adriangbot commented on PR #27312: URL: https://github.com/apache/datafusion/pull/27312#issuecomment-6775997303
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/27312#issuecomment-6775661120) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing c45551c04a444cfb65e59c74cf5cf409431a0e9d (c45551c04a444cfb65e59c74cf5cf409431a0e9d) to 8fbcc00d9cb2884175500331d02574723b65b10b [diff](https://github.com/apache/datafusion/compare/8fbcc00d9cb2884175500331d02574723b65b10b..c45551c04a444cfb65e59c74cf5cf409431a0e9d) <details><summary>Run configuration</summary> ```yaml run benchmark clickbench_partitioned env: DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "true" DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G" baseline: ref: "8fbcc00d9cb2884175500331d02574723b65b10b" changed: ref: "c45551c04a444cfb65e59c74cf5cf409431a0e9d" ``` </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 rich-T-kid_arrow-dictionary-value-type -------------------- Benchmark clickbench_partitioned.json -------------------- βββββββββββββ³βββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_arrow-dictionary-value-type β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 0 β 1.13 ms β 1.10 ms β no change β β QQuery 1 β 11.38 ms β 11.87 ms β no change β β QQuery 2 β 35.46 ms β 35.22 ms β no change β β QQuery 3 β 30.14 ms β 30.64 ms β no change β β QQuery 4 β 228.56 ms β 234.12 ms β no change β β QQuery 5 β 788.97 ms β 584.90 ms β +1.35x faster β β QQuery 6 β 1.13 ms β 1.17 ms β no change β β QQuery 7 β 12.44 ms β 13.14 ms β 1.06x slower β β QQuery 8 β 329.68 ms β 330.39 ms β no change β β QQuery 9 β 464.87 ms β 469.43 ms β no change β β QQuery 10 β 199.38 ms β 64.87 ms β +3.07x faster β β QQuery 11 β 209.71 ms β 75.67 ms β +2.77x faster β β QQuery 12 β 792.01 ms β 544.41 ms β +1.45x faster β β QQuery 13 β 1059.16 ms β 772.45 ms β +1.37x faster β β QQuery 14 β 840.89 ms β 577.53 ms β +1.46x faster β β QQuery 15 β 284.17 ms β 286.51 ms β no change β β QQuery 16 β 1262.20 ms β 1095.97 ms β +1.15x faster β β QQuery 17 β 1223.29 ms β 1061.78 ms β +1.15x faster β β QQuery 18 β 2027.22 ms β 1781.43 ms β +1.14x faster β β QQuery 19 β 28.25 ms β 27.53 ms β no change β β QQuery 20 β 1051.83 ms β 838.62 ms β +1.25x faster β β QQuery 21 β 1356.04 ms β 1022.65 ms β +1.33x faster β β QQuery 22 β 3243.77 ms β 2154.35 ms β +1.51x faster β β QQuery 23 β 9135.18 ms β 4600.76 ms β +1.99x faster β β QQuery 24 β 95.67 ms β 76.88 ms β +1.24x faster β β QQuery 25 β 352.36 ms β 218.62 ms β +1.61x faster β β QQuery 26 β 96.62 ms β 77.89 ms β +1.24x faster β β QQuery 27 β 1135.27 ms β 908.11 ms β +1.25x faster β β QQuery 28 β 2524.10 ms β 2334.30 ms β +1.08x faster β β QQuery 29 β 37.51 ms β 37.96 ms β no change β β QQuery 30 β 540.75 ms β 414.21 ms β +1.31x faster β β QQuery 31 β 528.45 ms β 392.97 ms β +1.34x faster β β QQuery 32 β 1019.56 ms β 1037.94 ms β no change β β QQuery 33 β 3571.97 ms β 2726.92 ms β +1.31x faster β β QQuery 34 β 3675.36 ms β 2690.91 ms β +1.37x faster β β QQuery 35 β 301.42 ms β 292.11 ms β no change β β QQuery 36 β 128.40 ms β 106.93 ms β +1.20x faster β β QQuery 37 β 95.27 ms β 58.06 