adriangbot commented on PR #24086: URL: https://github.com/apache/datafusion/pull/24086#issuecomment-5848722053
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24086#issuecomment-5848039435) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing claude/datafusion-rowgroup-buffering-ec9abc (4896a0a8b978aeb548a22d19858da8a065d0c95d) to e8e41ae (merge-base) [diff](https://github.com/apache/datafusion/compare/e8e41ae958a5e6856ab9b0e7d8fb5deece0a9e91..4896a0a8b978aeb548a22d19858da8a065d0c95d) <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 156.90 ms β 155.81 ms β no change β β QQuery 2 β 1214.39 ms β 4469.88 ms β 3.68x slower β β QQuery 3 β 701.48 ms β 4458.75 ms β 6.36x slower β β QQuery 4 β 2250.22 ms β 22212.20 ms β 9.87x slower β β QQuery 5 β 836.84 ms β 4345.12 ms β 5.19x slower β β QQuery 6 β 1087.61 ms β 8708.72 ms β 8.01x slower β β QQuery 7 β 1179.88 ms β 19464.05 ms β 16.50x slower β β QQuery 8 β 481.59 ms β 1018.42 ms β 2.11x slower β β QQuery 9 β 1525.61 ms β 3699.19 ms β 2.42x slower β β QQuery 10 β 1516.63 ms β 9529.35 ms β 6.28x slower β β QQuery 11 β 1690.30 ms β 16857.74 ms β 9.97x slower β β QQuery 12 β 669.57 ms β 3208.52 ms β 4.79x slower β β QQuery 13 β 1514.18 ms β 24659.90 ms β 16.29x slower β β QQuery 14 β 7113.97 ms β 46210.39 ms β 6.50x slower β β QQuery 15 β 741.45 ms β 4802.94 ms β 6.48x slower β β QQuery 16 β 157.02 ms β 107.82 ms β +1.46x faster β β QQuery 17 β 1461.22 ms β 3242.89 ms β 2.22x slower β β QQuery 18 β 1194.15 ms β 13431.95 ms β 11.25x slower β β QQuery 19 β 1142.01 ms β 8778.92 ms β 7.69x slower β β QQuery 20 β 560.29 ms β 4144.65 ms β 7.40x slower β β QQuery 21 β 913.85 ms β 4337.08 ms β 4.75x slower β β QQuery 22 β 786.88 ms β 4509.50 ms β 5.73x slower β β QQuery 23 β 3023.08 ms β 34361.59 ms β 11.37x slower β β QQuery 24 β 3115.80 ms β 20133.84 ms β 6.46x slower β β QQuery 25 β 1525.03 ms β 3208.22 ms β 2.10x slower β β QQuery 26 β 1049.08 ms β 13013.50 ms β 12.40x slower β β QQuery 27 β 137.05 ms β 168.80 ms β 1.23x slower β β QQuery 28 β 503.28 ms β 4632.63 ms β 9.20x slower β β QQuery 29 β 1671.89 ms β 5655.48 ms β 3.38x slower β β QQuery 30 β 889.60 ms β 1466.14 ms β 1.65x slower β β QQuery 31 β 2970.77 ms β 16033.88 ms β 5.40x slower β β QQuery 32 β 1015.97 ms β 2782.86 ms β 2.74x slower β β QQuery 33 β 1200.75 ms β 8780.17 ms β 7.31x slower β β QQuery 34 β 485.74 ms β 538.74 ms β 1.11x slower β β QQuery 35 β 1529.02 ms β 7030.75 ms β 4.60x slower β β QQuery 36 β 106.73 ms β 106.40 ms β no change β β QQuery 37 β 429.21 ms β 356.25 ms β +1.20x faster β β