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Posted to github@datafusion.apache.org by "Dandandan (via GitHub)" <gi...@apache.org> on 2026/05/19 05:29:29 UTC

[PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Dandandan opened a new pull request, #22350:
URL: https://github.com/apache/datafusion/pull/22350

   ## Which issue does this PR close?
   
   <!-- No issue yet; happy to file one if preferred. -->
   
   - Closes #.
   
   ## Rationale for this change
   
   When multiple group keys participate in a grouped aggregate, `create_hashes` walks the columns left-to-right and rehashes each row by combining the current value's hash with the previously accumulated row hash. The generic variable-width path (`hash_array`) and the dictionary path (`hash_dictionary_array`) already do this with `combine_hashes(value.hash_one(random_state), *hash)`. The primitive path (`hash_array_primitive`) instead constructs a fresh `foldhash::fast::SeedableRandomState` per row, seeded from the previous hash, and runs the value through that. That approach is heavier on the hot loop and isn't necessary for correctness โ€” the same hash distribution is achievable with `combine_hashes`.
   
   The motivating workload is ClickBench q32 on the partitioned dataset:
   
   ```sql
   SELECT "WatchID", "ClientIP", COUNT(*) AS c, SUM("IsRefresh"), AVG("ResolutionWidth")
   FROM hits
   GROUP BY "WatchID", "ClientIP"
   ORDER BY c DESC
   LIMIT 10
   ```
   
   The two group keys are both primitive (`Int64`/`Int32`), and the partial aggregate spends most of its time in group-id calculation. On a current-main baseline of **3988.27 ms** (`dfbench clickbench --query 32 --iterations 3`), a 10-iteration same-machine run with this change settled around **1.7 s**, with a warm tail of **1.4-1.5 s** per iteration.
   
   Guardrail single-query runs of other primitive multi-key aggregates (q30, q31, q35) and the q18 path that benefits from primitive rehashing as a second column did not regress.
   
   ## What changes are included in this PR?
   
   Replaces the two `seeded_state(...).build_hasher() / value.hash_write(...) / hasher.finish()` blocks in `hash_array_primitive`'s rehash branch (no-null and nullable variants) with the same `combine_hashes(value.hash_one(random_state), *hash)` pattern already used by the surrounding generic and dictionary paths. `seeded_state` itself is unchanged and still used by the byte-view hash paths.
   
   Doc comment on `hash_array_primitive` updated to match the new behavior.
   
   ## Are these changes tested?
   
   Covered by existing tests in `datafusion-common::hash_utils`, including the multi-column hash tests:
   
   - `cargo test -p datafusion-common hash_utils`
   - `cargo clippy -p datafusion-common --all-targets --all-features -- -D warnings`
   
   ## Are there any user-facing changes?
   
   No. This is an internal performance change with no API or behavioral impact โ€” hash distribution properties are unchanged because `combine_hashes` is already the standard pattern in this file.


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22350:
URL: https://github.com/apache/datafusion/pull/22350#issuecomment-4484813238

   ๐Ÿค– Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22350#issuecomment-4484716720)
   
