adriangbot commented on PR #24227: URL: https://github.com/apache/datafusion/pull/24227#issuecomment-5675528213
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/24227#issuecomment-5675290885) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f (cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f) to cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f [diff](https://github.com/apache/datafusion/compare/cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f..cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f) <details><summary>Run configuration</summary> ```yaml run benchmark clickbench_partitioned env: DATAFUSION_RUNTIME_MEMORY_LIMIT: "32G" baseline: ref: "cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f" env: DATAFUSION_EXECUTION_PARQUET_ENABLE_RLE_TO_DICTIONARY: "false" changed: ref: "cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f" 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_introduce-rle-parquet-flag -------------------- Benchmark clickbench_partitioned.json -------------------- βββββββββββββ³βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_introduce-rle-parquet-flag β Change β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 0 β 1.24 ms β 1.19 ms β no change β β QQuery 1 β 11.94 ms β 11.29 ms β +1.06x faster β β QQuery 2 β 36.70 ms β 35.80 ms β no change β β QQuery 3 β 31.04 ms β 30.26 ms β no change β β QQuery 4 β 220.65 ms β 221.82 ms β no change β β QQuery 5 β 270.95 ms β 1425.44 ms β 5.26x slower β β QQuery 6 β 1.27 ms β 1.24 ms β no change β β QQuery 7 β 13.13 ms β 12.64 ms β no change β β QQuery 8 β 327.66 ms β 339.50 ms β no change β β QQuery 9 β 455.32 ms β 465.80 ms β no change β β QQuery 10 β 68.78 ms β 202.13 ms β 2.94x slower β β QQuery 11 β 80.61 ms β 214.29 ms β 2.66x slower β β QQuery 12 β 262.65 ms β 1417.02 ms β 5.40x slower β β QQuery 13 β 366.14 ms β 2019.15 ms β 5.51x slower β β QQuery 14 β 285.97 ms β 1550.45 ms β 5.42x slower β β QQuery 15 β 269.41 ms β 277.13 ms β no change β β QQuery 16 β 621.05 ms β 3491.74 ms β 5.62x slower β β QQuery 17 β 623.43 ms β 3556.36 ms β 5.70x slower β β QQuery 18 β 1269.91 ms β 5992.72 ms β 4.72x slower β β QQuery 19 β 27.11 ms β 26.65 ms β no change β β QQuery 20 β 513.47 ms β 1033.26 ms β 2.01x slower β β QQuery 21 β 511.27 ms β 1364.27 ms β 2.67x slower β β QQuery 22 β 981.59 ms β 3169.13 ms β 3.23x slower β β QQuery 23 β 3029.35 ms β 9163.52 ms β 3.02x slower β β QQuery 24 β 40.70 ms β 96.23 ms β 2.36x slower β β QQuery 25 β 110.45 ms β 355.91 ms β 3.22x slower β β QQuery 26 β 41.34 ms β 96.50 ms β 2.33x slower β β QQuery 27 β 513.69 ms β 1127.43 ms β 2.19x slower β β QQuery 28 β 2880.62 ms β 3537.71 ms β 1.23x slower β β QQuery 29 β 41.45 ms β 40.72 ms β no change β β QQuery 30 β 310.83 ms β 547.97 ms β 1.76x slower β β QQuery 31 β 286.09 ms β 543.16 ms β 1.90x slower β β QQuery 32 β 936.76 ms β 1044.47 ms β 1.11x slower β β QQuery 33 β 1459.69 ms β 13430.75 ms β 9.20x slower β β QQuery 34 β 