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Posted to github@datafusion.apache.org by "Dandandan (via GitHub)" <gi...@apache.org> on 2026/05/19 05:51:47 UTC
[PR] perf: combine_hashes for byte-view multi-column rehash [datafusion]
Dandandan opened a new pull request, #22352:
URL: https://github.com/apache/datafusion/pull/22352
## 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 byte-view paths (`hash_string_view_array_inner` and the no-buffers rehash arm of `hash_generic_byte_view_array`) instead construct a fresh `foldhash::fast::SeedableRandomState` per row, seeded from the previous hash, and run 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 workloads are ClickBench q16 and q17, which both group by `UserID, SearchPhrase`. `SearchPhrase` is a `Utf8View`, so the second column rehashes through `hash_string_view_array_inner` for every row. On current-main baselines of **1106.69 ms / 1127.64 ms** (`dfbench clickbench --query 16 --iterations 3` / `--query 17 --iterations 3`, partitioned dataset), 3-iteration runs with this change settled around:
| Query | Current main avg ms | Patched avg ms | Delta |
| --- | ---: | ---: | ---: |
| q16 | 1106.69 | 986.76 | **-10.8%** |
| q17 | 1127.64 | 1002.29 | **-11.1%** |
Guardrail single-query runs of other byte-view second-column rehash workloads (q14, q18, q39) did not regress.
This change is independent of, and stackable with, https://github.com/apache/datafusion/pull/22350 (the same idiom applied to `hash_array_primitive`). After both land, `seeded_state` becomes unused and can be removed in a small follow-up.
## What changes are included in this PR?
Replaces the three `seeded_state(...).build_hasher() / value.hash_write(...) / hasher.finish()` blocks in the byte-view rehash paths:
- `hash_string_view_array_inner`: inlined-view rehash branch and out-of-line bytes rehash branch
- `hash_generic_byte_view_array`: `(no nulls, no buffers, rehash)` specialization
Each is replaced with `combine_hashes(value.hash_one(random_state), *hash)`, matching the surrounding generic and dictionary paths. `seeded_state` itself and `hash_array_primitive` are unchanged.
## Are these changes tested?
Covered by existing tests in `datafusion-common::hash_utils`, including the multi-column / string-view 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 byte-view multi-column rehash [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22352:
URL: https://github.com/apache/datafusion/pull/22352#issuecomment-4484826900
๐ค Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22352#issuecomment-4484813813)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4484813813-199-kfsl5 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/byte-view-rehash-multi-column (d48d1a43cf2a8b31e482d0495c737582f20e06f0) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..d48d1a43cf2a8b31e482d0495c737582f20e06f0) 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 byte-view multi-column rehash [datafusion]
Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan commented on PR #22352:
URL: https://github.com/apache/datafusion/pull/22352#issuecomment-4484813813
run benchmarks
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Re: [PR] perf: combine_hashes for byte-view multi-column rehash [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22352:
URL: https://github.com/apache/datafusion/pull/22352#issuecomment-4484903057
๐ค Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22352#issuecomment-4484813813)
**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_byte-view-rehash-multi-column
--------------------
