adriangbot commented on PR #24086: URL: https://github.com/apache/datafusion/pull/24086#issuecomment-5180780017
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24086#issuecomment-5180419475) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing claude/datafusion-rowgroup-buffering-ec9abc (5ff7af62acc00fbfe33496798fd22245958be41b) to 39d5064 (merge-base) [diff](https://github.com/apache/datafusion/compare/39d50641424dfbc9fadad9cad17619c64d06076b..5ff7af62acc00fbfe33496798fd22245958be41b) <details><summary>Run configuration</summary> ```yaml run benchmark tpcds env: DF_FETCH_BUDGET: "104857600" DF_FETCH_POLICY: "streaming" SIMULATE_LATENCY: "true" ``` </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 106.55 ms β 106.61 ms β no change β β QQuery 2 β 511.94 ms β 764.90 ms β 1.49x slower β β QQuery 3 β 382.82 ms β 464.40 ms β 1.21x slower β β QQuery 4 β 1194.30 ms β 1585.64 ms β 1.33x slower β β QQuery 5 β 472.14 ms β 606.93 ms β 1.29x slower β β QQuery 6 β 610.73 ms β 764.11 ms β 1.25x slower β β QQuery 7 β 546.23 ms β 885.30 ms β 1.62x slower β β QQuery 8 β 483.89 ms β 759.48 ms β 1.57x slower β β QQuery 9 β 1374.60 ms β 1541.04 ms β 1.12x slower β β QQuery 10 β 755.03 ms β 1004.14 ms β 1.33x slower β β QQuery 11 β 872.33 ms β 1245.92 ms β 1.43x slower β β QQuery 12 β 344.38 ms β 379.58 ms β 1.10x slower β β QQuery 13 β 657.32 ms β 958.21 ms β 1.46x slower β β QQuery 14 β 3929.87 ms β 4755.84 ms β 1.21x slower β β QQuery 15 β 408.01 ms β 583.39 ms β 1.43x slower β β QQuery 16 β 108.07 ms β 107.92 ms β no change β β QQuery 17 β 631.93 ms β 995.17 ms β 1.57x slower β β QQuery 18 β 716.07 ms β 1013.09 ms β 1.41x slower β β QQuery 19 β 533.49 ms β 787.93 ms β 1.48x slower β β QQuery 20 β 326.84 ms β 464.15 ms β 1.42x slower β β QQuery 21 β 505.30 ms β 482.41 ms β no change β β QQuery 22 β 476.28 ms β 525.24 ms β 1.10x slower β β QQuery 23 β 2547.00 ms β 3533.07 ms β 1.39x slower β β QQuery 24 β 2187.60 ms β 3118.91 ms β 1.43x slower β β QQuery 25 β 687.32 ms β 913.17 ms β 1.33x slower β β QQuery 26 β 599.35 ms β 704.95 ms β 1.18x slower β β QQuery 27 β 141.55 ms β 190.56 ms β 1.35x slower β β QQuery 28 β 344.91 ms β 425.90 ms β 1.23x slower β β QQuery 29 β 720.41 ms β 1068.21 ms β 1.48x slower β β QQuery 30 β 560.96 ms β 857.56 ms β 1.53x slower β β QQuery 31 β 1193.11 ms β 2095.41 ms β 1.76x slower β β QQuery 32 β 414.92 ms β 482.52 ms β 1.16x slower β β QQuery 33 β 522.29 ms β 736.44 ms β 1.41x slower β β QQuery 34 β 194.91 ms β 228.07 ms β 1.17x slower β β