QQuery 38 β 1320.42 ms β 9274.35 ms β 7.02x slower β β QQuery 39 β 3411.74 ms β 19259.76 ms β 5.65x slower β β QQuery 40 β 735.31 ms β 3041.62 ms β 4.14x slower β β QQuery 41 β 390.88 ms β 465.74 ms β 1.19x slower β β QQuery 42 β 776.45 ms β 4452.03 ms β 5.73x slower β β QQuery 43 β 115.27 ms β 76.38 ms β +1.51x faster β β QQuery 44 β 196.69 ms β 144.79 ms β +1.36x faster β β QQuery 45 β 1085.48 ms β 6462.48 ms β 5.95x slower β β QQuery 46 β 574.68 ms β 666.40 ms β 1.16x slower β β QQuery 47 β 2507.69 ms β 31469.14 ms β 12.55x slower β β QQuery 48 β 1463.83 ms β 21268.48 ms β 14.53x slower β β QQuery 49 β 1034.94 ms β 15564.30 ms β 15.04x slower β β QQuery 50 β 1088.36 ms β 8799.98 ms β 8.09x slower β β QQuery 51 β 1077.58 ms β 10385.87 ms β 9.64x slower β β QQuery 52 β 733.18 ms β 4469.31 ms β 6.10x slower β β QQuery 53 β 882.39 ms β 7626.31 ms β 8.64x slower β β QQuery 54 β 1380.12 ms β 4612.87 ms β 3.34x slower β β QQuery 55 β 773.16 ms β 4515.05 ms β 5.84x slower β β QQuery 56 β 1108.61 ms β 4673.71 ms β 4.22x slower β β QQuery 57 β 2256.02 ms β 24394.84 ms β 10.81x slower β β QQuery 58 β 2432.36 ms β 9393.44 ms β 3.86x slower β β QQuery 59 β 1573.58 ms β 12576.22 ms β 7.99x slower β β QQuery 60 β 1113.07 ms β 4858.63 ms β 4.37x slower β β QQuery 61 β 571.89 ms β 566.44 ms β no change β β QQuery 62 β 871.34 ms β 9901.99 ms β 11.36x slower β β QQuery 63 β 950.76 ms β 7747.68 ms β 8.15x slower β β QQuery 64 β 5452.42 ms β 33198.65 ms β 6.09x slower β β QQuery 65 β 1362.36 ms β 15961.05 ms β 11.72x slower β β QQuery 66 β 1227.36 ms β 8442.12 ms β 6.88x slower β β QQuery 67 β 1068.23 ms β 10204.66 ms β 9.55x slower β β QQuery 68 β 456.54 ms β 631.42 ms β 1.38x slower β β QQuery 69 β 1558.81 ms β 9297.02 ms β 5.96x slower β β QQuery 70 β 1330.93 ms β 12315.77 ms β 9.25x slower β β QQuery 71 β 1222.90 ms β 4705.69 ms β 3.85x slower β β QQuery 72 β 1832.19 ms β 23448.28 ms β 12.80x slower β β QQuery 73 β 543.96 ms β 416.24 ms β +1.31x faster β β QQuery 74 β 1624.24 ms β 16668.16 ms β 10.26x slower β β QQuery 75 β 1935.32 ms β 9609.00 ms β 4.97x slower β β QQuery 76 β 747.52 ms β 8303.77 ms β 11.11x slower β β QQuery 77 β 1206.10 ms β 6097.40 ms β 5.06x slower β β QQuery 78 β 1038.75 ms β 3867.76 ms β 3.72x slower β β QQuery 79 β 1167.10 ms β 12889.79 ms β 11.04x slower β β QQuery 80 β 1355.79 ms β 11834.28 ms β 8.73x slower β β QQuery 81 β 982.41 ms β 1452.27 ms β 1.48x slower β β QQuery 82 β 1038.98 ms β 3778.03 ms β 3.64x slower β β QQuery 83 β 1627.21 ms β 2761.27 ms β 1.70x slower β β QQuery 84 β 810.07 ms β 1736.07 