adriangbot commented on PR #24319: URL: https://github.com/apache/datafusion/pull/24319#issuecomment-5294866298
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24319#issuecomment-5294668724) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing perf/batch-memory-accounting (db959c37e7cc5716cb22b423f6b33147183c8e78) to 8c099dc (merge-base) [diff](https://github.com/apache/datafusion/compare/8c099dc15058cb95665e4a2312fd852d3c7042e4..db959c37e7cc5716cb22b423f6b33147183c8e78) <details><summary>Run configuration</summary> ```yaml run benchmark tpcds ``` </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 perf_batch-memory-accounting -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³βββββββββββββ³βββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β perf_batch-memory-accounting β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 5.79 ms β 6.28 ms β 1.08x slower β β QQuery 2 β 80.12 ms β 80.00 ms β no change β β QQuery 3 β 29.43 ms β 29.28 ms β no change β β QQuery 4 β 492.80 ms β 483.96 ms β no change β β QQuery 5 β 55.17 ms β 52.19 ms β +1.06x faster β β QQuery 6 β 40.11 ms β 36.09 ms β +1.11x faster β β QQuery 7 β 99.76 ms β 93.68 ms β +1.06x faster β β QQuery 8 β 39.66 ms β 36.80 ms β +1.08x faster β β QQuery 9 β 55.72 ms β 51.46 ms β +1.08x faster β β QQuery 10 β 64.99 ms β 62.86 ms β no change β β QQuery 11 β 310.97 ms β 306.75 ms β no change β β QQuery 12 β 29.28 ms β 29.07 ms β no change β β QQuery 13 β 119.23 ms β 117.29 ms β no change β β QQuery 14 β 420.50 ms β 416.71 ms β no change β β QQuery 15 β 57.29 ms β 68.79 ms β 1.20x slower β β QQuery 16 β 6.72 ms β 7.43 ms β 1.11x slower β β QQuery 17 β 80.16 ms β 84.70 ms β 1.06x slower β β QQuery 18 β 122.74 ms β 131.11 ms β 1.07x slower β β QQuery 19 β 41.84 ms β 42.73 ms β no change β β QQuery 20 β 36.40 ms β 37.34 ms β no change β β QQuery 21 β 17.32 ms β 17.99 ms β no change β β QQuery 22 β 62.51 ms β 66.64 ms β 1.07x slower β β QQuery 23 β 346.88 ms β 341.70 ms β no change β β QQuery 24 β 224.14 ms β 223.10 ms β no change β β QQuery 25 β 109.56 ms β 110.39 ms β no change β β QQuery 26 β 58.50 ms β 57.00 ms β no change β β QQuery 27 β 6.37 ms β 6.29 ms β no change β β QQuery 28 β 60.51 ms β 60.06 ms β no change β β QQuery 29 β 97.94 ms β 97.81 ms β no change β β QQuery 30 β 33.02 ms β 32.47 ms β no change β β QQuery 31 β 111.69 ms β 111.24 ms β no change β β QQuery 32 β 20.72 ms β 20.43 ms β no change β β QQuery 33 β 38.77 ms β 38.33 ms β no change β β QQuery 34 β 10.80 ms β 10.05 ms β +1.07x faster β β QQuery 35 β 80.91 ms β 72.19 ms β +1.12x faster β β QQuery 36 β 6.57 ms β 6.02 ms β +1.09x faster β β QQuery 37 β 7.60 ms β 6.92 ms β +1.10x faster β β QQuery 38 β 69.37 ms β 62.35 ms β +1.11x faster β β QQuery 39 β 104.81 ms β 90.04 ms β +1.16x faster β β QQuery 40 β 24.98 