QQuery 35 β 657.11 ms β 1012.73 ms β 1.54x slower β β QQuery 36 β 110.34 ms β 108.19 ms β no change β β QQuery 37 β 220.33 ms β 237.11 ms β 1.08x slower β β QQuery 38 β 564.16 ms β 825.62 ms β 1.46x slower β β QQuery 39 β 1845.58 ms β 2251.57 ms β 1.22x slower β β QQuery 40 β 466.61 ms β 579.31 ms β 1.24x slower β β QQuery 41 β 175.86 ms β 175.02 ms β no change β β QQuery 42 β 313.33 ms β 423.92 ms β 1.35x slower β β QQuery 43 β 105.63 ms β 76.62 ms β +1.38x faster β β QQuery 44 β 198.81 ms β 196.14 ms β no change β β QQuery 45 β 462.94 ms β 665.34 ms β 1.44x slower β β QQuery 46 β 289.58 ms β 525.40 ms β 1.81x slower β β QQuery 47 β 1187.06 ms β 1583.24 ms β 1.33x slower β β QQuery 48 β 599.59 ms β 859.87 ms β 1.43x slower β β QQuery 49 β 575.32 ms β 655.87 ms β 1.14x slower β β QQuery 50 β 528.05 ms β 783.09 ms β 1.48x slower β β QQuery 51 β 511.88 ms β 676.58 ms β 1.32x slower β β QQuery 52 β 307.71 ms β 442.29 ms β 1.44x slower β β QQuery 53 β 408.69 ms β 442.07 ms β 1.08x slower β β QQuery 54 β 857.62 ms β 1122.26 ms β 1.31x slower β β QQuery 55 β 377.16 ms β 424.88 ms β 1.13x slower β β QQuery 56 β 547.20 ms β 745.89 ms β 1.36x slower β β QQuery 57 β 1031.63 ms β 1460.85 ms β 1.42x slower β β QQuery 58 β 1155.61 ms β 1492.95 ms β 1.29x slower β β QQuery 59 β 897.47 ms β 945.77 ms β 1.05x slower β β QQuery 60 β 574.44 ms β 698.88 ms β 1.22x slower β β QQuery 61 β 394.04 ms β 392.37 ms β no change β β QQuery 62 β 581.64 ms β 540.77 ms β +1.08x faster β β QQuery 63 β 418.11 ms β 448.56 ms β 1.07x slower β β QQuery 64 β 3180.76 ms β 4659.33 ms β 1.46x slower β β QQuery 65 β 602.43 ms β 968.02 ms β 1.61x slower β β QQuery 66 β 564.29 ms β 683.49 ms β 1.21x slower β β QQuery 67 β 612.03 ms β 709.45 ms β 1.16x slower β β QQuery 68 β 288.29 ms β 486.75 ms β 1.69x slower β β QQuery 69 β 700.33 ms β 1115.17 ms β 1.59x slower β β QQuery 70 β 672.84 ms β 806.26 ms β 1.20x slower β β QQuery 71 β 475.08 ms β 675.36 ms β 1.42x slower β β QQuery 72 β 3005.47 ms β 3588.68 ms β 1.19x slower β β QQuery 73 β 195.44 ms β 256.95 ms β 1.31x slower β β QQuery 74 β 724.70 ms β 1180.16 ms β 1.63x slower β β QQuery 75 β 931.22 ms β 1242.33 ms β 1.33x slower β β QQuery 76 β 521.13 ms β 616.34 ms β 1.18x slower β β QQuery 77 β 603.99 ms β 872.06 ms β 1.44x slower β β QQuery 78 β 706.59 ms β 1352.28 ms β 1.91x slower β β QQuery 79 β 448.82 ms β 569.64 ms β 1.27x slower β β QQuery 80 β 649.05 ms β 898.91 ms β 1.38x slower β β QQuery 81 β 477.58 ms β 783.97 ms β 1.64x slower β β QQuery 82 β 