ms β +1.64x faster β β QQuery 38 β 78.86 ms β 61.66 ms β +1.28x faster β β QQuery 39 β 280.31 ms β 231.65 ms β +1.21x faster β β QQuery 40 β 13.73 ms β 12.86 ms β +1.07x faster β β QQuery 41 β 12.26 ms β 12.15 ms β no change β β QQuery 42 β 11.79 ms β 11.75 ms β no change β βββββββββββββ΄βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 39116.50ms β β Total Time (rich-T-kid_arrow-dictionary-value-type) β 28320.35ms β β Average Time (HEAD) β 909.69ms β β Average Time (rich-T-kid_arrow-dictionary-value-type) β 658.61ms β β Queries Faster β 27 β β Queries Slower β 1 β β Queries with No Change β 15 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and rich-T-kid_arrow-dictionary-value-type -------------------- Benchmark clickbench_partitioned.json -------------------- βββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³βββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_arrow-dictionary-value-type β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 0 β 1.13 / 1.71 Β±1.10 / 3.91 ms β 1.10 / 1.69 Β±1.07 / 3.82 ms β no change β β QQuery 1 β 11.38 / 11.50 Β±0.09 / 11.61 ms β 11.87 / 11.96 Β±0.06 / 12.04 ms β no change β β QQuery 2 β 35.46 / 36.26 Β±0.57 / 37.13 ms β 35.22 / 35.43 Β±0.15 / 35.59 ms β no change β β QQuery 3 β 30.14 / 30.97 Β±0.91 / 32.68 ms β 30.64 / 30.84 Β±0.20 / 31.16 ms β no change β β QQuery 4 β 228.56 / 235.50 Β±4.46 / 241.76 ms β 234.12 / 236.66 Β±1.97 / 240.10 ms β no change β β QQuery 5 β 788.97 / 805.85 Β±8.91 / 814.00 ms β 584.90 / 590.72 Β±3.47 / 595.75 ms β +1.36x faster β β QQuery 6 β 1.13 / 1.28 Β±0.23 / 1.73 ms β 1.17 / 1.33 Β±0.23 / 1.78 ms β no change β β QQuery 7 β 12.44 / 12.57 Β±0.08 / 12.65 ms β 13.14 / 16.34 Β±6.23 / 28.81 ms β 1.30x slower β β QQuery 8 β 329.68 / 332.37 Β±1.70 / 334.09 ms β 330.39 / 333.81 Β±3.40 / 339.47 ms β no change β β QQuery 9 β 464.87 / 473.79 Β±10.48 / 494.23 ms β 469.43 / 480.36 Β±8.91 / 495.45 ms β no change β β QQuery 10 β 199.38 / 200.26 Β±0.86 / 201.73 ms β 64.87 / 67.32 Β±2.99 / 73.17 ms β +2.97x faster β β QQuery 11 β 209.71 / 210.75 Β±0.78 / 212.00 ms β 75.67 / 76.48 Β±0.96 / 78.25 ms β +2.76x faster β β QQuery 12 β 792.01 / 811.92 Β±15.07 / 833.65 ms β 544.41 / 550.11 Β±6.31 / 561.67 ms β +1.48x faster β β QQuery 13 β 1059.16 / 1089.01 Β±28.06 / 1139.30 ms β 772.45 / 801.57 Β±17.03 / 824.93 ms β +1.36x faster β β QQuery 14 β 840.89 / 856.84 Β±8.91 / 867.43 ms β 577.53 / 597.04 Β±11.17 / 607.74 ms β +1.44x faster β β QQuery 15 β 284.17 / 290.52 Β±6.88 / 303.04 ms β 286.51 / 302.33 Β±19.83 / 340.46 ms β no change β β QQuery 16 β 1262.20 / 1293.19 Β±19.37 / 1316.80 ms β 1095.97 / 1123.42 Β±28.45 / 1158.32 ms β +1.15x faster β β QQuery 17 β 1223.29 / 1261.46 Β±23.71 / 1290.64 ms β 1061.78 / 1084.21 Β±14.02 / 1101.06 ms β +1.16x faster β β QQuery 18 β 2027.22 / 2049.08 Β±14.03 / 2070.82 ms β 1781.43 / 1827.93 Β±25.72 / 1850.45 ms β +1.12x faster β β QQuery 19 β 28.25 / 29.11 Β±0.65 / 29.96 ms β 27.53 / 27.87 Β±0.35 / 28.52 ms β no change β β QQuery 20 β 1051.83 / 1058.40 Β±4.84 / 1064.52 ms β 838.62 / 851.01 Β±12.61 / 867.62 ms β +1.24x faster β β QQuery 21 β 1356.04 / 1368.08 Β±10.56 / 1384.77 