ms β 2.14x slower β β QQuery 85 β 1716.19 ms β 15865.31 ms β 9.24x slower β β QQuery 86 β 589.00 ms β 4425.56 ms β 7.51x slower β β QQuery 87 β 1301.37 ms β 9470.32 ms β 7.28x slower β β QQuery 88 β 1298.53 ms β 9352.16 ms β 7.20x slower β β QQuery 89 β 966.75 ms β 8468.66 ms β 8.76x slower β β QQuery 90 β 851.51 ms β 6120.99 ms β 7.19x slower β β QQuery 91 β 1293.39 ms β 5812.84 ms β 4.49x slower β β QQuery 92 β 1027.97 ms β 6247.41 ms β 6.08x slower β β QQuery 93 β 493.69 ms β 403.03 ms β +1.22x faster β β QQuery 94 β 1090.46 ms β 6282.26 ms β 5.76x slower β β QQuery 95 β 1446.56 ms β 6591.20 ms β 4.56x slower β β QQuery 96 β 1120.45 ms β 8336.91 ms β 7.44x slower β β QQuery 97 β 903.07 ms β 4268.59 ms β 4.73x slower β β QQuery 98 β 713.86 ms β 4443.84 ms β 6.23x slower β β QQuery 99 β 1036.57 ms β 13119.05 ms β 12.66x slower β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 124413.40ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 864117.68ms β β Average Time (HEAD) β 1256.70ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 8728.46ms β β Queries Faster β 6 β β Queries Slower β 90 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 156.90 / 179.27 Β±19.09 / 206.98 ms β 155.81 / 178.65 Β±18.87 / 205.84 ms β no change β β QQuery 2 β 1214.39 / 1296.99 Β±70.68 / 1405.68 ms β 4469.88 / 4704.17 Β±256.09 / 5120.35 ms β 3.63x slower β β QQuery 3 β 701.48 / 778.67 Β±78.46 / 922.47 ms β 4458.75 / 4598.74 Β±92.78 / 4750.40 ms β 5.91x slower β β QQuery 4 β 2250.22 / 2435.16 Β±130.87 / 2606.54 ms β 22212.20 / 22625.52 Β±322.01 / 23118.67 ms β 9.29x slower β β QQuery 5 β 836.84 / 895.70 Β±34.44 / 939.58 ms β 4345.12 / 4853.58 Β±275.79 / 5140.58 ms β 5.42x slower β β QQuery 6 β 1087.61 / 1184.48 Β±71.30 / 1273.31 ms β 8708.72 / 9096.04 Β±227.35 / 9422.78 ms β 7.68x slower β β QQuery 7 β 1179.88 / 1229.90 Β±43.06 / 1303.89 ms β 19464.05 / 19871.41 Β±293.06 / 20156.81 ms β 16.16x slower β β QQuery 8 β 481.59 / 595.99 Β±83.53 / 724.73 ms β 1018.42 / 1068.48 Β±46.27 / 1128.91 ms β 1.79x slower β β QQuery 9 β 1525.61 / 1613.04 Β±77.53 / 1720.29 ms β 3699.19 / 3784.78 Β±87.63 / 3953.70 ms β 2.35x slower β β QQuery 10 β 1516.63 / 1605.49 Β±81.65 / 1752.34 ms β 9529.35 / 9744.25 Β±163.99 / 10036.54 ms β 6.07x slower β β QQuery 11 β 1690.30 / 1787.47 Β±68.89 / 1860.38 ms β 16857.74 / 17370.06 Β±417.48 / 17842.84 ms β 9.72x slower β β QQuery 12 β 669.57 / 715.90 Β±37.48 / 754.04 ms β 3208.52 / 3276.97 Β±35.33 / 3304.93 ms β 4.58x slower β β QQuery 13 β 1514.18 / 1658.91 Β±111.84 / 1802.62 ms β 24659.90 / 25252.03 Β±515.34 / 25920.04 ms β 15.22x slower β β QQuery 14 β 7113.97 / 7584.15 Β±311.88 / 8009.62 ms β 46210.39 / 47877.08 Β±935.03 / 49098.35 ms β 6.31x slower β β QQuery 15 β 741.45 / 863.09 Β±88.58 / 961.33 ms β 4802.94 / 5070.05 Β±161.49 / 5280.89 ms β 5.87x slower β β QQuery 16 β 157.02 / 179.84 Β±18.87 / 207.03 ms β 107.82 / 170.19 Β±35.03 / 208.18 ms β +1.06x faster β β QQuery 17 β 1461.22 / 1596.54 Β±92.78 / 1731.64 ms β 3242.89 / 3398.37 Β±121.59 / 3544.07 ms β 2.13x slower β β QQuery 18 β 1194.15 / 1260.13 Β±47.79 / 1336.51 ms β 13431.95 / 14460.72 Β±602.05 / 15077.91 ms β 11.48x slower β β QQuery 19 β 1142.01 / 1280.26 Β±108.73 / 1457.46 ms β 8778.92 / 8908.96 Β±105.63 / 9039.75 ms β 6.96x slower β β QQuery 20 β 560.29 / 666.99 Β±78.04 / 768.78 ms β 4144.65 / 4346.58 Β±122.47 / 4510.89 ms β 6.52x slower β β QQuery 21 β 913.85 / 998.33 Β±58.25 / 1082.45 ms β 4337.08 / 4615.16 Β±185.17 / 4836.90 ms β 4.62x slower β β QQuery 22 β 786.88 / 857.14 Β±73.32 / 997.26 ms β 4509.50 / 4803.54 Β±182.30 / 4999.03 ms β 5.60x slower β β QQuery 23 β 3023.08 / 3603.67 Β±321.83 / 3889.73 ms β 34361.59 / 35247.72 Β±555.90 / 36040.80 ms β 9.78x slower β β QQuery 24 β 3115.80 / 3382.44 Β±155.93 / 3576.18 ms β 20133.84 / 20376.83 Β±330.12 / 21025.96 ms β 6.02x slower β β QQuery 25 β 1525.03 / 1653.67 Β±104.64 / 1787.53 ms β 3208.22 / 3382.02 Β±134.89 / 3587.41 ms β 2.05x slower β β QQuery 26 β 1049.08 / 1091.28 Β±46.96 / 1173.34 ms β 13013.50 / 13956.37 Β±497.35 / 14381.43 ms β 12.79x slower β β QQuery 27 β 137.05 / 197.99 Β±58.53 / 288.31 ms β 168.80 / 232.65 Β±41.97 / 279.52 ms β 1.18x slower β β QQuery 28 β 503.28 / 538.91 Β±46.91 / 631.53 ms β 4632.63 / 4749.70 Β±107.82 / 4924.56 ms β 8.81x slower β β QQuery 29 β 1671.89 / 1765.18 Β±66.48 / 1860.79 ms β 5655.48 / 5694.27 Β±39.15 / 5748.32 ms β 3.23x slower β β QQuery 30 β 889.60 / 1009.26 Β±74.01 / 1112.83 ms β 1466.14 / 1674.45 Β±126.23 / 1807.69 ms β 1.66x slower β β QQuery 31 β 2970.77 / 3234.77 Β±169.86 / 3434.70 ms β 16033.88 / 16224.38 Β±169.45 / 16525.03 ms β 5.02x slower β β QQuery 32 β 1015.97 / 1070.15 Β±51.13 / 1165.18 ms β 2782.86 / 2818.46 Β±18.08 / 2830.94 ms β 2.63x slower β β QQuery 33 β 1200.75 / 1379.80 Β±119.02 / 1539.85 ms β 8780.17 / 9324.48 Β±276.75 / 9505.59 ms β 6.76x slower β β QQuery 34 β 485.74 / 517.44 Β±25.35 / 540.56 ms β 538.74 / 543.29 Β±3.00 / 546.72 ms β no change β β QQuery 35 β 1529.02 / 1573.77 Β±38.22 / 1624.67 ms β 7030.75 / 7105.21 Β±85.61 / 7267.48 ms β 4.51x slower β β QQuery 36 β 106.73 / 159.70 Β±36.52 / 211.08 ms β 106.40 / 153.15 Β±40.83 / 