adriangbot commented on PR #27055: URL: https://github.com/apache/datafusion/pull/27055#issuecomment-6807781394
π€ Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/27055#issuecomment-6807542303) **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) Comparing fd343e374339f16a09c4d8bfe5ddb40ab10dcce0 (fd343e374339f16a09c4d8bfe5ddb40ab10dcce0) to 72c26020dcbc87b14b055d8f38abf7b67e72a8cc [diff](https://github.com/apache/datafusion/compare/72c26020dcbc87b14b055d8f38abf7b67e72a8cc..fd343e374339f16a09c4d8bfe5ddb40ab10dcce0) <details><summary>Run configuration</summary> ```yaml run benchmark hj baseline: ref: "72c26020dcbc87b14b055d8f38abf7b67e72a8cc" changed: ref: "fd343e374339f16a09c4d8bfe5ddb40ab10dcce0" ``` </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 codex_join-input-predicates -------------------- Benchmark hj.json -------------------- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββ³ββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β codex_join-input-predicates β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1_density=1_prob_hit=1_25*1.5M β 2.16 ms β 2.22 ms β no change β β QQuery 2_density=0.026_prob_hit=1_25*1.5M β 5.16 ms β 5.15 ms β no change β β QQuery 3_density=1_prob_hit=1_100K*60M β 87.72 ms β 83.42 ms β no change β β QQuery 4_density=1_prob_hit=0.1_100K*60M β 217.75 ms β 219.68 ms β no change β β QQuery 5_density=0.75_prob_hit=1_100K*60M β 910.53 ms β 854.86 ms β +1.07x faster β β QQuery 6_density=0.75_prob_hit=0.1_100K*60M β 309.59 ms β 322.36 ms β no change β β QQuery 7_density=0.5_prob_hit=1_100K*60M β 836.07 ms β 919.34 ms β 1.10x slower β β QQuery 8_density=0.5_prob_hit=0.1_100K*60M β 293.63 ms β 295.78 ms β no change β β QQuery 9_density=0.2_prob_hit=1_100K*60M β 911.35 ms β 896.61 ms β no change β β QQuery 10_density=0.2_prob_hit=0.1_100K*60M β 292.82 ms β 290.60 ms β no change β β QQuery 11_density=0.1_prob_hit=1_100K*60M β 882.48 ms β 930.07 ms β 1.05x slower β β QQuery 12_density=0.1_prob_hit=0.1_100K*60M β 294.32 ms β 317.18 ms β 1.08x slower β β QQuery 13_density=0.01_prob_hit=1_100K*60M β 897.09 ms β 969.86 ms β 1.08x slower β β QQuery 14_density=0.01_prob_hit=0.1_100K*60M β 304.95 ms β 354.76 ms β 1.16x slower β β QQuery 15_density=0.2_prob_hit=0.1_100K_(20%_dups)*60M β 303.16 ms β 317.87 ms β no change β β QQuery 16_density=1_prob_hit=1_25*1.5M_RightSemi β 2.81 ms β 2.94 ms β no change β β QQuery 17_density=1_prob_hit=1_100K*60M_RightSemi β 89.69 ms β 89.87 ms β no change β β QQuery 18_density=1_prob_hit=0.1_100K*60M_RightSemi β 109.77 ms β 108.09 ms β no change β β QQuery 19_density=1_prob_hit=1_25*1.5M_RightAnti β 2.03 ms β 2.13 ms β 1.05x slower β β QQuery 20_density=1_prob_hit=1_100K*60M_RightAnti β 80.52 ms β 83.56 ms β no change β β QQuery 21_density=1_prob_hit=0.1_100K*60M_RightAnti β 117.84 ms β 118.01 ms β no change β β QQuery 22_density=1_prob_hit=0.01_100K_(fanout_100)*60M_RightSemi