Benchmark tpch_sf1.json
--------------------
โโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโ
โ Query โ HEAD โ perf_byte-view-rehash-multi-column โ Change โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ QQuery 1 โ 38.40 / 39.10 ยฑ1.06 / 41.20 ms โ 39.61 / 40.95 ยฑ1.11 / 42.31 ms โ no change โ
โ QQuery 2 โ 20.29 / 20.53 ยฑ0.22 / 20.87 ms โ 20.74 / 20.95 ยฑ0.21 / 21.30 ms โ no change โ
โ QQuery 3 โ 33.90 / 35.30 ยฑ1.02 / 36.36 ms โ 32.85 / 35.22 ยฑ1.70 / 36.74 ms โ no change โ
โ QQuery 4 โ 18.20 / 18.44 ยฑ0.19 / 18.70 ms โ 17.33 / 17.63 ยฑ0.28 / 18.13 ms โ no change โ
โ QQuery 5 โ 44.65 / 45.64 ยฑ1.17 / 47.89 ms โ 40.70 / 43.56 ยฑ1.99 / 46.51 ms โ no change โ
โ QQuery 6 โ 17.08 / 17.78 ยฑ0.83 / 19.33 ms โ 16.83 / 17.35 ยฑ0.71 / 18.73 ms โ no change โ
โ QQuery 7 โ 47.94 / 49.37 ยฑ1.33 / 51.20 ms โ 48.70 / 50.18 ยฑ1.80 / 53.65 ms โ no change โ
โ QQuery 8 โ 46.07 / 46.58 ยฑ0.40 / 47.12 ms โ 45.88 / 46.23 ยฑ0.21 / 46.45 ms โ no change โ
โ QQuery 9 โ 51.76 / 53.52 ยฑ2.10 / 57.60 ms โ 51.01 / 52.69 ยฑ1.36 / 54.92 ms โ no change โ
โ QQuery 10 โ 65.60 / 66.88 ยฑ1.41 / 69.15 ms โ 64.57 / 65.57 ยฑ0.81 / 66.93 ms โ no change โ
โ QQuery 11 โ 14.14 / 14.53 ยฑ0.44 / 15.38 ms โ 13.61 / 14.51 ยฑ0.86 / 16.02 ms โ no change โ
โ QQuery 12 โ 25.13 / 25.45 ยฑ0.27 / 25.78 ms โ 24.72 / 25.04 ยฑ0.21 / 25.33 ms โ no change โ
โ QQuery 13 โ 33.63 / 35.11 ยฑ1.02 / 36.82 ms โ 34.37 / 37.45 ยฑ2.39 / 40.18 ms โ 1.07x slower โ
โ QQuery 14 โ 26.16 / 26.40 ยฑ0.19 / 26.61 ms โ 26.16 / 26.43 ยฑ0.22 / 26.83 ms โ no change โ
โ QQuery 15 โ 32.36 / 33.17 ยฑ0.96 / 34.86 ms โ 32.42 / 32.96 ยฑ0.56 / 34.03 ms โ no change โ
โ QQuery 16 โ 15.50 / 15.69 ยฑ0.22 / 16.04 ms โ 15.41 / 15.59 ยฑ0.21 / 16.00 ms โ no change โ
โ QQuery 17 โ 78.96 / 79.79 ยฑ0.52 / 80.57 ms โ 78.37 / 79.03 ยฑ0.67 / 80.10 ms โ no change โ
โ QQuery 18 โ 61.64 / 63.44 ยฑ1.36 / 65.04 ms โ 63.34 / 64.26 ยฑ0.59 / 65.02 ms โ no change โ
โ QQuery 19 โ 35.61 / 35.74 ยฑ0.18 / 36.09 ms โ 35.58 / 36.21 ยฑ0.50 / 36.79 ms โ no change โ
โ QQuery 20 โ 39.11 / 40.03 ยฑ0.77 / 41.38 ms โ 38.71 / 39.40 ยฑ0.83 / 41.02 ms โ no change โ
โ QQuery 21 โ 58.77 / 61.71 ยฑ3.85 / 68.91 ms โ 57.79 / 60.62 ยฑ3.26 / 66.93 ms โ no change โ
โ QQuery 22 โ 24.20 / 24.43 ยฑ0.23 / 24.83 ms โ 24.05 / 25.10 ยฑ0.79 / 26.15 ms โ no change โ
โโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโ
โ Benchmark Summary โ โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ Total Time (HEAD) โ 848.62ms โ
โ Total Time (perf_byte-view-rehash-multi-column) โ 846.93ms โ
โ Average Time (HEAD) โ 38.57ms โ
โ Average Time (perf_byte-view-rehash-multi-column) โ 38.50ms โ
โ Queries Faster โ 0 โ
โ Queries Slower โ 1 โ
โ Queries with No Change โ 21 โ
โ Queries with Failure โ 0 โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโ
```
</p>
</details>
<details><summary>Resource Usage</summary>
**tpch โ base (merge-base)**
| Metric | Value |
|--------|-------|
| Wall time | 5.0s |
| Peak memory | 5.5 GiB |
| Avg memory | 5.0 GiB |
| CPU user | 30.5s |
| CPU sys | 2.4s |
| 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 | 30.5s |
| CPU sys | 2.3s |
| 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 byte-view multi-column rehash [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22352:
URL: https://github.com/apache/datafusion/pull/22352#issuecomment-4484830257