ms β 1022.65 / 1043.28 Β±13.41 / 1064.62 ms β +1.31x faster β β QQuery 22 β 3243.77 / 3264.61 Β±17.09 / 3293.49 ms β 2154.35 / 2202.87 Β±42.83 / 2280.47 ms β +1.48x faster β β QQuery 23 β 9135.18 / 9347.30 Β±142.16 / 9549.23 ms β 4600.76 / 4918.12 Β±214.18 / 5206.52 ms β +1.90x faster β β QQuery 24 β 95.67 / 104.97 Β±14.65 / 133.77 ms β 76.88 / 108.32 Β±60.02 / 228.34 ms β no change β β QQuery 25 β 352.36 / 353.82 Β±1.83 / 357.34 ms β 218.62 / 240.75 Β±33.31 / 306.59 ms β +1.47x faster β β QQuery 26 β 96.62 / 98.01 Β±1.42 / 99.94 ms β 77.89 / 80.17 Β±1.51 / 82.22 ms β +1.22x faster β β QQuery 27 β 1135.27 / 1140.38 Β±4.13 / 1145.20 ms β 908.11 / 914.66 Β±3.85 / 918.44 ms β +1.25x faster β β QQuery 28 β 2524.10 / 2551.29 Β±15.91 / 2570.00 ms β 2334.30 / 2389.72 Β±54.07 / 2488.33 ms β +1.07x faster β β QQuery 29 β 37.51 / 37.94 Β±0.45 / 38.74 ms β 37.96 / 40.00 Β±2.73 / 45.29 ms β 1.05x slower β β QQuery 30 β 540.75 / 546.47 Β±5.02 / 554.64 ms β 414.21 / 432.38 Β±32.01 / 496.33 ms β +1.26x faster β β QQuery 31 β 528.45 / 546.40 Β±14.60 / 570.69 ms β 392.97 / 414.46 Β±13.56 / 435.25 ms β +1.32x faster β β QQuery 32 β 1019.56 / 1055.46 Β±33.96 / 1108.91 ms β 1037.94 / 1210.44 Β±174.25 / 1543.99 ms β 1.15x slower β β QQuery 33 β 3571.97 / 3696.55 Β±109.18 / 3874.76 ms β 2726.92 / 2785.71 Β±36.52 / 2840.32 ms β +1.33x faster β β QQuery 34 β 3675.36 / 3728.41 Β±44.55 / 3789.67 ms β 2690.91 / 2835.48 Β±78.02 / 2924.62 ms β +1.31x faster β β QQuery 35 β 301.42 / 320.83 Β±20.21 / 347.43 ms β 292.11 / 300.22 Β±7.09 / 311.01 ms β +1.07x faster β β QQuery 36 β 128.40 / 141.45 Β±10.86 / 155.27 ms β 106.93 / 114.43 Β±9.87 / 133.36 ms β +1.24x faster β β QQuery 37 β 95.27 / 99.78 Β±4.56 / 107.42 ms β 58.06 / 62.11 Β±4.69 / 70.09 ms β +1.61x faster β β QQuery 38 β 78.86 / 83.17 Β±3.30 / 88.34 ms β 61.66 / 66.40 Β±2.71 / 69.33 ms β +1.25x faster β β QQuery 39 β 280.31 / 305.36 Β±14.50 / 324.81 ms β 231.65 / 243.81 Β±8.42 / 253.03 ms β +1.25x faster β β QQuery 40 β 13.73 / 14.79 Β±0.96 / 15.99 ms β 12.86 / 16.92 Β±6.08 / 28.98 ms β 1.14x slower β β QQuery 41 β 12.26 / 12.98 Β±1.04 / 15.02 ms β 12.15 / 12.66 Β±0.61 / 13.67 ms β no change β β QQuery 42 β 11.79 / 12.85 Β±1.37 / 15.51 ms β 11.75 / 12.23 Β±0.35 / 12.65 ms β no change β βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 39923.27ms β β Total Time (rich-T-kid_arrow-dictionary-value-type) β 29493.56ms β β Average Time (HEAD) β 928.45ms β β Average Time (rich-T-kid_arrow-dictionary-value-type) β 685.90ms β β Queries Faster β 26 β β Queries Slower β 4 β β Queries with No Change β 13 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ ``` </p> </details> <details><summary>Memory Pool Peaks</summary> Peak `MemoryPool` reservation per query β what DataFusion's accounting believes it reserved. Recorded only for benchmarks that write a results JSON (the `dfbench` suites, and the suites `bench.sh` runs through the Criterion SQL harness since apache/datafusion#25644), and only under a memory limit: `DATAFUSION_RUNTIME_MEMORY_LIMIT`, or one the suite sets itself. Base: `8fbcc00d9cb2884175500331d02574723b65b10b` | Changed: `c45551c04a444cfb65e59c74cf5cf409431a0e9d` **`clickbench_partitioned`** | Query | Base | Changed | Change | | --- | --- | --- | --- | | Query 0 | 0 B | 0 B | 0.0% | | Query 1 | 104 B | 104 B | +0.0% | | Query 2 | 936 B | 936 B | +0.0% | | Query 3 | 312 B | 312 B | +0.0% | | Query 4 | 826.5 MiB | 829.5 MiB | +0.4% | | Query 5 | 1.4 GiB | 1.5 GiB | +2.2% | | Query 6 | 0 B | 0 B | 0.0% | | Query 7 | 60.0 MiB | 50.3 MiB | -16.1% | | Query 8 | 965.9 MiB | 942.6 MiB | -2.4% | | Query 9 | 636.0 MiB | 636.1 MiB | +0.0% | | Query 10 | 71.2 MiB | 66.1 MiB | -7.2% | | Query 11 | 78.2 MiB | 70.2 MiB | -10.2% | | Query 12 | 1.6 GiB | 1.6 GiB | +0.9% | | Query 13 | 1.6 GiB | 1.6 GiB | -1.0% | | Query 14 | 1.6 GiB | 1.6 GiB | +2.4% | | Query 15 | 1.2 GiB | 1.2 GiB | -3.6% | | Query 16 | 3.3 GiB | 3.2 GiB | -2.1% | | Query 17 | 3.4 GiB | 3.2 GiB | -6.3% | | Query 18 | 7.2 GiB | 7.1 GiB | -0.5% | | Query 19 | 0 B | 0 B | 0.0% | | Query 20 | 104 B | 104 B | +0.0% | | Query 21 | 1.5 MiB | 1.7 MiB | +13.0% | | Query 22 | 2.6 MiB | 2.1 MiB | -19.5% | | Query 23 | 13.2 MiB | 11.5 MiB | -12.4% | | Query 24 | 6.8 MiB | 7.2 MiB | +6.8% | | Query 25 | 7.6 MiB | 11.6 MiB | +52.3% | | Query 26 | 7.5 MiB | 8.8 MiB | +16.4% | | Query 27 | 2.2 MiB | 2.5 MiB | +9.7% | | Query 28 | 1.8 GiB | 1.8 GiB | -1.9% | | Query 29 | 624 B | 624 B | +0.0% | | Query 30 | 688.5 MiB | 685.2 MiB | -0.5% | | Query 31 | 1.5 GiB | 1.5 GiB | +1.6% | | Query 32 | 7.1 GiB | 7.2 GiB | +0.4% | | Query 33 | 9.7 GiB | 9.7 GiB | +0.0% | | Query 34 | 10.2 GiB | 9.7 GiB | -4.6% | | Query 35 | 674.4 MiB | 670.4 MiB | -0.6% | | Query 36 | 104.3 MiB | 100.4 MiB | -3.7% | | Query 37 | 8.1 MiB | 7.4 MiB | -9.3% | | Query 38 | 5.3 MiB | 5.2 MiB | -1.5% | | Query 39 | 213.9 MiB | 213.1 MiB | -0.4% | | Query 40 | 2.6 MiB | 2.5 MiB | -3.1% | | Query 41 | 3.3 MiB | 3.3 MiB | +0.0% | | Query 42 | 2.2 MiB | 1.5 MiB | -33.9% | **Pool accounting vs. process RSS** Max pool peak is the largest reservation any single query in the run reached; peak RSS covers the whole invocation, including data loading and allocator retention, and the two high-water marks need not coincide in time. The gap is therefore an upper bound on what the pool did not account for, not a measurement of it. | Benchmark | Side | Max pool peak | Peak RSS | Gap | RSS / pool | | --- | --- | --- | --- | --- | --- | | clickbench_partitioned | base (`8fbcc00d9cb2884175500331d02574723b65b10b`) | 10.2 GiB | 12.8 GiB | 2.7 GiB | 1.3Γ | | clickbench_partitioned | changed (`c45551c04a444cfb65e59c74cf5cf409431a0e9d`) | 9.7 GiB | 14.1 GiB | 4.4 GiB | 1.4Γ | </details> <details><summary>Resource Usage</summary> **clickbench_partitioned β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 205.1s | | Peak memory | 12.8 GiB | | Avg memory | 5.6 GiB | | CPU user | 1951.4s | | CPU sys | 124.4s | | Peak spill | 0 B | **clickbench_partitioned β branch** | Metric | Value | |--------|-------| | Wall time | 150.0s | | Peak memory | 14.1 GiB | | Avg memory | 5.8 GiB | | CPU user | 1446.5s | | CPU sys | 124.5s | | 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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