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
   
   <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_primitive-rehash-multi-column
   --------------------
   Benchmark tpcds_sf1.json
   --------------------
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query     โ”ƒ                                  HEAD โ”ƒ    perf_primitive-rehash-multi-column โ”ƒ        Change โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ QQuery 1  โ”‚           6.28 / 6.81 ยฑ0.93 / 8.66 ms โ”‚           6.50 / 7.03 ยฑ0.89 / 8.81 ms โ”‚     no change โ”‚
   โ”‚ QQuery 2  โ”‚        81.65 / 81.97 ยฑ0.25 / 82.32 ms โ”‚        82.03 / 82.43 ยฑ0.31 / 82.89 ms โ”‚     no change โ”‚
   โ”‚ QQuery 3  โ”‚        29.78 / 30.46 ยฑ0.93 / 32.29 ms โ”‚        29.14 / 29.52 ยฑ0.35 / 30.11 ms โ”‚     no change โ”‚
   โ”‚ QQuery 4  โ”‚     511.99 / 517.73 ยฑ3.80 / 523.43 ms โ”‚     514.82 / 519.23 ยฑ2.51 / 521.94 ms โ”‚     no change โ”‚
   โ”‚ QQuery 5  โ”‚        52.58 / 53.24 ยฑ0.43 / 53.92 ms โ”‚        52.83 / 53.84 ยฑ1.05 / 55.85 ms โ”‚     no change โ”‚
   โ”‚ QQuery 6  โ”‚        35.74 / 36.04 ยฑ0.25 / 36.50 ms โ”‚        35.38 / 36.05 ยฑ0.54 / 37.05 ms โ”‚     no change โ”‚
   โ”‚ QQuery 7  โ”‚     110.10 / 111.23 ยฑ1.02 / 112.74 ms โ”‚     108.88 / 111.46 ยฑ2.14 / 115.12 ms โ”‚     no change โ”‚
   โ”‚ QQuery 8  โ”‚        38.94 / 39.71 ยฑ0.74 / 41.10 ms โ”‚        39.89 / 40.15 ยฑ0.40 / 40.95 ms โ”‚     no change โ”‚
   โ”‚ QQuery 9  โ”‚        52.33 / 55.41 ยฑ1.81 / 57.41 ms โ”‚        55.23 / 57.15 ยฑ1.45 / 59.12 ms โ”‚     no change โ”‚
   โ”‚ QQuery 10 โ”‚        82.01 / 83.17 ยฑ1.56 / 86.25 ms โ”‚        82.00 / 82.52 ยฑ0.37 / 83.03 ms โ”‚     no change โ”‚
   โ”‚ QQuery 11 โ”‚     315.04 / 320.42 ยฑ3.74 / 324.70 ms โ”‚     317.72 / 320.95 ยฑ3.31 / 326.56 ms โ”‚     no change โ”‚
   โ”‚ QQuery 12 โ”‚        29.36 / 29.70 ยฑ0.39 / 30.44 ms โ”‚        29.36 / 29.64 ยฑ0.37 / 30.35 ms โ”‚     no change โ”‚
   โ”‚ QQuery 13 โ”‚     129.91 / 130.58 ยฑ0.62 / 131.64 ms โ”‚     129.59 / 130.49 ยฑ0.65 / 131.38 ms โ”‚     no change โ”‚
   โ”‚ QQuery 14 โ”‚     512.88 / 518.73 ยฑ3.77 / 524.18 ms โ”‚     524.49 / 525.19 ยฑ0.74 / 526.44 ms โ”‚     no change โ”‚
   โ”‚ QQuery 15 โ”‚        62.65 / 63.34 ยฑ0.96 / 65.25 ms โ”‚        61.84 / 62.65 ยฑ0.60 / 63.68 ms โ”‚     no change โ”‚
   โ”‚ QQuery 16 โ”‚           7.16 / 7.33 ยฑ0.16 / 7.60 ms โ”‚           7.08 / 7.29 ยฑ0.17 / 7.60 ms โ”‚     no change โ”‚
   โ”‚ QQuery 17 โ”‚        82.88 / 83.61 ยฑ0.50 / 84.37 ms โ”‚        82.47 / 82.67 ยฑ0.18 / 82.99 ms โ”‚     no change โ”‚
   โ”‚ QQuery 18 โ”‚     154.93 / 155.61 ยฑ0.75 / 156.96 ms โ”‚     152.96 / 153.58 ยฑ0.60 / 154.63 ms โ”‚     no change โ”‚
   โ”‚ QQuery 19 โ”‚        42.19 / 42.57 ยฑ0.24 / 42.81 ms โ”‚        41.68 / 42.05 ยฑ0.32 / 42.59 ms โ”‚     no change โ”‚
   โ”‚ QQuery 20 โ”‚        36.43 / 36.85 ยฑ0.32 / 37.34 ms โ”‚        36.25 / 36.72 ยฑ0.39 / 37.26 ms โ”‚     no change โ”‚
   โ”‚ QQuery 21 โ”‚        18.36 / 18.62 ยฑ0.18 / 18.84 ms โ”‚        18.23 / 18.37 ยฑ0.13 / 18.57 ms โ”‚     no change โ”‚
   โ”‚ QQuery 22 โ”‚        62.96 / 63.58 ยฑ0.38 / 63.95 ms โ”‚        62.81 / 64.05 ยฑ0.67 / 64.83 ms โ”‚     no change โ”‚
   โ”‚ QQuery 23 โ”‚     489.43 / 496.74 ยฑ4.71 / 502.11 ms โ”‚     483.92 / 489.54 ยฑ4.40 / 495.27 ms โ”‚     no change โ”‚
   โ”‚ QQuery 24 โ”‚     239.82 / 242.49 ยฑ2.72 / 247.68 ms โ”‚     238.23 / 240.45 ยฑ2.45 / 245.16 ms โ”‚     no change โ”‚