๐ค Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22352#issuecomment-4484813813)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4484813813-200-bh8hf 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/byte-view-rehash-multi-column (d48d1a43cf2a8b31e482d0495c737582f20e06f0) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..d48d1a43cf2a8b31e482d0495c737582f20e06f0) 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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To respond to the message, please log on to GitHub and use the
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Re: [PR] perf: combine_hashes for byte-view multi-column rehash [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22352:
URL: https://github.com/apache/datafusion/pull/22352#issuecomment-4484819120
๐ค Benchmark running (GKE) | [trigger](https://github.com/apache/datafusion/pull/22352#issuecomment-4484813813)
**Instance:** `c4a-highmem-16` (12 vCPU / 65 GiB) | `Linux bench-c4484813813-198-xmq6n 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/byte-view-rehash-multi-column (d48d1a43cf2a8b31e482d0495c737582f20e06f0) to c8b784a (merge-base) [diff](https://github.com/apache/datafusion/compare/c8b784a01f5d0bcbe0dac806730fb61afc0be8ef..d48d1a43cf2a8b31e482d0495c737582f20e06f0) 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 byte-view multi-column rehash [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22352:
URL: https://github.com/apache/datafusion/pull/22352#issuecomment-4484925936
๐ค Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22352#issuecomment-4484813813)
**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_byte-view-rehash-multi-column
--------------------
Benchmark clickbench_partitioned.json
--------------------
โโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโ
โ Query โ HEAD โ perf_byte-view-rehash-multi-column โ Change โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ QQuery 0 โ 1.26 / 4.66 ยฑ6.73 / 18.11 ms โ 1.26 / 4.68 ยฑ6.80 / 18.28 ms โ no change โ
โ QQuery 1 โ 12.99 / 13.55 ยฑ0.33 / 13.93 ms โ 12.90 / 13.17 ยฑ0.15 / 13.30 ms โ no change โ
โ QQuery 2 โ 36.00 / 36.27 ยฑ0.25 / 36.57 ms โ 35.90 / 36.09 ยฑ0.20 / 36.43 ms โ no change โ
โ QQuery 3 โ 31.08 / 31.61 ยฑ0.59 / 32.76 ms โ 30.78 / 31.24 ยฑ0.50 / 32.20 ms โ no change โ
โ QQuery 4 โ 224.45 / 226.69 ยฑ3.21 / 233.05 ms โ 223.15 / 225.55 ยฑ1.73 / 227.57 ms โ no change โ
โ QQuery 5 โ 269.80 / 272.48 ยฑ2.25 / 275.39 ms โ 266.79 / 270.45 ยฑ2.49 / 273.59 ms โ no change โ
โ QQuery 6 โ 1.30 / 1.45 ยฑ0.22 / 1.89 ms โ 1.31 / 1.45 ยฑ0.24 / 1.92 ms โ no change โ
โ QQuery 7 โ 14.08 / 14.31 ยฑ0.14 / 14.48 ms โ 14.00 / 14.22 ยฑ0.14 / 14.39 ms โ no change โ
โ QQuery 8 โ 313.17 / 318.58 ยฑ4.24 / 324.19 ms โ 319.71 / 323.53 ยฑ2.55 / 326.08 ms โ no change โ
โ QQuery 9 โ 448.00 / 454.43 ยฑ3.70 / 458.16 ms โ 454.17 / 458.12 ยฑ3.25 / 462.84 ms โ no change โ
โ QQuery 10 โ 70.52 / 71.77 ยฑ0.97 / 72.92 ms โ 69.73 / 70.64 ยฑ0.89 / 72.24 ms โ no change โ
โ QQuery 11 โ 82.20 / 82.79 ยฑ0.49 / 83.44 ms โ 80.70 / 81.99 ยฑ0.76 / 82.67 ms โ no change โ
โ QQuery 12 โ 262.57 / 268.88 ยฑ4.46 / 274.35 ms โ 271.15 / 276.03 ยฑ5.68 / 286.73 ms โ no change โ
โ QQuery 13 โ 358.90 / 383.84 ยฑ20.31 / 404.45 ms โ 361.57 / 366.91 ยฑ4.60 / 374.83 ms โ no change โ
โ QQuery 14 โ 276.13 / 281.04 ยฑ3.98 / 286.40 ms โ 283.75 / 286.36 ยฑ2.43 / 290.36 ms โ no change โ
โ QQuery 15 โ 262.94 / 264.63 ยฑ1.48 / 267.41 ms โ 265.25 / 267.44 ยฑ1.44 / 269.47 ms โ no change โ
โ QQuery 16 โ 604.53 / 612.84 ยฑ6.78 / 621.19 ms โ 612.09 / 619.19 ยฑ5.18 / 624.74 ms โ no change โ
โ QQuery 17 โ 610.04 / 618.46 ยฑ8.14 / 632.07 ms โ 616.37 / 637.78 ยฑ30.19 / 696.22 ms โ no change โ
โ QQuery 18 โ 1244.12 / 1265.69 ยฑ14.53 / 1286.13 ms โ 1246.81 / 1262.88 ยฑ12.31 / 1278.45 ms โ no change โ