555.56 ms β 745.39 ms β 1.34x slower β β QQuery 83 β 858.88 ms β 1140.15 ms β 1.33x slower β β QQuery 84 β 440.73 ms β 735.43 ms β 1.67x slower β β QQuery 85 β 813.54 ms β 1098.30 ms β 1.35x slower β β QQuery 86 β 248.85 ms β 372.77 ms β 1.50x slower β β QQuery 87 β 575.62 ms β 911.78 ms β 1.58x slower β β QQuery 88 β 737.84 ms β 791.46 ms β 1.07x slower β β QQuery 89 β 424.96 ms β 513.10 ms β 1.21x slower β β QQuery 90 β 425.49 ms β 457.07 ms β 1.07x slower β β QQuery 91 β 526.83 ms β 1044.24 ms β 1.98x slower β β QQuery 92 β 437.92 ms β 508.26 ms β 1.16x slower β β QQuery 93 β 458.45 ms β 535.88 ms β 1.17x slower β β QQuery 94 β 481.71 ms β 728.26 ms β 1.51x slower β β QQuery 95 β 688.04 ms β 1173.07 ms β 1.70x slower β β QQuery 96 β 403.26 ms β 502.76 ms β 1.25x slower β β QQuery 97 β 440.38 ms β 626.83 ms β 1.42x slower β β QQuery 98 β 401.47 ms β 495.62 ms β 1.23x slower β β QQuery 99 β 507.71 ms β 576.49 ms β 1.14x slower β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 67213.22ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 90351.33ms β β Average Time (HEAD) β 678.92ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 912.64ms β β Queries Faster β 2 β β Queries Slower β 90 β β Queries with No Change β 7 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 106.55 / 173.11 Β±37.68 / 207.15 ms β 106.61 / 173.08 Β±37.78 / 207.08 ms β no change β β QQuery 2 β 511.94 / 649.73 Β±72.98 / 712.88 ms β 764.90 / 883.97 Β±80.07 / 995.73 ms β 1.36x slower β β QQuery 3 β 382.82 / 429.59 Β±31.93 / 476.04 ms β 464.40 / 571.90 Β±103.92 / 700.77 ms β 1.33x slower β β QQuery 4 β 1194.30 / 1311.58 Β±93.73 / 1473.53 ms β 1585.64 / 1786.23 Β±129.90 / 1978.05 ms β 1.36x slower β β QQuery 5 β 472.14 / 569.34 Β±70.84 / 678.52 ms β 606.93 / 680.33 Β±62.16 / 787.78 ms β 1.19x slower β β QQuery 6 β 610.73 / 716.14 Β±85.88 / 814.56 ms β 764.11 / 885.31 Β±88.72 / 993.62 ms β 1.24x slower β β QQuery 7 β 546.23 / 684.97 Β±78.48 / 772.18 ms β 885.30 / 949.36 Β±32.41 / 971.20 ms β 1.39x slower β β QQuery 8 β 483.89 / 573.01 Β±59.22 / 646.69 ms β 759.48 / 791.31 Β±36.30 / 836.26 ms β 1.38x slower β β QQuery 9 β 1374.60 / 1490.74 Β±94.29 / 1597.07 ms β 1541.04 / 1641.53 Β±80.09 / 1764.57 ms β 1.10x slower β β QQuery 10 β 755.03 / 808.04 Β±45.05 / 877.62 ms β 1004.14 / 1118.16 Β±67.53 / 1190.81 ms β 1.38x slower β β QQuery 11 β 872.33 / 1007.07 Β±79.70 / 1114.67 ms β 1245.92 / 1296.74 Β±57.57 / 1402.36 ms β 1.29x slower β β QQuery 12 β 344.38 / 373.35 Β±29.51 / 425.91 ms β 379.58 / 