   โ”‚ QQuery 25 โ”‚     115.99 / 117.59 ยฑ1.21 / 119.12 ms โ”‚     115.63 / 117.32 ยฑ1.02 / 118.55 ms โ”‚     no change โ”‚
   โ”‚ QQuery 26 โ”‚        72.44 / 73.22 ยฑ0.56 / 74.02 ms โ”‚        70.67 / 71.80 ยฑ1.17 / 74.01 ms โ”‚     no change โ”‚
   โ”‚ QQuery 27 โ”‚           7.38 / 7.55 ยฑ0.27 / 8.10 ms โ”‚           7.41 / 7.57 ยฑ0.21 / 7.98 ms โ”‚     no change โ”‚
   โ”‚ QQuery 28 โ”‚        59.34 / 63.04 ยฑ1.86 / 64.25 ms โ”‚        58.99 / 62.46 ยฑ2.48 / 64.94 ms โ”‚     no change โ”‚
   โ”‚ QQuery 29 โ”‚      99.71 / 100.68 ยฑ0.74 / 101.86 ms โ”‚      99.64 / 100.57 ยฑ0.66 / 101.28 ms โ”‚     no change โ”‚
   โ”‚ QQuery 30 โ”‚        31.11 / 31.75 ยฑ0.60 / 32.87 ms โ”‚        31.16 / 31.40 ยฑ0.18 / 31.72 ms โ”‚     no change โ”‚
   โ”‚ QQuery 31 โ”‚     114.03 / 115.37 ยฑ1.79 / 118.87 ms โ”‚     112.31 / 114.43 ยฑ2.08 / 118.41 ms โ”‚     no change โ”‚
   โ”‚ QQuery 32 โ”‚        20.56 / 20.81 ยฑ0.22 / 21.18 ms โ”‚        20.49 / 20.94 ยฑ0.35 / 21.52 ms โ”‚     no change โ”‚
   โ”‚ QQuery 33 โ”‚        39.27 / 39.94 ยฑ0.37 / 40.36 ms โ”‚        39.55 / 40.10 ยฑ0.28 / 40.29 ms โ”‚     no change โ”‚
   โ”‚ QQuery 34 โ”‚         9.97 / 10.38 ยฑ0.29 / 10.84 ms โ”‚         9.97 / 10.13 ยฑ0.16 / 10.43 ms โ”‚     no change โ”‚
   โ”‚ QQuery 35 โ”‚        81.65 / 83.18 ยฑ1.28 / 85.50 ms โ”‚        81.91 / 83.26 ยฑ0.90 / 84.34 ms โ”‚     no change โ”‚
   โ”‚ QQuery 36 โ”‚           6.56 / 6.66 ยฑ0.15 / 6.95 ms โ”‚           6.61 / 6.73 ยฑ0.16 / 7.06 ms โ”‚     no change โ”‚
   โ”‚ QQuery 37 โ”‚           7.26 / 7.32 ยฑ0.05 / 7.37 ms โ”‚           7.30 / 7.41 ยฑ0.08 / 7.49 ms โ”‚     no change โ”‚
   โ”‚ QQuery 38 โ”‚        68.67 / 69.43 ยฑ0.55 / 70.36 ms โ”‚        69.67 / 70.37 ยฑ0.58 / 71.15 ms โ”‚     no change โ”‚
   โ”‚ QQuery 39 โ”‚     100.55 / 102.30 ยฑ1.48 / 104.99 ms โ”‚     101.87 / 102.51 ยฑ1.03 / 104.55 ms โ”‚     no change โ”‚
   โ”‚ QQuery 40 โ”‚        23.63 / 23.96 ยฑ0.39 / 24.72 ms โ”‚        23.65 / 24.28 ยฑ0.38 / 24.79 ms โ”‚     no change โ”‚
   โ”‚ QQuery 41 โ”‚        14.34 / 14.49 ยฑ0.17 / 14.82 ms โ”‚        14.36 / 14.48 ยฑ0.18 / 14.83 ms โ”‚     no change โ”‚
   โ”‚ QQuery 42 โ”‚        23.95 / 24.54 ยฑ0.41 / 25.01 ms โ”‚        24.45 / 24.72 ยฑ0.23 / 25.04 ms โ”‚     no change โ”‚
   โ”‚ QQuery 43 โ”‚           5.50 / 5.59 ยฑ0.13 / 5.85 ms โ”‚           5.36 / 5.53 ยฑ0.16 / 5.83 ms โ”‚     no change โ”‚
   โ”‚ QQuery 44 โ”‚        11.15 / 11.39 ยฑ0.19 / 11.69 ms โ”‚        11.03 / 11.18 ยฑ0.16 / 11.48 ms โ”‚     no change โ”‚
   โ”‚ QQuery 45 โ”‚        40.92 / 41.63 ยฑ0.48 / 42.25 ms โ”‚        41.16 / 41.70 ยฑ0.29 / 42.01 ms โ”‚     no change โ”‚
   โ”‚ QQuery 46 โ”‚        13.61 / 13.96 ยฑ0.33 / 14.51 ms โ”‚        13.55 / 13.90 ยฑ0.37 / 14.55 ms โ”‚     no change โ”‚
   โ”‚ QQuery 47 โ”‚     233.79 / 239.95 ยฑ4.13 / 245.92 ms โ”‚     231.92 / 236.15 ยฑ2.25 / 238.08 ms โ”‚     no change โ”‚
   โ”‚ QQuery 48 โ”‚     105.26 / 105.69 ยฑ0.54 / 106.64 ms โ”‚     104.39 / 105.76 ยฑ1.28 / 108.10 ms โ”‚     no change โ”‚
   โ”‚ QQuery 49 โ”‚        81.82 / 82.62 ยฑ0.65 / 83.36 ms โ”‚        82.06 / 83.09 ยฑ1.48 / 85.92 ms โ”‚     no change โ”‚
   โ”‚ QQuery 50 โ”‚        61.32 / 62.35 ยฑ1.51 / 65.33 ms โ”‚        61.21 / 62.93 ยฑ2.44 / 67.76 ms โ”‚     no change โ”‚
   โ”‚ QQuery 51 โ”‚        92.93 / 94.37 ยฑ1.20 / 96.40 ms โ”‚        92.86 / 94.73 ยฑ1.18 / 96.10 ms โ”‚     no change โ”‚
   โ”‚ QQuery 52 โ”‚        24.73 / 25.13 ยฑ0.31 / 25.55 ms โ”‚        24.51 / 24.93 ยฑ0.22 / 25.13 ms โ”‚     no change โ”‚