โ QQuery 19 โ 28.53 / 30.13 ยฑ2.84 / 35.80 ms โ 27.77 / 36.04 ยฑ15.36 / 66.75 ms โ 1.20x slower โ
โ QQuery 20 โ 520.95 / 528.06 ยฑ7.33 / 541.08 ms โ 517.31 / 521.44 ยฑ2.63 / 524.41 ms โ no change โ
โ QQuery 21 โ 593.98 / 597.44 ยฑ2.59 / 600.53 ms โ 589.89 / 597.09 ยฑ5.20 / 605.21 ms โ no change โ
โ QQuery 22 โ 1054.11 / 1076.94 ยฑ12.93 / 1091.80 ms โ 1059.76 / 1071.08 ยฑ7.58 / 1082.76 ms โ no change โ
โ QQuery 23 โ 3166.97 / 3203.29 ยฑ36.74 / 3274.12 ms โ 3144.84 / 3166.11 ยฑ16.54 / 3193.72 ms โ no change โ
โ QQuery 24 โ 41.97 / 46.75 ยฑ6.76 / 59.72 ms โ 41.89 / 46.89 ยฑ5.00 / 55.37 ms โ no change โ
โ QQuery 25 โ 112.41 / 117.54 ยฑ3.97 / 121.20 ms โ 110.59 / 115.19 ยฑ3.92 / 119.92 ms โ no change โ
โ QQuery 26 โ 42.19 / 43.97 ยฑ2.59 / 49.09 ms โ 42.15 / 42.48 ยฑ0.29 / 43.00 ms โ no change โ
โ QQuery 27 โ 672.58 / 677.77 ยฑ3.48 / 682.78 ms โ 672.01 / 681.55 ยฑ5.93 / 689.23 ms โ no change โ
โ QQuery 28 โ 3020.88 / 3042.68 ยฑ13.38 / 3061.00 ms โ 3019.15 / 3035.44 ยฑ10.04 / 3050.57 ms โ no change โ
โ QQuery 29 โ 41.20 / 44.62 ยฑ6.25 / 57.11 ms โ 41.50 / 45.83 ยฑ5.37 / 54.19 ms โ no change โ
โ QQuery 30 โ 299.94 / 309.93 ยฑ6.17 / 318.76 ms โ 298.43 / 303.07 ยฑ4.46 / 310.46 ms โ no change โ
โ QQuery 31 โ 278.48 / 288.66 ยฑ6.14 / 294.98 ms โ 285.74 / 293.56 ยฑ6.70 / 304.82 ms โ no change โ
โ QQuery 32 โ 913.31 / 927.77 ยฑ10.05 / 942.81 ms โ 894.62 / 921.62 ยฑ16.93 / 946.66 ms โ no change โ
โ QQuery 33 โ 1417.29 / 1425.69 ยฑ8.20 / 1438.29 ms โ 1429.64 / 1434.57 ยฑ5.81 / 1445.80 ms โ no change โ
โ QQuery 34 โ 1433.73 / 1448.13 ยฑ9.39 / 1458.84 ms โ 1426.13 / 1448.56 ยฑ14.88 / 1467.93 ms โ no change โ
โ QQuery 35 โ 275.07 / 284.27 ยฑ10.86 / 305.17 ms โ 275.56 / 285.29 ยฑ12.69 / 310.22 ms โ no change โ
โ QQuery 36 โ 65.31 / 72.93 ยฑ5.45 / 81.26 ms โ 68.69 / 75.69 ยฑ4.03 / 80.17 ms โ no change โ
โ QQuery 37 โ 35.85 / 38.18 ยฑ2.49 / 41.87 ms โ 35.33 / 39.66 ยฑ4.19 / 44.90 ms โ no change โ
โ QQuery 38 โ 40.26 / 42.94 ยฑ1.42 / 44.10 ms โ 41.68 / 43.85 ยฑ1.96 / 46.26 ms โ no change โ
โ QQuery 39 โ 138.70 / 156.37 ยฑ12.83 / 178.39 ms โ 136.32 / 147.41 ยฑ7.80 / 154.35 ms โ +1.06x faster โ
โ QQuery 40 โ 14.27 / 16.27 ยฑ2.41 / 20.96 ms โ 13.91 / 14.29 ยฑ0.21 / 14.49 ms โ +1.14x faster โ
โ QQuery 41 โ 13.73 / 13.85 ยฑ0.06 / 13.91 ms โ 13.68 / 14.52 ยฑ1.52 / 17.56 ms โ no change โ
โ QQuery 42 โ 13.08 / 13.41 ยฑ0.22 / 13.70 ms โ 13.20 / 13.41 ยฑ0.17 / 13.66 ms โ no change โ
โโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโ
โ Benchmark Summary โ โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ Total Time (HEAD) โ 19671.56ms โ
โ Total Time (perf_byte-view-rehash-multi-column) โ 19642.38ms โ
โ Average Time (HEAD) โ 457.48ms โ
โ Average Time (perf_byte-view-rehash-multi-column) โ 456.80ms โ
โ Queries Faster โ 2 โ
โ Queries Slower โ 1 โ
โ Queries with No Change โ 40 โ
โ Queries with Failure โ 0 โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโ
```
</p>
</details>
<details><summary>Resource Usage</summary>
**clickbench_partitioned โ base (merge-base)**
| Metric | Value |
|--------|-------|
| Wall time | 100.0s |
| Peak memory | 30.4 GiB |
| Avg memory | 23.1 GiB |
| CPU user | 1022.3s |
| CPU sys | 63.6s |
| Peak spill | 0 B |
**clickbench_partitioned โ branch**
| Metric | Value |
|--------|-------|
| Wall time | 100.0s |
| Peak memory | 29.6 GiB |
| Avg memory | 22.8 GiB |
| CPU user | 1018.4s |
| CPU sys | 65.3s |
| 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 byte-view multi-column rehash [datafusion]
Posted by "adriangbot (via GitHub)" <gi...@apache.org>.