206.47 ms β no change β β QQuery 37 β 429.21 / 455.79 Β±15.53 / 476.39 ms β 356.25 / 450.46 Β±67.93 / 514.55 ms β no change β β QQuery 38 β 1320.42 / 1392.64 Β±59.93 / 1465.94 ms β 9274.35 / 9408.57 Β±111.20 / 9550.32 ms β 6.76x slower β β QQuery 39 β 3411.74 / 3539.22 Β±98.70 / 3716.12 ms β 19259.76 / 19900.60 Β±347.02 / 20305.13 ms β 5.62x slower β β QQuery 40 β 735.31 / 815.73 Β±67.02 / 889.08 ms β 3041.62 / 3097.42 Β±29.91 / 3123.84 ms β 3.80x slower β β QQuery 41 β 390.88 / 513.60 Β±63.83 / 567.02 ms β 465.74 / 498.10 Β±24.39 / 541.28 ms β no change β β QQuery 42 β 776.45 / 864.00 Β±57.66 / 955.58 ms β 4452.03 / 4695.07 Β±238.89 / 5136.92 ms β 5.43x slower β β QQuery 43 β 115.27 / 160.93 Β±33.57 / 206.55 ms β 76.38 / 127.55 Β±47.78 / 206.58 ms β +1.26x faster β β QQuery 44 β 196.69 / 243.91 Β±46.07 / 302.89 ms β 144.79 / 211.54 Β±34.43 / 242.68 ms β +1.15x faster β β QQuery 45 β 1085.48 / 1086.52 Β±1.03 / 1088.31 ms β 6462.48 / 6565.05 Β±101.04 / 6690.21 ms β 6.04x slower β β QQuery 46 β 574.68 / 635.59 Β±53.00 / 719.22 ms β 666.40 / 822.72 Β±92.27 / 947.72 ms β 1.29x slower β β QQuery 47 β 2507.69 / 2522.72 Β±12.71 / 2537.90 ms β 31469.14 / 31773.68 Β±167.36 / 31930.33 ms β 12.60x slower β β QQuery 48 β 1463.83 / 1582.15 Β±78.52 / 1709.69 ms β 21268.48 / 21690.25 Β±235.05 / 21973.40 ms β 13.71x slower β β QQuery 49 β 1034.94 / 1127.88 Β±80.51 / 1246.68 ms β 15564.30 / 15897.77 Β±298.44 / 16424.59 ms β 14.10x slower β β QQuery 50 β 1088.36 / 1159.49 Β±60.72 / 1244.06 ms β 8799.98 / 8913.08 Β±106.66 / 9078.30 ms β 7.69x slower β β QQuery 51 β 1077.58 / 1081.00 Β±2.11 / 1084.24 ms β 10385.87 / 10640.82 Β±199.95 / 10954.11 ms β 9.84x slower β β QQuery 52 β 733.18 / 831.42 Β±58.92 / 893.05 ms β 4469.31 / 4641.05 Β±154.82 / 4878.08 ms β 5.58x slower β β QQuery 53 β 882.39 / 925.55 Β±25.32 / 954.76 ms β 7626.31 / 8081.18 Β±299.88 / 8522.23 ms β 8.73x slower β β QQuery 54 β 1380.12 / 1505.65 Β±78.66 / 1596.03 ms β 4612.87 / 4759.54 Β±85.29 / 4845.62 ms β 3.16x slower β β QQuery 55 β 773.16 / 862.98 Β±58.12 / 954.32 ms β 4515.05 / 4657.53 Β±75.50 / 4740.59 ms β 5.40x slower β β QQuery 56 β 1108.61 / 1145.41 Β±29.46 / 1184.93 ms β 4673.71 / 5112.41 Β±298.89 / 5556.71 ms β 4.46x slower β β QQuery 57 β 2256.02 / 2360.31 Β±111.02 / 2526.28 ms β 24394.84 / 25274.12 Β±824.87 / 26749.87 ms β 10.71x slower β β QQuery 58 β 2432.36 / 2588.06 Β±93.77 / 2676.89 ms β 9393.44 / 9525.73 Β±143.97 / 9805.38 ms β 3.68x slower β β QQuery 59 β 1573.58 / 1657.77 Β±58.00 / 1751.03 ms β 12576.22 / 12928.66 Β±264.19 / 13348.38 ms β 7.80x