476.04 Β±66.82 / 541.81 ms β 1.28x slower β β QQuery 13 β 657.32 / 746.00 Β±50.85 / 794.58 ms β 958.21 / 991.90 Β±37.22 / 1063.63 ms β 1.33x slower β β QQuery 14 β 3929.87 / 4034.90 Β±84.73 / 4161.41 ms β 4755.84 / 4921.46 Β±100.96 / 5063.64 ms β 1.22x slower β β QQuery 15 β 408.01 / 513.73 Β±60.04 / 583.01 ms β 583.39 / 649.71 Β±41.33 / 701.20 ms β 1.26x slower β β QQuery 16 β 108.07 / 175.42 Β±39.05 / 214.08 ms β 107.92 / 170.38 Β±35.03 / 207.81 ms β no change β β QQuery 17 β 631.93 / 711.81 Β±44.79 / 759.11 ms β 995.17 / 1023.43 Β±37.52 / 1097.40 ms β 1.44x slower β β QQuery 18 β 716.07 / 800.95 Β±60.58 / 903.51 ms β 1013.09 / 1149.03 Β±98.30 / 1263.08 ms β 1.43x slower β β QQuery 19 β 533.49 / 596.91 Β±55.15 / 680.14 ms β 787.93 / 886.32 Β±63.38 / 972.99 ms β 1.48x slower β β QQuery 20 β 326.84 / 400.19 Β±40.13 / 446.80 ms β 464.15 / 512.17 Β±49.91 / 572.91 ms β 1.28x slower β β QQuery 21 β 505.30 / 570.14 Β±48.72 / 629.53 ms β 482.41 / 624.43 Β±98.83 / 735.18 ms β 1.10x slower β β QQuery 22 β 476.28 / 529.07 Β±31.73 / 570.38 ms β 525.24 / 620.11 Β±61.66 / 697.54 ms β 1.17x slower β β QQuery 23 β 2547.00 / 2713.35 Β±111.15 / 2864.08 ms β 3533.07 / 3669.30 Β±114.09 / 3840.70 ms β 1.35x slower β β QQuery 24 β 2187.60 / 2354.21 Β±109.67 / 2490.08 ms β 3118.91 / 3139.86 Β±18.16 / 3167.27 ms β 1.33x slower β β QQuery 25 β 687.32 / 728.63 Β±34.47 / 774.02 ms β 913.17 / 1017.29 Β±80.95 / 1129.17 ms β 1.40x slower β β QQuery 26 β 599.35 / 646.96 Β±36.05 / 703.77 ms β 704.95 / 739.51 Β±36.55 / 807.82 ms β 1.14x slower β β QQuery 27 β 141.55 / 254.15 Β±84.00 / 359.41 ms β 190.56 / 224.56 Β±35.19 / 285.80 ms β +1.13x faster β β QQuery 28 β 344.91 / 399.67 Β±30.96 / 433.37 ms β 425.90 / 526.46 Β±69.03 / 642.97 ms β 1.32x slower β β QQuery 29 β 720.41 / 787.79 Β±48.80 / 839.92 ms β 1068.21 / 1161.04 Β±57.29 / 1233.74 ms β 1.47x slower β β QQuery 30 β 560.96 / 650.38 Β±64.90 / 746.67 ms β 857.56 / 895.55 Β±40.91 / 961.13 ms β 1.38x slower β β QQuery 31 β 1193.11 / 1272.27 Β±57.47 / 1320.37 ms β 2095.41 / 2105.73 Β±12.80 / 2130.36 ms β 1.66x slower β β QQuery 32 β 414.92 / 450.32 Β±31.49 / 485.97 ms β 482.52 / 583.21 Β±59.51 / 647.23 ms β 1.30x slower β β QQuery 33 β 522.29 / 589.11 Β±42.48 / 639.37 ms β 736.44 / 777.67 Β±29.55 / 808.31 ms β 1.32x slower β β QQuery 34 β 194.91 / 306.28 Β±59.56 / 359.41 ms β 228.07 / 292.32 Β±61.04 / 374.03 ms β no change β β QQuery 35 β 657.11 / 736.32 Β±72.47 / 873.30 ms β 1012.73 / 1115.53 Β±70.00 / 1217.86 ms β 1.52x slower β β QQuery 36 β 