ms β 23.34 ms β +1.07x faster β β QQuery 41 β 12.20 ms β 11.34 ms β +1.08x faster β β QQuery 42 β 25.06 ms β 23.88 ms β no change β β QQuery 43 β 5.56 ms β 5.09 ms β +1.09x faster β β QQuery 44 β 10.31 ms β 9.44 ms β +1.09x faster β β QQuery 45 β 39.12 ms β 38.83 ms β no change β β QQuery 46 β 12.14 ms β 11.83 ms β no change β β QQuery 47 β 229.21 ms β 229.00 ms β no change β β QQuery 48 β 95.45 ms β 95.97 ms β no change β β QQuery 49 β 76.55 ms β 81.19 ms β 1.06x slower β β QQuery 50 β 59.00 ms β 60.41 ms β no change β β QQuery 51 β 93.06 ms β 96.61 ms β no change β β QQuery 52 β 24.15 ms β 26.28 ms β 1.09x slower β β QQuery 53 β 29.30 ms β 31.33 ms β 1.07x slower β β QQuery 54 β 54.58 ms β 55.27 ms β no change β β QQuery 55 β 23.76 ms β 24.26 ms β no change β β QQuery 56 β 38.86 ms β 40.19 ms β no change β β QQuery 57 β 175.36 ms β 174.94 ms β no change β β QQuery 58 β 113.62 ms β 112.04 ms β no change β β QQuery 59 β 120.17 ms β 117.02 ms β no change β β QQuery 60 β 39.17 ms β 39.54 ms β no change β β QQuery 61 β 12.40 ms β 12.46 ms β no change β β QQuery 62 β 46.63 ms β 45.62 ms β no change β β QQuery 63 β 29.56 ms β 29.28 ms β no change β β QQuery 64 β 406.23 ms β 405.93 ms β no change β β QQuery 65 β 126.01 ms β 121.80 ms β no change β β QQuery 66 β 80.58 ms β 80.56 ms β no change β β QQuery 67 β 242.86 ms β 240.48 ms β no change β β QQuery 68 β 12.31 ms β 12.01 ms β no change β β QQuery 69 β 57.82 ms β 56.38 ms β no change β β QQuery 70 β 106.68 ms β 106.63 ms β no change β β QQuery 71 β 35.50 ms β 35.12 ms β no change β β QQuery 72 β 2009.55 ms β 1981.57 ms β no change β β QQuery 73 β 9.81 ms β 9.76 ms β no change β β QQuery 74 β 173.12 ms β 171.49 ms β no change β β QQuery 75 β 148.54 ms β 148.45 ms β no change β β QQuery 76 β 35.54 ms β 34.74 ms β no change β β QQuery 77 β 62.14 ms β 61.56 ms β no change β β QQuery 78 β 199.53 ms β 194.25 ms β no change β β QQuery 79 β 66.53 ms β 66.91 ms β no change β β QQuery 80 β 99.62 ms β 99.05 ms β no change β β QQuery 81 β 26.40 ms β 26.27 ms β no change β β QQuery 82 β 16.87 ms β 16.60 ms β no change β β QQuery 83 β 40.19 ms β 39.38 ms β no change β β QQuery 84 β 30.28 ms β 30.20 ms β no change β β QQuery 85 β 106.49 ms β 105.91 ms β no change β β QQuery 86 β 25.69 ms β 25.73 ms β no change β β QQuery 87 β 63.03 ms β 62.12 ms β no change β β QQuery 88 β 65.49 ms β 62.86 ms β no change β β QQuery 89 β 38.36 ms β 35.87 ms β +1.07x faster β β QQuery 90 β 18.55 ms β 17.55 ms β +1.06x faster β β QQuery 91 β 48.40 ms β 45.99 ms β no change β β QQuery 92 β 32.12 ms β 29.86 ms β +1.08x faster β β QQuery 93 β 54.39 ms β 49.96 ms β +1.09x faster β β QQuery 94 β 42.19 ms β 38.07 ms β +1.11x faster β β QQuery 95 β 85.08 ms β 81.06 ms β no change β β QQuery 96 β 25.19 ms β 24.27 ms β no change β β QQuery 97 β 