slower β β QQuery 60 β 1113.07 / 1147.01 Β±25.82 / 1172.18 ms β 4858.63 / 5263.59 Β±316.69 / 5554.05 ms β 4.59x slower β β QQuery 61 β 571.89 / 658.18 Β±94.84 / 841.81 ms β 566.44 / 671.28 Β±104.75 / 842.18 ms β no change β β QQuery 62 β 871.34 / 930.91 Β±51.64 / 1005.72 ms β 9901.99 / 9943.37 Β±35.62 / 10006.92 ms β 10.68x slower β β QQuery 63 β 950.76 / 1009.38 Β±64.89 / 1127.38 ms β 7747.68 / 8124.66 Β±300.76 / 8558.18 ms β 8.05x slower β β QQuery 64 β 5452.42 / 5642.62 Β±100.68 / 5742.18 ms β 33198.65 / 34619.00 Β±834.55 / 35475.83 ms β 6.14x slower β β QQuery 65 β 1362.36 / 1453.84 Β±123.65 / 1698.18 ms β 15961.05 / 16447.90 Β±510.83 / 17291.78 ms β 11.31x slower β β QQuery 66 β 1227.36 / 1319.75 Β±71.84 / 1418.04 ms β 8442.12 / 8885.74 Β±442.31 / 9510.59 ms β 6.73x slower β β QQuery 67 β 1068.23 / 1101.06 Β±27.23 / 1144.72 ms β 10204.66 / 10705.86 Β±373.26 / 11196.71 ms β 9.72x slower β β QQuery 68 β 456.54 / 575.41 Β±86.68 / 721.90 ms β 631.42 / 809.33 Β±103.10 / 914.51 ms β 1.41x slower β β QQuery 69 β 1558.81 / 1653.86 Β±96.77 / 1817.01 ms β 9297.02 / 9640.36 Β±257.42 / 9956.20 ms β 5.83x slower β β QQuery 70 β 1330.93 / 1375.67 Β±39.28 / 1422.92 ms β 12315.77 / 12573.78 Β±150.50 / 12750.31 ms β 9.14x slower β β QQuery 71 β 1222.90 / 1237.71 Β±17.06 / 1263.04 ms β 4705.69 / 5005.51 Β±181.77 / 5244.36 ms β 4.04x slower β β QQuery 72 β 1832.19 / 2004.39 Β±100.03 / 2109.52 ms β 23448.28 / 23987.15 Β±414.47 / 24557.54 ms β 11.97x slower β β QQuery 73 β 543.96 / 579.15 Β±29.04 / 612.32 ms β 416.24 / 474.88 Β±47.89 / 518.31 ms β +1.22x faster β β QQuery 74 β 1624.24 / 1783.26 Β±132.31 / 1970.63 ms β 16668.16 / 16933.46 Β±241.50 / 17245.76 ms β 9.50x slower β β QQuery 75 β 1935.32 / 2150.68 Β±143.26 / 2337.37 ms β 9609.00 / 9905.30 Β±227.78 / 10244.40 ms β 4.61x slower β β QQuery 76 β 747.52 / 818.57 Β±39.27 / 863.61 ms β 8303.77 / 8646.82 Β±523.31 / 9678.96 ms β 10.56x slower β β QQuery 77 β 1206.10 / 1311.34 Β±66.26 / 1412.61 ms β 6097.40 / 6413.01 Β±312.87 / 6843.24 ms β 4.89x slower β β QQuery 78 β 1038.75 / 1096.78 Β±40.58 / 1147.39 ms β 3867.76 / 4078.64 Β±148.25 / 4262.67 ms β 3.72x slower β β QQuery 79 β 1167.10 / 1347.52 Β±109.92 / 1488.68 ms β 12889.79 / 13167.99 Β±190.18 / 13392.39 ms β 9.77x slower β β QQuery 80 β 1355.79 / 1457.68 Β±70.28 / 1575.00 ms β 11834.28 / 12496.22 Β±516.25 / 13415.49 ms β 8.57x slower β β QQuery 81 β 982.41 / 1049.69 Β±54.62 / 1114.64 ms β 1452.27 / 1605.04 Β±129.56 / 1763.22 ms β 1.53x slower β β QQuery 82 β 1038.98 / 1177.73 Β±96.60 / 1300.01 ms β 3778.03 / 3846.51 Β±53.10 / 