110.34 / 173.88 Β±36.77 / 207.67 ms β 108.19 / 174.07 Β±38.09 / 210.44 ms β no change β β QQuery 37 β 220.33 / 276.22 Β±30.86 / 311.29 ms β 237.11 / 321.02 Β±50.97 / 376.53 ms β 1.16x slower β β QQuery 38 β 564.16 / 678.42 Β±72.29 / 791.56 ms β 825.62 / 920.62 Β±51.85 / 962.10 ms β 1.36x slower β β QQuery 39 β 1845.58 / 2008.82 Β±111.66 / 2141.17 ms β 2251.57 / 2260.78 Β±5.73 / 2267.32 ms β 1.13x slower β β QQuery 40 β 466.61 / 494.02 Β±22.26 / 513.74 ms β 579.31 / 651.01 Β±68.21 / 766.54 ms β 1.32x slower β β QQuery 41 β 175.86 / 279.03 Β±73.59 / 382.71 ms β 175.02 / 278.90 Β±73.83 / 382.74 ms β no change β β QQuery 42 β 313.33 / 405.92 Β±65.77 / 468.14 ms β 423.92 / 509.05 Β±65.25 / 608.73 ms β 1.25x slower β β QQuery 43 β 105.63 / 152.51 Β±41.13 / 206.84 ms β 76.62 / 122.96 Β±44.05 / 206.63 ms β +1.24x faster β β QQuery 44 β 198.81 / 262.90 Β±47.00 / 303.00 ms β 196.14 / 240.78 Β±48.50 / 302.06 ms β +1.09x faster β β QQuery 45 β 462.94 / 544.43 Β±63.67 / 615.12 ms β 665.34 / 704.58 Β±54.74 / 806.01 ms β 1.29x slower β β QQuery 46 β 289.58 / 345.73 Β±41.84 / 399.58 ms β 525.40 / 582.70 Β±47.77 / 668.51 ms β 1.69x slower β β QQuery 47 β 1187.06 / 1258.54 Β±49.95 / 1323.23 ms β 1583.24 / 1733.12 Β±86.93 / 1812.95 ms β 1.38x slower β β QQuery 48 β 599.59 / 703.15 Β±59.81 / 765.90 ms β 859.87 / 934.92 Β±37.75 / 961.49 ms β 1.33x slower β β QQuery 49 β 575.32 / 626.63 Β±50.48 / 701.96 ms β 655.87 / 724.72 Β±57.14 / 819.77 ms β 1.16x slower β β QQuery 50 β 528.05 / 635.67 Β±57.09 / 696.74 ms β 783.09 / 856.69 Β±61.18 / 947.96 ms β 1.35x slower β β QQuery 51 β 511.88 / 544.43 Β±25.75 / 569.44 ms β 676.58 / 759.29 Β±72.60 / 879.73 ms β 1.39x slower β β QQuery 52 β 307.71 / 406.47 Β±68.78 / 469.10 ms β 442.29 / 498.69 Β±43.16 / 558.68 ms β 1.23x slower β β QQuery 53 β 408.69 / 453.07 Β±49.48 / 515.97 ms β 442.07 / 571.34 Β±65.75 / 618.73 ms β 1.26x slower β β QQuery 54 β 857.62 / 965.61 Β±70.10 / 1038.52 ms β 1122.26 / 1196.36 Β±65.00 / 1302.39 ms β 1.24x slower β β QQuery 55 β 377.16 / 423.84 Β±32.07 / 470.90 ms β 424.88 / 509.20 Β±64.66 / 610.51 ms β 1.20x slower β β QQuery 56 β 547.20 / 597.36 Β±30.78 / 637.22 ms β 745.89 / 826.42 Β±64.51 / 938.19 ms β 1.38x slower β β QQuery 57 β 1031.63 / 1169.95 Β±108.42 / 1309.42 ms β 1460.85 / 1564.00 Β±53.01 / 1605.88 ms β 1.34x slower β β QQuery 58 β 1155.61 / 1329.66 Β±97.21 / 1424.27 ms β 1492.95 / 1561.45 Β±43.71 / 1600.80 ms β 1.17x slower β β QQuery 59 β 897.47 / 928.81 Β±44.06 / 1016.33 ms β 945.77 / 1044.52 Β±64.21 / 1130.09 