49.66 ms β 47.20 ms β no change β β QQuery 98 β 48.16 ms β 43.09 ms β +1.12x faster β β QQuery 99 β 73.32 ms β 69.84 ms β no change β βββββββββββββ΄βββββββββββββ΄βββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 9809.14ms β β Total Time (perf_batch-memory-accounting) β 9679.24ms β β Average Time (HEAD) β 99.08ms β β Average Time (perf_batch-memory-accounting) β 97.77ms β β Queries Faster β 21 β β Queries Slower β 9 β β Queries with No Change β 69 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and perf_batch-memory-accounting -------------------- Benchmark tpcds_sf1.json -------------------- βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β perf_batch-memory-accounting β Change β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1 β 5.79 / 6.28 Β±0.93 / 8.13 ms β 6.28 / 6.82 Β±0.98 / 8.78 ms β 1.09x slower β β QQuery 2 β 80.12 / 80.82 Β±0.47 / 81.42 ms β 80.00 / 81.33 Β±1.19 / 83.51 ms β no change β β QQuery 3 β 29.43 / 29.66 Β±0.13 / 29.82 ms β 29.28 / 29.80 Β±0.33 / 30.14 ms β no change β β QQuery 4 β 492.80 / 508.19 Β±17.79 / 542.61 ms β 483.96 / 514.22 Β±20.27 / 543.16 ms β no change β β QQuery 5 β 55.17 / 56.09 Β±0.90 / 57.56 ms β 52.19 / 52.55 Β±0.38 / 53.28 ms β +1.07x faster β β QQuery 6 β 40.11 / 40.83 Β±0.47 / 41.39 ms β 36.09 / 36.50 Β±0.28 / 36.89 ms β +1.12x faster β β QQuery 7 β 99.76 / 102.78 Β±5.53 / 113.83 ms β 93.68 / 96.28 Β±4.22 / 104.68 ms β +1.07x faster β β QQuery 8 β 39.66 / 40.12 Β±0.45 / 40.98 ms β 36.80 / 37.33 Β±0.51 / 38.08 ms β +1.07x faster β β QQuery 9 β 55.72 / 57.62 Β±1.44 / 60.17 ms β 51.46 / 53.56 Β±1.14 / 54.61 ms β +1.08x faster β β QQuery 10 β 64.99 / 65.68 Β±0.45 / 66.20 ms β 62.86 / 63.13 Β±0.19 / 63.46 ms β no change β β QQuery 11 β 310.97 / 343.63 Β±21.34 / 378.33 ms β 306.75 / 310.91 Β±2.72 / 313.98 ms β +1.11x faster β β QQuery 12 β 29.28 / 29.62 Β±0.27 / 30.01 ms β 29.07 / 29.43 Β±0.26 / 29.77 ms β no change β β QQuery 13 β 119.23 / 121.04 Β±2.39 / 125.72 ms β 117.29 / 118.86 Β±1.58 / 121.41 ms β no change β β QQuery 14 β 420.50 / 424.00 Β±2.71 / 427.44 ms β 416.71 / 432.43 Β±10.88 / 444.99 ms β no change β β QQuery 15 β 57.29 / 58.04 Β±0.58 / 58.99 ms β 68.79 / 70.74 Β±1.77 / 73.50 ms β 1.22x slower β β QQuery 16 β 6.72 / 6.88 Β±0.17 / 7.20 ms β 7.43 / 7.57 Β±0.09 / 7.68 ms β 1.10x slower β β QQuery 17 β 80.16 / 81.95 Β±1.91 / 85.48 ms β 84.70 / 87.42 Β±2.01 / 89.74 ms β 1.07x slower β β QQuery 18 β 122.74 / 123.58 Β±0.62 / 124.41 ms β 131.11 / 132.88 Β±1.22 / 134.28 ms β 1.08x slower β β QQuery 19 β 41.84 / 43.42 Β±2.65 / 48.69 ms β 42.73 / 43.08 Β±0.30 / 43.62 ms β no change β β QQuery 20 β 36.40 / 36.81 Β±0.46 / 37.67 ms β 37.34 / 37.67 Β±0.34 / 38.33 ms β no change β β QQuery 21 β 17.32 / 17.67 Β±0.26 / 17.99 ms β 17.99 / 18.25 Β±0.18 / 18.47 ms β no change β β QQuery 22 β 62.51 / 63.69 Β±0.88 / 65.03 ms β 66.64 / 67.87 Β±0.76 / 68.74 ms β 1.07x slower β β QQuery 23 β 346.88 / 350.86 Β±3.12 / 355.72 ms β 341.70 / 347.00 Β±4.00 / 350.53 ms β no change β β QQuery 24 β 224.14 / 227.26 Β±4.22 / 235.59 ms β 223.10 / 227.41 Β±4.93 / 236.99 ms β no change β β QQuery 25 β 109.56 / 112.69 Β±4.77 / 122.06 ms β 110.39 / 112.55 Β±1.89 / 115.39 ms β no change β β QQuery 26 β 58.50 / 59.33 Β±0.66 / 60.12 ms β 57.00 / 57.61 Β±0.42 / 58.27 ms β no change β β QQuery 27 β 6.37 / 6.55 Β±0.22 / 6.94 ms β 6.29 / 6.43 Β±0.17 / 6.76 ms β no change β β QQuery 28 β 60.51 / 61.18 Β±0.56 / 62.05 ms β 60.06 / 60.63 Β±0.44 / 61.16 ms β no change β β QQuery 29 β 97.94 / 100.49 Β±2.68 / 104.63 ms β 97.81 / 99.16 Β±1.27 / 101.23 ms β no change β β QQuery 30 β 33.02 / 33.55 Β±0.53 / 34.52 ms β 32.47 / 32.91 Β±0.35 / 33.38 ms β no change β β QQuery 31 β 111.69 / 113.04 Β±0.97 / 114.39 ms β 111.24 / 111.85 Β±0.46 / 112.46 ms β no change β β QQuery 32 β 20.72 / 22.58 Β±2.98 / 28.52 ms β 20.43 / 20.69 Β±0.25 / 21.15 ms β +1.09x faster β β QQuery 33 β 38.77 / 39.68 Β±0.85 / 40.78 ms β 38.33 / 38.62 Β±0.45 / 39.51 ms β no change β β QQuery 34 β 10.80 / 11.21 Β±0.22 / 11.43 ms β 10.05 / 10.25 Β±0.15 / 10.44 ms β +1.09x faster β β QQuery 35 β 80.91 / 82.22 Β±1.07 / 83.51 ms β 72.19 / 72.70 Β±0.48 / 73.56 ms β +1.13x faster β β QQuery 36 β 6.57 / 6.66 Β±0.10 / 6.85 ms β 6.02 / 6.13 Β±0.18 / 6.50 ms β +1.09x faster β β QQuery 37 β 7.60 / 7.64 Β±0.04 / 7.70 ms β 6.92 / 6.97 Β±0.04 / 7.01 ms β +1.10x faster β β QQuery 38 β 69.37 / 71.98 Β±3.85 / 79.63 ms β 62.35 / 62.95 Β±0.71 / 64.30 ms β +1.14x faster β β QQuery 39 β 104.81 / 106.45 Β±1.23 / 108.52 ms β 90.04 / 90.98 Β±0.64 / 91.72 ms β +1.17x faster β β QQuery 40 β 24.98 / 25.33 Β±0.33 / 25.76 ms β 23.34 / 23.75 Β±0.24 / 24.10 ms β +1.07x faster β β QQuery 41 β 12.20 / 12.40 Β±0.10 / 12.50 ms β 11.34 / 11.51 Β±0.22 / 11.94 ms β +1.08x faster β β QQuery 42 β 25.06 / 25.50 Β±0.27 / 25.91 ms β 23.88 / 24.24 Β±0.30 / 24.70 ms β no change β β QQuery 43 β 5.56 / 7.17 Β±1.97 / 10.03 ms β 5.09 / 5.24 Β±0.16 / 5.55 ms β +1.37x faster β β QQuery 44 β 10.31 / 10.39 Β±0.08 / 10.53 ms β 9.44 / 9.51 Β±0.06 / 9.59 ms β +1.09x faster β β QQuery 45 β 39.12 / 41.89 Β±2.53 / 46.31 ms β 38.83 / 39.31 Β±0.72 / 40.71 ms β +1.07x faster β β QQuery 46 β 12.14 / 12.62 Β±0.36 / 13.06 ms β 11.83 / 12.55 Β±0.96 / 14.45 ms β no change β β QQuery 47 β 229.21 / 232.41 Β±2.39 / 235.25 ms β 229.00 / 236.51 Β±6.36 / 244.84 ms β no change β β QQuery 48 β 95.45 / 96.33 Β±0.59 / 97.31 ms β 95.97 / 96.60 Β±0.48 / 97.39 ms β no change β β QQuery 49 β 76.55 / 77.87 Β±1.31 / 80.36 ms β 81.19 / 82.02 Β±0.84 / 83.38 ms β 1.05x slower β β QQuery 50 β 59.00 / 59.18 Β±0.13 / 59.40 ms β 60.41 / 61.51 Β±0.66 / 62.18 ms β no change β β QQuery 51 β 93.06 / 95.31 