   โ”‚ QQuery 53 โ”‚        30.84 / 31.82 ยฑ1.38 / 34.55 ms โ”‚        30.60 / 30.98 ยฑ0.21 / 31.20 ms โ”‚     no change โ”‚
   โ”‚ QQuery 54 โ”‚        55.61 / 55.98 ยฑ0.22 / 56.28 ms โ”‚        55.37 / 55.94 ยฑ0.85 / 57.61 ms โ”‚     no change โ”‚
   โ”‚ QQuery 55 โ”‚        24.04 / 24.15 ยฑ0.14 / 24.37 ms โ”‚        23.55 / 24.01 ยฑ0.40 / 24.72 ms โ”‚     no change โ”‚
   โ”‚ QQuery 56 โ”‚        40.45 / 40.96 ยฑ0.46 / 41.78 ms โ”‚        40.29 / 40.85 ยฑ0.55 / 41.72 ms โ”‚     no change โ”‚
   โ”‚ QQuery 57 โ”‚     180.42 / 182.46 ยฑ1.39 / 184.49 ms โ”‚     180.90 / 182.84 ยฑ1.41 / 184.97 ms โ”‚     no change โ”‚
   โ”‚ QQuery 58 โ”‚     119.02 / 119.91 ยฑ0.75 / 121.03 ms โ”‚     119.42 / 120.16 ยฑ0.56 / 120.82 ms โ”‚     no change โ”‚
   โ”‚ QQuery 59 โ”‚     118.61 / 119.18 ยฑ0.34 / 119.59 ms โ”‚     118.87 / 119.68 ยฑ0.44 / 120.19 ms โ”‚     no change โ”‚
   โ”‚ QQuery 60 โ”‚        40.32 / 40.45 ยฑ0.14 / 40.72 ms โ”‚        40.59 / 41.16 ยฑ0.75 / 42.63 ms โ”‚     no change โ”‚
   โ”‚ QQuery 61 โ”‚        13.97 / 14.15 ยฑ0.18 / 14.50 ms โ”‚        14.03 / 14.20 ยฑ0.16 / 14.45 ms โ”‚     no change โ”‚
   โ”‚ QQuery 62 โ”‚        47.13 / 47.66 ยฑ0.31 / 48.03 ms โ”‚        46.71 / 47.18 ยฑ0.41 / 47.78 ms โ”‚     no change โ”‚
   โ”‚ QQuery 63 โ”‚        30.77 / 31.14 ยฑ0.24 / 31.42 ms โ”‚        30.51 / 30.81 ยฑ0.38 / 31.55 ms โ”‚     no change โ”‚
   โ”‚ QQuery 64 โ”‚     466.43 / 470.93 ยฑ4.35 / 476.69 ms โ”‚     464.36 / 469.78 ยฑ4.53 / 475.81 ms โ”‚     no change โ”‚
   โ”‚ QQuery 65 โ”‚     149.96 / 152.69 ยฑ2.50 / 157.27 ms โ”‚     147.89 / 154.09 ยฑ4.12 / 158.70 ms โ”‚     no change โ”‚
   โ”‚ QQuery 66 โ”‚        84.38 / 85.19 ยฑ1.14 / 87.44 ms โ”‚        83.16 / 85.14 ยฑ2.28 / 89.56 ms โ”‚     no change โ”‚
   โ”‚ QQuery 67 โ”‚     247.54 / 251.82 ยฑ3.49 / 257.42 ms โ”‚     249.04 / 252.85 ยฑ3.97 / 257.89 ms โ”‚     no change โ”‚
   โ”‚ QQuery 68 โ”‚        13.94 / 14.11 ยฑ0.21 / 14.51 ms โ”‚        13.89 / 14.39 ยฑ0.26 / 14.61 ms โ”‚     no change โ”‚
   โ”‚ QQuery 69 โ”‚        78.18 / 78.34 ยฑ0.14 / 78.55 ms โ”‚        77.53 / 77.90 ยฑ0.51 / 78.90 ms โ”‚     no change โ”‚
   โ”‚ QQuery 70 โ”‚     106.89 / 112.23 ยฑ7.50 / 127.04 ms โ”‚     106.28 / 109.14 ยฑ2.53 / 112.21 ms โ”‚     no change โ”‚
   โ”‚ QQuery 71 โ”‚        36.12 / 36.81 ยฑ0.40 / 37.39 ms โ”‚        36.08 / 38.24 ยฑ3.20 / 44.61 ms โ”‚     no change โ”‚
   โ”‚ QQuery 72 โ”‚ 2195.28 / 2243.56 ยฑ46.03 / 2328.25 ms โ”‚ 2081.82 / 2150.27 ยฑ40.93 / 2210.83 ms โ”‚     no change โ”‚
   โ”‚ QQuery 73 โ”‚          9.71 / 9.96 ยฑ0.22 / 10.30 ms โ”‚          9.60 / 9.89 ยฑ0.23 / 10.24 ms โ”‚     no change โ”‚
   โ”‚ QQuery 74 โ”‚     182.07 / 185.91 ยฑ3.72 / 191.95 ms โ”‚     182.35 / 185.08 ยฑ2.55 / 189.40 ms โ”‚     no change โ”‚
   โ”‚ QQuery 75 โ”‚     150.42 / 153.16 ยฑ2.88 / 156.68 ms โ”‚     149.70 / 152.04 ยฑ2.99 / 157.77 ms โ”‚     no change โ”‚
   โ”‚ QQuery 76 โ”‚        36.07 / 36.36 ยฑ0.32 / 36.92 ms โ”‚        36.42 / 37.74 ยฑ1.84 / 41.38 ms โ”‚     no change โ”‚
   โ”‚ QQuery 77 โ”‚        62.48 / 62.88 ยฑ0.26 / 63.24 ms โ”‚        63.11 / 64.78 ยฑ1.86 / 68.34 ms โ”‚     no change โ”‚
   โ”‚ QQuery 78 โ”‚     191.70 / 194.47 ยฑ2.79 / 198.36 ms โ”‚     192.40 / 194.16 ยฑ1.70 / 196.79 ms โ”‚     no change โ”‚
   โ”‚ QQuery 79 โ”‚        68.34 / 69.65 ยฑ1.14 / 71.76 ms โ”‚        68.24 / 68.44 ยฑ0.17 / 68.70 ms โ”‚     no change โ”‚