3925.59 ms β 3.27x slower β β QQuery 83 β 1627.21 / 1669.67 Β±36.63 / 1731.56 ms β 2761.27 / 2968.07 Β±147.14 / 3131.71 ms β 1.78x slower β β QQuery 84 β 810.07 / 908.81 Β±93.63 / 1071.23 ms β 1736.07 / 1871.16 Β±76.61 / 1939.31 ms β 2.06x slower β β QQuery 85 β 1716.19 / 1751.77 Β±28.52 / 1776.11 ms β 15865.31 / 16245.59 Β±208.72 / 16410.99 ms β 9.27x slower β β QQuery 86 β 589.00 / 625.89 Β±35.85 / 687.74 ms β 4425.56 / 4437.62 Β±15.65 / 4468.56 ms β 7.09x slower β β QQuery 87 β 1301.37 / 1343.98 Β±35.41 / 1394.38 ms β 9470.32 / 9735.12 Β±192.66 / 9970.57 ms β 7.24x slower β β QQuery 88 β 1298.53 / 1343.02 Β±39.17 / 1415.21 ms β 9352.16 / 9654.49 Β±185.15 / 9897.13 ms β 7.19x slower β β QQuery 89 β 966.75 / 1022.41 Β±59.76 / 1128.68 ms β 8468.66 / 8690.27 Β±260.05 / 9189.34 ms β 8.50x slower β β QQuery 90 β 851.51 / 962.65 Β±78.62 / 1075.56 ms β 6120.99 / 6604.44 Β±353.85 / 7037.35 ms β 6.86x slower β β QQuery 91 β 1293.39 / 1367.30 Β±74.45 / 1496.39 ms β 5812.84 / 6031.65 Β±206.44 / 6352.28 ms β 4.41x slower β β QQuery 92 β 1027.97 / 1081.15 Β±49.78 / 1173.95 ms β 6247.41 / 6268.22 Β±27.81 / 6322.25 ms β 5.80x slower β β QQuery 93 β 493.69 / 557.26 Β±58.81 / 644.91 ms β 403.03 / 538.56 Β±70.09 / 605.60 ms β no change β β QQuery 94 β 1090.46 / 1147.87 Β±41.07 / 1204.72 ms β 6282.26 / 6357.75 Β±62.94 / 6441.89 ms β 5.54x slower β β QQuery 95 β 1446.56 / 1630.92 Β±98.04 / 1716.75 ms β 6591.20 / 6746.76 Β±95.56 / 6867.65 ms β 4.14x slower β β QQuery 96 β 1120.45 / 1123.17 Β±2.71 / 1128.04 ms β 8336.91 / 8530.27 Β±134.91 / 8750.59 ms β 7.59x slower β β QQuery 97 β 903.07 / 979.89 Β±42.58 / 1033.59 ms β 4268.59 / 4516.77 Β±146.69 / 4653.79 ms β 4.61x slower β β QQuery 98 β 713.86 / 807.97 Β±88.16 / 944.21 ms β 4443.84 / 4710.56 Β±214.84 / 5091.46 ms β 5.83x slower β β QQuery 99 β 1036.57 / 1038.34 Β±1.20 / 1040.20 ms β 13119.05 / 14265.93 Β±663.76 / 14933.93 ms β 13.74x slower β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 133744.05ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 893649.89ms β β Average Time (HEAD) β 1350.95ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 9026.77ms 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 | 675.2s | | Peak memory | 1.1 GiB | | Avg memory | 587.8 MiB | | CPU user | 122.6s | | CPU sys | 15.6s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 4476.0s | | Peak memory | 972.6 MiB | | Avg memory | 513.7 MiB | | CPU user | 158.3s | | CPU sys | 23.9s | | 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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