ms β 1.12x slower β β QQuery 60 β 574.44 / 624.69 Β±58.11 / 732.08 ms β 698.88 / 763.26 Β±60.27 / 872.88 ms β 1.22x slower β β QQuery 61 β 394.04 / 395.97 Β±1.84 / 399.33 ms β 392.37 / 412.10 Β±15.57 / 426.76 ms β no change β β QQuery 62 β 581.64 / 602.74 Β±24.98 / 634.62 ms β 540.77 / 650.29 Β±82.16 / 787.52 ms β 1.08x slower β β QQuery 63 β 418.11 / 440.91 Β±27.23 / 475.15 ms β 448.56 / 516.67 Β±49.66 / 591.32 ms β 1.17x slower β β QQuery 64 β 3180.76 / 3294.58 Β±82.59 / 3378.33 ms β 4659.33 / 4701.59 Β±39.04 / 4770.47 ms β 1.43x slower β β QQuery 65 β 602.43 / 716.35 Β±70.94 / 808.47 ms β 968.02 / 1035.74 Β±58.60 / 1115.17 ms β 1.45x slower β β QQuery 66 β 564.29 / 595.90 Β±41.49 / 675.77 ms β 683.49 / 754.68 Β±47.72 / 831.03 ms β 1.27x slower β β QQuery 67 β 612.03 / 691.70 Β±50.02 / 752.46 ms β 709.45 / 754.72 Β±34.96 / 797.49 ms β 1.09x slower β β QQuery 68 β 288.29 / 307.91 Β±15.55 / 327.67 ms β 486.75 / 524.82 Β±36.03 / 591.31 ms β 1.70x slower β β QQuery 69 β 700.33 / 821.76 Β±89.06 / 955.63 ms β 1115.17 / 1262.97 Β±75.68 / 1318.50 ms β 1.54x slower β β QQuery 70 β 672.84 / 767.70 Β±67.45 / 862.41 ms β 806.26 / 885.51 Β±55.93 / 968.40 ms β 1.15x slower β β QQuery 71 β 475.08 / 561.93 Β±65.09 / 667.33 ms β 675.36 / 758.60 Β±50.86 / 817.38 ms β 1.35x slower β β QQuery 72 β 3005.47 / 3170.38 Β±131.63 / 3394.66 ms β 3588.68 / 3703.35 Β±77.47 / 3811.19 ms β 1.17x slower β β QQuery 73 β 195.44 / 306.84 Β±59.91 / 363.75 ms β 256.95 / 346.75 Β±49.80 / 393.23 ms β 1.13x slower β β QQuery 74 β 724.70 / 809.69 Β±62.40 / 917.67 ms β 1180.16 / 1249.32 Β±52.85 / 1315.74 ms β 1.54x slower β β QQuery 75 β 931.22 / 989.15 Β±40.30 / 1053.70 ms β 1242.33 / 1410.51 Β±103.16 / 1539.73 ms β 1.43x slower β β QQuery 76 β 521.13 / 599.06 Β±55.19 / 653.65 ms β 616.34 / 774.06 Β±79.40 / 831.12 ms β 1.29x slower β β QQuery 77 β 603.99 / 705.83 Β±67.45 / 801.72 ms β 872.06 / 932.93 Β±58.55 / 1033.35 ms β 1.32x slower β β QQuery 78 β 706.59 / 867.89 Β±88.62 / 975.49 ms β 1352.28 / 1379.42 Β±17.33 / 1394.82 ms β 1.59x slower β β QQuery 79 β 448.82 / 508.35 Β±52.10 / 599.51 ms β 569.64 / 689.70 Β±71.35 / 767.74 ms β 1.36x slower β β QQuery 80 β 649.05 / 734.07 Β±62.21 / 829.53 ms β 898.91 / 957.38 Β±42.45 / 1031.47 ms β 1.30x slower β β QQuery 81 β 477.58 / 609.38 Β±84.69 / 722.76 ms β 783.97 / 872.81 Β±58.22 / 953.83 ms β 1.43x slower β β QQuery 82 β 555.56 / 645.97 Β±48.96 / 687.83 ms β 745.39 / 892.41 Β±91.88 / 968.78 ms β 1.38x slower β β QQuery 83 β 858.88 / 966.42 Β±94.01 / 1097.73 