β 91.49 ms β 92.95 ms β no change β β QQuery 23_density=1_prob_hit=1_32K_(fanout~78)*2.3M_long_keys_count β 168.70 ms β 169.09 ms β no change β β QQuery 24_density=1_prob_hit=1_3K_(single_hot_bucket)*20K_long_keys_count β 530.24 ms β 532.33 ms β no change β β QQuery 25_density=1_prob_hit=1_20K_(fanout~78_multi_key)*240K_multi_key_count β 236.98 ms β 232.96 ms β no change β βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ΄ββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 7978.84ms β β Total Time (codex_join-input-predicates) β 8211.70ms β β Average Time (HEAD) β 319.15ms β β Average Time (codex_join-input-predicates) β 328.47ms β β Queries Faster β 1 β β Queries Slower β 6 β β Queries with No Change β 18 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ Distribution per query (min / mean Β±stddev / max): Comparing HEAD and codex_join-input-predicates -------------------- Benchmark hj.json -------------------- βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββββββββββββββββββββββββ³ββββββββββββββββ β Query β HEAD β codex_join-input-predicates β Change β β‘ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β QQuery 1_density=1_prob_hit=1_25*1.5M β 2.16 / 2.90 Β±0.63 / 3.91 ms β 2.22 / 2.60 Β±0.48 / 3.48 ms β +1.12x faster β β QQuery 2_density=0.026_prob_hit=1_25*1.5M β 5.16 / 5.52 Β±0.52 / 6.54 ms β 5.15 / 5.30 Β±0.16 / 5.50 ms β no change β β QQuery 3_density=1_prob_hit=1_100K*60M β 87.72 / 88.80 Β±0.94 / 90.24 ms β 83.42 / 86.73 Β±4.51 / 95.68 ms β no change β β QQuery 4_density=1_prob_hit=0.1_100K*60M β 217.75 / 240.36 Β±24.40 / 284.33 ms β 219.68 / 225.52 Β±5.83 / 235.48 ms β +1.07x faster β β QQuery 5_density=0.75_prob_hit=1_100K*60M β 910.53 / 949.46 Β±35.69 / 1014.78 ms β 854.86 / 904.91 Β±25.78 / 925.00 ms β no change β β QQuery 6_density=0.75_prob_hit=0.1_100K*60M β 309.59 / 341.29 Β±26.43 / 383.69 ms β 322.36 / 343.32 Β±27.67 / 395.58 ms β no change β β QQuery 7_density=0.5_prob_hit=1_100K*60M β 836.07 / 891.84 Β±47.95 / 963.25 ms β 919.34 / 962.68 Β±46.02 / 1051.76 ms β 1.08x slower β β QQuery 8_density=0.5_prob_hit=0.1_100K*60M β 293.63 / 316.08 Β±27.04 / 367.78 ms β 295.78 / 328.12 Β±36.86 / 389.43 ms β no change β β QQuery 9_density=0.2_prob_hit=1_100K*60M β 911.35 / 932.02 Β±14.80 / 951.91 ms β 896.61 / 929.46 Β±22.81 / 961.91 ms β no change β β QQuery 10_density=0.2_prob_hit=0.1_100K*60M β 292.82 / 327.58 Β±31.26 / 367.86 ms β 290.60 / 332.12 Β±41.44 / 397.01 ms β no change β β QQuery 11_density=0.1_prob_hit=1_100K*60M β 882.48 / 923.13 Β±32.80 / 958.93 ms β 930.07 / 983.91 Β±33.36 / 1016.89 ms β 1.07x slower β β QQuery 12_density=0.1_prob_hit=0.1_100K*60M β 294.32 / 324.41 Β±33.00 / 378.46 ms β 317.18 / 340.85 Β±21.59 / 373.47 ms β 1.05x slower β β QQuery 13_density=0.01_prob_hit=1_100K*60M β 897.09 / 951.20 Β±33.87 / 1002.75 ms β 969.86 / 987.83 Β±19.87 / 1026.03 ms β no change β β QQuery 14_density=0.01_prob_hit=0.1_100K*60M