adriangbot commented on PR #22352:
URL: https://github.com/apache/datafusion/pull/22352#issuecomment-4484910789
๐ค Benchmark completed (GKE) | [trigger](https://github.com/apache/datafusion/pull/22352#issuecomment-4484813813)
**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_byte-view-rehash-multi-column
--------------------
Benchmark tpcds_sf1.json
--------------------
โโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโโโโ
โ Query โ HEAD โ perf_byte-view-rehash-multi-column โ Change โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ QQuery 1 โ 6.46 / 7.05 ยฑ0.84 / 8.71 ms โ 6.42 / 6.91 ยฑ0.87 / 8.64 ms โ no change โ
โ QQuery 2 โ 82.09 / 82.63 ยฑ0.30 / 82.88 ms โ 82.75 / 83.06 ยฑ0.19 / 83.35 ms โ no change โ
โ QQuery 3 โ 30.08 / 30.37 ยฑ0.18 / 30.57 ms โ 29.70 / 30.00 ยฑ0.22 / 30.22 ms โ no change โ
โ QQuery 4 โ 538.16 / 544.54 ยฑ3.56 / 548.39 ms โ 526.00 / 532.43 ยฑ3.46 / 536.52 ms โ no change โ
โ QQuery 5 โ 53.71 / 54.12 ยฑ0.45 / 54.98 ms โ 53.60 / 54.13 ยฑ0.27 / 54.32 ms โ no change โ
โ QQuery 6 โ 36.58 / 37.03 ยฑ0.31 / 37.45 ms โ 36.13 / 36.68 ยฑ0.49 / 37.39 ms โ no change โ
โ QQuery 7 โ 110.91 / 112.13 ยฑ1.01 / 113.14 ms โ 109.58 / 110.99 ยฑ1.49 / 113.56 ms โ no change โ
โ QQuery 8 โ 39.99 / 40.22 ยฑ0.20 / 40.57 ms โ 39.43 / 39.87 ยฑ0.58 / 41.02 ms โ no change โ
โ QQuery 9 โ 54.35 / 55.61 ยฑ1.26 / 57.91 ms โ 53.27 / 56.21 ยฑ1.53 / 57.46 ms โ no change โ
โ QQuery 10 โ 83.00 / 84.57 ยฑ2.02 / 88.45 ms โ 81.52 / 82.92 ยฑ1.63 / 85.97 ms โ no change โ
โ QQuery 11 โ 330.99 / 336.81 ยฑ5.00 / 343.89 ms โ 321.36 / 328.46 ยฑ5.65 / 335.60 ms โ no change โ
โ QQuery 12 โ 29.91 / 30.37 ยฑ0.37 / 31.03 ms โ 29.84 / 30.25 ยฑ0.27 / 30.50 ms โ no change โ
โ QQuery 13 โ 130.20 / 131.15 ยฑ0.72 / 131.94 ms โ 129.19 / 129.92 ยฑ0.43 / 130.37 ms โ no change โ
โ QQuery 14 โ 516.71 / 518.53 ยฑ1.38 / 519.92 ms โ 514.02 / 515.18 ยฑ0.60 / 515.69 ms โ no change โ
โ QQuery 15 โ 61.95 / 64.19 ยฑ2.96 / 70.05 ms โ 62.29 / 64.54 ยฑ1.63 / 67.03 ms โ no change โ
โ QQuery 16 โ 7.02 / 7.27 ยฑ0.32 / 7.89 ms โ 7.19 / 7.32 ยฑ0.18 / 7.66 ms โ no change โ
โ QQuery 17 โ 83.11 / 83.61 ยฑ0.50 / 84.55 ms โ 83.00 / 83.48 ยฑ0.38 / 84.06 ms โ no change โ
โ QQuery 18 โ 154.24 / 155.32 ยฑ0.97 / 156.77 ms โ 154.40 / 154.78 ยฑ0.34 / 155.36 ms โ no change โ
โ QQuery 19 โ 42.40 / 42.52 ยฑ0.11 / 42.67 ms โ 42.33 / 42.65 ยฑ0.29 / 43.19 ms โ no change โ
โ QQuery 20 โ 36.41 / 37.32 ยฑ0.84 / 38.40 ms โ 36.49 / 36.83 ยฑ0.32 / 37.36 ms โ no change โ
โ QQuery 21 โ 18.49 / 18.63 ยฑ0.12 / 18.83 ms โ 18.40 / 18.89 ยฑ0.34 / 19.41 ms โ no change โ
โ QQuery 22 โ 63.17 / 63.71 ยฑ0.38 / 64.32 ms โ 64.44 / 65.80 ยฑ1.34 / 68.34 ms โ no change โ
โ QQuery 23 โ 488.03 / 492.97 ยฑ3.43 / 497.70 ms โ 494.98 / 496.96 ยฑ1.51 / 498.92 ms โ no change โ
โ QQuery 24 โ 238.64 / 242.69 ยฑ4.72 / 251.94 ms โ 237.85 / 241.46 ยฑ2.24 / 244.90 ms โ no change โ
