12879.60 Β±117.74 / 12993.50 ms β 7.77x slower β β QQuery 60 β 1117.03 / 1150.85 Β±27.84 / 1187.74 ms β 4661.46 / 5044.63 Β±279.26 / 5432.26 ms β 4.38x slower β β QQuery 61 β 604.39 / 679.84 Β±84.28 / 843.70 ms β 605.68 / 699.93 Β±82.78 / 843.07 ms β no change β β QQuery 62 β 872.90 / 931.17 Β±51.00 / 1005.35 ms β 9887.40 / 9939.46 Β±56.17 / 10042.00 ms β 10.67x slower β β QQuery 63 β 949.97 / 1008.87 Β±64.49 / 1127.11 ms β 7808.01 / 8054.36 Β±260.63 / 8507.77 ms β 7.98x slower β β QQuery 64 β 5572.87 / 5665.55 Β±78.57 / 5762.89 ms β 33887.64 / 34643.69 Β±672.70 / 35799.53 ms β 6.11x slower β β QQuery 65 β 1352.57 / 1458.60 Β±126.09 / 1705.83 ms β 16155.74 / 16385.67 Β±154.52 / 16593.19 ms β 11.23x slower β β QQuery 66 β 1183.95 / 1311.36 Β±81.66 / 1426.96 ms β 8334.08 / 8795.97 Β±407.10 / 9516.58 ms β 6.71x slower β β QQuery 67 β 1079.61 / 1126.63 Β±37.02 / 1161.74 ms β 10376.63 / 10657.82 Β±167.07 / 10875.57 ms β 9.46x slower β β QQuery 68 β 454.20 / 576.70 Β±89.07 / 723.68 ms β 630.64 / 810.77 Β±103.26 / 913.39 ms β 1.41x slower β β QQuery 69 β 1560.02 / 1664.02 Β±103.36 / 1833.97 ms β 9221.00 / 9444.78 Β±197.90 / 9736.36 ms β 5.68x slower β β QQuery 70 β 1333.78 / 1375.61 Β±39.69 / 1432.38 ms β 12240.36 / 12397.01 Β±135.13 / 12583.84 ms β 9.01x slower β β QQuery 71 β 1078.55 / 1214.23 Β±110.59 / 1378.63 ms β 4941.70 / 5056.02 Β±85.26 / 5179.58 ms β 4.16x slower β β QQuery 72 β 1850.81 / 2006.26 Β±87.32 / 2106.23 ms β 22478.00 / 23527.71 Β±764.66 / 24562.04 ms β 11.73x slower β β QQuery 73 β 545.45 / 579.47 Β±28.40 / 613.55 ms β 419.54 / 475.73 Β±45.04 / 513.53 ms β +1.22x faster β β QQuery 74 β 1497.51 / 1742.85 Β±131.44 / 1891.46 ms β 16865.07 / 17237.08 Β±208.96 / 17433.13 ms β 9.89x slower β β QQuery 75 β 1948.74 / 2162.88 Β±117.32 / 2279.96 ms β 9373.36 / 10179.89 Β±427.88 / 10532.45 ms β 4.71x slower β β QQuery 76 β 776.76 / 805.95 Β±28.38 / 852.10 ms β 8556.92 / 8848.81 Β±197.94 / 9161.05 ms β 10.98x slower β β QQuery 77 β 1193.17 / 1271.24 Β±51.78 / 1329.07 ms β 6223.90 / 6505.70 Β±305.16 / 7056.66 ms β 5.12x slower β β QQuery 78 β 1003.23 / 1113.20 Β±59.61 / 1166.91 ms β 4157.33 / 4298.23 Β±80.54 / 4394.78 ms β 3.86x slower β β QQuery 79 β 1169.30 / 1350.20 Β±111.14 / 1490.99 ms β 12861.06 / 13200.97 Β±201.45 / 13494.99 ms β 9.78x slower β β QQuery 80 β 1348.02 / 1466.06 Β±72.25 / 1566.15 ms β 12493.23 / 12847.34 Β±252.95 / 13167.92 ms β 8.76x slower β β QQuery 81 β 980.06 / 1051.45 Β±56.09 / 1118.41 ms β 1451.94 / 1647.55 Β±134.22 / 1781.01 ms β 1.57x slower β β QQuery 82 β 1041.26 / 1143.73 Β±76.11 / 1256.03 ms β 3705.71 / 4111.20 Β±283.63 / 4580.04 ms β 3.59x slower β β QQuery 83 β 1620.85 / 1676.33 Β±50.58 / 1767.09 ms β 2759.46 / 2891.29 Β±124.38 / 3126.71 ms β 1.72x slower β β QQuery 84 β 807.88 / 909.98 Β±95.42 / 1074.43 ms β 1681.23 / 1840.17 Β±109.09 / 1940.27 ms β 2.02x slower β β QQuery 85 β 1717.79 / 1755.45 Β±29.07 / 1785.50 ms β 15868.52 / 16134.69 Β±178.29 / 16396.93 ms β 9.19x slower β β QQuery 86 β 592.66 / 626.79 Β±36.37 / 687.20 ms β 4426.85 / 4438.96 Β±16.49 / 4470.86 ms β 7.08x slower β β QQuery 87 β 1304.07 / 1317.47 Β±8.74 / 1328.37 ms β 9456.70 / 9580.25 Β±175.59 / 9921.59 ms β 7.27x slower β β QQuery 88 β 1314.79 / 1400.26 Β±94.01 / 1577.22 ms β 9459.43 / 9687.47 Β±228.80 / 10105.24 ms β 6.92x slower β β QQuery 89 β 962.70 / 1022.72 Β±60.57 / 1129.55 ms β 8374.08 / 8691.46 Β±211.17 / 9034.94 ms β 8.50x slower β β QQuery 90 β 844.51 / 960.86 Β±80.10 / 1075.73 ms β 6128.29 / 6364.00 Β±230.41 / 6722.23 ms β 6.62x slower β β QQuery 91 β 1286.21 / 1356.21 Β±61.31 / 1451.29 ms β 5734.67 / 6036.57 Β±199.93 / 6352.83 ms β 4.45x slower β β QQuery 92 β 1029.33 / 1082.93 Β±51.17 / 1178.33 ms β 6245.59 / 6268.64 Β±28.46 / 6322.36 ms β 5.79x slower β β QQuery 93 β 495.40 / 560.08 Β±58.64 / 650.58 ms β 394.79 / 541.48 Β±75.16 / 608.87 ms β no change β β QQuery 94 β 1090.99 / 1149.26 Β±41.86 / 1207.15 ms β 6281.51 / 6357.98 Β±64.96 / 6442.90 ms β 5.53x slower β β QQuery 95 β 1621.44 / 1644.85 Β±35.77 / 1715.37 ms β 6591.63 / 6750.80 Β±95.92 / 6871.59 ms β 4.10x slower β β QQuery 96 β 1120.02 / 1121.79 Β±2.04 / 1124.68 ms β 8438.08 / 8609.00 Β±136.17 / 8831.40 ms β 7.67x slower β β QQuery 97 β 902.65 / 977.74 Β±42.32 / 1032.31 ms β 4317.21 / 4523.21 Β±128.30 / 4654.10 ms β 4.63x slower β β QQuery 98 β 724.52 / 810.89 Β±86.96 / 941.01 ms β 4527.55 / 4651.37 Β±118.39 / 4863.75 ms β 5.74x slower β β QQuery 99 β 1038.01 / 1052.91 Β±15.27 / 1073.24 ms β 14094.60 / 14427.58 Β±260.12 / 14781.69 ms β 13.70x slower β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 134198.16ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 890978.53ms β β Average Time (HEAD) β 1355.54ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 8999.78ms β β Queries Faster β 4 β β Queries Slower β 88 β β Queries with No Change β 7 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 | 695.0 MiB | | CPU user | 125.4s | | CPU sys | 16.8s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 4461.0s | | Peak memory | 899.0 MiB | | Avg memory | 440.8 MiB | | CPU user | 162.3s | | CPU sys | 25.7s | | 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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