   โ”‚ QQuery 80 โ”‚     102.02 / 103.54 ยฑ0.88 / 104.61 ms โ”‚     101.79 / 103.14 ยฑ0.97 / 104.36 ms โ”‚     no change โ”‚
   โ”‚ QQuery 81 โ”‚        24.83 / 25.06 ยฑ0.20 / 25.40 ms โ”‚        25.12 / 27.72 ยฑ4.14 / 35.97 ms โ”‚  1.11x slower โ”‚
   โ”‚ QQuery 82 โ”‚        16.93 / 17.12 ยฑ0.20 / 17.48 ms โ”‚        17.34 / 17.72 ยฑ0.46 / 18.57 ms โ”‚     no change โ”‚
   โ”‚ QQuery 83 โ”‚        37.61 / 38.91 ยฑ1.40 / 41.18 ms โ”‚        37.72 / 38.01 ยฑ0.34 / 38.63 ms โ”‚     no change โ”‚
   โ”‚ QQuery 84 โ”‚        43.60 / 44.13 ยฑ0.53 / 44.83 ms โ”‚        43.65 / 44.09 ยฑ0.54 / 45.11 ms โ”‚     no change โ”‚
   โ”‚ QQuery 85 โ”‚     137.56 / 138.62 ยฑ0.60 / 139.40 ms โ”‚     138.67 / 141.07 ยฑ2.61 / 145.97 ms โ”‚     no change โ”‚
   โ”‚ QQuery 86 โ”‚        25.41 / 25.64 ยฑ0.27 / 26.15 ms โ”‚        25.26 / 26.01 ยฑ0.56 / 26.83 ms โ”‚     no change โ”‚
   โ”‚ QQuery 87 โ”‚        69.23 / 70.50 ยฑ0.74 / 71.28 ms โ”‚        69.56 / 71.20 ยฑ1.13 / 72.70 ms โ”‚     no change โ”‚
   โ”‚ QQuery 88 โ”‚        65.67 / 66.12 ยฑ0.32 / 66.62 ms โ”‚        65.44 / 67.70 ยฑ2.35 / 71.84 ms โ”‚     no change โ”‚
   โ”‚ QQuery 89 โ”‚        36.66 / 37.71 ยฑ0.91 / 39.40 ms โ”‚        36.99 / 37.19 ยฑ0.25 / 37.61 ms โ”‚     no change โ”‚
   โ”‚ QQuery 90 โ”‚        17.65 / 19.03 ยฑ2.35 / 23.72 ms โ”‚        17.70 / 17.80 ยฑ0.10 / 17.97 ms โ”‚ +1.07x faster โ”‚
   โ”‚ QQuery 91 โ”‚        52.65 / 53.29 ยฑ0.59 / 54.24 ms โ”‚        52.51 / 52.77 ยฑ0.34 / 53.43 ms โ”‚     no change โ”‚
   โ”‚ QQuery 92 โ”‚        29.64 / 30.20 ยฑ0.35 / 30.64 ms โ”‚        29.83 / 30.30 ยฑ0.45 / 31.15 ms โ”‚     no change โ”‚
   โ”‚ QQuery 93 โ”‚        51.16 / 52.08 ยฑ0.73 / 52.97 ms โ”‚        51.40 / 52.57 ยฑ0.82 / 53.52 ms โ”‚     no change โ”‚
   โ”‚ QQuery 94 โ”‚        38.37 / 39.16 ยฑ0.55 / 40.09 ms โ”‚        38.23 / 38.64 ยฑ0.35 / 39.18 ms โ”‚     no change โ”‚
   โ”‚ QQuery 95 โ”‚        84.62 / 85.37 ยฑ0.66 / 86.17 ms โ”‚        84.28 / 85.78 ยฑ0.80 / 86.52 ms โ”‚     no change โ”‚
   โ”‚ QQuery 96 โ”‚        24.42 / 24.75 ยฑ0.27 / 25.23 ms โ”‚        24.26 / 24.50 ยฑ0.34 / 25.16 ms โ”‚     no change โ”‚
   โ”‚ QQuery 97 โ”‚        46.77 / 47.07 ยฑ0.37 / 47.75 ms โ”‚        46.89 / 47.13 ยฑ0.27 / 47.62 ms โ”‚     no change โ”‚
   โ”‚ QQuery 98 โ”‚        43.60 / 44.53 ยฑ1.54 / 47.61 ms โ”‚        43.14 / 43.75 ยฑ0.48 / 44.58 ms โ”‚     no change โ”‚
   โ”‚ QQuery 99 โ”‚        70.87 / 71.57 ยฑ0.79 / 73.09 ms โ”‚        70.54 / 70.92 ยฑ0.45 / 71.70 ms โ”‚     no change โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Benchmark Summary                                 โ”ƒ            โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)                                 โ”‚ 10721.20ms โ”‚
   โ”‚ Total Time (perf_primitive-rehash-multi-column)   โ”‚ 10623.14ms โ”‚
   โ”‚ Average Time (HEAD)                               โ”‚   108.29ms โ”‚
   โ”‚ Average Time (perf_primitive-rehash-multi-column) โ”‚   107.30ms โ”‚
   โ”‚ Queries Faster                                    โ”‚          1 โ”‚
   โ”‚ Queries Slower                                    โ”‚          1 โ”‚
   โ”‚ Queries with No Change                            โ”‚         97 โ”‚
   โ”‚ Queries with Failure                              โ”‚          0 โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **tpcds โ€” base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 55.0s |
   | Peak memory | 6.9 GiB |
   | Avg memory | 6.2 GiB |
   | CPU user | 240.1s |
   | CPU sys | 5.8s |
   | Peak spill | 0 B |
   