ms β 1140.15 / 1229.98 Β±72.87 / 1310.35 ms β 1.27x slower β β QQuery 84 β 440.73 / 503.17 Β±57.69 / 593.02 ms β 735.43 / 786.71 Β±44.30 / 859.92 ms β 1.56x slower β β QQuery 85 β 813.54 / 887.73 Β±53.16 / 954.94 ms β 1098.30 / 1233.90 Β±112.02 / 1353.33 ms β 1.39x slower β β QQuery 86 β 248.85 / 316.18 Β±53.70 / 392.77 ms β 372.77 / 429.13 Β±44.55 / 489.25 ms β 1.36x slower β β QQuery 87 β 575.62 / 648.43 Β±72.57 / 781.59 ms β 911.78 / 1037.51 Β±74.48 / 1134.77 ms β 1.60x slower β β QQuery 88 β 737.84 / 738.50 Β±0.50 / 739.38 ms β 791.46 / 819.99 Β±21.28 / 844.83 ms β 1.11x slower β β QQuery 89 β 424.96 / 459.58 Β±27.81 / 482.49 ms β 513.10 / 548.20 Β±34.30 / 609.79 ms β 1.19x slower β β QQuery 90 β 425.49 / 465.94 Β±26.32 / 502.89 ms β 457.07 / 494.94 Β±31.07 / 534.77 ms β 1.06x slower β β QQuery 91 β 526.83 / 665.12 Β±112.13 / 806.62 ms β 1044.24 / 1048.02 Β±2.16 / 1050.94 ms β 1.58x slower β β QQuery 92 β 437.92 / 452.51 Β±19.81 / 490.58 ms β 508.26 / 587.48 Β±42.55 / 636.33 ms β 1.30x slower β β QQuery 93 β 458.45 / 481.18 Β±17.74 / 510.36 ms β 535.88 / 618.74 Β±54.51 / 678.34 ms β 1.29x slower β β QQuery 94 β 481.71 / 530.80 Β±43.37 / 585.32 ms β 728.26 / 829.06 Β±59.60 / 906.99 ms β 1.56x slower β β QQuery 95 β 688.04 / 776.20 Β±47.70 / 822.89 ms β 1173.07 / 1206.84 Β±30.66 / 1246.77 ms β 1.55x slower β β QQuery 96 β 403.26 / 445.73 Β±48.10 / 506.59 ms β 502.76 / 535.17 Β±34.62 / 596.66 ms β 1.20x slower β β QQuery 97 β 440.38 / 523.64 Β±70.46 / 609.33 ms β 626.83 / 652.20 Β±23.27 / 686.72 ms β 1.25x slower β β QQuery 98 β 401.47 / 445.79 Β±29.34 / 487.02 ms β 495.62 / 556.10 Β±54.45 / 641.71 ms β 1.25x slower β β QQuery 99 β 507.71 / 618.51 Β±64.15 / 693.85 ms β 576.49 / 727.51 Β±75.90 / 774.40 ms β 1.18x slower β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 75114.46ms β β Total Time (claude_datafusion-rowgroup-buffering-ec9abc) β 98169.16ms β β Average Time (HEAD) β 758.73ms β β Average Time (claude_datafusion-rowgroup-buffering-ec9abc) β 991.61ms β β Queries Faster β 3 β β Queries Slower β 90 β β Queries with No Change β 6 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 | 380.1s | | Peak memory | 1015.2 MiB | | Avg memory | 554.3 MiB | | CPU user | 239.0s | | CPU sys | 12.0s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 495.1s | | Peak memory | 810.3 MiB | | Avg memory | 344.0 MiB | | CPU user | 242.6s | | CPU sys | 13.7s | | 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 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