β 304.95 / 357.21 Β±30.51 / 391.02 ms β 354.76 / 374.20 Β±13.04 / 391.06 ms β no change β β QQuery 15_density=0.2_prob_hit=0.1_100K_(20%_dups)*60M β 303.16 / 335.54 Β±33.66 / 377.11 ms β 317.87 / 353.16 Β±21.02 / 380.45 ms β 1.05x slower β β QQuery 16_density=1_prob_hit=1_25*1.5M_RightSemi β 2.81 / 2.91 Β±0.07 / 3.02 ms β 2.94 / 3.20 Β±0.24 / 3.63 ms β 1.10x slower β β QQuery 17_density=1_prob_hit=1_100K*60M_RightSemi β 89.69 / 91.29 Β±0.89 / 92.35 ms β 89.87 / 98.08 Β±13.71 / 125.44 ms β 1.07x slower β β QQuery 18_density=1_prob_hit=0.1_100K*60M_RightSemi β 109.77 / 126.61 Β±24.29 / 172.61 ms β 108.09 / 123.14 Β±16.44 / 148.59 ms β no change β β QQuery 19_density=1_prob_hit=1_25*1.5M_RightAnti β 2.03 / 2.23 Β±0.11 / 2.32 ms β 2.13 / 2.39 Β±0.14 / 2.50 ms β 1.07x slower β β QQuery 20_density=1_prob_hit=1_100K*60M_RightAnti β 80.52 / 82.27 Β±1.14 / 83.51 ms β 83.56 / 84.73 Β±1.18 / 86.57 ms β no change β β QQuery 21_density=1_prob_hit=0.1_100K*60M_RightAnti β 117.84 / 121.52 Β±3.91 / 128.27 ms β 118.01 / 119.59 Β±1.07 / 121.04 ms β no change β β QQuery 22_density=1_prob_hit=0.01_100K_(fanout_100)*60M_RightSemi β 91.49 / 93.92 Β±1.83 / 96.31 ms β 92.95 / 94.03 Β±0.82 / 95.16 ms β no change β β QQuery 23_density=1_prob_hit=1_32K_(fanout~78)*2.3M_long_keys_count β 168.70 / 169.68 Β±0.91 / 171.33 ms β 169.09 / 170.22 Β±0.95 / 171.55 ms β no change β β QQuery 24_density=1_prob_hit=1_3K_(single_hot_bucket)*20K_long_keys_count β 530.24 / 536.35 Β±4.78 / 543.62 ms β 532.33 / 533.45 Β±0.60 / 533.99 ms β no change β β QQuery 25_density=1_prob_hit=1_20K_(fanout~78_multi_key)*240K_multi_key_count β 236.98 / 238.06 Β±1.01 / 239.89 ms β 232.96 / 234.63 Β±0.98 / 235.72 ms β no change β βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββββββββββββββββββββββββ΄ββββββββββββββββ ββββββββββββββββββββββββββββββββββββββββββββββ³ββββββββββββ β Benchmark Summary β β β‘βββββββββββββββββββββββββββββββββββββββββββββββββββββββββ© β Total Time (HEAD) β 8452.19ms β β Total Time (codex_join-input-predicates) β 8624.18ms β β Average Time (HEAD) β 338.09ms β β Average Time (codex_join-input-predicates) β 344.97ms β β Queries Faster β 2 β β Queries Slower β 7 β β Queries with No Change β 16 β β Queries with Failure β 0 β ββββββββββββββββββββββββββββββββββββββββββββββ΄ββββββββββββ ``` </p> </details> <details><summary>Resource Usage</summary> **hj β base (merge-base)** | Metric | Value | |--------|-------| | Wall time | 45.0s | | Peak memory | 2.0 GiB | | Avg memory | 1.1 GiB | | CPU user | 395.3s | | CPU sys | 16.4s | | Peak spill | 0 B | **hj β branch** | Metric | Value | |--------|-------| | Wall time | 45.0s | | Peak memory | 2.4 GiB | | Avg memory | 1.2 GiB | | CPU user | 403.5s | | CPU sys | 17.1s | | Peak spill | 0 B | </details> --- [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner -- This is an 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