   **tpcds โ€” branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 55.0s |
   | Peak memory | 6.8 GiB |
   | Avg memory | 6.2 GiB |
   | CPU user | 235.8s |
   | CPU sys | 5.8s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan closed pull request #22350: perf: combine_hashes for primitive multi-column rehash
URL: https://github.com/apache/datafusion/pull/22350


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22350:
URL: https://github.com/apache/datafusion/pull/22350#issuecomment-4484828929

   ๐Ÿค– Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22350#issuecomment-4484716720)
   
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
   
   <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_primitive-rehash-multi-column
   --------------------
   Benchmark clickbench_partitioned.json
   --------------------
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query     โ”ƒ                                  HEAD โ”ƒ    perf_primitive-rehash-multi-column โ”ƒ        Change โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ QQuery 0  โ”‚          1.27 / 4.86 ยฑ7.11 / 19.07 ms โ”‚          1.25 / 4.68 ยฑ6.77 / 18.22 ms โ”‚     no change โ”‚
   โ”‚ QQuery 1  โ”‚        12.66 / 13.01 ยฑ0.31 / 13.56 ms โ”‚        12.35 / 12.52 ยฑ0.15 / 12.81 ms โ”‚     no change โ”‚
   โ”‚ QQuery 2  โ”‚        35.74 / 36.10 ยฑ0.31 / 36.48 ms โ”‚        35.26 / 35.57 ยฑ0.28 / 36.09 ms โ”‚     no change โ”‚
   โ”‚ QQuery 3  โ”‚        31.15 / 32.08 ยฑ0.88 / 33.21 ms โ”‚        30.87 / 30.93 ยฑ0.05 / 31.01 ms โ”‚     no change โ”‚
   โ”‚ QQuery 4  โ”‚     225.15 / 229.20 ยฑ2.90 / 233.10 ms โ”‚     222.40 / 228.39 ยฑ3.95 / 234.14 ms โ”‚     no change โ”‚
   โ”‚ QQuery 5  โ”‚     274.85 / 276.46 ยฑ1.69 / 279.61 ms โ”‚     269.38 / 271.47 ยฑ2.14 / 275.38 ms โ”‚     no change โ”‚
   โ”‚ QQuery 6  โ”‚           1.32 / 1.47 ยฑ0.22 / 1.91 ms โ”‚           1.30 / 1.45 ยฑ0.23 / 1.90 ms โ”‚     no change โ”‚
   โ”‚ QQuery 7  โ”‚        13.85 / 13.97 ยฑ0.12 / 14.14 ms โ”‚        13.46 / 13.61 ยฑ0.11 / 13.73 ms โ”‚     no change โ”‚
   โ”‚ QQuery 8  โ”‚     321.21 / 324.24 ยฑ1.81 / 326.24 ms โ”‚     315.87 / 321.15 ยฑ4.17 / 327.30 ms โ”‚     no change โ”‚
   โ”‚ QQuery 9  โ”‚     445.60 / 449.78 ยฑ3.22 / 454.95 ms โ”‚     443.93 / 450.79 ยฑ5.64 / 460.74 ms โ”‚     no change โ”‚
   โ”‚ QQuery 10 โ”‚        70.61 / 71.35 ยฑ0.59 / 72.07 ms โ”‚        69.41 / 70.17 ยฑ0.71 / 71.36 ms โ”‚     no change โ”‚
   โ”‚ QQuery 11 โ”‚        82.69 / 83.82 ยฑ1.19 / 86.06 ms โ”‚        80.79 / 82.16 ยฑ0.81 / 83.08 ms โ”‚     no change โ”‚
   โ”‚ QQuery 12 โ”‚     264.89 / 270.68 ยฑ5.89 / 280.63 ms โ”‚     262.90 / 269.45 ยฑ4.52 / 274.79 ms โ”‚     no change โ”‚
   โ”‚ QQuery 13 โ”‚     372.35 / 383.60 ยฑ6.49 / 391.37 ms โ”‚     362.88 / 368.16 ยฑ4.53 / 375.07 ms โ”‚     no change โ”‚
   โ”‚ QQuery 14 โ”‚     282.22 / 285.04 ยฑ1.87 / 287.19 ms โ”‚     279.46 / 283.36 ยฑ3.37 / 289.44 ms โ”‚     no change โ”‚
   โ”‚ QQuery 15 โ”‚     267.36 / 271.97 ยฑ4.56 / 279.26 ms โ”‚     262.72 / 268.82 ยฑ5.85 / 279.82 ms โ”‚     no change โ”‚
   โ”‚ QQuery 16 โ”‚     611.96 / 614.96 ยฑ2.27 / 617.52 ms โ”‚     609.29 / 617.89 ยฑ6.12 / 623.96 ms โ”‚     no change โ”‚
   โ”‚ QQuery 17 โ”‚     612.74 / 617.39 ยฑ5.22 / 626.70 ms โ”‚    611.72 / 628.55 ยฑ27.67 / 683.65 ms โ”‚     no change โ”‚
   โ”‚ QQuery 18 โ”‚  1259.75 / 1273.00 ยฑ9.36 / 1286.91 ms โ”‚ 1250.09 / 1273.93 ยฑ14.34 / 1289.37 ms โ”‚     no change โ”‚
   โ”‚ QQuery 19 โ”‚        27.84 / 30.40 ยฑ4.88 / 40.16 ms โ”‚        27.87 / 28.27 ยฑ0.36 / 28.95 ms โ”‚ +1.08x faster โ”‚
   โ”‚ QQuery 20 โ”‚     521.91 / 526.33 ยฑ6.84 / 539.86 ms โ”‚     519.00 / 523.06 ยฑ4.53 / 531.87 ms โ”‚     no change โ”‚
   โ”‚ QQuery 21 โ”‚     598.04 / 604.00 ยฑ3.56 / 608.03 ms โ”‚     592.64 / 597.37 ยฑ2.97 / 601.61 ms โ”‚     no change โ”‚
   โ”‚ QQuery 22 โ”‚  1062.65 / 1067.65 ยฑ5.56 / 1077.32 ms โ”‚  1063.35 / 1072.11 ยฑ6.22 / 1082.06 ms โ”‚     no change โ”‚
   โ”‚ QQuery 23 โ”‚ 3191.87 / 3209.14 ยฑ15.00 / 3232.16 ms โ”‚ 3164.08 / 3188.43 ยฑ19.58 / 3205.77 ms โ”‚     no change โ”‚
   โ”‚ QQuery 24 โ”‚        41.72 / 42.36 ยฑ0.59 / 43.31 ms โ”‚        42.25 / 45.93 ยฑ4.40 / 53.09 ms โ”‚  1.08x slower โ”‚
   โ”‚ QQuery 25 โ”‚     111.61 / 114.44 ยฑ3.09 / 119.51 ms โ”‚     110.83 / 113.83 ยฑ5.52 / 124.87 ms โ”‚     no change โ”‚
   โ”‚ QQuery 26 โ”‚        42.14 / 43.08 ยฑ0.78 / 44.14 ms โ”‚        42.28 / 43.96 ยฑ2.06 / 47.45 ms โ”‚     no change โ”‚
   โ”‚ QQuery 27 โ”‚     675.38 / 682.06 ยฑ6.41 / 692.25 ms โ”‚     666.49 / 671.03 ยฑ2.73 / 674.99 ms โ”‚     no change โ”‚
   โ”‚ QQuery 28 โ”‚ 3010.06 / 3022.39 ยฑ13.55 / 3048.13 ms โ”‚  3002.13 / 3014.49 ยฑ8.00 / 3026.32 ms โ”‚     no change โ”‚
   โ”‚ QQuery 29 โ”‚        41.08 / 41.36 ยฑ0.33 / 41.99 ms โ”‚        41.50 / 49.73 ยฑ8.26 / 64.24 ms โ”‚  1.20x slower โ”‚
   โ”‚ QQuery 30 โ”‚     296.66 / 300.86 ยฑ3.12 / 305.62 ms โ”‚     299.33 / 305.82 ยฑ5.70 / 315.27 ms โ”‚     no change โ”‚
   โ”‚ QQuery 31 โ”‚     281.12 / 296.94 ยฑ9.89 / 312.00 ms โ”‚     285.42 / 292.90 ยฑ7.85 / 307.28 ms โ”‚     no change โ”‚
   โ”‚ QQuery 32 โ”‚    930.74 / 951.46 ยฑ24.49 / 998.20 ms โ”‚    926.46 / 959.00 ยฑ26.69 / 997.47 ms โ”‚     no change โ”‚
   โ”‚ QQuery 33 โ”‚ 1415.98 / 1455.99 ยฑ41.53 / 1536.20 ms โ”‚ 1416.01 / 1434.66 ยฑ11.73 / 1448.89 ms โ”‚     no change โ”‚
   โ”‚ QQuery 34 โ”‚ 1420.49 / 1485.63 ยฑ78.82 / 1637.25 ms โ”‚ 1438.06 / 1488.46 ยฑ36.89 / 1542.53 ms โ”‚     no change โ”‚
   โ”‚ QQuery 35 โ”‚    269.86 / 283.35 ยฑ19.06 / 321.24 ms โ”‚     278.28 / 287.20 ยฑ6.61 / 298.60 ms โ”‚     no change โ”‚
   โ”‚ QQuery 36 โ”‚        64.95 / 71.03 ยฑ5.40 / 77.46 ms โ”‚        65.15 / 76.30 ยฑ6.98 / 83.96 ms โ”‚  1.07x slower โ”‚
   โ”‚ QQuery 37 โ”‚        35.68 / 38.58 ยฑ2.81 / 42.60 ms โ”‚        35.10 / 36.24 ยฑ0.97 / 37.74 ms โ”‚ +1.06x faster โ”‚
   โ”‚ QQuery 38 โ”‚        40.95 / 45.00 ยฑ3.49 / 50.72 ms โ”‚        42.68 / 46.00 ยฑ3.58 / 52.51 ms โ”‚     no change โ”‚
   โ”‚ QQuery 39 โ”‚     135.01 / 145.15 ยฑ8.07 / 155.66 ms โ”‚     143.61 / 144.46 ยฑ1.06 / 146.51 ms โ”‚     no change โ”‚
   โ”‚ QQuery 40 โ”‚        13.88 / 16.59 ยฑ4.57 / 25.70 ms โ”‚        14.50 / 14.94 ยฑ0.30 / 15.37 ms โ”‚ +1.11x faster โ”‚
   โ”‚ QQuery 41 โ”‚        13.56 / 15.31 ยฑ3.21 / 21.73 ms โ”‚        13.98 / 17.23 ยฑ4.80 / 26.39 ms โ”‚  1.13x slower โ”‚
   โ”‚ QQuery 42 โ”‚        12.99 / 13.42 ยฑ0.62 / 14.66 ms โ”‚        13.42 / 17.96 ยฑ5.20 / 24.58 ms โ”‚  1.34x slower โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Benchmark Summary                                 โ”ƒ            โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)                                 โ”‚ 19755.49ms โ”‚
   โ”‚ Total Time (perf_primitive-rehash-multi-column)   โ”‚ 19702.45ms โ”‚
   โ”‚ Average Time (HEAD)                               โ”‚   459.43ms โ”‚
   โ”‚ Average Time (perf_primitive-rehash-multi-column) โ”‚   458.20ms โ”‚
   โ”‚ Queries Faster                                    โ”‚          3 โ”‚
   โ”‚ Queries Slower                                    โ”‚          5 โ”‚
   โ”‚ Queries with No Change                            โ”‚         35 โ”‚
   โ”‚ Queries with Failure                              โ”‚          0 โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **clickbench_partitioned โ€” base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 100.0s |
   | Peak memory | 29.5 GiB |
   | Avg memory | 23.2 GiB |
   | CPU user | 1024.6s |
   | CPU sys | 65.7s |
   | Peak spill | 0 B |
   