1485.67 ms β 13273.73 ms β 8.93x slower β β QQuery 35 β 275.82 ms β 284.74 ms β no change β β QQuery 36 β 67.62 ms β 167.07 ms β 2.47x slower β β QQuery 37 β 35.52 ms β 96.46 ms β 2.72x slower β β QQuery 38 β 42.23 ms β 80.22 ms β 1.90x slower β β QQuery 39 β 149.85 ms β 375.56 ms β 2.51x slower β β QQuery 40 β 13.91 ms β 14.12 ms β no change β β QQuery 41 β 13.58 ms β 13.69 ms β no change β β QQuery 42 β 12.98 ms β 13.09 ms β no change β βββββββββββββ΄βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 18999.43ms β β Total Time (rich-T-kid_introduce-rle-parquet-flag) β 71162.33ms β β Average Time (HEAD) β 441.85ms β β Average Time (rich-T-kid_introduce-rle-parquet-flag) β 1654.94ms β β Queries Faster β 1 β β Queries Slower β 27 β β Queries with No Change β 15 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and rich-T-kid_introduce-rle-parquet-flag -------------------- Benchmark clickbench_partitioned.json -------------------- βββββββββββββ³ββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β rich-T-kid_introduce-rle-parquet-flag β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 0 β 1.24 / 4.00 Β±5.44 / 14.89 ms β 1.19 / 3.92 Β±5.39 / 14.70 ms β no change β β QQuery 1 β 11.94 / 11.99 Β±0.05 / 12.09 ms β 11.29 / 11.43 Β±0.08 / 11.50 ms β no change β β QQuery 2 β 36.70 / 37.03 Β±0.24 / 37.34 ms β 35.80 / 36.17 Β±0.36 / 36.86 ms β no change β β QQuery 3 β 31.04 / 31.55 Β±0.49 / 32.43 ms β 30.26 / 30.80 Β±0.57 / 31.87 ms β no change β β QQuery 4 β 220.65 / 225.04 Β±3.32 / 229.90 ms β 221.82 / 224.77 Β±2.53 / 229.44 ms β no change β β QQuery 5 β 270.95 / 275.22 Β±3.18 / 280.63 ms β 1425.44 / 1488.69 Β±42.65 / 1539.99 ms β 5.41x slower β β QQuery 6 β 1.27 / 1.42 Β±0.21 / 1.82 ms β 1.24 / 1.39 Β±0.23 / 1.83 ms β no change β β QQuery 7 β 13.13 / 13.45 Β±0.35 / 14.00 ms β 12.64 / 12.67 Β±0.03 / 12.71 ms β +1.06x faster β β QQuery 8 β 327.66 / 331.61 Β±2.50 / 334.06 ms β 339.50 / 345.94 Β±6.73 / 358.01 ms β no change β β QQuery 9 β 455.32 / 460.31 Β±5.67 / 470.67 ms β 465.80 / 494.00 Β±17.60 / 521.36 ms β 1.07x slower β β QQuery 10 β 68.78 / 70.08 Β±1.45 / 72.84 ms β 202.13 / 203.71 Β±1.47 / 206.48 ms β 2.91x slower β β QQuery 11 β 80.61 / 80.95 Β±0.48 / 81.90 ms β 214.29 / 214.46 Β±0.19 / 214.78 ms β 2.65x slower β β QQuery 12 β 262.65 / 268.27 Β±5.23 / 278.10 ms β 1417.02 / 1504.42 Β±67.45 / 1599.47 ms β 5.61x slower β β QQuery 13 β 366.14 / 373.33 Β±4.05 / 377.47 ms β 2019.15 / 2148.83 Β±188.35 / 2520.03 ms β 5.76x slower β β QQuery 14 β 285.97 / 289.47 Β±2.93 / 293.79 ms β 1550.45 / 1597.18 Β±28.19 / 1633.28 ms β 5.52x slower β β QQuery 15 β 269.41 / 282.72 Β±11.78 / 304.61 ms β 277.13 / 285.27 Β±8.19 / 297.78 ms β no change β β QQuery 16 β 621.05 / 626.45 Β±4.17 / 633.49 ms β 3491.74 / 3559.90 Β±80.16 / 3702.28 ms β 5.68x slower β β QQuery 17 β 623.43 / 630.44 Β±3.84 / 635.08 ms β 3556.36 / 3665.36 Β±92.61 / 3813.58 ms β 5.81x slower β β QQuery 18 β 1269.91 / 1307.75 Β±33.11 / 1360.19 ms β 5992.72 / 6539.67 Β±379.19 / 7140.70 ms β 5.00x slower β β QQuery 19 β 27.11 / 31.81 Β±5.12 / 39.86 ms β 26.65 / 27.14 Β±0.47 / 28.02 ms β +1.17x faster β β QQuery 20 β 513.47 / 530.50 Β±23.66 / 576.04 ms β 1033.26 / 1042.76 Β±5.23 / 1048.63 ms β 1.97x slower β β QQuery 21 β 511.27 / 515.56 Β±3.72 / 521.35 ms β 1364.27 / 1373.22 Β±6.19 / 1381.60 ms β 2.66x slower β β QQuery 22 β 981.59 / 987.94 Β±6.19 / 997.70 ms β 3169.13 / 3228.96 Β±33.79 / 3265.64 ms β 3.27x slower β β QQuery 23 β 3029.35 / 3098.47 Β±38.90 / 3145.61 ms β 9163.52 / 9320.42 Β±185.21 / 9672.74 ms β 3.01x slower β β QQuery 24 β 40.70 / 43.04 Β±1.31 / 44.58 ms β 96.23 / 140.17 Β±68.94 / 274.85 ms β 3.26x slower β β QQuery 25 β 110.45 / 111.00 Β±0.51 / 111.77 ms β 355.91 / 361.55 Β±4.19 / 367.96 ms β 3.26x slower β β QQuery 26 β 41.34 / 42.55 Β±1.75 / 45.97 ms β 96.50 / 97.73 Β±0.82 / 98.59 ms β 2.30x slower β β QQuery 27 β 513.69 / 522.98 Β±8.02 / 537.77 ms β 1127.43 / 1149.56 Β±15.26 / 1174.73 ms β 2.20x slower β β QQuery 28 β 2880.62 / 2922.14 Β±24.29 / 2956.05 ms β 3537.71 / 3581.56 Β±27.07 / 3617.84 ms β 1.23x slower β β QQuery 29 β 41.45 / 42.26 Β±0.81 / 43.41 ms β 40.72 / 41.13 Β±0.37 / 41.80 ms β no change β β QQuery 30 β 310.83 / 317.22 Β±7.06 / 330.27 ms β 547.97 / 556.28 Β±8.75 / 572.99 ms β 1.75x slower β β QQuery 31 β 286.09 / 299.78 Β±11.55 / 319.08 ms β 543.16 / 545.89 Β±2.74 / 550.54 ms β 1.82x slower β β QQuery 32 β 936.76 / 965.19 Β±23.64 / 996.70 ms β 1044.47 / 1100.67 Β±47.54 / 1165.52 ms β 1.14x slower β β QQuery 33 β 1459.69 / 1482.61 Β±20.62 / 1514.47 ms β 13430.75 / 14018.27 Β±608.62 / 15064.74 ms β 9.46x slower β β QQuery 34 β 1485.67 / 1508.44 Β±28.22 / 1563.64 ms β 13273.73 / 14131.52 Β±811.84 / 15262.78 ms β 9.37x slower β β QQuery 35 β 275.82 / 297.94 Β±28.81 / 354.66 ms β 284.74 / 323.69 Β±73.30 / 470.23 ms β 1.09x slower β β QQuery 36 β 67.62 / 71.34 Β±2.71 / 74.41 ms β 167.07 / 180.55 Β±10.40 / 190.42 ms β 2.53x slower β β QQuery 37 β 35.52 / 38.43 Β±3.55 / 45.40 ms β 96.46 / 97.58 Β±1.04 / 99.30 ms β 2.54x slower β β QQuery 38 β 42.23 / 46.74 Β±4.91 / 55.12 ms β 80.22 / 85.49 Β±4.45 / 91.16 ms β 1.83x slower β β QQuery 39 β 149.85 / 153.88 Β±2.77 / 157.12 ms β 375.56 / 391.25 Β±11.11 / 410.07 ms β 2.54x slower β β QQuery 40 β 13.91 / 18.35 Β±3.63 / 24.26 ms β 14.12 / 15.24 Β±1.24 / 17.65 ms β +1.20x faster β β QQuery 41 β 13.58 / 18.95 Β±5.12 / 25.24 ms β 13.69 / 13.92 Β±0.28 / 14.48 ms β +1.36x faster β β QQuery 42 β 12.98 / 14.20 Β±1.94 / 18.06 ms β 13.09 / 17.76 Β±9.01 / 35.77 ms β 1.25x slower β βββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³βββββββββββββ β Benchmark Summary β β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 19402.39ms β β Total Time (rich-T-kid_introduce-rle-parquet-flag) β 74210.94ms β β Average Time (HEAD) β 451.22ms β β Average Time (rich-T-kid_introduce-rle-parquet-flag) β 1725.84ms β β Queries Faster β 4 β β Queries Slower β 30 β β Queries with No Change β 9 