adriangbot commented on PR #26816: URL: https://github.com/apache/datafusion/pull/26816#issuecomment-6502389785
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/26816#issuecomment-6502016985) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing fe597f220a0597120beb06632d80be828ec0bbb4 (fe597f220a0597120beb06632d80be828ec0bbb4) to 9c32dbaaf42c30282abb4be294ea69aa9f53aa4d [diff](https://github.com/apache/datafusion/compare/9c32dbaaf42c30282abb4be294ea69aa9f53aa4d..fe597f220a0597120beb06632d80be828ec0bbb4) <details><summary>Run configuration</summary> ```yaml run benchmark clickbench_partitioned env: DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G" baseline: ref: "9c32dbaaf42c30282abb4be294ea69aa9f53aa4d" env: DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "false" changed: ref: "fe597f220a0597120beb06632d80be828ec0bbb4" env: DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "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 rich-T-kid_repartition-dictionary-hash-cache -------------------- Benchmark clickbench_partitioned.json -------------------- βββββββββββββ³βββββββββββββ³βββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_repartition-dictionary-hash-cache β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 0 β 1.20 ms β 1.13 ms β +1.06x faster β β QQuery 1 β 11.72 ms β 11.54 ms β no change β β QQuery 2 β 35.95 ms β 35.44 ms β no change β β QQuery 3 β 31.71 ms β 31.77 ms β no change β β QQuery 4 β 239.47 ms β 241.27 ms β no change β β QQuery 5 β 277.02 ms β 1068.68 ms β 3.86x slower β β QQuery 6 β 1.27 ms β 1.20 ms β +1.06x faster β β QQuery 7 β 12.93 ms β 12.35 ms β no change β β QQuery 8 β 332.36 ms β 340.89 ms β no change β β QQuery 9 β 475.47 ms β 482.38 ms β no change β β QQuery 10 β 63.93 ms β 198.91 ms β 3.11x slower β β QQuery 11 β 74.43 ms β 210.99 ms β 2.83x slower β β QQuery 12 β 267.26 ms β 1125.17 ms β 4.21x slower β β QQuery 13 β 365.54 ms β 1577.74 ms β 4.32x slower β β QQuery 14 β 286.02 ms β 1173.94 ms β 4.10x slower β β QQuery 15 β 285.93 ms β 294.07 ms β no change β β QQuery 16 β 626.10 ms β 2201.95 ms β 3.52x slower β β QQuery 17 β 633.22 ms β 2267.77 ms β 3.58x slower β β QQuery 18 β 1278.65 ms β 3667.87 ms β 2.87x slower β β QQuery 19 β 27.25 ms β 27.20 ms β no change β β QQuery 20 β 520.31 ms β 1054.56 ms β 2.03x slower β β QQuery 21 β 508.37 ms β 1359.27 ms β 2.67x slower β β QQuery 22 β 977.82 ms β 3231.04 ms β 3.30x slower β β QQuery 23 β 3094.05 ms β 9151.15 ms β 2.96x slower β β QQuery 24 β 39.95 ms β 95.65 ms β 2.39x slower β β QQuery 25 β 104.74 ms β 351.02 ms β 3.35x slower β β QQuery 26 β 40.58 ms β 96.52 ms β 2.38x slower β β QQuery 27 β 511.07 ms β 1146.62 ms β 2.24x slower β β QQuery 28 β 2902.46 ms β 2622.13 ms β +1.11x faster β β QQuery 29 β 39.90 ms β 39.13 ms β no change β β QQuery 30 β 311.64 ms β 550.43 ms β 1.77x slower β β QQuery 31 β 279.49 ms β 542.86 ms β 1.94x slower β β QQuery 