โ QQuery 25 โ 114.77 / 117.13 ยฑ2.36 / 120.97 ms โ 115.52 / 117.06 ยฑ1.84 / 120.66 ms โ no change โ
โ QQuery 26 โ 72.24 / 73.25 ยฑ1.12 / 75.37 ms โ 71.64 / 72.16 ยฑ0.43 / 72.68 ms โ no change โ
โ QQuery 27 โ 7.12 / 7.27 ยฑ0.14 / 7.53 ms โ 7.31 / 7.49 ยฑ0.19 / 7.85 ms โ no change โ
โ QQuery 28 โ 58.48 / 63.29 ยฑ2.44 / 65.10 ms โ 58.94 / 63.54 ยฑ2.53 / 66.12 ms โ no change โ
โ QQuery 29 โ 100.71 / 100.97 ยฑ0.27 / 101.34 ms โ 100.05 / 100.71 ยฑ0.34 / 100.98 ms โ no change โ
โ QQuery 30 โ 31.39 / 31.92 ยฑ0.42 / 32.65 ms โ 31.74 / 31.92 ยฑ0.18 / 32.26 ms โ no change โ
โ QQuery 31 โ 114.25 / 114.92 ยฑ0.43 / 115.44 ms โ 114.37 / 115.22 ยฑ0.75 / 116.53 ms โ no change โ
โ QQuery 32 โ 21.02 / 21.60 ยฑ0.53 / 22.57 ms โ 21.38 / 21.56 ยฑ0.20 / 21.90 ms โ no change โ
โ QQuery 33 โ 39.70 / 40.27 ยฑ0.73 / 41.64 ms โ 39.76 / 40.17 ยฑ0.27 / 40.46 ms โ no change โ
โ QQuery 34 โ 9.84 / 10.30 ยฑ0.33 / 10.73 ms โ 10.20 / 10.59 ยฑ0.33 / 10.99 ms โ no change โ
โ QQuery 35 โ 82.23 / 83.55 ยฑ1.01 / 84.78 ms โ 82.08 / 83.43 ยฑ1.67 / 86.66 ms โ no change โ
โ QQuery 36 โ 6.63 / 6.72 ยฑ0.14 / 7.00 ms โ 6.78 / 6.91 ยฑ0.16 / 7.22 ms โ no change โ
โ QQuery 37 โ 7.30 / 7.41 ยฑ0.06 / 7.45 ms โ 7.41 / 7.46 ยฑ0.06 / 7.56 ms โ no change โ
โ QQuery 38 โ 70.42 / 70.77 ยฑ0.26 / 71.24 ms โ 69.47 / 70.44 ยฑ0.68 / 71.57 ms โ no change โ
โ QQuery 39 โ 101.36 / 102.57 ยฑ0.79 / 103.58 ms โ 102.78 / 104.04 ยฑ1.00 / 105.60 ms โ no change โ
โ QQuery 40 โ 23.79 / 24.29 ยฑ0.37 / 24.94 ms โ 23.76 / 24.29 ยฑ0.33 / 24.79 ms โ no change โ
โ QQuery 41 โ 14.49 / 14.69 ยฑ0.19 / 15.05 ms โ 14.43 / 14.72 ยฑ0.24 / 15.14 ms โ no change โ
โ QQuery 42 โ 24.75 / 25.02 ยฑ0.21 / 25.26 ms โ 24.66 / 25.02 ยฑ0.36 / 25.67 ms โ no change โ
โ QQuery 43 โ 5.49 / 5.60 ยฑ0.12 / 5.83 ms โ 5.52 / 5.67 ยฑ0.13 / 5.92 ms โ no change โ
โ QQuery 44 โ 11.19 / 11.71 ยฑ0.70 / 13.08 ms โ 11.39 / 11.58 ยฑ0.10 / 11.66 ms โ no change โ
โ QQuery 45 โ 42.13 / 43.26 ยฑ0.90 / 44.88 ms โ 43.23 / 43.79 ยฑ0.39 / 44.36 ms โ no change โ
โ QQuery 46 โ 14.09 / 14.39 ยฑ0.30 / 14.90 ms โ 14.00 / 14.39 ยฑ0.39 / 15.07 ms โ no change โ
โ QQuery 47 โ 240.61 / 243.14 ยฑ2.63 / 247.16 ms โ 239.61 / 242.59 ยฑ2.85 / 246.95 ms โ no change โ
โ QQuery 48 โ 105.19 / 105.64 ยฑ0.48 / 106.56 ms โ 105.04 / 105.46 ยฑ0.34 / 106.04 ms โ no change โ
โ QQuery 49 โ 81.63 / 83.24 ยฑ1.41 / 85.62 ms โ 82.04 / 84.63 ยฑ2.33 / 87.85 ms โ no change โ
โ QQuery 50 โ 61.57 / 62.12 ยฑ0.39 / 62.62 ms โ 61.51 / 61.90 ยฑ0.35 / 62.53 ms โ no change โ
โ QQuery 51 โ 93.16 / 95.06 ยฑ1.49 / 97.62 ms โ 92.96 / 94.39 ยฑ1.00 / 96.02 ms โ no change โ
โ QQuery 52 โ 24.69 / 25.06 ยฑ0.20 / 25.29 ms โ 24.94 / 25.19 ยฑ0.14 / 25.33 ms โ no change โ
โ QQuery 53 โ 31.08 / 31.34 ยฑ0.23 / 31.70 ms โ 31.38 / 32.33 ยฑ1.54 / 35.41 ms โ no change โ
โ QQuery 54 โ 55.52 / 55.97 ยฑ0.39 / 56.61 ms โ 55.81 / 56.48 ยฑ0.50 / 57.04 ms โ no change โ