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄βββββββββββββ ``` </p> </details> <details><summary>Memory Pool Peaks</summary> Peak `MemoryPool` reservation per query β what DataFusion's accounting believes it reserved. Recorded only when the benchmark runs with `DATAFUSION_RUNTIME_MEMORY_LIMIT` set. Base: `cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f` | Changed: `cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f` **`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 | 761.4 MiB | 755.7 MiB | -0.7% | | Query 5 | 1.2 GiB | 1.5 GiB | +21.9% | | Query 6 | 0 B | 0 B | 0.0% | | Query 7 | 60.1 MiB | 60.0 MiB | -0.1% | | Query 8 | 965.7 MiB | 942.0 MiB | -2.5% | | Query 9 | 593.5 MiB | 551.9 MiB | -7.0% | | Query 10 | 115.5 MiB | 70.2 MiB | -39.2% | | Query 11 | 122.1 MiB | 77.1 MiB | -36.9% | | Query 12 | 1.3 GiB | 1.6 GiB | +17.9% | | Query 13 | 1.6 GiB | 1.8 GiB | +14.6% | | Query 14 | 1.3 GiB | 1.9 GiB | +47.3% | | Query 15 | 1.1 GiB | 1.1 GiB | -3.7% | | Query 16 | 3.4 GiB | 3.3 GiB | -2.4% | | Query 17 | 3.4 GiB | 3.4 GiB | -0.8% | | Query 18 | 8.1 GiB | 7.4 GiB | -8.6% | | Query 19 | 0 B | 0 B | 0.0% | | Query 20 | 104 B | 104 B | +0.0% | | Query 21 | 3.3 MiB | 1.3 MiB | -60.6% | | Query 22 | 3.0 MiB | 2.5 MiB | -17.4% | | Query 23 | 32.2 MiB | 12.0 MiB | -62.7% | | Query 24 | 60.3 MiB | 6.2 MiB | -89.8% | | Query 25 | 173.5 MiB | 8.1 MiB | -95.3% | | Query 26 | 60.3 MiB | 7.3 MiB | -87.8% | | Query 27 | 2.3 MiB | 2.4 MiB | +3.8% | | Query 28 | 1.7 GiB | 1.7 GiB | -0.6% | | Query 29 | 624 B | 624 B | +0.0% | | Query 30 | 678.9 MiB | 648.4 MiB | -4.5% | | Query 31 | 1.5 GiB | 1.6 GiB | +12.8% | | Query 32 | 7.1 GiB | 7.1 GiB | +0.2% | | Query 33 | 8.1 GiB | 12.3 GiB | +52.3% | | Query 34 | 8.2 GiB | 12.7 GiB | +54.2% | | Query 35 | 603.9 MiB | 598.9 MiB | -0.8% | | Query 36 | 114.4 MiB | 473.3 MiB | +313.6% | | Query 37 | 6.3 MiB | 7.7 MiB | +23.6% | | Query 38 | 5.2 MiB | 5.3 MiB | +1.7% | | Query 39 | 297.8 MiB | 450.0 MiB | +51.1% | | Query 40 | 2.0 MiB | 2.3 MiB | +14.5% | | Query 41 | 3.1 MiB | 3.1 MiB | -0.0% | | Query 42 | 1.7 MiB | 1.7 MiB | +0.0% | **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 (`cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f`) | 8.2 GiB | 11.0 GiB | 2.7 GiB | 1.3Γ | | clickbench_partitioned | changed (`cb3a57806e64fa8d95a5ec2e226d34ba5a97af3f`) | 12.7 GiB | 12.4 GiB | β323.7 MiB | 1.0Γ | </details> <details><summary>Resource Usage</summary> **clickbench_partitioned β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 100.0s | | Peak memory | 11.0 GiB | | Avg memory | 4.1 GiB | | CPU user | 993.1s | | CPU sys | 70.2s | | Peak spill | 0 B | **clickbench_partitioned β branch** | Metric | Value | |--------|-------| | Wall time | 375.1s | | Peak memory | 12.4 GiB | | Avg memory | 5.8 GiB | | CPU user | 3264.4s | | CPU sys | 201.7s | | 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 Apache Git Service. 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