32 β 964.67 ms β 1021.50 ms β 1.06x slower β β QQuery 33 β 1504.55 ms β 7437.95 ms β 4.94x slower β β QQuery 34 β 1511.74 ms β 7465.50 ms β 4.94x slower β β QQuery 35 β 305.12 ms β 302.88 ms β no change β β QQuery 36 β 67.07 ms β 139.69 ms β 2.08x slower β β QQuery 37 β 35.52 ms β 100.17 ms β 2.82x slower β β QQuery 38 β 41.22 ms β 83.95 ms β 2.04x slower β β QQuery 39 β 146.66 ms β 301.16 ms β 2.05x slower β β QQuery 40 β 14.68 ms β 14.44 ms β no change β β QQuery 41 β 14.13 ms β 13.66 ms β no change β β QQuery 42 β 13.68 ms β 13.18 ms β no change β βββββββββββββ΄βββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 19276.85ms β β Total Time (rich-T-kid_repartition-dictionary-hash-cache) β 52106.73ms β β Average Time (HEAD) β 448.30ms β β Average Time (rich-T-kid_repartition-dictionary-hash-cache) β 1211.78ms β β Queries Faster β 3 β β Queries Slower β 26 β β Queries with No Change β 14 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and rich-T-kid_repartition-dictionary-hash-cache -------------------- Benchmark clickbench_partitioned.json -------------------- βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³βββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_repartition-dictionary-hash-cache β Change β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 0 β 1.20 / 4.24 Β±5.96 / 16.15 ms β 1.13 / 4.25 Β±6.08 / 16.42 ms β no change β β QQuery 1 β 11.72 / 11.79 Β±0.06 / 11.91 ms β 11.54 / 11.94 Β±0.61 / 13.15 ms β no change β β QQuery 2 β 35.95 / 36.40 Β±0.45 / 37.01 ms β 35.44 / 35.77 Β±0.33 / 36.35 ms β no change β β QQuery 3 β 31.71 / 32.29 Β±0.43 / 32.89 ms β 31.77 / 32.32 Β±0.44 / 32.92 ms β no change β β QQuery 4 β 239.47 / 244.30 Β±4.27 / 251.02 ms β 241.27 / 244.44 Β±1.91 / 246.63 ms β no change β β QQuery 5 β 277.02 / 278.88 Β±1.83 / 282.34 ms β 1068.68 / 1104.97 Β±32.50 / 1153.26 ms β 3.96x slower β β QQuery 6 β 1.27 / 1.42 Β±0.24 / 1.89 ms β 1.20 / 1.36 Β±0.25 / 1.85 ms β no change β β QQuery 7 β 12.93 / 12.97 Β±0.02 / 12.99 ms β 12.35 / 12.59 Β±0.15 / 12.77 ms β no change β β QQuery 8 β 332.36 / 340.59 Β±4.96 / 346.57 ms β 340.89 / 349.79 Β±8.97 / 366.28 ms β no change β β QQuery 9 β 475.47 / 477.49 Β±2.35 / 481.93 ms β 482.38 / 504.22 Β±17.13 / 521.33 ms β 1.06x slower β β QQuery 10 β 63.93 / 68.37 Β±7.97 / 84.31 ms β 198.91 / 200.85 Β±1.98 / 204.60 ms β 2.94x slower β β QQuery 11 β 74.43 / 75.09 Β±0.55 / 75.81 ms β 210.99 / 212.36 Β±1.58 / 215.20 ms β 2.83x slower β β QQuery 12 β 267.26 / 275.58 Β±6.26 / 282.22 ms β 1125.17 / 1148.08 Β±15.71 / 1170.78 ms β 4.17x slower β β QQuery 13 β 365.54 / 375.08 Β±7.68 / 386.67 ms β 1577.74 / 1615.40 Β±29.67 / 1669.17 ms β 4.31x slower β β QQuery 14 β 286.02 / 294.92 Β±6.78 / 303.48 ms β 1173.94 / 1217.18 Β±40.27 / 1289.19 ms β 4.13x slower β β QQuery 15 β 285.93 / 295.39 Β±6.45 / 303.31 ms β 294.07 / 310.32 Β±17.37 / 343.12 ms β 1.05x slower β β QQuery 16 β 626.10 / 640.18 Β±7.59 / 647.93 ms