โ QQuery 55 โ 24.33 / 24.66 ยฑ0.27 / 24.95 ms โ 24.23 / 24.60 ยฑ0.28 / 25.09 ms โ no change โ
โ QQuery 56 โ 40.54 / 41.39 ยฑ1.06 / 43.47 ms โ 40.71 / 41.21 ยฑ0.45 / 41.96 ms โ no change โ
โ QQuery 57 โ 180.68 / 182.96 ยฑ1.42 / 185.05 ms โ 181.91 / 184.96 ยฑ2.92 / 190.22 ms โ no change โ
โ QQuery 58 โ 119.11 / 120.84 ยฑ1.46 / 122.82 ms โ 119.31 / 120.33 ยฑ0.87 / 121.76 ms โ no change โ
โ QQuery 59 โ 119.61 / 120.35 ยฑ0.44 / 120.95 ms โ 120.06 / 120.53 ยฑ0.42 / 121.32 ms โ no change โ
โ QQuery 60 โ 40.96 / 41.97 ยฑ1.26 / 44.39 ms โ 40.85 / 41.31 ยฑ0.27 / 41.65 ms โ no change โ
โ QQuery 61 โ 14.19 / 14.30 ยฑ0.14 / 14.51 ms โ 14.04 / 14.22 ยฑ0.17 / 14.54 ms โ no change โ
โ QQuery 62 โ 47.28 / 48.02 ยฑ0.42 / 48.46 ms โ 47.01 / 47.27 ยฑ0.20 / 47.60 ms โ no change โ
โ QQuery 63 โ 31.09 / 31.41 ยฑ0.32 / 31.82 ms โ 31.29 / 31.60 ยฑ0.16 / 31.72 ms โ no change โ
โ QQuery 64 โ 468.00 / 473.54 ยฑ4.56 / 479.84 ms โ 465.11 / 475.94 ยฑ6.60 / 484.78 ms โ no change โ
โ QQuery 65 โ 147.93 / 153.83 ยฑ5.71 / 163.84 ms โ 148.08 / 151.25 ยฑ2.53 / 155.64 ms โ no change โ
โ QQuery 66 โ 83.68 / 85.47 ยฑ2.00 / 89.28 ms โ 84.24 / 86.17 ยฑ2.25 / 90.57 ms โ no change โ
โ QQuery 67 โ 250.50 / 255.39 ยฑ3.92 / 261.85 ms โ 261.37 / 265.65 ยฑ4.02 / 273.21 ms โ no change โ
โ QQuery 68 โ 13.69 / 14.00 ยฑ0.26 / 14.47 ms โ 14.19 / 14.40 ยฑ0.17 / 14.69 ms โ no change โ
โ QQuery 69 โ 78.61 / 79.25 ยฑ0.84 / 80.89 ms โ 77.99 / 78.95 ยฑ1.33 / 81.56 ms โ no change โ
โ QQuery 70 โ 105.98 / 111.41 ยฑ7.23 / 125.61 ms โ 107.32 / 110.68 ยฑ2.89 / 115.90 ms โ no change โ
โ QQuery 71 โ 36.64 / 37.01 ยฑ0.22 / 37.23 ms โ 36.94 / 37.24 ยฑ0.36 / 37.95 ms โ no change โ
โ QQuery 72 โ 2161.05 / 2207.65 ยฑ42.24 / 2272.56 ms โ 2120.05 / 2229.46 ยฑ93.32 / 2387.92 ms โ no change โ
โ QQuery 73 โ 9.84 / 10.16 ยฑ0.30 / 10.68 ms โ 9.85 / 10.95 ยฑ1.79 / 14.50 ms โ 1.08x slower โ
โ QQuery 74 โ 183.24 / 187.33 ยฑ2.84 / 190.79 ms โ 185.07 / 190.29 ยฑ3.68 / 196.37 ms โ no change โ
โ QQuery 75 โ 150.74 / 152.27 ยฑ1.59 / 154.88 ms โ 152.41 / 153.80 ยฑ2.41 / 158.61 ms โ no change โ
โ QQuery 76 โ 36.41 / 36.85 ยฑ0.23 / 37.03 ms โ 36.56 / 36.76 ยฑ0.14 / 36.91 ms โ no change โ
โ QQuery 77 โ 62.93 / 63.72 ยฑ0.83 / 65.29 ms โ 63.39 / 64.18 ยฑ0.52 / 65.03 ms โ no change โ
โ QQuery 78 โ 192.81 / 197.04 ยฑ4.27 / 204.23 ms โ 194.12 / 196.69 ยฑ3.27 / 203.10 ms โ no change โ
โ QQuery 79 โ 68.95 / 70.45 ยฑ2.42 / 75.27 ms โ 68.85 / 69.23 ยฑ0.33 / 69.80 ms โ no change โ
โ QQuery 80 โ 102.17 / 104.72 ยฑ2.03 / 108.11 ms โ 101.44 / 104.24 ยฑ1.61 / 106.37 ms โ no change โ
โ QQuery 81 โ 25.56 / 25.85 ยฑ0.21 / 26.21 ms โ 25.58 / 25.65 ยฑ0.10 / 25.85 ms โ no change โ
โ QQuery 82 โ 17.24 / 17.91 ยฑ0.90 / 19.68 ms โ 17.46 / 18.71 ยฑ1.78 / 22.21 ms โ no change โ
โ QQuery 83 โ 38.84 / 40.33 ยฑ1.81 / 43.78 ms โ 39.05 / 39.40 ยฑ0.19 / 39.59 ms โ no change โ
โ QQuery 84 โ 44.14 / 44.87 ยฑ0.53 / 45.74 ms โ 44.37 / 44.75 ยฑ0.31 / 45.19 ms โ no change โ