Β±2.50 / 99.72 ms β 96.61 / 99.91 Β±5.00 / 109.84 ms β no change β β QQuery 52 β 24.15 / 24.51 Β±0.31 / 24.91 ms β 26.28 / 27.14 Β±0.97 / 29.04 ms β 1.11x slower β β QQuery 53 β 29.30 / 29.49 Β±0.10 / 29.57 ms β 31.33 / 31.57 Β±0.26 / 32.01 ms β 1.07x slower β β QQuery 54 β 54.58 / 55.15 Β±0.39 / 55.75 ms β 55.27 / 57.27 Β±1.46 / 59.07 ms β no change β β QQuery 55 β 23.76 / 23.86 Β±0.12 / 24.07 ms β 24.26 / 24.58 Β±0.29 / 25.08 ms β no change β β QQuery 56 β 38.86 / 39.73 Β±1.20 / 42.12 ms β 40.19 / 40.67 Β±0.32 / 41.19 ms β no change β β QQuery 57 β 175.36 / 178.45 Β±3.67 / 185.65 ms β 174.94 / 177.59 Β±3.72 / 184.79 ms β no change β β QQuery 58 β 113.62 / 114.73 Β±0.97 / 116.25 ms β 112.04 / 114.55 Β±2.12 / 118.19 ms β no change β β QQuery 59 β 120.17 / 121.36 Β±1.07 / 123.21 ms β 117.02 / 117.68 Β±0.60 / 118.67 ms β no change β β QQuery 60 β 39.17 / 40.04 Β±0.48 / 40.57 ms β 39.54 / 40.18 Β±0.81 / 41.57 ms β no change β β QQuery 61 β 12.40 / 12.57 Β±0.18 / 12.92 ms β 12.46 / 12.68 Β±0.20 / 13.03 ms β no change β β QQuery 62 β 46.63 / 46.94 Β±0.22 / 47.23 ms β 45.62 / 46.13 Β±0.29 / 46.53 ms β no change β β QQuery 63 β 29.56 / 29.82 Β±0.19 / 30.11 ms β 29.28 / 29.48 Β±0.15 / 29.72 ms β no change β β QQuery 64 β 406.23 / 411.25 Β±3.79 / 417.41 ms β 405.93 / 408.15 Β±1.72 / 411.20 ms β no change β β QQuery 65 β 126.01 / 128.53 Β±2.85 / 133.65 ms β 121.80 / 124.32 Β±1.78 / 127.22 ms β no change β β QQuery 66 β 80.58 / 80.87 Β±0.27 / 81.37 ms β 80.56 / 81.21 Β±0.50 / 82.01 ms β no change β β QQuery 67 β 242.86 / 246.13 Β±3.07 / 251.83 ms β 240.48 / 246.69 Β±3.64 / 250.95 ms β no change β β QQuery 68 β 12.31 / 14.76 Β±4.17 / 23.06 ms β 12.01 / 13.72 Β±2.80 / 19.30 ms β +1.08x faster β β QQuery 69 β 57.82 / 58.08 Β±0.23 / 58.49 ms β 56.38 / 57.68 Β±0.84 / 59.01 ms β no change β β QQuery 70 β 106.68 / 109.92 Β±3.30 / 116.23 ms β 106.63 / 109.18 Β±2.00 / 112.09 ms β no change β β QQuery 71 β 35.50 / 39.42 Β±4.66 / 48.43 ms β 35.12 / 35.59 Β±0.47 / 36.47 ms β +1.11x faster β β QQuery 72 β 2009.55 / 2167.98 Β±82.35 / 2240.72 ms β 1981.57 / 2151.30 Β±130.85 / 2378.83 ms β no change β β QQuery 73 β 9.81 / 10.96 Β±1.26 / 13.09 ms β 9.76 / 10.87 Β±1.73 / 14.31 ms β no change β β QQuery 74 β 173.12 / 176.64 Β±4.00 / 184.39 ms β 171.49 / 174.52 Β±3.25 / 180.08 ms β no change β β QQuery 75 β 148.54 / 152.61 Β±6.28 / 165.04 ms β 148.45 / 153.65 Β±5.27 / 162.22 ms β no change β β QQuery 76 β 35.54 / 35.84 Β±0.19 / 36.13 ms β 34.74 / 35.32 Β±0.32 / 35.59 ms β no change β β QQuery 77 β 62.14 / 65.77 Β±4.36 / 72.57 ms β 61.56 / 61.99 Β±0.37 / 62.47 ms β +1.06x faster β β QQuery 78 β 199.53 / 204.61 Β±7.19 / 218.84 ms β 194.25 / 198.79 Β±3.55 / 205.09 ms β no change β β QQuery 79 β 66.53 / 67.45 Β±0.60 / 68.29 ms β 66.91 / 69.13 Β±4.05 / 77.22 ms β no change β β QQuery 