   **clickbench_partitioned โ€” branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 100.0s |
   | Peak memory | 30.8 GiB |
   | Avg memory | 23.5 GiB |
   | CPU user | 1022.7s |
   | CPU sys | 66.7s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #22350:
URL: https://github.com/apache/datafusion/pull/22350#issuecomment-4484716720

   run benchmarks


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22350:
URL: https://github.com/apache/datafusion/pull/22350#issuecomment-4484731805

   ๐Ÿค– Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22350#issuecomment-4484716720)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4484716720-192-qjhr9 6.12.68+ #1 SMP Wed Apr  1 02:23:28 UTC 2026 aarch64 GNU/Linux`
   <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>
   
   Comparing perf/primitive-rehash-multi-column (47124512b710c15fbf4094f5c68b4e164cb1cea8) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..47124512b710c15fbf4094f5c68b4e164cb1cea8) using: clickbench_partitioned
   Results will be posted here when complete
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22350:
URL: https://github.com/apache/datafusion/pull/22350#issuecomment-4484731969

   ๐Ÿค– Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22350#issuecomment-4484716720)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4484716720-193-rtzcr 6.12.68+ #1 SMP Wed Apr  1 02:23:28 UTC 2026 aarch64 GNU/Linux`
   <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>
   
   Comparing perf/primitive-rehash-multi-column (47124512b710c15fbf4094f5c68b4e164cb1cea8) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..47124512b710c15fbf4094f5c68b4e164cb1cea8) using: tpcds
   Results will be posted here when complete
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22350:
URL: https://github.com/apache/datafusion/pull/22350#issuecomment-4484732387

   ๐Ÿค– Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22350#issuecomment-4484716720)
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4484716720-194-6fgfw 6.12.68+ #1 SMP Wed Apr  1 02:23:28 UTC 2026 aarch64 GNU/Linux`
   <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>
   
   Comparing perf/primitive-rehash-multi-column (47124512b710c15fbf4094f5c68b4e164cb1cea8) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..47124512b710c15fbf4094f5c68b4e164cb1cea8) using: tpch
   Results will be posted here when complete
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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Re: [PR] perf: combine_hashes for primitive multi-column rehash [datafusion]

Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22350:
URL: https://github.com/apache/datafusion/pull/22350#issuecomment-4484803747

   ๐Ÿค– Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22350#issuecomment-4484716720)
   