โ QQuery 85 โ 138.76 / 139.72 ยฑ0.94 / 140.88 ms โ 138.42 / 141.18 ยฑ1.80 / 143.51 ms โ no change โ
โ QQuery 86 โ 26.22 / 27.76 ยฑ2.54 / 32.81 ms โ 25.90 / 26.24 ยฑ0.32 / 26.73 ms โ +1.06x faster โ
โ QQuery 87 โ 70.62 / 71.12 ยฑ0.39 / 71.82 ms โ 70.56 / 72.01 ยฑ0.90 / 73.25 ms โ no change โ
โ QQuery 88 โ 66.06 / 66.81 ยฑ0.74 / 68.20 ms โ 66.10 / 66.42 ยฑ0.22 / 66.70 ms โ no change โ
โ QQuery 89 โ 37.47 / 37.63 ยฑ0.14 / 37.88 ms โ 37.82 / 39.14 ยฑ1.43 / 41.79 ms โ no change โ
โ QQuery 90 โ 18.10 / 19.42 ยฑ2.34 / 24.10 ms โ 18.09 / 18.33 ยฑ0.19 / 18.61 ms โ +1.06x faster โ
โ QQuery 91 โ 53.14 / 54.11 ยฑ0.80 / 55.34 ms โ 53.09 / 53.40 ยฑ0.39 / 54.15 ms โ no change โ
โ QQuery 92 โ 30.05 / 30.65 ยฑ0.49 / 31.53 ms โ 30.20 / 30.76 ยฑ0.37 / 31.23 ms โ no change โ
โ QQuery 93 โ 51.10 / 51.85 ยฑ0.64 / 52.85 ms โ 51.94 / 52.45 ยฑ0.34 / 52.93 ms โ no change โ
โ QQuery 94 โ 39.06 / 39.27 ยฑ0.19 / 39.60 ms โ 38.94 / 40.04 ยฑ1.00 / 41.27 ms โ no change โ
โ QQuery 95 โ 85.71 / 86.87 ยฑ0.92 / 87.97 ms โ 85.78 / 87.03 ยฑ0.98 / 87.92 ms โ no change โ
โ QQuery 96 โ 24.80 / 25.00 ยฑ0.16 / 25.22 ms โ 24.49 / 24.79 ยฑ0.21 / 25.11 ms โ no change โ
โ QQuery 97 โ 46.41 / 46.97 ยฑ0.43 / 47.57 ms โ 46.43 / 47.00 ยฑ0.55 / 47.98 ms โ no change โ
โ QQuery 98 โ 43.58 / 44.00 ยฑ0.34 / 44.58 ms โ 42.97 / 43.82 ยฑ0.43 / 44.18 ms โ no change โ
โ QQuery 99 โ 70.56 / 72.39 ยฑ1.52 / 75.18 ms โ 70.00 / 70.87 ยฑ0.65 / 71.61 ms โ no change โ
โโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโโโโ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโณโโโโโโโโโโโโโ
โ Benchmark Summary โ โ
โกโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโฉ
โ Total Time (HEAD) โ 10774.37ms โ
โ Total Time (perf_byte-view-rehash-multi-column) โ 10788.74ms โ
โ Average Time (HEAD) โ 108.83ms โ
โ Average Time (perf_byte-view-rehash-multi-column) โ 108.98ms โ
โ Queries Faster โ 2 โ
โ Queries Slower โ 1 โ
โ Queries with No Change โ 96 โ
โ Queries with Failure โ 0 โ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโดโโโโโโโโโโโโโ
```
</p>
</details>
<details><summary>Resource Usage</summary>
**tpcds โ base (merge-base)**
| Metric | Value |
|--------|-------|
| Wall time | 55.0s |
| Peak memory | 6.8 GiB |
| Avg memory | 6.2 GiB |
| CPU user | 238.0s |
| CPU sys | 5.9s |
| Peak spill | 0 B |
**tpcds โ branch**
| Metric | Value |
|--------|-------|
| Wall time | 55.0s |
| Peak memory | 7.0 GiB |
| Avg memory | 6.3 GiB |
| CPU user | 238.4s |
| CPU sys | 5.9s |
| 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 byte-view multi-column rehash [datafusion]
Posted by "Dandandan (via GitHub)" <gi...@apache.org>.
Dandandan closed pull request #22352: perf: combine_hashes for byte-view multi-column rehash
URL: https://github.com/apache/datafusion/pull/22352
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