β 2201.95 / 2265.11 Β±49.02 / 2327.52 ms β 3.54x slower β β QQuery 17 β 633.22 / 642.71 Β±6.32 / 652.92 ms β 2267.77 / 2327.87 Β±49.04 / 2408.53 ms β 3.62x slower β β QQuery 18 β 1278.65 / 1296.71 Β±18.13 / 1324.78 ms β 3667.87 / 3822.79 Β±92.99 / 3938.75 ms β 2.95x slower β β QQuery 19 β 27.25 / 27.65 Β±0.45 / 28.46 ms β 27.20 / 36.54 Β±11.42 / 57.79 ms β 1.32x slower β β QQuery 20 β 520.31 / 530.73 Β±12.47 / 554.64 ms β 1054.56 / 1073.40 Β±10.95 / 1088.81 ms β 2.02x slower β β QQuery 21 β 508.37 / 514.36 Β±5.80 / 524.21 ms β 1359.27 / 1372.94 Β±9.87 / 1386.66 ms β 2.67x slower β β QQuery 22 β 977.82 / 994.33 Β±11.69 / 1012.08 ms β 3231.04 / 3264.11 Β±18.78 / 3280.93 ms β 3.28x slower β β QQuery 23 β 3094.05 / 3125.47 Β±20.22 / 3154.66 ms β 9151.15 / 9381.62 Β±131.51 / 9503.97 ms β 3.00x slower β β QQuery 24 β 39.95 / 41.41 Β±1.46 / 43.99 ms β 95.65 / 147.21 Β±72.09 / 288.57 ms β 3.56x slower β β QQuery 25 β 104.74 / 109.42 Β±6.00 / 121.10 ms β 351.02 / 353.77 Β±1.46 / 355.22 ms β 3.23x slower β β QQuery 26 β 40.58 / 43.27 Β±3.50 / 50.07 ms β 96.52 / 99.31 Β±2.55 / 102.96 ms β 2.30x slower β β QQuery 27 β 511.07 / 520.77 Β±8.70 / 535.00 ms β 1146.62 / 1162.24 Β±9.21 / 1174.37 ms β 2.23x slower β β QQuery 28 β 2902.46 / 2922.06 Β±18.96 / 2953.45 ms β 2622.13 / 2632.82 Β±8.79 / 2645.29 ms β +1.11x faster β β QQuery 29 β 39.90 / 45.61 Β±6.89 / 55.91 ms β 39.13 / 52.63 Β±16.39 / 76.62 ms β 1.15x slower β β QQuery 30 β 311.64 / 319.85 Β±9.54 / 338.40 ms β 550.43 / 558.61 Β±5.92 / 568.38 ms β 1.75x slower β β QQuery 31 β 279.49 / 289.63 Β±7.50 / 302.13 ms β 542.86 / 559.77 Β±22.16 / 601.92 ms β 1.93x slower β β QQuery 32 β 964.67 / 982.23 Β±10.94 / 995.64 ms β 1021.50 / 1055.53 Β±25.38 / 1092.18 ms β 1.07x slower β β QQuery 33 β 1504.55 / 1534.69 Β±16.17 / 1547.13 ms β 7437.95 / 7782.38 Β±301.99 / 8231.49 ms β 5.07x slower β β QQuery 34 β 1511.74 / 1543.79 Β±28.05 / 1586.31 ms β 7465.50 / 7797.83 Β±239.81 / 8043.01 ms β 5.05x slower β β QQuery 35 β 305.12 / 328.68 Β±37.09 / 402.59 ms β 302.88 / 326.96 Β±35.41 / 396.42 ms β no change β β QQuery 36 β 67.07 / 73.89 Β±7.58 / 87.82 ms β 139.69 / 143.79 Β±4.20 / 151.40 ms β 1.95x slower β β QQuery 37 β 35.52 / 41.24 Β±6.42 / 52.53 ms β 100.17 / 104.35 Β±3.33 / 108.33 ms β 2.53x slower β β QQuery 38 β 41.22 / 43.65 Β±3.30 / 49.96 ms β 83.95 / 88.35 Β±4.15 / 94.04 ms β 2.02x slower β β QQuery 39 β 146.66 / 158.42 Β±7.22 / 168.42 ms β 301.16 / 308.12 Β±5.82 / 318.43 ms β 1.94x slower β β QQuery 40 β 14.68 / 15.74 Β±1.68 / 19.05 ms β 14.44 / 17.45 Β±4.73 / 26.82 ms β 1.11x slower β β QQuery 41 β 14.13 / 14.48 Β±0.33 / 15.03 ms β 13.66 / 14.10 Β±0.41 / 14.67 ms β no change β β QQuery 42 β 13.68 / 19.29 Β±4.96 / 26.74 ms β 13.18 / 13.40 Β±0.16 / 13.63 ms β +1.44x faster β βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 19645.07ms β β Total Time (rich-T-kid_repartition-dictionary-hash-cache) β 53768.83ms β β Average Time (HEAD) β 456.86ms β β Average Time (rich-T-kid_repartition-dictionary-hash-cache) β 1250.44ms β β Queries Faster β 2 β β Queries Slower β 31 β β Queries with No Change β 10 β β Queries with Failure β 0 β βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄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: `9c32dbaaf42c30282abb4be294ea69aa9f53aa4d` | Changed: `fe597f220a0597120beb06632d80be828ec0bbb4` **`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 | 815.2 MiB | 832.5 MiB | +2.1% | | Query 5 | 1.2 GiB | 1.9 GiB | +52.3% | | Query 6 | 0 B | 0 B | 0.0% | | Query 7 | 70.0 MiB | 50.2 MiB | -28.3% | | Query 8 | 968.1 MiB | 923.4 MiB | -4.6% | | Query 9 | 594.0 MiB | 594.0 MiB | +0.0% | | Query 10 | 118.1 MiB | 73.6 MiB | -37.7% | | Query 11 | 130.1 MiB | 76.5 MiB | -41.2% | | Query 12 | 1.3 GiB | 1.9 GiB | +42.9% | | Query 13 | 1.6 GiB | 1.8 GiB | +17.9% | | Query 14 | 1.3 GiB | 2.0 GiB | +49.9% | | Query 15 | 1.2 GiB | 1.2 GiB | -2.4% | | Query 16 | 3.4 GiB | 3.6 GiB | +5.4% | | Query 17 | 3.4 GiB | 3.5 GiB | +4.3% | | Query 18 | 8.4 GiB | 7.5 GiB | -10.5% | | Query 19 | 0 B | 0 B | 0.0% | | Query 20 | 104 B | 104 B | +0.0% | | Query 21 | 4.0 MiB | 1.5 MiB | -61.7% | | Query 22 | 3.4 MiB | 2.5 MiB | -25.9% | | Query 23 | 34.2 MiB | 13.3 MiB | -61.3% | | Query 24 | 58.3 MiB | 6.1 MiB | -89.6% | | Query 25 | 166.0 MiB | 8.1 MiB | -95.1% | | Query 26 | 59.6 MiB | 7.8 MiB | -86.9% | | Query 27 | 2.2 MiB | 2.5 MiB | +9.7% | | Query 28 | 1.7 GiB | 1.9 GiB | +13.4% | | Query 29 | 624 B | 624 B | +0.0% | | Query 30 | 690.0 MiB | 710.8 MiB | +3.0% | | Query 31 | 1.5 GiB | 1.5 GiB | +0.0% | | Query 32 | 7.1 GiB | 7.1 GiB | +0.2% | | Query 33 | 8.4 GiB | 12.3 GiB | +46.7% | | Query 34 | 7.8 GiB | 12.9 GiB | +65.0% | | Query 35 | 666.6 MiB | 668.7 MiB | +0.3% | | Query 36 | 103.1 MiB | 505.5 MiB | +390.4% | | Query 37 | 7.3 MiB | 8.1 MiB | +11.7% | | Query 38 | 5.7 MiB | 4.8 MiB | -15.9% | | Query 39 | 297.5 MiB | 975.1 MiB | +227.7% | | Query 40 | 2.5 MiB | 2.2 MiB | -12.2% | | Query 41 | 3.1 MiB | 3.1 MiB | +0.0% | | Query 42 | 1.6 MiB | 1.7 MiB | +6.6% | **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 (`9c32dbaaf42c30282abb4be294ea69aa9f53aa4d`) | 8.4 GiB | 11.7 GiB | 3.3 GiB | 1.4Γ | | clickbench_partitioned | changed (`fe597f220a0597120beb06632d80be828ec0bbb4`) | 12.9 GiB | 13.9 GiB | 1.1 GiB | 1.1Γ | </details> <details><summary>Resource Usage</summary> **clickbench_partitioned β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 100.0s | | Peak memory | 11.7 GiB | | Avg memory | 4.7 GiB | | CPU user | 1006.9s | | CPU sys | 70.6s | | Peak spill | 0 B | **clickbench_partitioned β branch** | Metric | Value | |--------|-------| | Wall time | 270.1s | | Peak memory | 13.9 GiB | | Avg memory | 6.4 GiB | | CPU user | 2126.1s | | CPU sys | 175.4s | | 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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