   **Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB)
   
   <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_primitive-rehash-multi-column
   --------------------
   Benchmark tpch_sf1.json
   --------------------
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Query     โ”ƒ                           HEAD โ”ƒ perf_primitive-rehash-multi-column โ”ƒ        Change โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ QQuery 1  โ”‚ 38.66 / 39.62 ยฑ1.08 / 41.21 ms โ”‚     38.53 / 40.18 ยฑ1.43 / 42.16 ms โ”‚     no change โ”‚
   โ”‚ QQuery 2  โ”‚ 20.45 / 21.03 ยฑ0.70 / 22.41 ms โ”‚     20.44 / 20.67 ยฑ0.23 / 21.07 ms โ”‚     no change โ”‚
   โ”‚ QQuery 3  โ”‚ 34.05 / 35.52 ยฑ0.80 / 36.49 ms โ”‚     33.17 / 34.38 ยฑ1.23 / 35.99 ms โ”‚     no change โ”‚
   โ”‚ QQuery 4  โ”‚ 17.54 / 17.91 ยฑ0.55 / 18.98 ms โ”‚     17.28 / 17.82 ยฑ0.56 / 18.89 ms โ”‚     no change โ”‚
   โ”‚ QQuery 5  โ”‚ 40.40 / 41.91 ยฑ1.34 / 43.90 ms โ”‚     38.92 / 41.28 ยฑ1.68 / 43.74 ms โ”‚     no change โ”‚
   โ”‚ QQuery 6  โ”‚ 16.40 / 16.55 ยฑ0.15 / 16.76 ms โ”‚     16.53 / 16.69 ยฑ0.11 / 16.87 ms โ”‚     no change โ”‚
   โ”‚ QQuery 7  โ”‚ 46.75 / 47.36 ยฑ0.49 / 48.21 ms โ”‚     46.30 / 47.90 ยฑ1.14 / 49.20 ms โ”‚     no change โ”‚
   โ”‚ QQuery 8  โ”‚ 45.14 / 45.91 ยฑ0.62 / 46.74 ms โ”‚     44.95 / 45.26 ยฑ0.31 / 45.83 ms โ”‚     no change โ”‚
   โ”‚ QQuery 9  โ”‚ 48.91 / 50.17 ยฑ0.74 / 51.08 ms โ”‚     49.84 / 51.24 ยฑ1.63 / 53.90 ms โ”‚     no change โ”‚
   โ”‚ QQuery 10 โ”‚ 63.78 / 64.07 ยฑ0.21 / 64.42 ms โ”‚     63.61 / 63.90 ยฑ0.25 / 64.21 ms โ”‚     no change โ”‚
   โ”‚ QQuery 11 โ”‚ 13.46 / 13.83 ยฑ0.25 / 14.17 ms โ”‚     13.32 / 13.86 ยฑ0.61 / 15.04 ms โ”‚     no change โ”‚
   โ”‚ QQuery 12 โ”‚ 24.50 / 25.97 ยฑ1.33 / 27.99 ms โ”‚     24.08 / 24.51 ยฑ0.43 / 25.26 ms โ”‚ +1.06x faster โ”‚
   โ”‚ QQuery 13 โ”‚ 33.41 / 34.48 ยฑ0.85 / 35.98 ms โ”‚     34.77 / 35.30 ยฑ0.35 / 35.70 ms โ”‚     no change โ”‚
   โ”‚ QQuery 14 โ”‚ 25.70 / 25.92 ยฑ0.28 / 26.47 ms โ”‚     25.40 / 25.55 ยฑ0.12 / 25.76 ms โ”‚     no change โ”‚
   โ”‚ QQuery 15 โ”‚ 31.67 / 31.89 ยฑ0.23 / 32.32 ms โ”‚     31.72 / 32.36 ยฑ0.82 / 33.93 ms โ”‚     no change โ”‚
   โ”‚ QQuery 16 โ”‚ 15.03 / 15.19 ยฑ0.11 / 15.31 ms โ”‚     14.84 / 14.99 ยฑ0.13 / 15.20 ms โ”‚     no change โ”‚
   โ”‚ QQuery 17 โ”‚ 75.26 / 76.04 ยฑ0.81 / 77.45 ms โ”‚     74.21 / 75.41 ยฑ1.64 / 78.63 ms โ”‚     no change โ”‚
   โ”‚ QQuery 18 โ”‚ 61.26 / 62.52 ยฑ0.73 / 63.30 ms โ”‚     61.81 / 62.31 ยฑ0.28 / 62.62 ms โ”‚     no change โ”‚
   โ”‚ QQuery 19 โ”‚ 35.30 / 35.60 ยฑ0.21 / 35.89 ms โ”‚     35.35 / 35.88 ยฑ0.84 / 37.54 ms โ”‚     no change โ”‚
   โ”‚ QQuery 20 โ”‚ 37.81 / 38.08 ยฑ0.20 / 38.42 ms โ”‚     37.61 / 38.51 ยฑ1.04 / 40.51 ms โ”‚     no change โ”‚
   โ”‚ QQuery 21 โ”‚ 55.06 / 58.31 ยฑ1.83 / 60.11 ms โ”‚     56.65 / 57.62 ยฑ1.21 / 59.98 ms โ”‚     no change โ”‚
   โ”‚ QQuery 22 โ”‚ 23.40 / 24.54 ยฑ1.60 / 27.70 ms โ”‚     23.43 / 24.53 ยฑ1.43 / 27.29 ms โ”‚     no change โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ณโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”“
   โ”ƒ Benchmark Summary                                 โ”ƒ          โ”ƒ
   โ”กโ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ•‡โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”ฉ
   โ”‚ Total Time (HEAD)                                 โ”‚ 822.42ms โ”‚
   โ”‚ Total Time (perf_primitive-rehash-multi-column)   โ”‚ 820.13ms โ”‚
   โ”‚ Average Time (HEAD)                               โ”‚  37.38ms โ”‚
   โ”‚ Average Time (perf_primitive-rehash-multi-column) โ”‚  37.28ms โ”‚
   โ”‚ Queries Faster                                    โ”‚        1 โ”‚
   โ”‚ Queries Slower                                    โ”‚        0 โ”‚
   โ”‚ Queries with No Change                            โ”‚       21 โ”‚
   โ”‚ Queries with Failure                              โ”‚        0 โ”‚
   โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜
   ```
   
   </p>
   </details>
   
   <details><summary>Resource Usage</summary>
   
   **tpch โ€” base (merge-base)**
   | Metric | Value |
   |--------|-------|
   | Wall time | 5.0s |
   | Peak memory | 5.6 GiB |
   | Avg memory | 5.1 GiB |
   | CPU user | 29.7s |
   | CPU sys | 2.3s |
   | Peak spill | 0 B |
   
   **tpch โ€” branch**
   | Metric | Value |
   |--------|-------|
   | Wall time | 5.0s |
   | Peak memory | 5.5 GiB |
   | Avg memory | 5.0 GiB |
   | CPU user | 29.6s |
   | CPU sys | 2.2s |
   | Peak spill | 0 B |
   
   </details>
   
   
   ---
   [File an issue](https://github.com/adriangb/datafusion-benchmarking/issues) against this benchmark runner


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