80 β 99.62 / 100.62 Β±0.71 / 101.59 ms β 99.05 / 100.52 Β±1.52 / 103.38 ms β no change β β QQuery 81 β 26.40 / 29.55 Β±5.16 / 39.85 ms β 26.27 / 26.48 Β±0.14 / 26.63 ms β +1.12x faster β β QQuery 82 β 16.87 / 16.96 Β±0.07 / 17.07 ms β 16.60 / 16.81 Β±0.32 / 17.46 ms β no change β β QQuery 83 β 40.19 / 40.54 Β±0.22 / 40.78 ms β 39.38 / 42.78 Β±2.88 / 47.62 ms β 1.06x slower β β QQuery 84 β 30.28 / 30.43 Β±0.11 / 30.62 ms β 30.20 / 30.70 Β±0.41 / 31.27 ms β no change β β QQuery 85 β 106.49 / 109.62 Β±3.27 / 115.92 ms β 105.91 / 106.76 Β±0.66 / 107.94 ms β no change β β QQuery 86 β 25.69 / 26.29 Β±0.40 / 26.83 ms β 25.73 / 27.06 Β±1.90 / 30.82 ms β no change β β QQuery 87 β 63.03 / 63.71 Β±0.62 / 64.82 ms β 62.12 / 64.39 Β±1.57 / 66.72 ms β no change β β QQuery 88 β 65.49 / 66.73 Β±0.73 / 67.60 ms β 62.86 / 63.52 Β±0.39 / 64.08 ms β no change β β QQuery 89 β 38.36 / 40.77 Β±2.74 / 45.80 ms β 35.87 / 36.28 Β±0.28 / 36.67 ms β +1.12x faster β β QQuery 90 β 18.55 / 18.76 Β±0.15 / 18.94 ms β 17.55 / 17.68 Β±0.07 / 17.75 ms β +1.06x faster β β QQuery 91 β 48.40 / 49.30 Β±0.55 / 49.97 ms β 45.99 / 47.24 Β±1.44 / 49.94 ms β no change β β QQuery 92 β 32.12 / 32.58 Β±0.41 / 33.29 ms β 29.86 / 30.34 Β±0.37 / 30.97 ms β +1.07x faster β β QQuery 93 β 54.39 / 54.91 Β±0.38 / 55.54 ms β 49.96 / 50.86 Β±0.86 / 52.13 ms β +1.08x faster β β QQuery 94 β 42.19 / 44.33 Β±1.71 / 46.56 ms β 38.07 / 38.56 Β±0.38 / 39.15 ms β +1.15x faster β β QQuery 95 β 85.08 / 86.87 Β±1.96 / 90.25 ms β 81.06 / 82.20 Β±1.06 / 83.85 ms β +1.06x faster β β QQuery 96 β 25.19 / 25.31 Β±0.09 / 25.43 ms β 24.27 / 24.42 Β±0.10 / 24.53 ms β no change β β QQuery 97 β 49.66 / 50.47 Β±0.54 / 51.22 ms β 47.20 / 47.66 Β±0.48 / 48.50 ms β +1.06x faster β β QQuery 98 β 48.16 / 49.76 Β±1.38 / 52.28 ms β 43.09 / 43.49 Β±0.22 / 43.74 ms β +1.14x faster β β QQuery 99 β 73.32 / 74.03 Β±0.52 / 74.70 ms β 69.84 / 71.10 Β±2.26 / 75.61 ms β no change β βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 10147.19ms β β Total Time (perf_batch-memory-accounting) β 10016.60ms β β Average Time (HEAD) β 102.50ms β β Average Time (perf_batch-memory-accounting) β 101.18ms β β Queries Faster β 30 β β Queries Slower β 10 β β Queries with No Change β 59 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ ``` </p> </details> <details><summary>Resource Usage</summary> **tpcds β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 55.0s | | Peak memory | 2.1 GiB | | Avg memory | 1.4 GiB | | CPU user | 228.8s | | CPU sys | 6.5s | | Peak spill | 0 B | **tpcds β branch** | Metric | Value | |--------|-------| | Wall time | 55.0s | | Peak memory | 2.1 GiB | | Avg memory | 1.5 GiB | | CPU user | 223.7s | | CPU sys | 6.1s | | 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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